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January 15, 2019 15:51
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| {"cells":[{"metadata":{},"cell_type":"markdown","source":"# Usage of Smart EDGAR as Library to Access EDGAR Filings\nThe initial concept of Smart EDGAR was to provide the tools to download the data from the EDGAR website and \n- store the information as local files\n- store the information in a SQL database\n- provide reporting functionality from this data via Webservices\n\nWe have extended the funcitonality a little bit so that the Smart EDGAR Library can be used without having any data available locally. So we provide \n- an API which retrieves the information directly from the EDGAR Website.\n- Company KPIs from the EDGAR Website or pulling the data from a REST webservice\n\n## Setup\nWe install the following libraries with the help of Maven\n- Smart Edgar\n- Jupyter JDK Extensions (to display our custom Tables)"},{"metadata":{"trusted":true},"cell_type":"code","source":"%classpath config resolver maven-public http://software.pschatzmann.ch/repository/maven-public/\n%%classpath add mvn \nch.pschatzmann:smart-edgar:LATEST\nch.pschatzmann:jupyter-jdk-extensions:LATEST","execution_count":1,"outputs":[{"output_type":"stream","text":"Added new repo: maven-public\n","name":"stdout"},{"output_type":"display_data","data":{"method":"display_data","application/vnd.jupyter.widget-view+json":{"version_minor":0,"model_id":"","version_major":2}},"metadata":{}},{"output_type":"display_data","data":{"method":"display_data","application/vnd.jupyter.widget-view+json":{"version_minor":0,"model_id":"4e669849-284b-48a8-9a18-ba68de259e2b","version_major":2}},"metadata":{}}]},{"metadata":{"trusted":true},"cell_type":"code","source":"import ch.pschatzmann.display._\nimport ch.pschatzmann.edgar.base._\nimport ch.pschatzmann.edgar.reporting.company._\nimport ch.pschatzmann.edgar.dataload.rss.RSSDataSource\nimport ch.pschatzmann.edgar.utils.Utils\nimport ch.pschatzmann.edgar.base.Fact._\nimport ch.pschatzmann.edgar.dataload.online._\n\nDisplayers.setup","execution_count":2,"outputs":[{"output_type":"execute_result","execution_count":2,"data":{"text/plain":"true"},"metadata":{}}]},{"metadata":{},"cell_type":"markdown","source":"## Access To Filings\nWe provide an API to retrieve the Company information and the related filings."},{"metadata":{},"cell_type":"markdown","source":"We can pass a ticker symbol or a company number to the constructor of the CompanyInformation"},{"metadata":{"trusted":true},"cell_type":"code","source":"%%time\nval company = new CompanyInformation(\"AAPL\")","execution_count":3,"outputs":[{"output_type":"stream","text":"CPU times: user 0 ns, sys: 398 µs, total: 398 µs \nWall Time: 1 s\n\n","name":"stdout"},{"output_type":"execute_result","execution_count":3,"data":{"text/plain":"APPLE INC (0000320193)"},"metadata":{}}]},{"metadata":{},"cell_type":"markdown","source":"Optionally we can indicate the form type in the constructor. If no form is indicated we retrieve all documents but this is taking quite some time."