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| {"cells":[{"metadata":{},"cell_type":"markdown","source":"# Company KPIs with Scala, Spark and Smart-Edgar\nI am planning to use the Edgar data to determine and calculate some financial KPIs and feed these into a Neural Network.\nIn my prior posts I described how to use my Webservices to request and display Edgar information with the help of Python and Pandas.\n\nIn this instalment I show how we can direcly use the 'built in' Java Query functionality of Smart-Edgar from Scala in order to calculated some financial KPIs.\n\n## Setup\nWe install the dependencies with the help of Maven"},{"metadata":{"trusted":true},"cell_type":"code","source":"%classpath config resolver maven-public http://192.168.1.10:8081/repository/maven-public/\n%%classpath add mvn \nch.pschatzmann:smart-edgar:LATEST\norg.apache.spark:spark-sql_2.11:2.3.2\n","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":"b7bbcdd9-6c6d-4179-b729-df2cfcc8e60b","version_major":2}},"metadata":{}}]},{"metadata":{},"cell_type":"markdown","source":"I also import the relevant packages or classes"},{"metadata":{"trusted":true},"cell_type":"code","source":"import ch.pschatzmann.edgar.reporting.company._\nimport ch.pschatzmann.edgar.utils.Utils\nimport ch.pschatzmann.edgar.reporting._\n\nimport java.util.Arrays\n","execution_count":2,"outputs":[{"output_type":"execute_result","execution_count":2,"data":{"text/plain":"import ch.pschatzmann.edgar.reporting.company._\nimport ch.pschatzmann.edgar.utils.Utils\nimport ch.pschatzmann.edgar.reporting._\nimport java.util.Arrays\n"},"metadata":{}}]},{"metadata":{},"cell_type":"markdown","source":"We also need to provide the login information to the database via system properties or environment variables:\n- jdbcDriver - e.g org.postgresql.Driver\n- jdbcURL - e.g. jdbc:postgresql://nuc.local:5432/edgar\n- jdbcUser - e.g edgar\n- jdbcPassword e.g. edgar\n"},{"metadata":{},"cell_type":"markdown","source":"## No Filter\nFirst we run the query w/o any filter to display all available data. We see that we get different forms and number of months. We potentially have duplicate information."},{"metadata":{"trusted":true},"cell_type":"code","source":"%%time\nval values = new CompanyEdgarValues(new CompanySelection().setTradingSymbol(\"AAPL\"))\n .setParameterNames(\"NetIncomeLoss\")\nvalues.size\n","execution_count":3,"outputs":[{"output_type":"stream","text":"CPU times: user 0 ns, sys: 442 µs, total: 442 µs \nWall Time: 859 ms\n\n","name":"stdout"},{"output_type":"execute_result","execution_count":3,"data":{"text/plain":"31"},"metadata":{}}]},{"metadata":{},"cell_type":"markdown","source":"We can display the information in a table. Unfortunatly BeakerX can not handle the custom List types correctly so we wrap the result in an ArrayList"},{"metadata":{"scrolled":true,"trusted":true},"cell_type":"code","source":"values.setFilter(new NoFilter(), false)\nnew java.util.ArrayList(values.toList)\n","execution_count":4,"outputs":[{"output_type":"display_data","data":{"method":"display_data","application/vnd.jupyter.widget-view+json":{"version_minor":0,"model_id":"e48b9648-082c-4ebc-a92e-bd3f113073e7","version_major":2}},"metadata":{}}]},{"metadata":{},"cell_type":"markdown","source":"In order to plot the data we