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[ "Notes to the consolidated financial statements of Aegon N.V. ", "Note 50", "270", "50", "Summary of total financial assets and financial liabilities at fair value through profit or loss", "Investments for general account", "Investments for account of policyholders", "Investment contracts for account of policyholders", "Derivatives", "Borrowings ", "The table that follows summarizes the carrying amounts of financial assets and financial liabilities that are classified as at fair value ", "through profit or loss, with appropriate distinction between those financial assets and financial liabilities held for trading and those ", "that, upon initial recognition, were designated as at fair value through profit or loss.", "The Group manages certain portfolios on a total return basis which have been designated at fair value through profit or loss. ", "This includes portfolios of investments in limited partnerships and limited liability companies (primarily hedge funds) for which ", "the performance is assessed internally on a total return basis. In addition, some investments that include an embedded derivative ", "that would otherwise have required bifurcation, such as convertible instruments, preferred shares and credit linked notes, have been ", "designated at fair value through profit or loss. ", "Investments for general account backing insurance and investment liabilities, that are carried at fair value with changes in the fair ", "value recognized in the income statement, are designated at fair value through profit or loss. The Group elected to designate these ", "investments at fair value through profit or loss, as a classification of financial assets as available-for-sale would result in accumulation ", "of unrealized gains and losses in a revaluation reserve within equity whilst changes to the liability would be reflected in net income ", "(accounting mismatch).", "Investments held for account of policyholders comprise assets that are linked to various insurance and investment contracts for ", "which the financial risks are borne by the customer. Under the Group’s accounting policies these insurance and investment liabilities ", "are measured at the fair value of the linked assets with changes in the fair value recognized in the income statement. To avoid an ", "accounting mismatch the linked assets have been designated as at fair value through profit or loss. ", "In addition, the investment for account of policyholders include with profit assets, where an insurer manages these assets together ", "with related liabilities on a fair value basis in accordance with a documented policy of asset and liability management. In accordance ", "with Group’s accounting policies, these assets have been designated as at fair value through profit or loss.", "With the exception of the financial liabilities with discretionary participating features that are not subject to the classification and ", "measurement requirements for financial instruments, all investment contracts for account of policyholders that are carried at fair value ", "or at the fair value of the linked assets are included in the table above.", "With the exception of derivatives designated as a hedging instrument, all derivatives held for general account and held for account of ", "policyholders are included in the table above.", "Borrowings designated as at fair value through profit or loss includes financial instruments that are managed on a fair value basis ", "together with related financial assets and financial derivatives (Refer to note 41).", "Annual Report 2013", "2013", "2012", "Trading", "Designated", "Trading", "Designated", "Investments for general account", "121", "4,712", "754", "4,809", "Investments for account of policyholders", "-", "164,037", "-", "151,960", "Derivatives with positive values not designated as hedges", "12,651", "-", "19,348", "-", "Total financial assets at fair value through profit or loss", "12,771", "168,749", "20,102", "156,769", "Investment contracts for account of policyholders", "-", "32,628", "-", "29,188", "Derivatives with negative values not designated as hedges", "11,248", "-", "17,042", "-", "Borrowings", "-", "1,017", "-", "1,050", "Total financial liabilities at fair value through profit or loss", "11,248", "33,645", "17,042", "30,238" ]
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[ "PERFORMANCE", "ACE Gold", "Q", "A", "Being a top competitor in today’s economic environment", "requires sound strategies, their effective execution and a", "commitment to improve continuously. To achieve this, we", "manage all of our activities through the rigorous applica-", "tion of our ACE operating system. By the end of 2012, we", "expect 80 percent of our sites to be rated ACE Gold or", "Silver. This represents the highest levels of performance", "and customer service.", "We are moving forward with a number of ACE initiatives.", "Among them: the Supplier Gold program to help key", "suppliers continuously improve their performance;", "the Engineering ACE Certification Program to improve", "engineering processes and products; and advanced", "Lean initiatives to create and improve manufacturing", "flow to enhance customer and shareholder value.", "2011 AnnuAl RepoRt", "13" ]
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[ "ATO Audit and Assessment Programs ", "Section 7 ", "7.3 ", "Safety Incident and Accident Reporting and Analysis ", "Evidence has shown that for every accident, there are many precursor events. Therefore, ", "accident prevention programs focus on the collection, analysis, and investigation of incident ", "data. Incident investigation is valuable because real-world occurrences are analyzed to prevent ", "or eliminate future occurrences. The Air Traffic Organization (ATO) fine-tunes incident ", "prevention measures by analyzing low-level indicators that may contribute to an incident or ", "accident. ", "Incident reporting prompts the ATO to conduct investigations. ATO employees who conduct the ", "investigations reconstruct and analyze the event. They identify contributing factors and ", "categorize them as either direct or indirect. They also identify factors that may have lessened ", "the effect of the occurrence.", "ATO employees use the information gained from an investigation as input to recommend risk ", "mitigation strategies and safety-enhancing measures to preclude similar events in the future. ", "Corrective actions can enhance safety at all levels, from national to local. They can include: ", "•", "Airspace and airport improvements,", "•", "Additional communication, navigation, and surveillance systems and/or automation", "systems,", "•", "Additional staffing, or", "•", "Other safety-enhancing changes.", "7.3_SMSM_201509", "Originally published September 2015", "Uncontrolled copy when downloaded", "1", "03" ]
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[ "Server Command Options", "system. Applications that perform a lot of memory accesses may obtain performance improvements by", "using large pages due to reduced Translation Lookaside Buffer (TLB) misses.", "MySQL supports the Linux implementation of large page support (which is called HugeTLB in Linux).", "See Section 8.12.3.2, “Enabling Large Page Support”", ". For Solaris support of large pages, see the", "description of the ", "--super-large-pages", " option.", "--large-pages", " is disabled by default.", "The locale to use for error messages. The default is ", "en_US", ". The server converts the argument to a", "language name and combines it with the value of ", "--lc-messages-dir", " to produce the location for the", "error message file. See Section 10.12, “Setting the Error Message Language”", ".", "The directory where error messages are located. The server uses the value together with the value of ", "--", "lc-messages", " to produce the location for the error message file. See Section 10.12, “Setting the Error", "Message Language”", ".", "(Windows only) A ", "--local-service", " option following the service name causes the server to run", "using the ", "LocalService", " Windows account that has limited system privileges. If both ", "--defaults-", "file", " and ", "--local-service", " are given following the service name, they can be in any order. See", "Section 2.3.4.8, “Starting MySQL as a Windows Service”", ".", "743", "•", "--log-error[=", "file_name", "]", "•", "--local-service", "•", "--lc-messages-dir=", "dir_name", "•", "--lc-messages=", "locale_name", "Command-Line Format", "--lc-messages=name", "System Variable", "lc_messages", "Scope", "Global, Session", "Dynamic", "Yes", "SET_VAR", " Hint Applies", "No", "Type", "String", "Default Value", "en_US", "Command-Line Format", "--lc-messages-dir=dir_name", "System Variable", "lc_messages_dir", "Scope", "Global", "Dynamic", "No", "SET_VAR", " Hint Applies", "No", "Type", "Directory name", "Command-Line Format", "--local-service", "Command-Line Format", "--log-error[=file_name]", "System Variable", "log_error", "Scope", "Global" ]
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[ ".. ", "TM", "1-320 ", "2Q-21 ", "AIRSHIP AERODYNAMICS ", "c.", "Problem UJrU1 solution. ", "(1) ", "Problem.-An ", "airship of 195,000-cubic-foot capacity is to be ", "equipped with two .engines developing a total of 300 horsepower. ", "What speed can be expected using the following ", "data~ ", "(a)", "Standard atmospheric density. ", "(b)", "Shape coefficient, ", "0 ", "n is 0.0136. ", "(e)", "Propeller efficiency, ", "E, ", "is 60 percent. ", "(d) ", "Envelope resistance is 40 percent ", "of ", "total resistance of com›", "pletely rigged airship. ", "(2) ", "Solution.-Using ", "Prandtl coefficient. ", "d. ", "Experience has shown the lower figure, as determined by Prandtl ", "coefficients, to be more generally correct than the higher figure as ", "determined by the Burgess formula. ", ". ", "21.", "Summary.-a. From study of the formulas it appears that ", "the speed of an airship is proportional to the cube root of the horse›", "power, or vice versa the horsepower varies directly as the cube of ", "the speed. ", "Since power plant weights vary directly as the horse›", "power, the weight of the power plant varies also as the cube of the ", "speed. ", "A point is readily reached therefore beyond which it is not ", "economical to increase the speed due to the excessive weight\"s involved. ", "b. ", "In still air the higher the speed the less economical the fuel ", "consumption and the shorter the radius of action. ", "This is not true ", "when the airship is traveling against adverse winds. ", "The study of ", "just which air speed is the most economical will not be discussed in ", "this manual as it properly belongs to the subject of navigation. ", "8EariON IV ", "STABILITY ", "Paragraph ", "Variation of pressur-e distribution on airship bull________________________ ", "22 ", "Specific stability and center of gravity of airshiP-------------- -------- ----", "23 ", "Center of buoyanCY- -------------------- - --------- ---------------------", "24 ", "Description of major axis of airshiP- ------------ ----------------- ------", "25 ", "Types", "of stability---------------- --------- - ---------•--- -------------", "26 ", "Forces and moments acting on airshiP-----------------------------------", "27 ", "Damping", "moment------------------------- ------ ----------------------", "28 ", "Longitudinal stabi I i ", "ty ---------------- --- ----------- ---------------------", "29 ", "Directional", "stabilitY----------------------- ------------ - --------------", "30 ", "Lateral", "stability---------------------- - - - ---- --------------------------", "31 ", "S1JmJuarr-----•-----•-------------", "..... . ", "••••- ----------------... -•fl\"’---•-•-", "~ ", "35 ", "( ", "300X550X0.60X0.40 )", "0", "•", "86 ", "V= ", "0.0136X0.00237X3,376.4 ", "=88.4 feet per second=60.3 miles per hour. " ]
