hellotayssir/FinQA_TAT-QA_financial_finetuning_dataset huggingface dataset:
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 percentage increase / (decrease) in Tax fees from 2018 to 2019?
Answer: -8.39
Calculation: (3,943 / 4,304 - 1) * 100
entergy corporation and subsidiaries management 2019s financial discussion and analysis regulatory asset associated with new nuclear generation development costs as a result of a joint stipulation entered into with the mississippi public utilities staff , subsequently approved by the mpsc , in which entergy mississippi agreed not to pursue recovery of the costs deferred by an mpsc order in the new nuclear generation docket . see note 2 to the financial statements for further discussion of the new nuclear generation development costs and the joint stipulation . net revenue utility following is an analysis of the change in net revenue comparing 2015 to 2014 . amount ( in millions ) .

Table:
 | amount ( in millions )
2014 net revenue | $ 5735
retail electric price | 187
volume/weather | 95
louisiana business combination customer credits | -107 ( 107 )
miso deferral | -35 ( 35 )
waterford 3 replacement steam generator provision | -32 ( 32 )
other | -14 ( 14 )
2015 net revenue | $ 5829
the retail electric price variance is primarily due to : 2022 formula rate plan increases at entergy louisiana , as approved by the lpsc , effective december 2014 and january 2015 ; 2022 an increase in energy efficiency rider revenue primarily due to increases in the energy efficiency rider at entergy arkansas , as approved by the apsc , effective july 2015 and july 2014 , and new energy efficiency riders at entergy louisiana and entergy mississippi that began in the fourth quarter 2014 .
energy efficiency revenues are largely offset by costs included in other operation and maintenance expenses and have a minimal effect on net income ; and 2022 an annual net rate increase at entergy mississippi of $ 16 million , effective february 2015 , as a result of the mpsc order in the june 2014 rate case .
see note 2 to the financial statements for a discussion of rate and regulatory proceedings .
the volume/weather variance is primarily due to an increase of 1402 gwh , or 1% ( 1 % ) , in billed electricity usage , including an increase in industrial usage and the effect of more favorable weather .
the increase in industrial sales was primarily due to expansion in the chemicals industry and the addition of new customers , partially offset by decreased demand primarily due to extended maintenance outages for existing chemicals customers .
the louisiana business combination customer credits variance is due to a regulatory liability of $ 107 million recorded by entergy in october 2015 as a result of the entergy gulf states louisiana and entergy louisiana business combination .
consistent with the terms of an agreement with the lpsc , electric customers of entergy louisiana will realize customer credits associated with the business combination ; accordingly , in october 2015 , entergy recorded a regulatory liability of $ 107 million ( $ 66 million net-of-tax ) .
see note 2 to the financial statements for further discussion of the business combination and customer credits. .

Question: what is the growth rate of net revenue from 2014 to 2015 ?
Answer: 1.6%
Calculation: subtract(5829, 5735), divide(#0, 5735)
Film and Electrolytic
The table below sets forth net sales, operating income (loss) and operating income (loss) as a percentage of net sales for our Film and Electrolytic reportable segment for the fiscal years 2018 and 2017 (amounts in thousands, except percentages):
(1) Fiscal years ending March 31, 2018 and 2017 adjusted due to the adoption of ASC 606
Net Sales
Film and Electrolytic net sales of $202.0 million in fiscal year 2018 increased $19.7 million or 10.8% from $182.2 million in fiscal year 2017. The increase in net sales was primarily driven by an increase in net sales in the distributor channel across all the APAC and EMEA regions of $13.7 million, a $3.3 million increase in net sales in the OEM channel of the EMEA region and a $4.2 million increase in the EMS channel across the Americas, EMEA, and APAC regions. These increases were partially offset by a decrease in net sales of $1.2 million in the OEM channel across the Americas, APAC, and JPKO regions. In addition, there was a favorable impact of $7.6 million from foreign currency exchange primarily due to the change in the value of the Euro compared to the U.S. dollar.
Reportable Segment Operating Income (Loss)
Segment operating income of $3.6 million in fiscal year 2018 improved $12.7 million from $9.0 million of operating loss in fiscal year 2017. The improvement was primarily attributable to a $4.3 million increase in gross margin driven by higher net sales, as well as the benefit of completed restructuring activities. The increase was also attributed to an $11.7 million improvement in (gain) loss on the write down and disposal of long-lived assets. These improvements were partially offset by a $2.1 million increase in restructuring charges, a $0.7 million increase in SG&A expenses, and a $0.6 million increase in R&D expenses.
Table:
 | For the Fiscal Years Ended |  |  | 
 | March 31, 2018 |  | March 31, 2017 | 
 | Amount | % to Net Sales | Amount | % to Net Sales
Net sales (1) | $201,977 |  | $182,228 | 
Segment operating income (loss) (1) | 3,622 | 1.8% | (9,028) | (5.0)%