need to convert our Java objects into Scala and select the relevant fields"},{"metadata":{"trusted":true},"cell_type":"code","source":"import scala.collection.JavaConverters._\n\ndef plotEdgar(edgar:CompanyEdgarValues):TimePlot = {\n val list = new java.util.ArrayList(edgar.toList)\n val df = new java.text.SimpleDateFormat(\"yyyy-MM-dd\")\n val xList = list.asScala.map(m => m.get(\"date\").asInstanceOf[String]).map(ds => df.parse(ds))\n val yList = list.asScala.map(m => m.get(\"NetIncomeLoss\").asInstanceOf[java.math.BigDecimal])\n val plot = new TimePlot()\n plot.add(new Line { x = xList ; y = yList })\n return plot\n}\n\nplotEdgar(values)","execution_count":5,"outputs":[{"output_type":"display_data","data":{"method":"display_data","application/vnd.jupyter.widget-view+json":{"version_minor":0,"model_id":"938cbc55-eeab-44cb-aaed-2fb6e1435652","version_major":2}},"metadata":{}}]},{"metadata":{},"cell_type":"markdown","source":"## FilterQuarterlyCumulated\nThis filter provides only the valid cumulated quarterly values. We also filter out duplicate informarmation"},{"metadata":{"trusted":true},"cell_type":"code","source":"values.setFilter(new FilterQuarterlyCumulated(), true)\nnew java.util.ArrayList(values.toList)\n","execution_count":6,"outputs":[{"output_type":"display_data","data":{"method":"display_data","application/vnd.jupyter.widget-view+json":{"version_minor":0,"model_id":"9ca61e4c-3b7a-4b6d-843c-bf12e6261a25","version_major":2}},"metadata":{}}]},{"metadata":{"trusted":true},"cell_type":"code","source":"plotEdgar(values)","execution_count":7,"outputs":[{"output_type":"display_data","data":{"method":"display_data","application/vnd.jupyter.widget-view+json":{"version_minor":0,"model_id":"12ffd5f1-eafc-4f7e-8890-e58bdd75689a","version_major":2}},"metadata":{}}]},{"metadata":{"trusted":true},"cell_type":"code","source":"values.getTable.asInstanceOf[ch.pschatzmann.common.table.TableConsolidated].getMessages","execution_count":8,"outputs":[{"output_type":"execute_result","execution_count":8,"data":{"text/plain":"[Replaced [2009-03-28, APPLE INC, AAPL, 0000320193, CA, CA, ELECTRONIC COMPUTERS]: 1620000000.00 -> 3875000000.00, Replaced [2010-03-27, APPLE INC, AAPL, 0000320193, CA, CA, ELECTRONIC COMPUTERS]: 3074000000.00 -> 6452000000.00, Replaced [2011-03-26, APPLE INC, AAPL, 0000320193, CA, CA, ELECTRONIC COMPUTERS]: 5987000000.00 -> 11991000000.00, Replaced [2012-03-31, APPLE INC, AAPL, 0000320193, CA, CA, ELECTRONIC COMPUTERS]: 11622000000.00 -> 24686000000.00, Replaced [2013-03-30, APPLE INC, AAPL, 0000320193, CA, CA, ELECTRONIC COMPUTERS]: 9547000000.00 -> 22625000000.00, Replaced [2014-03-29, APPLE INC, AAPL, 0000320193, CA, CA, ELECTRONIC COMPUTERS]: 10223000000.00 -> 23295000000.00, Replaced [2015-03-28, APPLE INC, AAPL, 0000320193, CA, CA, ELECTRONIC COMPUTERS]: 13569000000.00 -> 31593000000.00, Replaced [2016-03-26, APPLE INC, AAPL, 0000320193, CA, CA, ELECTRONIC COMPUTERS]: 10516000000.00 -> 28877000000.00, Replaced [2017-04-01, APPLE INC, AAPL, 0000320193, CA, CA, ELECTRONIC COMPUTERS]: 11029000000.00 -> 28920000000.00, Replaced [2018-03-31, APPLE INC, AAPL, 0000320193, CA, CA, ELECTRONIC COMPUTERS]: 13822000000.00 -> 33887000000.00]"},"metadata":{}}]},{"metadata":{},"cell_type":"markdown","source":"## FilterYearly\nThis filter provides only the valid 10-K filings."