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0059dff0c40cc3f2bcde3a9b4bac6f8918a6c18437f6929a444cf714605a3f04
airship_aerodynamics.pdf
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faa_regulations
laws_and_regulations
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[ "VII", "– S", "ELECTION CRITERIA", "VIII", "– E", "VIDENCE ", "F", "OR ", "S", "ELECTION", "$^{2}$ The same institution or agency.", "$^{3}$ The same institution or agency.", "Page 5 of 6 ", "The signatory declares that the person has already provided the documentary evidence for a previous ", "procedure and confirms that there has been no change in its situation:", "The person is not required to submit the evidence if it has already been submitted for another procurement ", "procedure of the same contracting authority", "$^{3}$. The documents must have been issued no more than one year ", "before the date of their request by the contracting authority and must still be valid at that date.", "The signatory declares that the above-mentioned person is able to provide the necessary supporting ", "documents listed in the relevant sections of the tender specifications and which are not available electronically ", "upon request and without delay. ", "The person is not required to submit the evidence", "if it has", "already", "been", "submitted", "for another award ", "procedure of the same contracting authority", "$^{2}$. The documents must have been issued no more than one year ", "before the date of their request by the contracting authority and must still be valid at that date.", "The signatory declares that the person has already provided the documentary evidence for a previous ", "procedure and confirms that there has been no change in its situation:", "Document ", "Full reference to previous procedure ", "Insert as many lines as necessary.", "(1)", "declares that the above-mentioned person complies with the selection criteria applicable to ", "it individually as provided in the tender specifications: ", "YES ", "NO ", "(a)", "It", "has the legal and regulatory capacity to pursue the professional activity needed for ", "performing the contract as required in the Tender Specifications; ", "(b)", "It fulfils the applicable economic and financial criteria indicated in the Tender Specifications; ", "(c)", "It", "fulfils", "the", "applicable", "technical", "and", "professional", "criteria", "indicated", "in", "the", "Tender ", "Specifications. ", "(2)", "If the above-mentioned person is the ", "sole tenderer", " or the ", "leader in case of ", "joint tender", ", declares that: ", "YES ", "NO ", "N/A ", "(d)", "the tenderer, including all members of the group in case of joint tender and ", "including subcontractors if applicable, complies with all the selection criteria ", "for which a consolidated assessment will be made as provided in the tender ", "specifications. ", "Document ", "Full reference to previous procedure ", "Insert as many lines as necessary." ]
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006b4939d67f3f1f190092be507996e5058c27f7bfbecb2e1d35ab665a0a658a
EN-Declaration on Honour.pdf
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[ "MANAGEMENT’S DISCUSSION & ANALYSIS OF FINANCIAL", "CONDITION AND RESULTS OF OPERATIONS", "INTEREST SENSITIVITY AND DISCLOSURES ABOUT MARKET RISK", "continued", "The Corporation places its greatest credence in net interest income", "simulation modeling. The above GAP/Interest Rate Sensitivity Report is believed", "by the Corporation's management to have two major shortfalls. The GAP/Interest", "Rate Sensitivity Report fails to precisely gauge how often an interest rate", "sensitive product reprices, nor is it able to measure the magnitude of", "potential future rate movements.", "Net interest income simulation modeling, or earnings-at-risk, measures the", "sensitivity of net interest income to various interest rate movements. The", "Corporation's asset liability process monitors simulated net interest income", "under three separate interest rate scenarios; base, rising and falling.", "Estimated net interest income for each scenario is calculated over a 12-month", "horizon. The immediate and parallel changes to the base case scenario used in", "the model are presented below. The interest rate scenarios are used for", "analytical purposes and do not necessarily represent management's view of", "future market movements. Rather, these are intended to provide a measure of the", "degree of volatility interest rate movements may introduce into the earnings of", "the Corporation.", "The base scenario is highly dependent on numerous assumptions embedded in", "the model, including assumptions related to future interest rates. While the", "base sensitivity analysis incorporates management's best estimate of interest", "rate and balance sheet dynamics under various market rate movements, the actual", "behavior and resulting earnings impact will likely differ from that projected.", "For mortgage-related assets, the base simulation model captures the expected", "prepayment behavior under changing interest rate environments. Assumptions and", "methodologies regarding the interest rate or balance behavior of indeterminate", "(dollars in thousands)", "At December 31, 2003", "-----------------------------------------------------------------------------------------------------------------------------------", "1-180 DAYS", "181-365 DAYS", "1-5 YEARS", "BEYOND 5 YEARS", "TOTAL", "===================================================================================================================================", "Rate-Sensitive Assets:", "Federal funds sold and interest-bearing deposits ........", "$", "40,556", "$", "40,556", "Investment securities ...................................", "36,876", "$", "24,045", "$", "136,084", "$", "159,792", "356,797", "Loans ...................................................", "1,012,808", "326,043", "870,082", "147,613", "2,356,546", "Federal Reserve and Federal Home Loan Bank stock ........", "15,502", "15,502", "----------", "----------", "----------", "----------", "----------", "Total rate-sensitive assets ........................", "1,105,742", "350,088", "1,006,166", "307,405", "2,769,401", "----------", "----------", "----------", "----------", "----------", "Rate-Sensitive Liabilities:", "Interest-bearing deposits ...............................", "1,411,925", "224,461", "383,135", "4,379", "2,023,900", "Securities sold under repurchase agreements .............", "71,095", "71,095", "Federal Home Loan Bank advances .........................", "7,750", "15,000", "80,341", "109,688", "212,779", "Trust preferred securities ..............................", "57,188", "57,188", "Other short-term borrowings .............................", "1,514", "1,514", "Other borrowed funds ....................................", "10,594", "30,000", "40,594", "----------", "----------", "----------", "----------", "----------", "Total rate-sensitive liabilities ...................", "1,502,878", "239,461", "463,476", "201,255", "2,407,070", "----------", "----------", "----------", "----------", "----------", "Interest rate sensitivity gap by period ....................", "$ (397,136)", "$", "110,627", "$", "542,690", "$", "106,150", "Cumulative rate sensitivity gap ............................", "(397,136)", "(286,509)", "256,181", "362,331", "Cumulative rate sensitivity gap ratio", "at December 31, 2003 ....................................", "73.6%", "83.6%", "111.6%", "115.1%", "at December 31, 2002 ....................................", "111.8%", "85.2%", "98.2%", "113.8%", "The Corporation had a cumulative negative gap of $286,509,000 in the one-year", "horizon at December 31, 2003, just over 9.3 percent of total assets.", "13" ]
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[ "Specifying Program Options", "The server attempted to start using ", "/usr/local/mysql/var/tonfisk.err", " as the error log, but then", "shut down. Examining the last few lines of this file shows the reason:", "Because the ", "--log-error", " option supplies a default value, you must use an equal sign to assign a", "different value to it, as shown here:", "When the ", "mysql", " client reads this file, these entries are parsed as ", "--host --user", " or ", "--host=--user", ",", "with the result shown here:", "However, in option files, an equal sign is not assumed. Suppose the ", "my.cnf", " file is as shown here:", "Trying to start ", "mysql", " in this case causes a different error:", "A similar error would occur if you were to write ", "host tonfisk", " in the option file rather than", "host=tonfisk", ". Instead, you must use the equal sign:", "Now the login attempt succeeds:", "Now the server has been started successfully, and is logging errors to the file ", "/usr/local/mysql/var/", "my-errors.err", ".", "Similar issues can arise when specifying option values in option files. For example, consider a ", "my.cnf", " file", "that contains the following:", "shell> ", "tail /usr/local/mysql/var/tonfisk.err", "2013-09-24T15:36:22.278034Z 0 [ERROR] Too many arguments (first extra is ’my-errors’).", "2013-09-24T15:36:22.278059Z 0 [Note] Use --verbose --help to get a list of available options!", "2013-09-24T15:36:22.278076Z 0 [ERROR] Aborting", "2013-09-24T15:36:22.279704Z 0 [Note] InnoDB: Starting shutdown...", "2013-09-24T15:36:23.777471Z 0 [Note] InnoDB: Shutdown completed; log sequence number 2319086", "2013-09-24T15:36:23.780134Z 0 [Note] mysqld: Shutdown complete", "shell> ", "mysqld_safe --log-error=my-errors &", "[1]", "31437", "shell> 080111 22:54:15 mysqld_safe Logging to ’/usr/local/mysql/var/my-errors.err’.", "080111 22:54:15 mysqld_safe Starting mysqld daemon with databases from /usr/local/mysql/var", "shell>", "[mysql]", "host", "user", "shell> ", "mysql", "ERROR 2005 (HY000): Unknown MySQL server host ’--user’ (1)", "[mysql]", "user jon", "shell> ", "mysql", "mysql: unknown option ’--user jon’", "[mysql]", "user=jon", "shell> ", "mysql", "Welcome to the MySQL monitor.", "Commands end with ; or \\g.", "Your MySQL connection id is 5", "Server version: 8.0.25 Source distribution", "Type ’help;’ or ’\\h’ for help. Type ’\\c’ to clear the buffer.", "355" ]
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[ "MANAGEMENT’S DISCUSSION AND ANALYSIS", "26", "CAPSTONE INFRASTRUCTURE CORPORATION", "Utilities – water", "Utilities – district heating", "Corporate", "Net income (loss)", "Net income (loss) for each business segment was as follows:", "The following table shows the significant changes in Adjusted EBITDA and AFFO from 2012:", "The following table shows the significant changes in Adjusted EBITDA and AFFO from 2012:", "The following table shows the significant changes in Adjusted EBITDA and AFFO from 2012:", "Change", "Explanations", "(6,135)", "Impact of sale of 20% interest in Bristol Water on May 10, 2012.", "4,985", "Business performance increase primarily due to higher revenue as a result of annual increase in regulated water tariffs, offset by", "higher operating expenses.", "825", "Impact of foreign exchange on Adjusted EBITDA.", "(325)", "Change in Adjusted EBITDA.", "(1,391)", "Impact of sale of 20% interest in Bristol Water on May 10, 2012.", "(158)", "Dividend reduction due to payment of higher operational and management fees for outperformance.", "5", "Impact of foreign exchange on AFFO.", "(1,544)", "Change in AFFO.", "Change", "Explanations", "1,052", "Higher dividend due to distribution of surplus cash attributable to prior years' performance.", "(728)", "Lower interest income following the March 2012 partial repayment of the shareholder loan from Värmevärden refinancing", "proceeds.", "284", "Impact of foreign exchange.", "608", "Change in Adjusted EBITDA and AFFO.", "Change", "Explanations", "(4,019)", "Higher project development costs primarily due to acquisition costs for ReD.", "701", "Lower administrative expenses primarily due to lower staff costs.", "161", "Higher interest income due to higher average cash balances.", "(3,157)", "Change in Adjusted EBITDA.", "(1,922)", "Higher taxes paid primarily due to the final payment of 2012 taxes for the preferred share dividends.", "806", "Lower interest paid on debt primarily due to second quarter 2012 repayment of the senior debt facility and the corporate", "component of the CPC-Cardinal debt facility.", "(4,273)", "Change in AFFO.", "Net Income (loss)", "For the year ended", "Dec 31, 2013", "Dec 31, 2012", "Power", "35,009", "19,788", "Utilities – water", "51,477", "41,052", "Utilities – district heating", "2,850", "7,936", "Corporate", "(22,126)", "(22,805)", "Total", "67,210", "45,971" ]