Question: How many years did net sales exceed $200,000 thousand?
Answer: 1
Calculation: 2018
Film and Electrolytic
The table below sets forth net sales, operating income (loss) and operating income (loss) as a percentage of net sales for our Film and Electrolytic reportable segment for the fiscal years 2018 and 2017 (amounts in thousands, except percentages):
(1) Fiscal years ending March 31, 2018 and 2017 adjusted due to the adoption of ASC 606
Net Sales
Film and Electrolytic net sales of $202.0 million in fiscal year 2018 increased $19.7 million or 10.8% from $182.2 million in fiscal year 2017. The increase in net sales was primarily driven by an increase in net sales in the distributor channel across all the APAC and EMEA regions of $13.7 million, a $3.3 million increase in net sales in the OEM channel of the EMEA region and a $4.2 million increase in the EMS channel across the Americas, EMEA, and APAC regions. These increases were partially offset by a decrease in net sales of $1.2 million in the OEM channel across the Americas, APAC, and JPKO regions. In addition, there was a favorable impact of $7.6 million from foreign currency exchange primarily due to the change in the value of the Euro compared to the U.S. dollar.
Reportable Segment Operating Income (Loss)
Segment operating income of $3.6 million in fiscal year 2018 improved $12.7 million from $9.0 million of operating loss in fiscal year 2017. The improvement was primarily attributable to a $4.3 million increase in gross margin driven by higher net sales, as well as the benefit of completed restructuring activities. The increase was also attributed to an $11.7 million improvement in (gain) loss on the write down and disposal of long-lived assets. These improvements were partially offset by a $2.1 million increase in restructuring charges, a $0.7 million increase in SG&A expenses, and a $0.6 million increase in R&D expenses.
Table:
 | For the Fiscal Years Ended |  |  | 
 | March 31, 2018 |  | March 31, 2017 | 
 | Amount | % to Net Sales | Amount | % to Net Sales
Net sales (1) | $201,977 |  | $182,228 | 
Segment operating income (loss) (1) | 3,622 | 1.8% | (9,028) | (5.0)%


Question: How much did segment operating income change between 2017 and 2018?
Answer: 12.7
IFRS cash flow
The key drivers of the decrease in cash and cash equivalents of £35.8 million in the year are discussed below.
Cash flows from operating activities of £11.1 million were £91.5 million lower than 2018, largely due to the reduction in underlying earnings of £65.9 million (see income statement section) and the early settlement of interest rate swaps of £52.4 million, partially offset by improvements in working capital of £32.2 million.
Cash flows from investing activities mainly reflected cash inflows related to the part disposal of intu Derby of £96.7 million and other sundry disposals of £75.3 million, partially offset by capital expenditure during the year of £127.7 million.
Cash flows from financing activities primarily reflected net borrowings repaid in the year (see debt activity section on page 36).
Table:
m | 2019 | 2018
Cash flows from: |  | 
operating activities | 11.1 | 102.6
investing activities | 75.5 | (0.4)
financing activities | (122.4) | (90.8)
Net change in cash and cash equivalents | (35.8) | 11.4


Question: What is the net change in cash and cash equivalents in 2019?
Answer: (35.8)
Note 3 – Revenue
The following table disaggregates our revenue by major source for the year ended December 31, 2019:
(1) Subscriber Solutions & Experience was formerly reported as Customer Devices. With the increasing focus on enhancing the customer experience for both our business and consumer broadband customers and the addition of SmartRG during the fourth quarter of 2018, Subscriber Solutions & Experience more accurately represents this revenue category.
Table:
(In thousands) | Network Solutions | Services & Support | Total
Access & Aggregation | $289,980 | $58,894 | $348,874
Subscriber Solutions & Experience (1) | 144,651 | 8,269 | 152,920
Traditional & Other Products | 20,595 | 7,672 | 28,267
Total | $455,226 | $74,835 | $530,061