},{"metadata":{"trusted":true},"cell_type":"code","source":"values.setFilter(new FilterYearly())\nnew java.util.ArrayList(values.toList)\n","execution_count":9,"outputs":[{"output_type":"display_data","data":{"method":"display_data","application/vnd.jupyter.widget-view+json":{"version_minor":0,"model_id":"52b97f65-432b-480e-8706-43a0ad68966b","version_major":2}},"metadata":{}}]},{"metadata":{"trusted":true},"cell_type":"code","source":"plotEdgar(values)","execution_count":10,"outputs":[{"output_type":"display_data","data":{"method":"display_data","application/vnd.jupyter.widget-view+json":{"version_minor":0,"model_id":"a79e1598-1f69-4020-bdc0-c0ea940565cd","version_major":2}},"metadata":{}}]},{"metadata":{},"cell_type":"markdown","source":"We can convert the data to html..."},{"metadata":{"trusted":true},"cell_type":"code","source":"new MIMEContainer(\"text/html\", values.toHtml)","execution_count":11,"outputs":[{"output_type":"execute_result","execution_count":11,"data":{"text/html":"\r\n<table>\r\n<tr>\r\n<th>date</th><th>companyName</th><th>tradingSymbol</th><th>identifier</th><th>incorporation</th><th>location</th><th>sicDescription</th><th>NetIncomeLoss</th><tr>\r\n<tr><th>2007-09-29</th><th>APPLE INC</th><th>AAPL</th><th>0000320193</th><th>CA</th><th>CA</th><th>ELECTRONIC COMPUTERS</th><td>3495000000.00</td></tr>\r\n<tr><th>2008-09-27</th><th>APPLE INC</th><th>AAPL</th><th>0000320193</th><th>CA</th><th>CA</th><th>ELECTRONIC COMPUTERS</th><td>6119000000.00</td></tr>\r\n<tr><th>2009-09-26</th><th>APPLE INC</th><th>AAPL</th><th>0000320193</th><th>CA</th><th>CA</th><th>ELECTRONIC COMPUTERS</th><td>8235000000.00</td></tr>\r\n<tr><th>2010-09-25</th><th>APPLE INC</th><th>AAPL</th><th>0000320193</th><th>CA</th><th>CA</th><th>ELECTRONIC COMPUTERS</th><td>14013000000.00</td></tr>\r\n<tr><th>2011-09-24</th><th>APPLE INC</th><th>AAPL</th><th>0000320193</th><th>CA</th><th>CA</th><th>ELECTRONIC COMPUTERS</th><td>25922000000.00</td></tr>\r\n<tr><th>2012-09-29</th><th>APPLE INC</th><th>AAPL</th><th>0000320193</th><th>CA</th><th>CA</th><th>ELECTRONIC COMPUTERS</th><td>41733000000.00</td></tr>\r\n<tr><th>2013-09-28</th><th>APPLE INC</th><th>AAPL</th><th>0000320193</th><th>CA</th><th>CA</th><th>ELECTRONIC COMPUTERS</th><td>37037000000.00</td></tr>\r\n<tr><th>2014-09-27</th><th>APPLE INC</th><th>AAPL</th><th>0000320193</th><th>CA</th><th>CA</th><th>ELECTRONIC COMPUTERS</th><td>39510000000.00</td></tr>\r\n<tr><th>2015-09-26</th><th>APPLE INC</th><th>AAPL</th><th>0000320193</th><th>CA</th><th>CA</th><th>ELECTRONIC COMPUTERS</th><td>53394000000.00</td></tr>\r\n<tr><th>2016-09-24</th><th>APPLE INC</th><th>AAPL</th><th>0000320193</th><th>CA</th><th>CA</th><th>ELECTRONIC COMPUTERS</th><td>45687000000.00</td></tr>\r\n<tr><th>2017-09-30</th><th>APPLE INC</th><th>AAPL</th><th>0000320193</th><th>CA</th><th>CA</th><th>ELECTRONIC COMPUTERS</th><td>48351000000.00</td></tr>\r\n<tr><th>2018-09-29</th><th>APPLE INC</th><th>AAPL</th><th>0000320193</th><th>CA</th><th>CA</th><th>ELECTRONIC COMPUTERS</th><td>59531000000.00</td></tr>\r\n</table>"},"metadata":{}}]},{"metadata":{},"cell_type":"markdown","source":"... or data to