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[ "Encryption and Compression Functions", "Block Encryption Mode", "Initialization Vector Required", "OFB", "Yes", "Statements that use ", "AES_ENCRYPT()", " or ", "AES_DECRYPT()", " are unsafe for statement-based replication.", "If ", "AES_ENCRYPT()", " is invoked from within the ", "mysql", " client, binary strings display using hexadecimal", "notation, depending on the value of the ", "--binary-as-hex", ". For more information about that option, see", "Section 4.5.1, “mysql — The MySQL Command-Line Client”", ".", "Compresses a string and returns the result as a binary string. This function requires MySQL to have", "been compiled with a compression library such as ", "zlib", ". Otherwise, the return value is always ", "NULL", ".", "The compressed string can be uncompressed with ", "UNCOMPRESS()", ".", "The compressed string contents are stored the following way:", "If ", "COMPRESS()", " is invoked from within the ", "mysql", " client, binary strings display using hexadecimal", "notation, depending on the value of the ", "--binary-as-hex", ". For more information about that option, see", "Section 4.5.1, “mysql — The MySQL Command-Line Client”", ".", "Calculates an MD5 128-bit checksum for the string. The value is returned as a string of 32 hexadecimal", "digits, or ", "NULL", " if the argument was ", "NULL", ". The return value can, for example, be used as a hash key.", "See the notes at the beginning of this section about storing hash values efficiently.", "The return value is a string in the connection character set.", "If FIPS mode is enabled, ", "MD5()", " returns ", "NULL", ". See Section 6.8, “FIPS Support”", ".", "This is the “RSA Data Security, Inc. MD5 Message-Digest Algorithm.”", "See the note regarding the MD5 algorithm at the beginning this section.", "2274", "mysql> ", "SELECT MD5(’testing’);", "-> ’ae2b1fca515949e5d54fb22b8ed95575’", "mysql> ", "SELECT LENGTH(COMPRESS(REPEAT(’a’,1000)));", "-> 21", "mysql> ", "SELECT LENGTH(COMPRESS(’’));", "-> 0", "mysql> ", "SELECT LENGTH(COMPRESS(’a’));", "-> 13", "mysql> ", "SELECT LENGTH(COMPRESS(REPEAT(’a’,16)));", "-> 15", "•Empty strings are stored as empty strings.", "•Nonempty strings are stored as a 4-byte length of the uncompressed string (low byte first), followed by", "the compressed string. If the string ends with space, an extra ", ".", " character is added to avoid problems", "with endspace trimming should the result be stored in a ", "CHAR", " or ", "VARCHAR", " column. (However,", "use of nonbinary string data types such as ", "CHAR", " or ", "VARCHAR", " to store compressed strings is not", "recommended anyway because character set conversion may occur. Use a ", "VARBINARY", " or ", "BLOB", "binary string column instead.)", "•", "MD5(", "str", ")", "•", "COMPRESS(", "string_to_compress", ")" ]
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Pascal - Manual & Report.pdf
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[ "Management Discussion & Analysis", "In addition to their salaries, the Corporation also provides long-term compensation in the form of options ", "and RSUs. Key management personnel compensation comprised the following: ", "Management is required to make estimates when preparing the financial statements. Significant estimates ", "include the amount of liabilities for services provided but not yet invoiced, stock-based compensation ", "expenses, future income tax amounts, valuation of intangible assets and preferred limited partnership units ", "and valuation of outstanding warrants. ", "The Corporation capitalizes legal and accounting costs relating to a specific transaction once a letter of ", "intent has been signed. The Corporation's transactions structured as limited partnerships or LLC’s are not ", "amortized and will be assessed for objective evidence of impairment at each balance sheet date. The ", "Corporation's intangible assets are being amortized over the 80-year term of the agreements on a straight-", "line basis. ", "The Corporation has adopted International Financial Reporting Standards (“IFRS”) for its 2011 fiscal year ", "as required by the Accounting Standards Board of the Canadian Institute of Chartered Accountants. The ", "Corporation provided information on its transition to IFRS in its 2010 Annual Management’s Discussion ", "and Analysis. The assessments and impacts discussion in the 2010 Annual Management’s Discussion and ", "Analysis remains largely unchanged.", "Upon implementation of IFRS, the Corporation recognized an increase in the fair value of LifeMark ", "Health and a decrease in the fair value of LMS while the fair values of Solowave and KMH are unchanged. ", "The impact of these two adjustments resulted in a net increase to the value of Preferred LP units of $11.2 ", "million effective January 1, 2010, a net increase to the value of Preferred LP units of $14.4 million at ", "December 31, 2010. Under IFRS in 2011, the Corporation recognized a net increase to the value of ", "Preferred LP units of $1.1 million for the year ended December 31, 2011. ", "Upon implementation of IFRS, the Canadian GAAP deferred credit was reclassified to retained earnings at ", "January 1, 2010. Additionally, all deferred income tax asset and liability accounts were combined into one ", "net deferred income tax asset at each of January 1, 2010, December 31, 2010 and December 31, 2011. ", "Upon implementation of IFRS, the Corporation recognized an increase to stock-based compensation ", "expenses recorded to date at January 1, 2010 of $0.398 million and a decrease to stock-based compensation ", "expenses of $0.055 million for the year ended December 31, 2010. Also upon implementation of IFRS, the ", "Corporation reduced stock-based compensation and increased dividends paid in 2010 by $0.226 million for ", "all payments in lieu of dividends under the RSU Plan. Under IFRS for the year ended December 31, 2011, ", "payments in lieu of dividends under the RSU Plan were $0.249 million. ", "The Corporation has provided a detailed explanation of the impacts of this transition in Note 13 of the ", "Corporation’s 2011 audited financial statements (“Note 13”). Note 13 includes reconciliations of the ", "62 ", "2011 Annual Report ", "Alaris Royalty Corp.", "RECENT ACCOUNTING PRONOUNCEMENTS ", "Transition to International Financial Reporting Standards ", "CRITICAL ACCOUNTING ESTIMATES AND POLICIES ", "2011", "2010", "Base salaries and benefits ", "638,610 ", "625,934 ", "Bonus", "900,000", "172,500", "Share-based payments (non-cash) ", "1,504,175 ", "1,407,940 ", "$3,042,785", "$2,206,374" ]
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[ "AIM", "8/15/19 ", "unsatisfactory flight inspection, or a procedure that is", "based upon a recently decommissioned NAVAID.", "4.", "Pilots may not substitute for the NAVAID (for example,", "a VOR or NDB) providing lateral guidance for the final", "approach segment. This restriction does not refer to", "instrument approach procedures with “or GPS” ", "in the title", "when using GPS or WAAS. These allowances do not apply", "to procedures that are identified as not authorized (NA)", "without exception by a NOTAM, as other conditions may", "still exist and result in a procedure not being available. For", "example, these allowances do not apply to a procedure", "associated with an expired or unsatisfactory flight", "inspection, or is based upon a recently decommissioned", "NAVAID.", "5.", "Use of a suitable RNAV system as a means to navigate", "on the final approach segment of an instrument approach", "procedure based on a VOR, TACAN or NDB signal, is", "allowable. The underlying NAVAID must be operational", "and the NAVAID monitored for final segment course", "alignment. ", "6.", "For the purpose of paragraph c, “VOR” includes VOR,", "VOR/DME, and VORTAC facilities and “compass", "locator”includes locator outer marker and locator middle", "marker.", "d.", "Alternate Airport Considerations.", " For the", "purposes of flight planning, any required alternate", "airport must have an available instrument approach", "procedure that does not require the use of GPS. This", "restriction includes conducting a conventional", "approach at the alternate airport using a substitute", "means of navigation that is based upon the use of", "GPS. For example, these restrictions would apply", "when planning to use GPS equipment as a substitute", "means of navigation for an out", "−", "of", "−", "service VOR that", "supports an ILS missed approach procedure at an", "alternate airport. In this case, some other approach", "not reliant upon the use of GPS must be available.", "This restriction does not apply to RNAV systems", "using TSO", "−", "C145/", "−", "C146 WAAS equipment. For", "further WAAS guidance, see paragraph 1", "−", "1", "−", "18.", "1.", "For flight planning purposes, TSO-C129()", "and TSO-C196() equipped users (GPS users) whose", "navigation systems have fault detection and", "exclusion (FDE) capability, who perform a preflight", "RAIM prediction at the airport where the RNAV", "(GPS) approach will be flown, and have proper", "knowledge and any required training and/or approval", "to conduct a GPS-based IAP, may file based on a", "GPS-based IAP at either the destination or the", "alternate airport, but not at both locations. At the", "b.", "During preflight planning, pilots should be", "particularly alert for NOTAMs which could affect", "navigation (GPS or WAAS) along their route of", "flight, such as Department of Defense electronic", "signal tests with GPS.", "c.", "If the pilot experiences interruptions while", "navigating with GPS, the pilot and ATC may both", "AIM Paragraph 1", "1", "18, Wide Area Augmentation System (WAAS)", "AIM Paragraph 1", "1", "18, Wide Area Augmentation System (WAAS)", "a.", "Pilots need to maintain position awareness", "while navigating. This awareness may be facilitated", "by keeping relevant ground", "−", "based, legacy naviga-", "tional aids tuned and available. By utilizing this", "practice, situational awareness is promoted and", "guards against significant pilot delay in recognizing", "the onset of GPS interference. Pilots may find", "cross", "−", "checks of other airborne systems (for example,", "DME/DME/IRU or VOR) useful to mitigate this", "otherwise undetected hazard.", "3.", "This", "restriction", "does", "not", "apply", "to", "TSO-C145() and TSO-C146() equipped users", "(WAAS users). For further WAAS guidance, see", "paragraph 1", "−", "1", "−", "18.", "2.", "If the above conditions cannot be met, any", "required alternate airport must have an approved", "instrument approach procedure other than GPS that is", "anticipated to be operational and available at the", "estimated time of arrival, and which the aircraft is", "equipped to fly.", "(c)", "RNP 0.3 DA on an RNAV (RNP) IAP, if", "they are specifically authorized users using approved", "baro-VNAV equipment and the pilot has verified", "required navigation performance (RNP) availability", "through an approved prediction program.", "(b)", "LNAV/vertical navigation (LNAV/", "VNAV) DA, if equipped with and using approved", "barometric vertical navigation (baro-VNAV) equip-", "ment;", "(a)", "Lateral navigation (LNAV) or circling", "minimum descent altitude (MDA);", "alternate airport, pilots may plan for applicable", "alternate airport weather minimums using:", "1", "−", "2", "−", "4.", "Pilots and Air Traffic Controllers", "Recognizing Interference or Spoofing", "AIM Paragraph 1", "−", "1", "−", "17, Global Positioning System (GPS)", "REFERENCE", "−", "AIM Paragraph 1", "−", "1", "−", "17, Global Positioning System (GPS)", "REFERENCE", "−", "1", "−", "2", "−", "9", "Performance", "−", "Based Navigation (PBN) and Area Navigation (RNAV)" ]