Question: What was the revenue from Traditional & Other Products for Network Solutions?
Answer: 20,595
4. PREPAID EXPENSES
Prepaid expenses consisted of the following at December 31, 2019 and 2018 (in thousands):  Prepaid expenses consisted of the following at December 31, 2019 and 2018 (in thousands):  Prepaid expenses consisted of the following at December 31, 2019 and 2018 (in thousands):
In 2018, we recorded impairment charges of approximately$0.4 million related to prepaid licenses and production tooling as a result of the restructuring of our operations. These charges are included in “Restructuring expenses” in the accompanying statements of comprehensive loss (see Note 15).
Table:
 | 2019 | 2018
Prepaid services | $221 | $252
Prepaid bonds for German statutory costs | 188 | 199
Prepaid insurance | 62 | 19
Prepaid licenses, software tools and support | 17 | 51
Other prepaid expenses | 17 | 17
 | $505 | $538


Question: What is the % change in the prepaid services amount from 2018 to 2019?
Answer: -12.3
Calculation: ((221 - 252) / 252 ) * 100
GreenSky, Inc. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS — (Continued) (United States Dollars in thousands, except per share data, unless otherwise stated)
Note 6. Property, Equipment and Software
The following table shows depreciation and amortization expense, as well as recorded impairment losses related to abandoned capitalized software projects that are recorded within general and administrative expense in the Consolidated Statements of Operations. We determined that these software projects would not generate future cash flows through use or disposal to a third party and, as such, the fair value as of the respective reporting dates was $0.
Table:
 |  | Year Ended December 31, | 
 | 2019 | 2018 | 2017
Depreciation expense | $2,540 | $2,320 | $2,149
Amortization expense | 4,764 | 2,158 | 1,834
Impairment losses | — | 19 | 78


Question: What was the depreciation expense in 2017?
Answer: 2,149
Research and Development (“R&D”), Sales and Marketing, and General and Administrative (“G&A”) Expenses
R&D, sales and marketing, and G&A expenses are summarized in the following table (in millions, except percentages):
R&D Expenses R&D expenses increased due to higher headcount-related expenses and, to a lesser extent, higher acquisition-related costs, higher contracted services and higher discretionary spending.
We continue to invest in R&D in order to bring a broad range of products to market in a timely fashion. If we believe that we are unable to enter a particular market in a timely manner with internally developed products, we may purchase or license technology from other businesses, or we may partner with or acquire businesses as an alternative to internal R&D.
Sales and Marketing Expenses Sales and marketing expenses increased due to higher headcount-related expenses, higher discretionary spending and, to a lesser extent, higher contracted services and higher acquisition-related costs, partially offset by lower share-based compensation expense.
G&A Expenses G&A expenses decreased due to a benefit from the $400 million litigation settlement with Arista Networks and lower contracted services, partially offset by higher discretionary spending and higher headcount-related expenses.
Effect of Foreign Currency In fiscal 2019, foreign currency fluctuations, net of hedging, decreased the combined R&D, sales and marketing, and G&A expenses by approximately $233 million, or 1.3%, compared with fiscal 2018. In fiscal 2018, foreign currency fluctuations, net of hedging, increased the combined R&D, sales and marketing, and G&A expenses by approximately $93 million, or 0.5%, compared with fiscal 2017.
Table:
 |  | Years Ended |  |  | 
 | July 27, 2019 | July 28, 2018 | July 29, 2017 | Variance in Dollars | Variance in Percent
Research and development | $ 6,577 | $ 6,332 | $6,059 | $245 | 4%
Percentage of revenue | 12.7% | 12.8% | 12.6% |  | 
Sales and marketing | 9,571 | 9,242 | 9,184 | 329 | 4%
Percentage of revenue | 18.4% | 18.7% | 19.1% |  | 
General and administrative | 1,827 | 2,144 | 1,993 | (317) | (15)%
Percentage of revenue | 3.5% | 4.3% | 4.2% |  | 
Total | $17,975 | $17,718 | $17,236 | $257 | 1%
Percentage of revenue | 34.6% | 35.9% | 35.9% |  | 


