diff --git a/examples/notebooks/dev/top_12_german_companies/top_12_german_companies.ipynb b/examples/notebooks/dev/top_12_german_companies/top_12_german_companies.ipynb index af94316dc6..ec273d5bcc 100644 --- a/examples/notebooks/dev/top_12_german_companies/top_12_german_companies.ipynb +++ b/examples/notebooks/dev/top_12_german_companies/top_12_german_companies.ipynb @@ -14,133 +14,709 @@ { "metadata": { "ExecuteTime": { - "end_time": "2025-03-07T11:42:02.739512Z", - "start_time": "2025-03-07T11:42:00.126828Z" + "end_time": "2025-06-04T13:16:57.704252157Z", + "start_time": "2025-06-04T13:16:55.253285266Z" } }, "cell_type": "code", - "source": "%use dataframe", + "source": [ + "%useLatestDescriptors\n", + "%use dataframe, kandy" + ], "outputs": [], - "execution_count": 1 + "execution_count": 16 }, { "metadata": { "ExecuteTime": { - "end_time": "2025-03-07T11:42:05.552029Z", - "start_time": "2025-03-07T11:42:02.765906Z" + "end_time": "2025-06-04T13:16:57.884637235Z", + "start_time": "2025-06-04T13:16:57.706355677Z" } }, "cell_type": "code", "source": [ - "%useLatestDescriptors\n", - "%use kandy" + "// Read data from a CSV file into a DataFrame\n", + "val dataFrame = DataFrame.read(\"top_12_german_companies.csv\")\n", + " .renameToCamelCase()" ], "outputs": [], - "execution_count": 2 + "execution_count": 17 }, { "metadata": { "ExecuteTime": { - "end_time": "2025-03-07T11:42:05.876327Z", - "start_time": "2025-03-07T11:42:05.573257Z" + "end_time": "2025-06-04T13:16:57.945097283Z", + "start_time": "2025-06-04T13:16:57.886497583Z" } }, "cell_type": "code", - "source": [ - "// Read data from a CSV file into a DataFrame\n", - "val dataFrame = DataFrame.read(\"top_12_german_companies.csv\")\n", - " .renameToCamelCase()" - ], + "source": "dataFrame.head()", "outputs": [ { - "ename": "java.lang.IllegalStateException", - "evalue": "Column 'rOA(%)' not found among [company, period, revenue, netIncome, liabilities, assets, equity, roa, roe, debtToEquity, percentageDebtToEquity].", - "output_type": "error", - "traceback": [ - "java.lang.IllegalStateException: Column 'rOA(%)' not found among [company, period, revenue, netIncome, liabilities, assets, equity, roa, roe, debtToEquity, percentageDebtToEquity].", - "\tat org.jetbrains.kotlinx.dataframe.impl.DataFrameReceiver.check(DataFrameReceiver.kt:51)", - "\tat org.jetbrains.kotlinx.dataframe.impl.DataFrameReceiver.getColumnOrNull(DataFrameReceiver.kt:62)", - "\tat org.jetbrains.kotlinx.dataframe.impl.columns.UtilsKt.getColumn(Utils.kt:353)", - "\tat org.jetbrains.kotlinx.dataframe.impl.columns.ColumnAccessorImpl.resolveSingle(ColumnAccessorImpl.kt:35)", - "\tat org.jetbrains.kotlinx.dataframe.columns.SingleColumn.resolve(SingleColumn.kt:19)", - "\tat org.jetbrains.kotlinx.dataframe.impl.columns.ColumnsList.resolve(ColumnsList.kt:10)", - "\tat org.jetbrains.kotlinx.dataframe.impl.columns.UtilsKt.resolve(Utils.kt:497)", - "\tat org.jetbrains.kotlinx.dataframe.impl.columns.ConstructorsKt.toColumnSet$lambda$1(constructors.kt:151)", - "\tat org.jetbrains.kotlinx.dataframe.impl.columns.ConstructorsKt$createColumnSet$1.resolve(constructors.kt:122)", - "\tat org.jetbrains.kotlinx.dataframe.impl.columns.UtilsKt.resolve(Utils.kt:497)", - "\tat org.jetbrains.kotlinx.dataframe.impl.UtilsKt.getColumnsWithPaths(Utils.kt:218)", - "\tat org.jetbrains.kotlinx.dataframe.api.DataFrameGetKt.getColumnsWithPaths(DataFrameGet.kt:29)", - "\tat org.jetbrains.kotlinx.dataframe.impl.api.RenameKt.renameImpl(rename.kt:24)", - "\tat org.jetbrains.kotlinx.dataframe.impl.api.RenameKt.renameImpl(rename.kt:19)", - "\tat org.jetbrains.kotlinx.dataframe.api.RenameKt.into(rename.kt:94)", - "\tat Line_13_jupyter.