},{"metadata":{"trusted":true},"cell_type":"code","source":"%%time\nval company = new CompanyInformation(\"320193\",\"10-K\")","execution_count":4,"outputs":[{"output_type":"stream","text":"CPU times: user 0 ns, sys: 288 µs, total: 288 µs \nWall Time: 642 ms\n\n","name":"stdout"},{"output_type":"execute_result","execution_count":4,"data":{"text/plain":"APPLE INC (0000320193)"},"metadata":{}}]},{"metadata":{},"cell_type":"markdown","source":"We can list all the available filings"},{"metadata":{"trusted":true},"cell_type":"code","source":"%%time\ncompany.entries","execution_count":5,"outputs":[{"output_type":"stream","text":"CPU times: user 0 ns, sys: 630 µs, total: 630 µs \nWall Time: 1 s\n\n","name":"stdout"},{"output_type":"execute_result","execution_count":5,"data":{"text/plain":"[0000320193-18-000145:10-K, 0000320193-17-000070:10-K, 0001628280-16-020309:10-K, 0001193125-15-356351:10-K, 0001193125-14-383437:10-K, 0001193125-13-416534:10-K, 0001193125-12-444068:10-K, 0001193125-11-282113:10-K, 0001193125-10-238044:10-K, 0001193125-10-012091:10-K/A, 0001193125-09-214859:10-K, 0001193125-08-224958:10-K, 0001047469-07-009340:10-K, 0001104659-06-084288:10-K, 0001104659-05-058421:10-K, 0001047469-04-035975:10-K, 0001047469-03-041604:10-K, 0001047469-02-007674:10-K, 0000912057-01-544436:10-K405, 0000912057-00-053623:10-K, 0000912057-99-010244:10-K, 0001047469-98-044981:10-K405, 0001047469-98-001822:10-K/A, 0001047469-97-006960:10-K, 0000320193-96-000023:10-K, 0000320193-95-000016:10-K, 0000320193-94-000016:10-K]"},"metadata":{}}]},{"metadata":{},"cell_type":"markdown","source":"We can also limit the enties with a Regex expression"},{"metadata":{"trusted":true},"cell_type":"code","source":"%%time\nvar entries = company.entries(\"10-K\")","execution_count":6,"outputs":[{"output_type":"stream","text":"CPU times: user 0 ns, sys: 284 µs, total: 284 µs \nWall Time: 440 ms\n\n","name":"stdout"},{"output_type":"execute_result","execution_count":6,"data":{"text/plain":"[0000320193-18-000145:10-K, 0000320193-17-000070:10-K, 0001628280-16-020309:10-K, 0001193125-15-356351:10-K, 0001193125-14-383437:10-K, 0001193125-13-416534:10-K, 0001193125-12-444068:10-K, 0001193125-11-282113:10-K, 0001193125-10-238044:10-K, 0001193125-09-214859:10-K, 0001193125-08-224958:10-K, 0001047469-07-009340:10-K, 0001104659-06-084288:10-K, 0001104659-05-058421:10-K, 0001047469-04-035975:10-K, 0001047469-03-041604:10-K, 0001047469-02-007674:10-K, 0000912057-00-053623:10-K, 0000912057-99-010244:10-K, 0001047469-97-006960:10-K, 0000320193-96-000023:10-K, 0000320193-95-000016:10-K, 0000320193-94-000016:10-K]"},"metadata":{}}]},{"metadata":{},"cell_type":"markdown","source":"We can get the XBRL object which contains the informaiton of all documents"},{"metadata":{"trusted":true},"cell_type":"code","source":"%%time\nvar xbrl = company.getXBRL\nxbrl.isEmpty","execution_count":7,"outputs":[{"output_type":"stream","text":"CPU times: user 0 ns, sys: 289 µs, total: 289 µs \nWall Time: 21 s\n\n","name":"stdout"},{"output_type":"execute_result","execution_count":7,"data":{"text/plain":"false"},"metadata":{}}]},{"metadata":{},"cell_type":"markdown","source":"On the level of the filing entry we provide the following:"},{"metadata":{"trusted":true},"cell_type":"code","source":"var entry = entries.get(0)\n","execution_count":8,"outputs":[{"output_type":"execute_result","execution_count":8,"data":{"text/plain":"0000320193-18-000145:10-K"},"metadata":{}}]},{"metadata":{},"cell_type":"markdown","source":"We can e.g. display the Form or title ..."},{"metadata":{"trusted":true},"cell_type":"code","source":"entry.getForm","execution_count":9,"outputs":[{"output_type":"execute_result","execution_count":9,"data":{"text/plain":"10-K"},"metadata":{}}]},{"metadata":{"trusted":true},"cell_type":"code","source":"entry.getTitle","execution_count":10,"outputs":[{"output_type":"execute_result","execution_count":10,"data":{"text/plain":"10-K - Annual report [Section 13 and 15(d), not S-K Item 