Question: What was the research and development expense in 2019?
Answer: 6,577
Cost of Revenues and Gross Margin
Cost of revenues in 2019 decreased by $4.3 million, or 16%, as compared to 2018. The decrease was primarily driven by a reduction in the number of global services and cloud infrastructure personnel, which led to a decrease of $2.2 million in compensation and benefits expense, including stock-based compensation expense, as compared to 2018. This reduction in headcount also contributed to a decrease in allocated facilities and information technology costs of $0.5 million in 2019. We also experienced a decrease of $0.9 million in hosting costs in 2019, due to a decline in the usage of our hosted platform as compared to 2018. Additionally, depreciation decreased $0.5 million in 2019, due to the nature and timing of capital expenditures and internal projects as compared to 2018.
Our gross margin decreased to 53% during 2019, as compared to 54% during 2018. This was primarily due to our revenues, net declining during the year at a slightly faster rate than the corresponding decrease in costs.
Table:
 | Years Ended December 31, |  | Change | 
 | 2019 | 2018 | $ | %
 |  | (dollars in thousands) |  | 
Cost of revenues | $22,843 | $27,154 | $(4,311) | (16)%
Gross profit | 26,193 | 31,477 | (6,284) | (17)
Gross margin | 53% | 54% |  | 


Question:  How much did depreciation decreased by in 2019?
Answer: $0.5 million
Information on the reportable segment net revenues and segment operating income are presented below (amounts in millions):
(1) Intersegment revenues reflect licensing and service fees charged between segments.
Table:
 |  | Year Ended December 31, 2019 |  | 
 | Activision | Blizzard | King | Total
Segment Revenues |  |  |  | 
Net revenues from external customers | $2,219 | $1,676 | $2,031 | $5,926
Intersegment net revenues (1) | — | 43 | — | 43
Segment net revenues | $2,219 | $1,719 | $2,031 | $5,969
Segment operating income | $850 | $464 | $740 | $2,054
 |  | Year Ended December 31, 2018 |  | 
 | Activision | Blizzard | King | Total
Segment Revenues |  |  |  | 
Net revenues from external customers | $2,458 | $2,238 | $2,086 | $6,782
Intersegment net revenues (1) | — | 53 | — | 53
Segment net revenues | $2,458 | $2,291 | $2,086 | $6,835
Segment operating income | $1,011 | $685 | $750 | $2,446
 |  | Year Ended December 31, 2017 |  | 
 | Activision | Blizzard | King | Total
Segment Revenues |  |  |  | 
Net revenues from external customers | $2,628 | $2,120 | $1,998 | $6,746
Intersegment net revenues (1) | — | 19 | — | 19
Segment net revenues | $2,628 | $2,139 | $1,998 | $6,765
Segment operating income | $1,005 | $712 | $700 | $2,417


Question: What do intersegment revenues reflect?
Answer: licensing and service fees charged between segments
.

Table:
( $ in millions except per share amounts ) | year ended december 31 2014 1st qtr | year ended december 31 2014 2nd qtr | year ended december 31 2014 3rd qtr | year ended december 31 2014 4th qtr ( 3 )
sales and service revenues | $ 1594 | $ 1719 | $ 1717 | $ 1927
operating income ( loss ) | 159 | 181 | 171 | 144
earnings ( loss ) before income taxes | 132 | 152 | 144 | 79
net earnings ( loss ) | 90 | 100 | 96 | 52
dividends declared per share | $ 0.20 | $ 0.20 | $ 0.20 | $ 0.40
basic earnings ( loss ) per share | $ 1.83 | $ 2.05 | $ 1.97 | $ 1.07
diluted earnings ( loss ) per share | $ 1.81 | $ 2.04 | $ 1.96 | $ 1.05
( 3 ) in the fourth quarter of 2014 , the company recorded a $ 47 million goodwill impairment charge .
item 9 .
changes in and disagreements with accountants on accounting and financial disclosure item 9a .
controls and procedures disclosure controls and procedures the company's management , with the participation of the company's chief executive officer and chief financial officer , has evaluated the effectiveness of the company's disclosure controls and procedures ( as defined in rules 13a-15 ( e ) and 15d-15 ( e ) under the securities exchange act of 1934 , as amended ( the "exchange act" ) ) as of december 31 , 2015 .
based on that evaluation , the company's chief executive officer and chief financial officer concluded that , as of december 31 , 2015 , the company's disclosure controls and procedures were effective to ensure that information required to be disclosed in reports the company files or submits under the exchange act is ( i ) recorded , processed , summarized and reported within the time periods specified in sec rules and forms , and ( ii ) accumulated and communicated to management to allow their timely decisions regarding required disclosure .
changes in internal control over financial reporting during the three months ended december 31 , 2015 , no change occurred in the company's internal control over financial reporting that materially affected , or is reasonably likely to materially affect , the company's internal control over financial reporting. .