(Line_13.jupyter.kts:3) at Cell In[3], line 3", - "\tat java.base/jdk.internal.reflect.NativeConstructorAccessorImpl.newInstance0(Native Method)", - "\tat java.base/jdk.internal.reflect.NativeConstructorAccessorImpl.newInstance(NativeConstructorAccessorImpl.java:62)", - "\tat java.base/jdk.internal.reflect.DelegatingConstructorAccessorImpl.newInstance(DelegatingConstructorAccessorImpl.java:45)", - "\tat java.base/java.lang.reflect.Constructor.newInstance(Constructor.java:490)", - "\tat kotlin.script.experimental.jvm.BasicJvmScriptEvaluator.evalWithConfigAndOtherScriptsResults(BasicJvmScriptEvaluator.kt:122)", - "\tat kotlin.script.experimental.jvm.BasicJvmScriptEvaluator.invoke$suspendImpl(BasicJvmScriptEvaluator.kt:48)", - "\tat kotlin.script.experimental.jvm.BasicJvmScriptEvaluator.invoke(BasicJvmScriptEvaluator.kt)", - "\tat kotlin.script.experimental.jvm.BasicJvmReplEvaluator.eval(BasicJvmReplEvaluator.kt:49)", - "\tat org.jetbrains.kotlinx.jupyter.repl.impl.InternalEvaluatorImpl$eval$resultWithDiagnostics$1.invokeSuspend(InternalEvaluatorImpl.kt:137)", - "\tat kotlin.coroutines.jvm.internal.BaseContinuationImpl.resumeWith(ContinuationImpl.kt:33)", - "\tat kotlinx.coroutines.DispatchedTask.run(DispatchedTask.kt:104)", - "\tat kotlinx.coroutines.EventLoopImplBase.processNextEvent(EventLoop.common.kt:277)", - "\tat kotlinx.coroutines.BlockingCoroutine.joinBlocking(Builders.kt:95)", - "\tat kotlinx.coroutines.BuildersKt__BuildersKt.runBlocking(Builders.kt:69)", - "\tat kotlinx.coroutines.BuildersKt.runBlocking(Unknown Source)", - "\tat kotlinx.coroutines.BuildersKt__BuildersKt.runBlocking$default(Builders.kt:48)", - "\tat kotlinx.coroutines.BuildersKt.runBlocking$default(Unknown Source)", - "\tat org.jetbrains.kotlinx.jupyter.repl.impl.InternalEvaluatorImpl.eval(InternalEvaluatorImpl.kt:137)", - "\tat org.jetbrains.kotlinx.jupyter.repl.impl.CellExecutorImpl$execute$1$result$1.invoke(CellExecutorImpl.kt:80)", - "\tat org.jetbrains.kotlinx.jupyter.repl.impl.CellExecutorImpl$execute$1$result$1.invoke(CellExecutorImpl.kt:78)", - "\tat org.jetbrains.kotlinx.jupyter.repl.impl.ReplForJupyterImpl.withHost(ReplForJupyterImpl.kt:774)", - "\tat org.jetbrains.kotlinx.jupyter.repl.impl.CellExecutorImpl.execute-L4Nmkdk(CellExecutorImpl.kt:78)", - "\tat org.jetbrains.kotlinx.jupyter.repl.execution.CellExecutor$DefaultImpls.execute-L4Nmkdk$default(CellExecutor.kt:13)", - "\tat org.jetbrains.kotlinx.jupyter.repl.impl.ReplForJupyterImpl.evaluateUserCode-wNURfNM(ReplForJupyterImpl.kt:596)", - "\tat org.jetbrains.kotlinx.jupyter.repl.impl.ReplForJupyterImpl.evalExImpl(ReplForJupyterImpl.kt:454)", - "\tat org.jetbrains.kotlinx.jupyter.repl.impl.ReplForJupyterImpl.access$evalExImpl(ReplForJupyterImpl.kt:141)", - "\tat org.jetbrains.kotlinx.jupyter.repl.impl.ReplForJupyterImpl$evalEx$1.invoke(ReplForJupyterImpl.kt:447)", - "\tat org.jetbrains.kotlinx.jupyter.repl.impl.ReplForJupyterImpl$evalEx$1.invoke(ReplForJupyterImpl.kt:446)", - "\tat