405]"},"metadata":{}}]},{"metadata":{"trusted":true},"cell_type":"code","source":"entry.getLink","execution_count":11,"outputs":[{"output_type":"execute_result","execution_count":11,"data":{"text/plain":"http://www.sec.gov/Archives/edgar/data/320193/000032019318000145/0000320193-18-000145-index.htm"},"metadata":{}}]},{"metadata":{},"cell_type":"markdown","source":"Each link is pointing to a list of detailed documents:"},{"metadata":{"trusted":true},"cell_type":"code","source":"import scala.collection.JavaConverters._\n\nentry.getLinksToDocuments.iterator.asScala.toSeq.foreach(r => println(r))","execution_count":12,"outputs":[{"output_type":"stream","text":"/Archives/edgar/data/320193/000032019318000145/0000320193-18-000145-index-headers.html\n/Archives/edgar/data/320193/000032019318000145/0000320193-18-000145-index.html\n/Archives/edgar/data/320193/000032019318000145/0000320193-18-000145.txt\n/Archives/edgar/data/320193/000032019318000145/0000320193-18-000145-xbrl.zip\n/Archives/edgar/data/320193/000032019318000145/a10-k20189292018.htm\n/Archives/edgar/data/320193/000032019318000145/a10-k9_chartx38133a09.jpg\n/Archives/edgar/data/320193/000032019318000145/a10-kexhibit10172018.htm\n/Archives/edgar/data/320193/000032019318000145/a10-kexhibit10182018.htm\n/Archives/edgar/data/320193/000032019318000145/a10-kexhibit2112018.htm\n/Archives/edgar/data/320193/000032019318000145/a10-kexhibit2312018.htm\n/Archives/edgar/data/320193/000032019318000145/a10-kexhibit3112018.htm\n/Archives/edgar/data/320193/000032019318000145/a10-kexhibit3122018.htm\n/Archives/edgar/data/320193/000032019318000145/a10-kexhibit3212018.htm\n/Archives/edgar/data/320193/000032019318000145/aapl-20180929.xml\n/Archives/edgar/data/320193/000032019318000145/aapl-20180929.xsd\n/Archives/edgar/data/320193/000032019318000145/aapl-20180929_cal.xml\n/Archives/edgar/data/320193/000032019318000145/aapl-20180929_def.xml\n/Archives/edgar/data/320193/000032019318000145/aapl-20180929_lab.xml\n/Archives/edgar/data/320193/000032019318000145/aapl-20180929_pre.xml\n/Archives/edgar/data/320193/000032019318000145/FilingSummary.xml\n/Archives/edgar/data/320193/000032019318000145/Financial_Report.xlsx\n/Archives/edgar/data/320193/000032019318000145/g66145g66i24.jpg\n/Archives/edgar/data/320193/000032019318000145/R1.htm\n/Archives/edgar/data/320193/000032019318000145/R10.htm\n/Archives/edgar/data/320193/000032019318000145/R11.htm\n/Archives/edgar/data/320193/000032019318000145/R12.htm\n/Archives/edgar/data/320193/000032019318000145/R13.htm\n/Archives/edgar/data/320193/000032019318000145/R14.htm\n/Archives/edgar/data/320193/000032019318000145/R15.htm\n/Archives/edgar/data/320193/000032019318000145/R16.htm\n/Archives/edgar/data/320193/000032019318000145/R17.htm\n/Archives/edgar/data/320193/000032019318000145/R18.htm\n/Archives/edgar/data/320193/000032019318000145/R19.htm\n/Archives/edgar/data/320193/000032019318000145/R2.htm\n/Archives/edgar/data/320193/000032019318000145/R20.htm\n/Archives/edgar/data/320193/000032019318000145/R21.htm\n/Archives/edgar/data/320193/000032019318000145/R22.htm\n/Archives/edgar/data/320193/000032019318000145/R23.htm\n/Archives/edgar/data/320193/000032019318000145/R24.htm\n/Archives/edgar/data/320193/000032019318000145/R25.htm\n/Archives/edgar/data/320193/000032019318000145/R26.htm\n/Archives/edgar/data/320193/000032019318000145/R27.htm\n/Archives/edgar/data/320193/000032019318000145/R28.htm\n/Archives/edgar/data/320193/000032019318000145/R29.htm\n/Archives/edgar/data/320193/000032019318000145/R3.htm\n/Archives/edgar/data/320193/000032019318000145/R30.htm\n/Archives/edgar/data/320193/000032019318000145/R31.htm\n/Archives/edgar/data/320193/000032019318000145/R32.htm\n/Archives/edgar/data/320193/000032019318000145/R33.htm\n/Archives/edgar/data/320193/000032019318000145/R34.htm\n/Archives/edgar/data/320193/000032019318000145/R35.htm\n/Archives/edgar/data/320193/000032019318000145/R36.htm\n/Archives/edgar/data/320193/000032019318000145/R37.htm\n/Archives/edgar/data/320193/000032019318000145/R38.htm\n/Archives/edgar/data/320193/000032019318000145/R39.htm\n/Archives/edgar/data/320193/000032019318000145/R4.htm\n/Archives/edgar/data/320193/000032019318000145/R40.htm\n/Archives/edgar/data/320193/000032019318000145/R41.htm\n/Archives/edgar/data/320193/000032019318000145/R42.htm\n/Archives/edgar/data/320193/000032019318000145/R43.htm\n/Archives/edgar/data/320193/000032019318000145/R44.htm\n/Archives/edgar/data/320193/000032019318000145/R45.htm\n/Archives/edgar/data/320193/000032019318000145/R46.htm\n/Archives/edgar/data/320193/000032019318000145/R47.htm\n/Archives/edgar/data/320193/000032019318000145/R48.htm\n/Archives/edgar/data/320193/000032019318000145/R49.htm\n/Archives/edgar/data/320193/000032019318000145/R5.htm\n/Archives/edgar/data/320193/000032019318000145/R50.htm\n/Archives/edgar/data/320193/000032019318000145/R51.htm\n/Archives/edgar/data/320193/000032019318000145/R52.htm\n/Archives/edgar/data/320193/000032019318000145/R53.htm\n/Archives/edgar/data/320193/000032019318000145/R54.htm\n/Archives/edgar/data/320193/000032019318000145/R55.htm\n/Archives/edgar/data/320193/000032019318000145/R56.htm\n/Archives/edgar/data/320193/000032019318000145/R57.htm\n/Archives/edgar/data/320193/000032019318000145/R58.htm\n/Archives/edgar/data/320193/000032019318000145/R59.htm\n/Archives/edgar/data/320193/000032019318000145/R6.htm\n/Archives/edgar/data/320193/000032019318000145/R60.htm\n/Archives/edgar/data/320193/000032019318000145/R61.htm\n/Archives/edgar/data/320193/000032019318000145/R62.htm\n/Archives/edgar/data/320193/000032019318000145/R63.htm\n/Archives/edgar/data/320193/000032019318000145/R64.htm\n/Archives/edgar/data/320193/000032019318000145/R65.htm\n/Archives/edgar/data/320193/000032019318000145/R66.htm\n/Archives/edgar/data/320193/000032019318000145/R67.htm\n/Archives/edgar/data/320193/000032019318000145/R7.htm\n/Archives/edgar/data/320193/000032019318000145/R8.htm\n/Archives/edgar/data/320193/000032019318000145/R9.htm\n/Archives/edgar/data/320193/000032019318000145/report.css\n/Archives/edgar/data/320193/000032019318000145/Show.js\n","name":"stdout"},{"output_type":"execute_result","execution_count":12,"data":{"text/plain":"null"},"metadata":{}}]},{"metadata":{},"cell_type":"markdown","source":"We can get the XBRL document link"},{"metadata":{"trusted":true},"cell_type":"code","source":"entry.getLinkToXbrl","execution_count":13,"outputs":[{"output_type":"execute_result","execution_count":13,"data":{"text/plain":"Optional[/Archives/edgar/data/320193/000032019318000145/0000320193-18-000145-xbrl.zip]"},"metadata":{}}]},{"metadata":{},"cell_type":"markdown","source":"The base URL for the documents can be determied with"},{"metadata":{"trusted":true},"cell_type":"code","source":"entry.getLinkBase","execution_count":14,"outputs":[{"output_type":"execute_result","execution_count":14,"data":{"text/plain":"https://www.sec.gov"},"metadata":{}}]},{"metadata":{},"cell_type":"markdown","source":"Or we can get the XBRL object"},{"metadata":{"trusted":true},"cell_type":"code","source":"%%time\nval xbrl = entry.getXBRL.get\nxbrl.isEmpty","execution_count":15,"outputs":[{"output_type":"stream","text":"CPU times: user 0 ns, sys: 203 µs, total: 203 µs \nWall Time: 573 