Question: what is the net income margin in the q3 of 2014?
Answer: 5.6%
Calculation: divide(96, 1717)
New Zealand Food’s sales for the year were NZ$6.7 billion, an increase of 4.3% on the prior year (6.0% increase in AUD) or 2.4% on a normalised basis.
Comparable sales increased 3.4% for the year, driven by positive core offer momentum with Countdown’s customer satisfaction and brand advocacy measures continuing to steadily improve. Highlights include increased Fruit & Vegetables VOC (H2: +6 pts) driven by a focus on direct‐to‐grower fresh quality, and improved community perceptions aided by the removal of single‐use plastic bags in the first half.
Digital momentum remained strong throughout the year, with F19 sales growth of 40% (normalised) driven by Pick up, Same day delivery, and capacity expansion. Customer advocacy for Online also remains strong with VOC NPS of 66 in Q4.
Sales growth improved in the second half (H1: 1.9%, normalised H2: 3.0%) driven by positive comparable transaction growth and aided by a recovery in market growth post Christmas. Sales per square metre increased by 6.4%(normalised 4.5%) due to strong sales growth and a 2.0% reduction in trading space following store closures. During the year, three stores were closed and two stores were opened with 180 Countdown supermarkets at the end of the year.
Stockloss improvements were maintained in the second half, contributing to an 18 bps increase in gross margin while remaining price competitive. Average prices declined 0.8% for the year, but with a lower rate of deflation for the second half.
CODB as a percentage of sales increased 25 bps (normalised) driven primarily by strategic investment into digital, IT and data capabilities.
EBIT increased 3.9% for the year (1.0% normalised), with H2 EBIT growth of 4.4% (normalised) aided by sales momentum and improved cost management.
On a normalised basis, ROFE increased by 5 bps.
(3) During the period, the management of the New Zealand Wine Cellars business transferred from Endeavour Drinks to New Zealand Food. The prior period has been re‑presented toconform with the current period presentation.
Table:
 | F19 | F18 (3) |  | CHANGE
NZ$ MILLION | 53 WEEKS | 52 WEEKS | CHANGE | NORMALISED
Sales | 6,712 | 6,433 | 4.3% | 2.4%
EBITDA | 425 | 411 | 3.0% | 1.0%
Depreciation and amortisation | (129) | (127) | 1.0% | 1.0%
EBIT | 296 | 284 | 3.9% | 1.0%
Gross margin (%) | 24.4 | 24.2 | 18 bps | 18 bps
Cost of doing business (%) | 20.0 | 19.8 | 20 bps | 25 bps
EBIT to sales (%) | 4.4 | 4.4 | (2) bps | (6) bps
Sales per square metre ($)$) | 16,626 | 15,621 | 6.4% | 4.5%
Funds employed | 3,210 | 2,998 | 7.1% | 
ROFE (%) | 9.6 | 9.5 | 15 bps | 5 bps


Question: What is the nominal difference for Sales between F19 and F18?
Answer: 279
Calculation: 6,712 - 6,433
Movements in Class A ordinary share capital
Class A shares as of June 30, 2019 and June 30, 2018 does not include 911,367 and 827,871 shares of restricted stock outstanding, respectively, that are subject to forfeiture or repurchase.
Table:
 | Number of Shares | Amount
 |  | (U.S. $ in thousands)
Details |  | 
Balance as of June 30, 2017 | 91,979,704 | $9,198
Conversion of Class B ordinary shares | 5,861,707 | 587
Exercise of share options | 1,902,084 | 190
Issuance for settlement of RSUs | 5,253,809 | 525
Vesting of share options that were early exercised | 374,496 | 37
Balance as of June 30, 2018 | 105,371,800 | 10,537
Conversion of Class B ordinary shares | 5,219,947 | 522
Exercise of share options | 1,496,875 | 150
Issuance for settlement of RSUs | 4,674,873 | 467
Vesting of share options that were early exercised | 510,071 | 51
Balance as of June 30, 2019 | 117,273,566 | $11,727


Question: What is the difference in the number of shares between June 30, 2018 and 2019?
Answer: 11901766
Calculation: 117,273,566-105,371,800