org.jetbrains.kotlinx.jupyter.repl.impl.ReplForJupyterImpl.withEvalContext(ReplForJupyterImpl.kt:427)", - "\tat org.jetbrains.kotlinx.jupyter.repl.impl.ReplForJupyterImpl.evalEx(ReplForJupyterImpl.kt:446)", - "\tat org.jetbrains.kotlinx.jupyter.messaging.IdeCompatibleMessageRequestProcessor$processExecuteRequest$1$response$1$1.invoke(IdeCompatibleMessageRequestProcessor.kt:171)", - "\tat org.jetbrains.kotlinx.jupyter.messaging.IdeCompatibleMessageRequestProcessor$processExecuteRequest$1$response$1$1.invoke(IdeCompatibleMessageRequestProcessor.kt:170)", - "\tat org.jetbrains.kotlinx.jupyter.streams.BlockingSubstitutionEngine.withDataSubstitution(SubstitutionEngine.kt:70)", - "\tat org.jetbrains.kotlinx.jupyter.streams.StreamSubstitutionManager.withSubstitutedStreams(StreamSubstitutionManager.kt:118)", - "\tat org.jetbrains.kotlinx.jupyter.messaging.IdeCompatibleMessageRequestProcessor.withForkedIn(IdeCompatibleMessageRequestProcessor.kt:347)", - "\tat org.jetbrains.kotlinx.jupyter.messaging.IdeCompatibleMessageRequestProcessor.access$withForkedIn(IdeCompatibleMessageRequestProcessor.kt:67)", - "\tat org.jetbrains.kotlinx.jupyter.messaging.IdeCompatibleMessageRequestProcessor$evalWithIO$1$1.invoke(IdeCompatibleMessageRequestProcessor.kt:361)", - "\tat org.jetbrains.kotlinx.jupyter.streams.BlockingSubstitutionEngine.withDataSubstitution(SubstitutionEngine.kt:70)", - "\tat org.jetbrains.kotlinx.jupyter.streams.StreamSubstitutionManager.withSubstitutedStreams(StreamSubstitutionManager.kt:118)", - "\tat org.jetbrains.kotlinx.jupyter.messaging.IdeCompatibleMessageRequestProcessor.withForkedErr(IdeCompatibleMessageRequestProcessor.kt:336)", - "\tat org.jetbrains.kotlinx.jupyter.messaging.IdeCompatibleMessageRequestProcessor.access$withForkedErr(IdeCompatibleMessageRequestProcessor.kt:67)", - "\tat org.jetbrains.kotlinx.jupyter.messaging.IdeCompatibleMessageRequestProcessor$evalWithIO$1.invoke(IdeCompatibleMessageRequestProcessor.kt:360)", - "\tat org.jetbrains.kotlinx.jupyter.streams.BlockingSubstitutionEngine.withDataSubstitution(SubstitutionEngine.kt:70)", - "\tat org.jetbrains.kotlinx.jupyter.streams.StreamSubstitutionManager.withSubstitutedStreams(StreamSubstitutionManager.kt:118)", - "\tat org.jetbrains.kotlinx.jupyter.messaging.IdeCompatibleMessageRequestProcessor.withForkedOut(IdeCompatibleMessageRequestProcessor.kt:328)", - "\tat org.jetbrains.kotlinx.jupyter.messaging.IdeCompatibleMessageRequestProcessor.evalWithIO(IdeCompatibleMessageRequestProcessor.kt:359)", - "\tat org.jetbrains.kotlinx.jupyter.messaging.IdeCompatibleMessageRequestProcessor$processExecuteRequest$1$response$1.invoke(IdeCompatibleMessageRequestProcessor.kt:170)", - "\tat org.jetbrains.kotlinx.jupyter.messaging.IdeCompatibleMessageRequestProcessor$processExecuteRequest$1$response$1.invoke(IdeCompatibleMessageRequestProcessor.kt:169)", - "\tat org.jetbrains.kotlinx.jupyter.execution.JupyterExecutorImpl$Task.execute(JupyterExecutorImpl.kt:41)", - "\tat org.jetbrains.kotlinx.jupyter.execution.JupyterExecutorImpl$executorThread$1.invoke(JupyterExecutorImpl.kt:81)", - "\tat org.jetbrains.kotlinx.jupyter.execution.JupyterExecutorImpl$executorThread$1.invoke(JupyterExecutorImpl.kt:79)", - "\tat kotlin.concurrent.ThreadsKt$thread$thread$1.run(Thread.kt:30)", - "", - "java.lang.IllegalStateException: Column 'rOA(%)' not found among [company, period, revenue, netIncome, liabilities, assets, equity, roa, roe, debtToEquity, percentageDebtToEquity].", - "at Cell In[3], line 3", - "" - ] + "data": { + "text/html": [ + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