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aim_basic_w_chg_1_2_3_dtd_12-31-20.pdf
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[ "•", "Software Lifecycle:", " Summarize how the software lifecycle has unfolded, and explain ", "the differences between the actual software lifecycle and the software lifecycle ", "processes originally proposed in the PSAA. ", "•", "Software Lifecycle Data:", " Describe any differences between the collected software ", "lifecycle data and the lifecycle data proposed for collection in the PSAA. Also describe ", "the relationship between lifecycle datasets as well as their relationships to other data ", "defining the system; and describe how the data were made available to the approval ", "authority. This section explicitly references, with configuration and version identifiers, ", "the applicable SCI and SECI. Detailed information regarding configuration identifiers ", "and specific versions of software lifecycle data are provided in the SCI. ", "•", "Additional Considerations:", " Summarize any specific considerations that may warrant ", "the attention of the approval authority. Explain any differences from the proposals ", "contained in the PSAA regarding such considerations. References should be made to ", "data items applicable to these matters, such as contractual agreements or special ", "conditions. ", "•", "Supplier Oversight:", " Describe how supplier processes and outputs comply with system ", "plans and standards. ", "•", "Software Identification:", " Identify the software configuration by part number and version. ", "•", "Software Characteristics:", " State the EOC size, timing margins (including worst-case ", "execution time), memory margins, resource limitations, and the means used for ", "measuring each characteristic. ", "•", "Change History:", " If applicable, include a summary of software changes with attention to ", "changes made due to failures affecting safety, and identify any changes in / ", "improvements to the software lifecycle processes since the previous approval. ", "•", "Software Status:", " Summarize any PRs unresolved at the time of approval. The PR ", "summary includes a description of each unresolved problem and any associated errors, ", "functional limitations, operational restrictions, potential adverse effects on safety, ", "justification for allowing the PR to remain open, and details of any mitigating action that ", "has been or needs to be taken. ", "•", "Compliance Statement:", " Include a statement of compliance and a summary of the ", "methods used to demonstrate compliance with criteria specified in the software plans.", "Address additional rulings made by the approval authority and any deviations from the ", "software plans, standards, and the PSAA not covered elsewhere in the SAS. ", "The results of the SAS must be summarized in the System Safety Assessment Report. ", "The PO must establish the contractual requirements in the SOW to ensure that they have ", "access to all the lifecycle data as well as a schedule to ensure the necessary documents are ", "delivered in a timely manner. The SOW should also account for the review of the documents by ", "all the approval organizations and consider that multiple revisions may be required before a ", "document can be finally approved. RTCA DO-278A requires that all documentation be correct.", "Changes to the project may require updates to all impacted documents. The Data Item ", "Descriptions (DIDs) for a PSAA, SCI, and SAS", " are available in the DID Library. The PO may ", "tailor the DIDs as necessary. ", "4 ", "Establishing the Contractual Requirement ", "M_SRMGSA_202003 ", "Originally published March 2020 ", "Uncontrolled copy when downloaded ", "M-7 " ]
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[ "Airworthiness Directive (AD)", ". A regulatory notice sent ", "out by the FAA to the registered owner of an aircraft ", "informing the owner of a condition that prevents the aircraft ", "from continuing to meet its conditions for airworthiness. ", "Compliance with AD notes must be within the required time ", "limit, and the fact of compliance, the date of compliance, and ", "the method of compliance must be recorded in the aircraft’s ", "maintenance records.", "Aircraft categories.", "(1)", "As used with respect to the ", "certification, ratings, privileges, and limitations of airmen, ", "means a broad classification of aircraft. Examples include: ", "powered parachute, airplane, rotorcraft, glider, lighter-than-", "air, and weight-shift control. (2) As used with respect to the ", "certification of aircraft, means a grouping of aircraft based ", "upon intended use or operating limitations. Examples include: ", "transport, normal, utility, acrobatic, limited, restricted, and ", "provisional.", "Aircraft flight manual (AFM).", " Also called the Pilot’s ", "Operating Handbook (POH), a document developed by the ", "aircraft manufacturer and approved by the FAA. It is specific ", "to a particular make and model aircraft by a serial number, ", "and contains operating procedures and limitations.", "Altimeter. ", "A flight instrument that indicates altitude by ", "sensing pressure changes.", "AME. ", "See Aviation Medical Examiner.", "Ammeter. ", "An instrument installed in series with an electrical ", "load used to measure the amount of current flowing through ", "the load.", "Aircraft operating instructions (AOI). ", "An alternative to ", "the approved term, Pilot's Operating Handbook.", "Airfoil.", " Any surface, such as a wing or propeller, which ", "provides aerodynamic force when it interacts with a moving ", "stream of air. ", "Angle of attack (AOA).", " The acute angle between the chord ", "line of the airfoil and the direction of the relative wind.", "Angle of incidence. ", "The angle formed by the chord line ", "of the wing at the keel of a WSC and a line parallel to the ", "longitudinal axis of the WSC carriage. The angle of incidence ", "changes in the WSC controlled by the pilot.", "Airmanship.", " A sound acquaintance with the principles of ", "flight, the ability to operate an airplane with competence and ", "precision both on the ground and in the air, and the exercise ", "of sound judgment that results in optimal operational safety ", "and efficiency.", "Airmanship skills.", " The skills of coordination, timing, control ", "touch, and speed sense in addition to the motor skills required ", "to fly an aircraft.", "Anhedral. ", "A downward slant from root to tip of an aircraft’s ", "wing opposite from dihedral.", "Annual inspection.", " A complete inspection of an aircraft and ", "engine, required by the Code of Federal Regulations, to be ", "accomplished every 12 calendar months on all certificated ", "aircraft. Only an A&P technician holding an Inspection ", "Authorization can conduct an annual inspection.", "AOA.", " See angle of attack.", "AOI. ", "See aircraft operating instructions. ", "Arm. ", "The horizontal distance in inches from the reference ", "datum line to the center of gravity of an item. Used in weight ", "and loading calculations.", "Airport/facility directory (A/FD).", " A publication of the ", "Federal Aviation Administration containing information ", "on all airports, seaplane bases, and heliports open to the ", "public. The A/FD contains communication data, navigational ", "facilities, and certain special notices and procedures.", "Airport.", " An area of land or water that is used or intended to ", "be used for the landing and takeoff of aircraft, including its ", "buildings and facilities, if any.", "Airspace.", " The space above a certain geographical area.", "Airworthiness", ". A state in which an aircraft or component ", "meets the conditions of its type design and is in a condition ", "for safe operation.", "AROW. ", "Certificates and documents required to be onboard ", "an aircraft to determine airworthiness: Airworthiness ", "certificate, Registration certificate, Operating limitations, ", "Weight and balance data.", "ASOS.", " See Automated Surface Observing System.", "Aspect ratio. ", "Span of a wing divided by its average chord.", "Airworthiness Certificate", ". A certificate issued by the ", "FAA to aircraft that have been proven to meet the minimum ", "standards set down by the Code of Federal Regulations.", " G-2" ]
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[ "page 60", "Bombardier Inc. Annual Report 2003-04", "As part of the Metronet consortia, Bombardier", "Transportation was awarded contracts for the", "modernization of the London Underground", "BCV (Bakerloo, Victoria, Central and Waterloo", "and City Lines) and SSL (Subsurface Lines).", "The turnkey contracts include project man-", "agement and the supply of 1,738 metro cars", "and new signalling systems for the Victoria Line", "and Subsurface Lines, along with the main-", "tenance of the rolling stock. In the early stages", "of the project, Bombardier Transportation will", "begin resignalling work, refurbish the existing", "District Line rolling stock and build two pre-", "production trains for the Victoria Line. The total", "value of the contracts is $7.9 billion over", "15", "years. The new subway car fleets will be", "built between 2008 and 2015. ", "passenger rolling stock to 44% for calendar", "year 2003, compared to 42% last year. In the", "Asia-Pacific market, Bombardier Transportation", "maintained its position with a market share of", "more than 20%. The key industry drivers in", "the rolling stock market are vehicle replace-", "ment, infrastructure investment, the public", "policy environment, liberalization and region-", "alization in Europe, and new entrants, such as", "private operators. Bombardier Transportation", "expects that the major operators in Europe", "and North America will continue with fleet", "replacement programs in fiscal year 2005.", "The orders for passenger rolling stock", "awarded in calendar year 2003 in the world-", "wide rail industry were valued at ", "€", "10.2", "billion", "($16.1 billion), down from ", "€", "13.6", "billion", "($20.0 billion) the previous calendar year. This", "decrease is mainly related to a reduction in", "orders in the North American market, from", "$3.0 billion US ($4.7 billion) in calendar year", "2002 to $0.6 billion US ($0.8 billion) in calendar", "year 2003. The decrease in North America is", "mainly related to project delays and the shift in", "funding priorities in the United States.", "Representing over 80% of total orders,", "Europe remained the most important pas-", "senger rolling stock market, with total orders", "increasing from ", "€", "7.", "3 billion ($10.8 billion) to", "€", "8.5", "billion ($13.4 billion). The liberalized U.K.", "rail market contributed significantly to this", "growth. Asia-Pacific maintained a relatively", "stable market share of approximately 10% ", "of the total orders. Orders