csv"},{"metadata":{"trusted":true},"cell_type":"code","source":"values.toCsv","execution_count":12,"outputs":[{"output_type":"execute_result","execution_count":12,"data":{"text/plain":"date;companyName;tradingSymbol;identifier;incorporation;location;sicDescription;NetIncomeLoss\r\n2007-09-29;APPLE INC;AAPL;0000320193;CA;CA;ELECTRONIC COMPUTERS;3495000000.00\r\n2008-09-27;APPLE INC;AAPL;0000320193;CA;CA;ELECTRONIC COMPUTERS;6119000000.00\r\n2009-09-26;APPLE INC;AAPL;0000320193;CA;CA;ELECTRONIC COMPUTERS;8235000000.00\r\n2010-09-25;APPLE INC;AAPL;0000320193;CA;CA;ELECTRONIC COMPUTERS;14013000000.00\r\n2011-09-24;APPLE INC;AAPL;0000320193;CA;CA;ELECTRONIC COMPUTERS;25922000000.00\r\n2012-09-29;APPLE INC;AAPL;0000320193;CA;CA;ELECTRONIC COMPUTERS;41733000000.00\r\n2013-09-28;APPLE INC;AAPL;0000320193;CA;CA;ELECTRONIC COMPUTERS;37037000000.00\r\n2014-09-27;APPLE INC;AAPL;0000320193;CA;CA;ELECTRONIC COMPUTERS;39510000000.00\r\n2015-09-26;APPLE INC;AAPL;0000320193;CA;CA;ELECTRONIC COMPUTERS;53394000000.00\r\n2016-09-24;APPLE INC;AAPL;0000320193;CA;CA;ELECTRONIC COMPUTERS;45687000000.00\r\n2017-09-30;APPLE INC;AAPL;0000320193;CA;CA;ELECTRONIC COMPUTERS;48351000000.00\r\n2018-09-29;APPLE INC;AAPL;0000320193;CA;CA;ELECTRONIC COMPUTERS;59531000000.00\r\n"},"metadata":{}}]},{"metadata":{},"cell_type":"markdown","source":"## FilterQuarterValues\nThis filter only provides the values for 3 months"},{"metadata":{"trusted":true},"cell_type":"code","source":"values.setFilter(new FilterQuarterValues())\nnew java.util.ArrayList(values.toList)\n","execution_count":13,"outputs":[{"output_type":"display_data","data":{"method":"display_data","application/vnd.jupyter.widget-view+json":{"version_minor":0,"model_id":"39d5fcec-9b97-4fde-be0e-09da989894fb","version_major":2}},"metadata":{}}]},{"metadata":{"trusted":true},"cell_type":"code","source":"plotEdgar(values)","execution_count":14,"outputs":[{"output_type":"display_data","data":{"method":"display_data","application/vnd.jupyter.widget-view+json":{"version_minor":0,"model_id":"349182f6-0114-44e9-92ed-efcab813ec45","version_major":2}},"metadata":{}}]},{"metadata":{},"cell_type":"markdown","source":"## Search for Companies\nWe can also search for companies by indicating the search field name and the corresponding search values. We can also filter out all companies without a ticker symbol:"},{"metadata":{"trusted":true},"cell_type":"code","source":"%%time\nval companies = new CompanySearch(\"companyName\",\"A%\",\"B%\").onlyCompaniesWithTradingSymbol(true)\n\nnew java.util.ArrayList(companies.toList)","execution_count":15,"outputs":[{"output_type":"stream","text":"CPU times: user 0 ns, sys: 210 µs, total: 210 µs \nWall Time: 376 ms\n\n","name":"stdout"},{"output_type":"display_data","data":{"method":"display_data","application/vnd.jupyter.widget-view+json":{"version_minor":0,"model_id":"c9c493f3-ec65-4eb7-a0d5-99f7277082e7","version_major":2}},"metadata":{}}]},{"metadata":{},"cell_type":"markdown","source":"or we can just select all companies"},{"metadata":{"trusted":true},"cell_type":"code","source":"%%time\nval companies = new CompanySearch().onlyCompaniesWithTradingSymbol(false)\n\nnew java.util.ArrayList(companies.toList)","execution_count":16,"outputs":[{"output_type":"stream","text":"CPU times: user 0 ns, sys: 259 µs, total: 259 µs \nWall Time: 563 ms\n\n","name":"stdout"},{"output_type":"error","ename":"java.lang.NullPointerException","evalue":"java.lang.NullPointerException","traceback":["\u001b[1;31mjava.lang.NullPointerException\u001b[0;0m","\u001b[1;31m at ch.pschatzmann.edgar.reporting.company.CompanySearch.setup(CompanySearch.java:77)\u001b[0;0m","\u001b[1;31m at ch.pschatzmann.edgar.reporting.company.CompanySearch.toList(CompanySearch.java:111)\u001b[0;0m","\u001b[1;31m ... 