companyperiodrevenuenetIncomeliabilitiesassetsequityroaroedebtToEquitypercentageDebtToEquity
Volkswagen AG12/31/20179750496618516889818.400000213542012955486130278833507101493942.175.6181.542.627.668637.303.7460,00%
Siemens AG12/31/2017197162374641276840007.0000004500930322375268101508302587982861.696.389.2824.219.731.3821.487.478.214283,68%
Allianz SE12/31/2017194588311981600107100.0000004853897848069583711255210447327752.299.542.6247.603.361.4522.306.466.848329,65%
BMW AG12/31/201718808147150960184349.600000353821076276732748263831945375011142.614.0283.005.706.9271.107.581.5390,00%
BASF SE12/31/2017168955808151797081911.0000002830942001468036567115397271471012.641.347.1274.523.561.44971.259.635634,80%
\n", + " \n", + " \n", + " " + ], + "application/kotlindataframe+json": "{\"$version\":\"2.1.1\",\"metadata\":{\"columns\":[\"company\",\"period\",\"revenue\",\"netIncome\",\"liabilities\",\"assets\",\"equity\",\"roa\",\"roe\",\"debtToEquity\",\"percentageDebtToEquity\"],\"types\":[{\"kind\":\"ValueColumn\",\"type\":\"kotlin.String\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.String\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Long\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Double\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Long\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Long\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Long\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.String\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.String\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.String\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.String\"}],\"nrow\":5,\"ncol\":11},\"kotlin_dataframe\":[{\"company\":\"Volkswagen AG\",\"period\":\"12/31/2017\",\"revenue\":9750496618,\"netIncome\":5.168898184E8,\"liabilities\":21354201295,\"assets\":54861302788,\"equity\":33507101493,\"roa\":\"942.175.618\",\"roe\":\"1.542.627.668\",\"debtToEquity\":\"637.303.746\",\"percentageDebtToEquity\":\"0,00%\"},{\"company\":\"Siemens AG\",\"period\":\"12/31/2017\",\"revenue\":19716237464,\"netIncome\":1.276840007E9,\"liabilities\":45009303223,\"assets\":75268101508,\"equity\":30258798286,\"roa\":\"1.696.389.282\",\"roe\":\"4.219.731.382\",\"debtToEquity\":\"1.487.478.214\",\"percentageDebtToEquity\":\"283,68%\"},{\"company\":\"Allianz SE\",\"period\":\"12/31/2017\",\"revenue\":19458831198,\"netIncome\":1.6001071E9,\"liabilities\":48538978480,\"assets\":69583711255,\"equity\":21044732775,\"roa\":\"2.299.542.624\",\"roe\":\"7.603.361.452\",\"debtToEquity\":\"2.306.466.848\",\"percentageDebtToEquity\":\"329,65%\"},{\"company\":\"BMW AG\",\"period\":\"12/31/2017\",\"revenue\":18808147150,\"netIncome\":9.601843496E8,\"liabilities\":35382107627,\"assets\":67327482638,\"equity\":31945375011,\"roa\":\"142.614.028\",\"roe\":\"3.005.706.927\",\"debtToEquity\":\"1.107.581.539\",\"percentageDebtToEquity\":\"0,00%\"},{\"company\":\"BASF SE\",\"period\":\"12/31/2017\",\"revenue\":16895580815,\"netIncome\":1.797081911E9,\"liabilities\":28309420014,\"assets\":68036567115,\"equity\":39727147101,\"roa\":\"2.641.347.127\",\"roe\":\"4.523.561.449\",\"debtToEquity\":\"71.259.635\",\"percentageDebtToEquity\":\"634,80%\"}]}" + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" } ], - "execution_count": 