in North America", "accounted for 5% of total orders in calendar", "year 2003, down from 28% the previous year.", "In the highly-competitive European market,", "Bombardier Transportation has improved its", "leading position with a 42% market share for", "calendar year 2003, compared to 38% last", "year, mainly due to the Metronet orders. In", "North America, Bombardier Transportation", "slightly increased its market share for", "With a legislative agenda aimed at liberalizing", "the European rail industry, the European Union’s", "goals are to open access to freight and pas-", "senger traffic for operators and to separate rail", "infrastructure and rail operations ownership and", "management, supporting market growth. ", "This process is already underway in several", "Growth in electrical propulsion, train control", "and management follows the trend in the ", "new-build rolling stock markets. Bombardier", "Transportation will also further explore already", "identified growth markets such as China,", "Russia and India. ", "Electrical propulsion, train control and ", "management systems are core capabilities for", "Bombardier Transportation. As the market", "leader in this area, Bombardier Transportation", "is able to offer its customers competitive solu-", "tions that benefit from economies of scale and", "proven reliable products.", "Bombardier Transportation determines its", "annual market share as an average based on", "the total value of orders in the industry during", "the past three years.", "During fiscal year 2004, Bombardier", "Transportation received orders for a total of", "$7.3 billion in rolling stock, compared to ", "$7.9 billion the previous fiscal year.", "Rolling stock includes commuter and regional", "trains, intercity and high-speed trains,", "metro/rapid transit, light rail vehicles, locomo-", "tives, freight cars and propulsion and controls", "for the vehicles. ", "European countries. During the year, cross-", "border freight lines have been opened to", "international freight companies. The passing of", "the second rail legislative package by the", "European Commission is a further step in liberal-", "izing European rail by harmonizing safety rules,", "interoperability for cross-border traffic and setting", "up a European Railways Agency. Due to public", "budget constraints, several large projects have", "been postponed in Western Europe and, further-", "more, state-owned operators concentrated on", "replacement of their fleets rather than on growth.", "While the North American passenger ", "rail market reached a low level in 2003, it is ex-", "pected to recover to normal levels in the next", "year. Demand for rapid transit vehicles will drive", "the market in North America, as transit ", "agencies embark on major rehabilitation and", "replacement programs for their aging fleets. ", "Asia is a promising market for rail equipment", "and services. A growing population, prosperity", "and urbanization are expected to result in", "investments in transportation infrastructures", "to improve quality of life and make Asian cities", "accessible. Asian intercity rail programs, ", "such as those in China and India, will further", "contribute to market growth.", "Bombardier Transportation expects the", "worldwide rolling stock market to grow by 2%", "to 4% annually over the next five years.", "A.", "Rolling stock", "Orders", "Market and prospects " ]
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[ "ndbinfo: The NDB Cluster Information Database", "23.5.14.18", "The ndbinfo cpustat_50ms Table", "The ", "cpustat_50ms", " table provides raw, per-thread CPU data obtained each 50 milliseconds for each", "thread running in the ", "NDB", " kernel.", "Like ", "cpustat_1sec", " and ", "cpustat_20sec", ", this table shows 20 measurement sets per thread, each", "referencing a period of the named duration. Thus, ", "cpsustat_50ms", " provides 1 second of history.", "The ", "cpustat_50ms", " table contains the following columns:", "ID of the node where the thread is running", "Thread ID (specific to this node)", "OS user time", "OS system time", "Thread execution time", "OS idle time", "Thread sleep time", "Thread spin time", "Thread send time", "Thread buffer full time", "Elapsed time", "The ", "cpustat-1sec", " table provides raw, per-thread CPU data obtained each second for each thread", "running in the ", "NDB", " kernel.", "23.5.14.19", "The ndbinfo cpustat_1sec Table", "4542", "•", "elapsed_time", "•", "buffer_full_time", "•", "send_time", "•", "spin_time", "•", "sleep_time", "•", "exec_time", "•", "OS_idle_time", "•", "OS_system_time", "•", "OS_user_time", "•", "thr_no", "•", "node_id" ]
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[ "AGL Energy Limited 2012 Annual Report", "19", "Vision", "Target FY2012", "Performance FY2012", "Target FY2013", "Employee engagement", "Engagement ", "score at ‘best ", "employer’ ", "level.", "Engagement score:", "8% point ", "increase", "Engagement score", "1", ":", "10% point ", "increase", "Further ", "improvement ", "in employee ", "engagement.", "Organisational health and safety", "Zero harm.", "Total Injury ", "Frequency Rate:", "4.0", "Total Injury ", "Frequency Rate:", "6.6", "Total Injury ", "Frequency Rate ", "lower than 4.9", "2", ".", "Organisational health and safety", "Employee engagement", "Each year, AGL surveys its employees ", "to measure how ‘engaged’ they are in ", "performing their employment duties. ", "The survey asks employees to indicate ", "the extent to which:", "AGL’s primary measure of safety ", "performance is Total Injury Frequency Rate ", "(TIFR). This is the number of lost time and ", "medical treatment injuries experienced for ", "every million hours of employee work time.", "Disappointingly, TIFR increased during ", "FY2012, and as at 30 June 2012 was ", "6.6, compared to 5.0 in June 2011. This ", "equates to 17 lost time Injuries and ", "10", "medical treatment injuries.", "Almost 50% of injuries were “non-event ", "related”, resulting in soft tissue damage ", "or joint deterioration. These injuries ", "were assessed as having a work-related ", "component, although no specific work event ", "or incident caused the injury. Other common ", "injuries included slips, trips and falls, and ", "manual handling tasks.", "A contributing factor for a number of the ", "injuries has been an ageing workforce at ", "some operational sites. Actions to be taken ", "in FY2013 to reduce the incidence of soft ", "tissue injuries include health assessments for ", "relevant operational personnel, the use of ", "occupational therapists to assess job tasks, ", "reducing the exposure to hazards through ", "the application of engineering solutions, and ", "increasing the use of ergonomic assessment ", "processes in office locations.", "During FY2012 there was a reduction in the ", "number of potentially high risk near miss ", "incidents. This was largely a result of work ", "to improve electrical safety and permit to ", "work procedures at our power stations.", "AGL sets annual HSE Action Plans for each ", "business unit. In FY2012, 99% of Action ", "Plan commitments were met.", "In March 2012, AGL was recognised as ", "a 2012 Employer of Choice for Women ", "by the Equal Opportunity for Women in ", "the Workplace Agency (EOWA). This is a ", "prestigious acknowledgement by EOWA ", "of organisations that are recognising ", "and advancing women in the workplace. ", "AGL is among 125 companies this year ", "who met the award benchmarks.", "Initiatives to improve employee engagement ", "were implemented across all business units ", "in FY2012, including enhancements to ", "AGL’s parental leave policy; the launch of ", "AGL’s first employee diversity network for ", "women; enhanced benefits and incentives; ", "inclusive leadership training; and the launch ", "of mycareernet which supports online ", "performance review and career planning.", "This year employee engagement improved ", "across most areas of AGL, particularly within ", "the larger business groups of Retail Energy ", "and Merchant Energy.", "> they say positive things about their ", "AGL employment experience when ", "talking to family and friends", "> they might be considering working ", "elsewhere", "> working at AGL motivates them to ", "work to the best of their ability.", "1", "Engagement survey undertaken during May and June 2012.", "2", "The targets related to people will not include AGL Loy Yang for the FY2013 period. AGL Loy Yang will be included from FY2014." ]
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[ "Bit Functions and Operators", "Because ", "ExtractValue()", " returns multiple matches as a single space-delimited string, this injection", "attack provides every valid ID contained within ", "users.xml", " to the user as a single row of output. As an", "extra safeguard, you should also test output before returning it to the user. Here is a simple example:", "In general, the guidelines for returning data to users securely are the same as for accepting user input.", "These can be summed up as:", "•Always test outgoing data for type and permissible values.", "•Never permit unauthorized users to view error messages that might provide information about the", "application that could be used to exploit it.", "Bit functions and operators comprise ", "BIT_COUNT()", ", ", "BIT_AND()", ", ", "BIT_OR()", ", ", "BIT_XOR()", ", ", "&", ", ", "|", ", ", "^", ",", "~", ", ", "<<", ", and ", ">>", ". (The ", "BIT_AND()", ", ", "BIT_OR()", ", and ", "BIT_XOR()", " aggregate functions are described in", "Section 12.20.1, “Aggregate Function Descriptions”", ".) Prior to MySQL 8.0, bit functions and operators", "required ", "BIGINT", " (64-bit integer) arguments and returned ", "BIGINT", " values, so they had a maximum range", "of 64 bits. Non-", "BIGINT", " arguments were converted to ", "BIGINT", " prior to performing the operation and", "truncation could occur.", "2258", "Table 12.17 Bit Functions and Operators", "12.13", "Bit Functions and Operators", "| id", "|", "+-------------------------------+", "| 00327 13579 02403 42354 28570 |", "+-------------------------------+", "1", "row in set (0.01 sec)", "mysql> ", "SELECT @id = ExtractValue(", "->", "LOAD_FILE(’users.xml’),", "->", "’//user[login/text()=\"\" or 1=1 and password/text()=\"\" or 1=1]/attribute::id’", "-> ", ");", "Query OK, 0 rows affected (0.00 sec)", "mysql> ", "SELECT IF(", "->", "INSTR(@id, ’ ’) = 0,", "->", "@id,", "->", "’Unable to retrieve user ID’)", "-> ", "AS singleID;", "+----------------------------+", "| singleID", "|", "+----------------------------+", "| Unable to retrieve user ID |", "+----------------------------+", "1", "row in set (0.00 sec)", "Name", "Description", "&", "Bitwise AND", ">>", "Right shift", "<<", "Left shift", "^", "Bitwise XOR", "BIT_COUNT()", "Return the number of bits that are set", "|", "Bitwise OR", "~", "Bitwise inversion" ]