50 elided\u001b[0;0m"]}]},{"metadata":{},"cell_type":"markdown","source":"## Available Parameters\nIn order to get a better overview of the available parameters which are available in Edgar for AAPL we can create the following query: we show the count of parameterName by form:"},{"metadata":{"trusted":true},"cell_type":"code","source":"val model = new EdgarModel().create()\nmodel.getTableField(\"values\", \"unitref\").setFilterValues(Arrays.asList(\"USD\"))\nmodel.getTableField(\"values\", \"segment\").setFilterValues(Arrays.asList(\"\"))\nmodel.getTableField(\"values\", \"segmentdimension\").setFilterValues(Arrays.asList(\"\"))\n\nval table = new Table()\nval valueField = model.getTable(\"values\").getValueField().asInstanceOf[ValueField]\nvalueField.setSelectedFunction(\"COUNT(%fld)\") \ntable.setValueField(valueField)\ntable.addRow(model.getNavigationField(\"company\", \"tradingSymbol\").setFilterValues(\"AAPL\"))\ntable.addRow(model.getNavigationField(\"values\", \"parameterName\"))\ntable.addColumn(model.getNavigationField(\"values\", \"form\"))\ntable.execute(model)\n\nnew java.util.ArrayList(table.toList)","execution_count":17,"outputs":[{"output_type":"display_data","data":{"method":"display_data","application/vnd.jupyter.widget-view+json":{"version_minor":0,"model_id":"395b15ab-d15b-4736-9ba1-8a58efa04fa7","version_major":2}},"metadata":{}}]},{"metadata":{},"cell_type":"markdown","source":"## Using Spark to calculate KPIs\nFinally we demonstrate how different KPIs can be easily calclated with the help of Spark. \nWe create and start a SparkSession with the help of the BeakerX Spark magic."},{"metadata":{"trusted":true},"cell_type":"code","source":"%%spark --start\nval spark = SparkSession.builder()\n .appName(\"Edgar\")\n .master(\"local[*]\")\n .config(\"spark.serializer\", \"org.apache.spark.serializer.KryoSerializer\")\n .config(\"spark.ui.enabled\", \"false\")\n","execution_count":18,"outputs":[{"output_type":"display_data","data":{"method":"display_data","application/vnd.jupyter.widget-view+json":{"version_minor":0,"model_id":"585393ab-28a5-4a64-83a9-186ad18928bf","version_major":2}},"metadata":{}}]},{"metadata":{},"cell_type":"markdown","source":"## Loading Relevant Parameters\nWe avoid the complexity around the conversion of java to scala objects and just write the Edgar data to a temporary csv file which is then used by Spark. \n\nWe use the parameter filter to select the relevant parameters only:"},{"metadata":{"trusted":true},"cell_type":"code","source":"%%time\nimport spark.implicits._\nimport org.apache.spark.sql.functions.expr\nimport org.apache.spark.sql.expressions._\nimport org.apache.spark.sql.functions._\nimport ch.pschatzmann.edgar.reporting.company._\nimport ch.pschatzmann.edgar.utils.Utils\n\nval values = new CompanyEdgarValues(new CompanySelection().setTradingSymbol(\"AAPL\"))\n .setFilter(new FilterYearly())\n .setParameterNames(\"NetIncomeLoss\", \"OperatingIncomeLoss\", \"ResearchAndDevelopmentExpense\",\n \"CashAndCashEquivalentsAtCarryingValue\", \"AvailableForSaleSecuritiesCurrent\", \"AccountsReceivableNetCurrent\",\n \"Revenues\", \"SalesRevenueNet\", \"InventoryNet\", \"AssetsCurrent\", \"LiabilitiesCurrent\", \"Assets\",\n \"EarningsPerShareBasic\", \"StockholdersEquity\")\n\nval file = Utils.createTempFile(values.toCsv());\nprintln(file)\n\nval edgarAAPLYear = spark.read.format(\"csv\")\n .option(\"delimiter\", \";\")\n .option(\"header\", \"true\")\n .load(file.getAbsolutePath)\n\nedgarAAPLYear.display(1000)","execution_count":19,"outputs":[{"output_type":"stream","text":"/tmp/edgar943078531091713431.tmp\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":"555e2302-23bb-4ff3-8275-c07a3fb694d4","version_major":2}},"metadata":{}},{"output_type":"stream","text":"CPU times: user 0 ns, sys: 301 µs, total: 301 µs \nWall Time: 7 s\n\n","name":"stdout"},{"output_type":"execute_result","execution_count":19,"data":{"text/plain":"org.apache.spark.sql.SparkSession$implicits$@22452219"},"metadata":{}}]},{"metadata":{},"cell_type":"markdown","source":"## KPIs using Formulas\nIn Spark we can add additional columns by defining a formula with the help of the expr function.\n\nWe add some calculated KPIs to the dataframe:"},{"metadata":{"trusted":true},"cell_type":"code","source":"%%time\n// Current ratio = current assets/current liabilities\n// Quick ratio = cash + Account Receivables + Short Term investments / current liabilities\n// Net profit margin = net profit/total revenue\n// Inventory Turnover = Sales / Inventory\nvar edgarAAPLYear1 = edgarAAPLYear\n .withColumn(\"Revenue\",expr(\"coalesce(Revenues, SalesRevenueNet)\"))\n .withColumn(\"QuickRatio\",expr(\"(CashAndCashEquivalentsAtCarryingValue + AccountsReceivableNetCurrent + AvailableForSaleSecuritiesCurrent) / LiabilitiesCurrent\"))\n .withColumn(\"CurrentRatio\",expr(\"AssetsCurrent / LiabilitiesCurrent\"))\n .withColumn(\"InventoryTurnover\",expr(\"Revenue / InventoryNet\"))\n .withColumn(\"NetProfitMargin\",expr(\"NetIncomeLoss / Revenue\"))\n .withColumn(\"SalesResearchRatio%\",expr(\"ResearchAndDevelopmentExpense / Revenue *100\"))\n .withColumn(\"NetIncomeResearchRatio%\",expr(\"ResearchAndDevelopmentExpense / NetIncomeLoss * 100\"))\n .drop($\"Revenues\")\n .drop($\"SalesRevenueNet\")\n\nedgarAAPLYear1.display(100)\n","execution_count":20,"outputs":[{"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":"5af7af6e-d47d-4d8b-a49b-5d79dc4f4988","version_major":2}},"metadata":{}},{"output_type":"stream","text":"CPU times: user 0 ns, sys: 203 µs, total: 203 µs \nWall Time: 1 s\n\n","name":"stdout"},{"output_type":"execute_result","execution_count":20,"data":{"text/plain":"null"},"metadata":{}}]},{"metadata":{},"cell_type":"markdown","source":"## KPIs for % Change \nWe can also calculate the percent change compared with the prior period with the help of the lag function. We do this for \n- NetIncomeLoss\n- Revenue\n- ResearchAndDevelopmentExpense"},{"metadata":{"trusted":true},"cell_type":"code","source":"%%time\nval windowSpec = Window.partitionBy(\"companyName\").orderBy(\"date\")\nval netIncomeChangeFormula = ($\"NetIncomeLoss\" - lag(\"NetIncomeLoss\", 1).over(windowSpec)) / lag(\"NetIncomeLoss\", 1).over(windowSpec) * 100\nval