ms\n\n","name":"stdout"},{"output_type":"execute_result","execution_count":15,"data":{"text/plain":"false"},"metadata":{}}]},{"metadata":{"trusted":true},"cell_type":"code","source":"val values = xbrl.findValues(\"NetIncomeLoss\")\nvalues.size","execution_count":16,"outputs":[{"output_type":"execute_result","execution_count":16,"data":{"text/plain":"20"},"metadata":{}}]},{"metadata":{},"cell_type":"markdown","source":"Finally we display the xbrl values in a table"},{"metadata":{"trusted":true},"cell_type":"code","source":"import scala.collection.JavaConverters._\n\nvalues.asScala.map(factValue => factValue.getAttributes).asJava","execution_count":17,"outputs":[{"output_type":"display_data","data":{"method":"display_data","application/vnd.jupyter.widget-view+json":{"version_minor":0,"model_id":"0d4b395a-c123-42a6-ac31-1614785df3bd","version_major":2}},"metadata":{}}]},{"metadata":{},"cell_type":"markdown","source":"We double check the existence of xbrl documents"},{"metadata":{"trusted":true},"cell_type":"code","source":"import scala.collection.JavaConverters._\n\nnew CompanyInformation(\"320193\",\"10-K\").entries().asScala\n .map(e => (e.getForm, e.getAccessionNumber, e.getLinkToXbrl) )\n .foreach(t => println(t) )","execution_count":18,"outputs":[{"output_type":"stream","text":"(10-K,0000320193-18-000145,Optional[/Archives/edgar/data/320193/000032019318000145/0000320193-18-000145-xbrl.zip])\n(10-K,0000320193-17-000070,Optional[/Archives/edgar/data/320193/000032019317000070/0000320193-17-000070-xbrl.zip])\n(10-K,0001628280-16-020309,Optional[/Archives/edgar/data/320193/000162828016020309/0001628280-16-020309-xbrl.zip])\n(10-K,0001193125-15-356351,Optional[/Archives/edgar/data/320193/000119312515356351/0001193125-15-356351-xbrl.zip])\n(10-K,0001193125-14-383437,Optional[/Archives/edgar/data/320193/000119312514383437/0001193125-14-383437-xbrl.zip])\n(10-K,0001193125-13-416534,Optional[/Archives/edgar/data/320193/000119312513416534/0001193125-13-416534-xbrl.zip])\n(10-K,0001193125-12-444068,Optional[/Archives/edgar/data/320193/000119312512444068/0001193125-12-444068-xbrl.zip])\n(10-K,0001193125-11-282113,Optional[/Archives/edgar/data/320193/000119312511282113/0001193125-11-282113-xbrl.zip])\n(10-K,0001193125-10-238044,Optional[/Archives/edgar/data/320193/000119312510238044/0001193125-10-238044-xbrl.zip])\n(10-K/A,0001193125-10-012091,Optional.empty)\n(10-K,0001193125-09-214859,Optional.empty)\n(10-K,0001193125-08-224958,Optional.empty)\n(10-K,0001047469-07-009340,Optional.empty)\n(10-K,0001104659-06-084288,Optional.empty)\n(10-K,0001104659-05-058421,Optional.empty)\n(10-K,0001047469-04-035975,Optional.empty)\n(10-K,0001047469-03-041604,Optional.empty)\n(10-K,0001047469-02-007674,Optional.empty)\n(10-K405,0000912057-01-544436,Optional.empty)\n(10-K,0000912057-00-053623,Optional.empty)\n(10-K,0000912057-99-010244,Optional.empty)\n(10-K405,0001047469-98-044981,Optional.empty)\n(10-K/A,0001047469-98-001822,Optional.empty)\n(10-K,0001047469-97-006960,Optional.empty)\n(10-K,0000320193-96-000023,Optional.empty)\n(10-K,0000320193-95-000016,Optional.empty)\n(10-K,0000320193-94-000016,Optional.empty)\n","name":"stdout"},{"output_type":"execute_result","execution_count":18,"data":{"text/plain":"null"},"metadata":{}}]},{"metadata":{},"cell_type":"markdown","source":"We can retrieve the values from the XBRL filings"},{"metadata":{"trusted":true},"cell_type":"code","source":"new CompanyInformation(\"320193\",\"10-K\")\n .getXBRL.findValues(\"NetIncomeLoss\").asScala\n .map(factValue => factValue.getAttributes)\n .asJava","execution_count":19,"outputs":[{"output_type":"display_data","data":{"method":"display_data","application/vnd.jupyter.widget-view+json":{"version_minor":0,"model_id":"edf45aa5-7599-407e-9123-c9adf219f72b","version_major":2}},"metadata":{}}]},{"metadata":{},"cell_type":"markdown","source":"## Company KPIs Direcly from EDGAR\nThe following example is providing KPIs directly from EDGAR "},{"metadata":{"trusted":true},"cell_type":"code","source":"%%time\nval values = new CompanyEdgarValuesEdgar(new CompanyInformation(\"320193\"))\n .setFilter(new FilterYearly())\n .setParameterNames(\"NetIncomeLoss\",\"OperatingIncomeLoss\",\"ResearchAndDevelopmentExpense\",\n \"CashAndCashEquivalentsAtCarryingValue\",\"AvailableForSaleSecuritiesCurrent\",\"AccountsReceivableNetCurrent\",\n \"Revenues\",\"SalesRevenueNet\",\"InventoryNet\",\"AssetsCurrent\",\"LiabilitiesCurrent\",\"Assets\",\"EarningsPerShareBasic\",\n \"StockholdersEquity\")\n .addFormula(\"Revenue\",\"Edgar.coalesce('Revenues', 'SalesRevenueNet')\")\n .addFormula(\"QuickRatio\",\"(CashAndCashEquivalentsAtCarryingValue + AccountsReceivableNetCurrent + AvailableForSaleSecuritiesCurrent) / LiabilitiesCurrent\")\n .addFormula(\"CurrentRatio\",\"AssetsCurrent / LiabilitiesCurrent\")\n .addFormula(\"InventoryTurnover\",\"Revenue / InventoryNet\")\n .addFormula(\"NetProfitMargin\",\"NetIncomeLoss / Revenue\")\n .addFormula(\"SalesResearchRatio%\",\"ResearchAndDevelopmentExpense / Revenue *100\")\n .addFormula(\"NetIncomeResearchRatio%\",\"ResearchAndDevelopmentExpense / NetIncomeLoss * 100\")\n .addFormula(\"NetIncomeChange%\", \"NetIncomeLoss - Edgar.lag('NetIncomeLoss', -1) / Edgar.lag('NetIncomeLoss', -1) * 100 \") \n .addFormula(\"RevenueChange%\", \"Edgar.percentChange('Revenue')\" ) \n .addFormula(\"ResearchAndDevelopmentChange%\",\"Edgar.percentChange('ResearchAndDevelopmentExpense')\" )\n .removeParameterNames(\"Revenues\",\"SalesRevenueNet\")\n\nval table = values.getTable","execution_count":20,"outputs":[{"output_type":"stream","text":"CPU times: user 0 ns, sys: 250 µs, total: 250 µs \nWall Time: 5 s\n\n","name":"stdout"},{"output_type":"display_data","data":{"method":"display_data","application/vnd.jupyter.widget-view+json":{"version_minor":0,"model_id":"be8dac92-e009-4466-a36f-6ddf4f6e45c3","version_major":2}},"metadata":{}}]},{"metadata":{},"cell_type":"markdown","source":"## Company KPIs Direcly via REST\nThe following example is providing KPI directly via [REST](https://pschatzmann.ch/edgar/index.html#/DBService/post_db_companyValues)"},{"metadata":{"trusted":true},"cell_type":"code","source":"%%time\nval values = new CompanyEdgarValuesRest(new CompanyInformation(\"320193\"))\n .setFilter(new FilterYearly())\n .setParameterNames(\"NetIncomeLoss\",\"OperatingIncomeLoss\",\"ResearchAndDevelopmentExpense\",\n \"CashAndCashEquivalentsAtCarryingValue\",\"AvailableForSaleSecuritiesCurrent\",\"AccountsReceivableNetCurrent\",\n \"Revenues\",\"SalesRevenueNet\",\"InventoryNet\",\"AssetsCurrent\",\"LiabilitiesCurrent\",\"Assets\",\"EarningsPerShareBasic\",\n \"StockholdersEquity\")\n .addFormula(\"Revenue\",\"Edgar.coalesce('Revenues', 'SalesRevenueNet')\")\n .addFormula(\"QuickRatio\",\"(CashAndCashEquivalentsAtCarryingValue + AccountsReceivableNetCurrent + AvailableForSaleSecuritiesCurrent) / LiabilitiesCurrent\")\n .addFormula(\"CurrentRatio\",\"AssetsCurrent / LiabilitiesCurrent\")\n .addFormula(\"InventoryTurnover\",\"Revenue / InventoryNet\")\n .addFormula(\"NetProfitMargin\",\"NetIncomeLoss / Revenue\")\n .addFormula(\"SalesResearchRatio%\",\"ResearchAndDevelopmentExpense / Revenue *100\")\n 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