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[ "•", " Fifty (50) pictures and fifteen (15) high quality pictures including metadata including copyrights ", "(compliant with GDPR Regulation (Regulation (EU) 2018/1725 of 23 October 2018). (Size of ", "minimum. 300 dpi); ", "•", "They shall be used in publications, exhibitions, and the web. ", "•", "Contractor’s national partner must ensure that pictures are provided in a timely manner in digital ", "format; ", "•", "Contractor to provide selected pictures from different events to EU-OSHA for reporting. ", "•", "The Contractor’s national partner to provide selected photos (up to 15, showing the branding ", "and key moments of the event) to the Contractor who will upload them to EU-OSHA’s online ", "collaborative tool. The pictures should be “creative” as far as possible, meaning that they should ", "portray the main speakers/guests in professional though original settings. ", "Provision of pictures ", "EUOSHA/2021/OP/F/SE/0142 ", "Press work: copywriting in national language of a press ", "release ", "Elaboration of a press release in national language", " (for both onsite and online press conferences) ", "•", "Contractor’s national partner and the EU-OSHA’s national partner to discuss subject/content of ", "the press release that needs to be closely related to the subject of the press conference; ", "•", "The partner must elaborate press release text, including references to EU-OSHA and its ", "projects/activities, as well as announcing the press conference; ", "•", "The press release should draw a connection between national developments and EU-OSHA’s ", "role, responsibility and activities. It has to be ensured the EU-OSHA logo is incorporated into ", "the press release; ", "•", "EU-OSHA’s national partner to provide timely approval of final text at least 1 week in advance ", "of distribution. ", "•", "Contractor’s national partner (depending on country-specific media landscape) to email/upload ", "the press release to as many media contacts as possible.", "Electronic distribution of press release ", "(for both onsite and online press conferences) ", "43 ", "European Agency for Safety and Health at Work – EU-OSHA " ]
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0168d830c925fa1643769e569b18882643a0af5473bfb6450406cb9e3884ab3a
EN-Annex I - List of Services (lot 1).pdf
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[ "The SRM process is simple. At least five times before ", "and during the flight, the pilot should review and consider ", "the “Plan, the Plane, the Pilot, the Passengers, and the ", "Programming” and make the appropriate decision required ", "by the current situation. It is often said that failure to make ", "a decision is a decision. Under SRM and the 5 Ps, even the ", "decision to make no changes to the current plan is made ", "through a careful consideration of all the risk factors present. ", "Passengers can also be pilots. If no one is designated as pilot ", "in command (PIC) and unplanned circumstances arise, the ", "decision-making styles of several self-confident pilots may ", "come into conflict. ", "Pilots also need to understand that non-pilots may not ", "understand the level of risk involved in flight. There is an ", "element of risk in every flight. That is why SRM calls it risk ", "management, not risk elimination. While a pilot may feel ", "comfortable with the risk present in a night IFR flight, the ", "passengers may not. A pilot employing SRM should ensure ", "the passengers are involved in the decision-making and given ", "tasks and duties to keep them busy and involved. If, upon a ", "factual description of the risks present, the passengers decide ", "to buy an airline ticket or rent a car, then a good decision has ", "generally been made. This discussion also allows the pilot ", "to move past what he or she thinks the passengers want to ", "do and find out what they actually want to do. This removes ", "self-induced pressure from the pilot. ", "The Perceive, Process, Perform (3P) model for ADM offers ", "a simple, practical, and systematic approach that can be used ", "during all phases of flight. To use it, the pilot will: ", "Perceive, Process, Perform (3P) Model ", "The Programming ", "Use the Perceive, Process, Perform, and Evaluate method as ", "a continuous model for every aeronautical decision that you ", "make. Although human beings will inevitably make mistakes, ", "anything that you can do to recognize and minimize potential ", "threats to your safety will make you a better pilot. ", "The advanced avionics aircraft adds an entirely new ", "dimension to the way GA aircraft are flown. The electronic ", "instrument displays, GPS, and autopilot reduce pilot ", "workload and increase pilot situational awareness. While ", "programming and operation of these devices are fairly ", "simple and straightforward, unlike the analog instruments ", "they replace, they tend to capture the pilot’s attention and ", "hold it for long periods of time. To avoid this phenomenon, ", "the pilot should plan in advance when and where the ", "programming for approaches, route changes, and airport ", "information gathering should be accomplished, as well as ", "times it should not. Pilot familiarity with the equipment, the ", "route, the local ATC environment, and personal capabilities ", "vis-à-vis the automation should drive when, where, and how ", "the automation is programmed and used. ", "Depending upon the nature of the activity and the time ", "available, risk management processing can take place in ", "any of three timeframes. ", "[Figure 2-10]", " Most flight training ", "activities take place in the “time-critical” timeframe for ", "risk management. The six steps of risk management can be ", "combined into an easy-to-remember 3P model for practical ", "risk management: Perceive, Process, Perform with the PAVE, ", "CARE and TEAM checklists. Pilots can help perceive ", "hazards by using the PAVE checklist of: Pilot, Aircraft, ", "enVironment, and External pressures. They can process ", "hazards by using the CARE checklist of: Consequences, ", "Alternatives, Reality, External factors. Finally, pilots can ", "perform risk management by using the TEAM choice list ", "of: Transfer, Eliminate, Accept, or Mitigate. ", "The pilot should also consider what his or her capabilities ", "are in response to last minute changes of the approach (and ", "the reprogramming required) and ability to make large-scale ", "changes (a reroute for instance) while hand flying the aircraft. ", "Since formats are not standardized, simply moving from one ", "manufacturer’s equipment to another should give the pilot ", "pause and require more conservative planning and decisions. ", "In the first step, the goal is to develop situational awareness ", "by perceiving hazards, which are present events, objects, or ", "circumstances that could contribute to an undesired future ", "event. In this step, the pilot will systematically identify and ", "PAVE Checklist: Identify Hazards and Personal ", "Minimums ", "Figure 2-10. ", "Risk management processing can take place in any of three timeframes. ", "2-15 ", "Strategic ", "Deliberate ", "Time-Critical ", "Purpose", "Used in a complex operation (e.g., ", "introduction of new equipment); involves ", "research, use of analysis tools, formal ", "testing, or long term tracking of risks. ", "Uses experience and brainstorming to identify ", "hazards, assess risks, and develop controls ", "for planning operations, review of standard ", "operating or training procedures, etc. ", "“On the fly” mental or verbal review using ", "the basic risk management process ", "during the execution phase of an activity. ", "• ", "Perceive the given set of circumstances for a flight ", "• ", "Process by evaluating their impact on flight safety ", "• ", "Perform by implementing the best course of action " ]
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laws_and_regulations
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[ "Statement of Corporate Governance Practices (continued) ", "Timely and Balanced Disclosure ", "Rights of Shareholders ", "The Company has established written policies and procedures designed to ensure compliance with the ASX Listing ", "Rule requirements such that: ", "(i)", "all investors have equal and timely access to material information concerning the Company - including its ", "financial situation, performance, ownership and governance; and ", "(ii) Company announcements are factual and presented in a clear and balanced way. ", "(i)", "reviews the financial reporting process of the Company on behalf of the Board and reports the results of its ", "activities to the Board; ", "(ii) discusses with management, the internal auditors, and the external auditors, the adequacy and effectiveness of ", "the accounting and financial controls, including the policies and procedures of the Company to assess, monitor ", "and manage business risk, and any legal and ethical compliance programmes; ", "(iii) reviews with the external auditor any audit problems or difficulties and the response of management; ", "(iv) receives reports from the external auditor on the critical policies and practices of the Company; ", "(v)", "makes recommendations to the Board on the appointment, reappointment or replacement (subject, if applicable, ", "to shareholder ratification), remuneration, monitoring of the effectiveness, and independence of the external ", "auditors; ", "(vi) reviews and assesses the independence of the external auditor; ", "(vii) reviews the mission, charter and resources of the internal auditor and discusses the scope of the internal audit ", "with the internal auditor; ", "(viii) reviews and discusses with the Board any ASX press releases, the half-year financial report, appendix 4E and ", "other reports required to be lodged with the ASX, prior to the filing of these documents with the ASX; ", "(ix) establishes procedures for the receipt, retention and treatment of complaints received by the Company (if any) ", "regarding accounting, internal accounting controls or auditing matters and the confidential, anonymous ", "submission by employees of the Company of concerns regarding accounting or auditing matters. ", "(i) ", "the statement made by the Managing Director and Finance Director to confirm to the Board that the accounts are ", "true and fair and comply with accounting standards, is founded on a sound system of risk management and ", "internal compliance and control which implements the policies adopted by the Board; and ", "(ii) the Company's risk management and internal compliance is operating efficiently and effectively in all material ", "respects. ", "The Managing Director and the Finance Director state to the Board in writing that: ", "The systems of internal financial controls have been determined by senior management of the Company, and are ", "designed to provide reasonable, but not absolute protection against fraud, material misstatement or loss. These ", "controls are intended to identify, in a timely manner, control issues that require attention of the Board or audit ", "committee. ", "HARVEY NORMAN HOLDINGS LIMITED AND ITS CONTROLLED ENTITIES – ANNUAL REPORT 2003 ", "14 ", "Recognition and Management of Risk ", "The Board or appropriate Board committees have established policies on risk oversight and management. In order to ", "carry out this function, the audit committee: ", "The Company requests the external auditor to attend the annual general meeting and be available to answer ", "shareholder questions about the conduct of the audit and the preparation and content of the independent audit report. ", "The Company has designed and disclosed a communications strategy to promote effective communication with ", "shareholders, subject to privacy laws and the need to act in the best interests of the Company by protecting ", "confidential commercial information, and encourage effective participation at general meetings. " ]
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017c84b28331a70f415f09c81e574a0f831ec4670c1b74801bb5d8aa62d5f06b
ASX_HVN_2003.pdf
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ann_reports_00_04_fancy
financial_reports