salesChangeFormula = ($\"Revenue\" - lag(\"Revenue\", 1).over(windowSpec)) / lag(\"Revenue\", 1).over(windowSpec) * 100\nval researchChangeFormula = ($\"ResearchAndDevelopmentExpense\" - lag(\"ResearchAndDevelopmentExpense\", 1).over(windowSpec)) / lag(\"ResearchAndDevelopmentExpense\", 1).over(windowSpec) * 100\n\nval edgarAAPLYear2 = edgarAAPLYear1\n .withColumn(\"NetIncomeChange%\", netIncomeChangeFormula ) \n .withColumn(\"RevenueChange%\", salesChangeFormula ) \n .withColumn(\"ResearchAndDevelopmentChange%\", researchChangeFormula )\n\nedgarAAPLYear2.display(100)\n\n","execution_count":21,"outputs":[{"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":"150ce3c7-3229-4b48-88df-fd91941da8fa","version_major":2}},"metadata":{}},{"output_type":"stream","text":"CPU times: user 0 ns, sys: 199 µs, total: 199 µs \nWall Time: 7 s\n\n","name":"stdout"},{"output_type":"execute_result","execution_count":21,"data":{"text/plain":"null"},"metadata":{}}]},{"metadata":{},"cell_type":"markdown","source":"## Summary\nFinally here we have the consolidated example that is wrapping the logic which has been explained above in a simple Object so that we can reuse the functionlity for different ticker symbols:"},{"metadata":{"trusted":true},"cell_type":"code","source":"%%time\nimport org.apache.spark.sql.Dataset\nimport org.apache.spark.sql.Row\n\nobject EdgarCompanyData {\n \n def getDataset(ticker:String):Dataset[Row] = { \n // Edgar data selection\n val values = new CompanyEdgarValues(new CompanySelection().setTradingSymbol(ticker))\n .setFilter(new FilterYearly())\n .setParameterNames(\"NetIncomeLoss\",\"OperatingIncomeLoss\",\"ResearchAndDevelopmentExpense\",\n \"CashAndCashEquivalentsAtCarryingValue\",\"AvailableForSaleSecuritiesCurrent\",\"AccountsReceivableNetCurrent\",\n \"Revenues\",\"SalesRevenueNet\",\"InventoryNet\",\"AssetsCurrent\",\"LiabilitiesCurrent\",\"Assets\",\"EarningsPerShareBasic\",\n \"StockholdersEquity\")\n\n // formulas\n val file = Utils.createTempFile(values.toCsv());\n val windowSpec = Window.partitionBy(\"identifier\").orderBy(\"date\")\n val netIncomeChangeFormula = ($\"NetIncomeLoss\" - lag(\"NetIncomeLoss\", 1).over(windowSpec)) / lag(\"NetIncomeLoss\", 1).over(windowSpec) * 100\n val salesChangeFormula = ($\"Revenue\" - lag(\"Revenue\", 1).over(windowSpec)) / lag(\"Revenue\", 1).over(windowSpec) * 100\n val researchChangeFormula = ($\"ResearchAndDevelopmentExpense\" - lag(\"ResearchAndDevelopmentExpense\", 1).over(windowSpec)) / lag(\"ResearchAndDevelopmentExpense\", 1).over(windowSpec) * 100\n\n val edgarYear = spark.read.format(\"csv\")\n .option(\"delimiter\", \";\")\n .option(\"header\", \"true\")\n .load(file.getAbsolutePath)\n .withColumn(\"Revenue\",expr(\"coalesce(Revenues, SalesRevenueNet)\"))\n .withColumn(\"QuickRatio\",expr(\"(CashAndCashEquivalentsAtCarryingValue + AccountsReceivableNetCurrent + AvailableForSaleSecuritiesCurrent) / LiabilitiesCurrent\"))\n .withColumn(\"CurrentRatio\",expr(\"AssetsCurrent / LiabilitiesCurrent\"))\n .withColumn(\"InventoryTurnover\",expr(\"Revenue / InventoryNet\"))\n .withColumn(\"NetProfitMargin\",expr(\"NetIncomeLoss / Revenue\"))\n .withColumn(\"SalesResearchRatio%\",expr(\"ResearchAndDevelopmentExpense / Revenue *100\"))\n 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