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[ "notes to and forming part of the financial statements ", "for the year ended 30 June 2004 (continued)", "Leased Assets", "(d)", "Restoration Costs", "(e)", "Mine Closure", "Interest-Bearing Liabilities", "(a)", "Areas in Exploration and Evaluation", "Payables", "Provisions", "(b)", "Areas in Development", "(c)", "Areas in Production", "Contributed Equity", "Income Recognition", "RESOLUTE MINING LIMITED", "2004 ANNUAL REPORT", "42", "Revenue from production of gold is recognised when the product is", "ready for dispatch to a gold refinery. Revenue from the sale of assets is", "recognised when control of the goods has passed to the buyer and", "interest revenue is recognised when control of the right to receive the", "interest payment is received.", "The net carrying value of each mine property is reviewed regularly", "and, to the extent to which this value exceeds its recoverable amount,", "that excess is fully provided against in the financial year in which", "this is determined.", "Areas in production represent the accumulation of all exploration,", "evaluation and development expenditure incurred by or on behalf of", "the entity in relation to areas of interest in which mining of a mineral", "resource has commenced. Amortisation of costs is provided on the", "unit-of-production method, with separate calculations being made", "for each mineral resource. The unit-of-production basis results in an", "amortisation charge proportional to the depletion of the economically", "recoverable mineral resources. ", "Any transaction costs arising on the issue of ordinary shares are recognised", "directly in equity as a reduction of the share proceeds received.", "Issued and paid up capital is recognised at the fair value of the", "consideration received by the Company.", "A provision for dividends is not recognised as a liability unless the", "dividends are declared, determined or publicly recommended on or before", "the reporting date.", "Provisions are recognised when the consolidated entity has a legal,", "equitable or constructive obligation to make a future sacrifice of", "economic benefits to other entities as a result of past transactions or", "other past events, it is probable that a future sacrifice of economic", "benefits will be required and a reliable estimate can be made of the", "amount of the obligation.", "Areas in development represent the costs incurred in preparing", "mines for production. The costs are carried forward to the extent", "that these costs are expected to be recouped through the successful", "exploitation of the Company’s Mining Leases.", "Costs carried forward in respect of an area of interest that is", "abandoned are written off in the year in which the decision to", "abandon is made.", "Payables to related parties are carried at the principal amount.", "Interest, when charged by the lender, is recognised as an expense on", "an accruals basis.", "Liabilities for trade creditors and other amounts are carried at cost which", "is the fair value of the consideration to be paid in the future for goods", "and services received, whether or not billed to the consolidated entity.", "Exploration and evaluation costs related to an area of interest are", "carried forward only when rights of tenure to the area of interest are", "current and provided that one of the following conditions is met:", "All loans are measured at the principal amount. Also, refer to “Borrowing", "Costs” on the next page.", "Finance lease liability is determined in accordance with the requirements", "of AASB 1008 “Leases”.", "Mine closure costs are provided for once it is imminent that a mine’s", "life is complete and it is probable that additional costs will be", "incurred in relation to the closure, which can be reliably measured.", "The consolidated entity follows the area of interest method of accounting", "for exploration properties.", "Mineral Exploration and Development Costs", "Restoration and rehabilitation activity performed as part of the", "ongoing operations is expensed as it is incurred. The amount of", "restoration obligations required at the cessation of a particular", "mine-site are provided for gradually over the mine’s life of production.", "The restoration obligation recognised includes the costs of reclamation", "and waste site closure and are estimated on the basis of estimates", "of future costs on an undiscounted basis. Changes in estimates are", "dealt with on a prospective basis.", "Operating lease payments where the lessor effectively retains substantially", "all of the risks and benefits of ownership of the leased items, are included", "in the determination of profit from ordinary activities in equal", "instalments over the lease term.", "Finance leases, which effectively transfer to the consolidated entity all", "of the risks and benefits incidental to ownership of the leased item, are", "capitalised at the present value of the minimum lease payments, disclosed", "as leased property, plant and equipment, and amortised over the period", "the consolidated entity is expected to benefit from the use of the leased", "assets. Lease payments are allocated between interest expense and", "reduction in the lease liability. ", "Costs of restoration work are provided for and treated as production", "costs. The provision for restoration costs is reassessed at balance date.", "-", "exploration and/or evaluation activities in the area of interest", "have not yet reached a state which permits a reasonable", "assessment of the existence or otherwise of economically", "recoverable reserves, and active and significant operations in,", "or in relation to, the area are continuing.", "-", "such costs are expected to be recouped through successful", "development and exploitation of the area of interest, or", "alternatively by its sale; or" ]
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018ed0cf654b1dc1d8adc5b9dd3b1f8046289350d563a162dcef35a35e2caf2e
ASX_RSG_2004.pdf
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financial_reports
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[ "and distribution expense reflects increased advertising and ", "promotional costs associated with new product introductions.", "The company also added several salespeople to the organization", "to increase market coverage. As a percentage of net sales,", "selling and distribution expenses increased to 12.2% in 2003 ", "from 12.0% in 2002.", "Net sales at the International Distribution Division increased ", "by $6.5 million or 18.1% to $42.7 million. The majority of", "sales growth internationally came from China, Australia and the ", "United Kingdom. Growth in the China and Australia market", "reflects increased restaurant openings of major restaurant chain", "customers as they expand internationally. Sales to the general", "market in China have also increased as the economy in that", "country continues to expand. Sales into the United Kingdom ", "have increased due to greater penetration of that market ", "resulting from the addition of a company owned distribution ", "operation in that country, which was purchased as part of", "the Blodgett acquisition in December 2001.", "General and administrative expenses increased to $21.2", "million in 2003 from $20.6 million in 2002. The net increase ", "in general and administrative expenses includes increases in ", "incentive compensation associated with improved financial", "performance of the company and higher pension costs associated", "with expanded benefits, offset in part by a reduction in bad ", "debt expense resulting from improved credit experience. As a", "percentage of net sales, general and administrative expenses ", "were 8.8% in 2003 as compared to 8.7% in 2002.", "Intercompany sales eliminations represent sales of product", "amongst the Cooking Systems Group operations and from the", "Cooking Systems Group operations to the International", "Distribution Division. The sales elimination increased by $5.2", "million to $29.9 million reflecting the increase in purchases of", "equipment by the International Distribution Division from the", "Cooking Systems Group due to increased sales volumes.", "INCOME FROM OPERATIONS.", "Income from operations increased", "$5.3 million or 17.8% to $35.0 million in fiscal 2003 from $29.7", "million in fiscal 2002. The increase in operating income reflects", "the higher net sales and gross profit.", "NON-OPERATING EXPENSES.", "Non-operating expenses decreased ", "by $14.7 million to $6.2 million in 2003 from $20.9 million in", "2002. The $14.7 million reduction in non-operating expenses", "includes a $5.3 million reduction in interest expense resulting", "from the repayment of high interest notes due to the Maytag asso-", "ciated with the Blodgett acquisition and generally lower average", "debt balances, a $9.1 million expense reduction associated ", "with non-recurring debt extinguishment costs incurred in 2002", "pertaining to the company’s refinancing of its debt, a $0.5 million", "reduction in other net expenses, which is primarily comprised of", "foreign exchange gains and losses, and a $0.2 million reduction ", "in gains associated with acquisition related financing derivatives.", "GROSS PROFIT.", "Gross profit increased by $7.4 million to $85.9", "million in fiscal 2003 from $78.5 million in 2002 as a result of", "increased sales volume and improvements in the gross margin ", "rate, which increased to 35.4% in 2003 from 33.4% in 2002.", "The improvement in the gross margin rate resulted from several", "factors, including the following:", "INCOME TAXES.", "The company recorded a net tax provision of", "$10.1 million in fiscal 2003 at an effective rate of 35.1% as", "compared to a provision of $2.7 million at an effective rate of", "30.8% in the prior year. The lower effective rate in the prior year", "reflects the benefit of a tax deduction for the write-off of an", "investment in a foreign subsidiary.", "Total cash and cash equivalents increased by $0.1 million to ", "$3.8 million at January 1, 2005 from $3.7 million at January 3,", "2004. Net borrowings increased to $123.7 million at January 1,", "2005 from $56.5 million at January 3, 2004.", "OPERATING ACTIVITIES.", "Net cash provided by operating activities", "amounted to $18.5 million as compared to $29.8 million in the", "prior year. Net cash provided from operating activities includes", "$8.0 million of cash used to repurchase 271,000 stock options", "from the company’s former Chairman and members of his family", "SELLING, GENERAL AND ADMINISTRATIVE EXPENSES.", "Selling,", "general and administrative expenses increased by $2.0 million to", "$50.8 million in 2003 from $48.8 million in 2002.", "Selling and distribution expenses increased to $29.6 million ", "in 2003 from $28.2 million in 2002. The increase in selling ", "8", "MIDDLEBY CORPORATION AND SUBSIDIARIES", "Financial Condition and Liquidity ", "•", "Cost reduction initiatives including the shift of component ", "part manufacturing to low cost manufacturers, which included", "the company’s Philippine based manufacturing facility. The", "company also realized benefits of certain cost reductions from", "key supplier negotiations utilizing increased purchasing leverage", "resulting from the company’s 2001 acquisition of Blodgett.", "•", "Increasing international sales, which tend to result in higher", "overall gross margins for the combined company due to ", "the distribution margin earned on international sales. As the", "company maintains its own international infrastructure it ", "earns the markup on these sales in addition to the manufac-", "turing margin.", "•", "An improving mix of product sales driven by higher margins ", "on newly introduced products which tend to be more cost ", "efficient to manufacture due to standardization of product", "platforms and improvements in product design. In addition,", "the company has discontinued or replaced certain product", "lines, which had carried higher costs or lower margins." ]
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0193e26de5c1cfbcf07e0f223546c292ce0c3ce138cb812838c2ec96cc88e810
NASDAQ_MIDD_2004.pdf
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ann_reports_00_04_fancy
financial_reports

Dataset Card for DocLayNet base

About this card (01/27/2023)

Property and license

All information from this page but the content of this paragraph "About this card (01/27/2023)" has been copied/pasted from Dataset Card for DocLayNet.

DocLayNet is a dataset created by Deep Search (IBM Research) published under license CDLA-Permissive-1.0.

I do not claim any rights to the data taken from this dataset and published on this page.

DocLayNet dataset

DocLayNet dataset (IBM) provides page-by-page layout segmentation ground-truth using bounding-boxes for 11 distinct class labels on 80863 unique pages from 6 document categories.

Until today, the dataset can be downloaded through direct links or as a dataset from Hugging Face datasets:

Paper: DocLayNet: A Large Human-Annotated Dataset for Document-Layout Analysis (06/02/2022)

Processing into a format facilitating its use by HF notebooks

These 2 options require the downloading of all the data (approximately 30GBi), which requires downloading time (about 45 mn in Google Colab) and a large space on the hard disk. These could limit experimentation for people with low resources.

Moreover, even when using the download via HF datasets library, it is necessary to download the EXTRA zip separately (doclaynet_extra.zip, 7.5 GiB) to associate the annotated bounding boxes with the text extracted by OCR from the PDFs. This operation also requires additional code because the boundings boxes of the texts do not necessarily correspond to those annotated (a calculation of the percentage of area in common between the boundings boxes annotated and those of the texts makes it possible to make a comparison between them).

At last, in order to use Hugging Face notebooks on fine-tuning layout models like LayoutLMv3 or LiLT, DocLayNet data must be processed in a proper format.

For all these reasons, I decided to process the DocLayNet dataset:

  • into 3 datasets of different sizes:
    • DocLayNet small (about 1% of DocLayNet) < 1.000k document images (691 train, 64 val, 49 test)
    • DocLayNet base (about 10% of DocLayNet) < 10.000k document images (6910 train, 648 val, 499 test)
    • DocLayNet large (about 100% of DocLayNet) < 100.000k document images (69.103 train, 6.480 val, 4.994 test)
  • with associated texts and PDFs (base64 format),
  • and in a format facilitating their use by HF notebooks.

Note: the layout HF notebooks will greatly help participants of the IBM ICDAR 2023 Competition on Robust Layout Segmentation in Corporate Documents!

About PDFs languages

Citation of the page 3 of the DocLayNet paper: "We did not control the document selection with regard to language. The vast majority of documents contained in DocLayNet (close to 95%) are published in English language. However, DocLayNet also contains a number of documents in other languages such as German (2.5%), French (1.0%) and Japanese (1.0%). While the document language has negligible impact on the performance of computer vision methods such as object detection and segmentation models, it might prove challenging for layout analysis methods which exploit textual features."

About PDFs categories distribution

Citation of the page 3 of the DocLayNet paper: "The pages in DocLayNet can be grouped into six distinct categories, namely Financial Reports, Manuals, Scientific Articles, Laws & Regulations, Patents and Government Tenders. Each document category was sourced from various repositories. For example, Financial Reports contain both free-style format annual reports which expose company-specific, artistic layouts as well as the more formal SEC filings. The two largest categories (Financial Reports and Manuals) contain a large amount of free-style layouts in order to obtain maximum variability. In the other four categories, we boosted the variability by mixing documents from independent providers, such as different government websites or publishers. In Figure 2, we show the document categories contained in DocLayNet with their respective sizes."

DocLayNet PDFs categories distribution (source: DocLayNet paper)

Download & overview

The size of the DocLayNet small is about 10% of the DocLayNet dataset (random selection respectively in the train, val and test files).

# !pip install -q datasets

from datasets import load_dataset

dataset_base = load_dataset("pierreguillou/DocLayNet-base")

# overview of dataset_base

DatasetDict({
    train: Dataset({
        features: ['id', 'texts', 'bboxes_block', 'bboxes_line', 'categories', 'image', 'pdf', 'page_hash', 'original_filename', 'page_no', 'num_pages', 'original_width', 'original_height', 'coco_width', 'coco_height', 'collection', 'doc_category'],
        num_rows: 6910
    })
    validation: Dataset({
        features: ['id', 'texts', 'bboxes_block', 'bboxes_line', 'categories', 'image', 'pdf', 'page_hash', 'original_filename', 'page_no', 'num_pages', 'original_width', 'original_height', 'coco_width', 'coco_height', 'collection', 'doc_category'],
        num_rows: 648
    })
    test: Dataset({
        features: ['id', 'texts', 'bboxes_block', 'bboxes_line', 'categories', 'image', 'pdf', 'page_hash', 'original_filename', 'page_no', 'num_pages', 'original_width', 'original_height', 'coco_width', 'coco_height', 'collection', 'doc_category'],
        num_rows: 499
    })
})

Annotated bounding boxes

The DocLayNet base makes easy to display document image with the annotaed bounding boxes of paragraphes or lines.

Check the notebook processing_DocLayNet_dataset_to_be_used_by_layout_models_of_HF_hub.ipynb in order to get the code.

Paragraphes

Annotated DocLayNet document image with bounding boxes and categories of paragraphes

Lines

Annotated DocLayNet document image with bounding boxes and categories of lines

HF notebooks

Dataset Summary

DocLayNet provides page-by-page layout segmentation ground-truth using bounding-boxes for 11 distinct class labels on 80863 unique pages from 6 document categories. It provides several unique features compared to related work such as PubLayNet or DocBank:

  1. Human Annotation: DocLayNet is hand-annotated by well-trained experts, providing a gold-standard in layout segmentation through human recognition and interpretation of each page layout
  2. Large layout variability: DocLayNet includes diverse and complex layouts from a large variety of public sources in Finance, Science, Patents, Tenders, Law texts and Manuals
  3. Detailed label set: DocLayNet defines 11 class labels to distinguish layout features in high detail.
  4. Redundant annotations: A fraction of the pages in DocLayNet are double- or triple-annotated, allowing to estimate annotation uncertainty and an upper-bound of achievable prediction accuracy with ML models
  5. Pre-defined train- test- and validation-sets: DocLayNet provides fixed sets for each to ensure proportional representation of the class-labels and avoid leakage of unique layout styles across the sets.

Supported Tasks and Leaderboards

We are hosting a competition in ICDAR 2023 based on the DocLayNet dataset. For more information see https://ds4sd.github.io/icdar23-doclaynet/.

Dataset Structure

Data Fields

DocLayNet provides four types of data assets:

  1. PNG images of all pages, resized to square 1025 x 1025px
  2. Bounding-box annotations in COCO format for each PNG image
  3. Extra: Single-page PDF files matching each PNG image
  4. Extra: JSON file matching each PDF page, which provides the digital text cells with coordinates and content

The COCO image record are defined like this example

    ...
    {
      "id": 1,
      "width": 1025,
      "height": 1025,
      "file_name": "132a855ee8b23533d8ae69af0049c038171a06ddfcac892c3c6d7e6b4091c642.png",

      // Custom fields:
      "doc_category": "financial_reports" // high-level document category
      "collection": "ann_reports_00_04_fancy", // sub-collection name
      "doc_name": "NASDAQ_FFIN_2002.pdf", // original document filename
      "page_no": 9, // page number in original document
      "precedence": 0, // Annotation order, non-zero in case of redundant double- or triple-annotation
    },
    ...

The doc_category field uses one of the following constants:

financial_reports,
scientific_articles,
laws_and_regulations,
government_tenders,
manuals,
patents

Data Splits

The dataset provides three splits

  • train
  • val
  • test

Dataset Creation

Annotations

Annotation process

The labeling guideline used for training of the annotation experts are available at DocLayNet_Labeling_Guide_Public.pdf.

Who are the annotators?

Annotations are crowdsourced.

Additional Information

Dataset Curators

The dataset is curated by the Deep Search team at IBM Research. You can contact us at deepsearch-core@zurich.ibm.com.

Curators:

Licensing Information

License: CDLA-Permissive-1.0

Citation Information

@article{doclaynet2022,
  title = {DocLayNet: A Large Human-Annotated Dataset for Document-Layout Segmentation},
  doi = {10.1145/3534678.353904},
  url = {https://doi.org/10.1145/3534678.3539043},
  author = {Pfitzmann, Birgit and Auer, Christoph and Dolfi, Michele and Nassar, Ahmed S and Staar, Peter W J},
  year = {2022},
  isbn = {9781450393850},
  publisher = {Association for Computing Machinery},
  address = {New York, NY, USA},
  booktitle = {Proceedings of the 28th ACM SIGKDD Conference on Knowledge Discovery and Data Mining},
  pages = {3743–3751},
  numpages = {9},
  location = {Washington DC, USA},
  series = {KDD '22}
}

Contributions

Thanks to @dolfim-ibm, @cau-git for adding this dataset.

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