3 - }, - { - "metadata": {}, - "cell_type": "code", - "source": "dataFrame.head()", - "outputs": [], - "execution_count": null + "execution_count": 18 }, { "metadata": {}, @@ -163,7 +739,12 @@ ] }, { - "metadata": {}, + "metadata": { + "ExecuteTime": { + "end_time": "2025-06-04T13:16:59.241334888Z", + "start_time": "2025-06-04T13:16:57.947099164Z" + } + }, "cell_type": "code", "source": [ "import kotlinx.datetime.format.Padding\n", @@ -214,7 +795,7 @@ " }" ], "outputs": [], - "execution_count": null + "execution_count": 19 }, { "metadata": {}, @@ -226,7 +807,12 @@ ] }, { - "metadata": {}, + "metadata": { + "ExecuteTime": { + "end_time": "2025-06-04T13:17:00.052758516Z", + "start_time": "2025-06-04T13:16:59.248332879Z" + } + }, "cell_type": "code", "source": [ "companiesDf.groupBy { company }.aggregate {\n", @@ -238,11 +824,718 @@ " financeColumns.max() into \"max\"\n", "}" ], - "outputs": [], - "execution_count": null + "outputs": [ + { + "data": { + "text/html": [ + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
companymeanmedianstdminmax
revenuenetIncomeliabilitiesassetsequityroaroepercentageDebtToEquityrevenuenetIncomeliabilitiesassetsequityroaroedebtToEquitypercentageDebtToEquityrevenuenetIncomeliabilitiesassetsequityroaroepercentageDebtToEquityrevenuenetIncomeliabilitiesassetsequityroaroedebtToEquitypercentageDebtToEquityrevenuenetIncomeliabilitiesassetsequityroaroedebtToEquitypercentageDebtToEquity
Allianz SE13015427603.0000001314983974.00625029927069416.81250056971548896.81250027044479479.8437502086997152.6250003437586364.281250451.39750013380302290.0000001240886942.00000030751494230.00000056314634789.00000027995269353.0000001511668947.5000003325694133.5000002.356.716.444369.4500004031726568.538354590182030.52899611841968487.72114415082579450.8015408964325169.4294511886302018.9048622043975922.447980497.8982195318114486373428560.200000104771677253032991127211830459986174587839.000000611965731.0000001.031.419.6250.000000198149385662402780363.0000004969268713893604660446479472803777368255218.0000007893783146.000000983.597.3222293.350000
BASF SE13206929984.5937501322951430.00625028948414331.68750063253275177.03125034304860845.3750002095734476.3750003667010068.812500552.03625012383084935.5000001230840732.50000029078100833.00000059504915680.50000036459467650.0000001885690844.0000003229014762.000000428.846.942401.8150003953606287.298842599272294.43662312414635870.74116117108154038.66901611372819844.3377571688294717.0242602188317238.825261628.1483636644620233504888024.6000001084829414630031637051143420605978183968.000000314982347.0000001.087.470.9830.000000198463876182884007106.0000004960359975895477772055494417565609156051924.0000009827624651.000000979.650.3122617.560000
BMW AG12793626967.7500001264378095.22187531641220583.96875062541000370.84375030899779786.9687501970748924.5000003279635339.500000420.74781312797309067.0000001108858547.50000033479741513.50000060857899135.00000031338099384.5000001991201713.0000002626961321.0000002.697.180.169311.3050004594622507.890679602113584.88590211501509839.38759617802412071.59853712847726142.8630031488654231.5527012331079366.967284510.1674765647276212430192893.600000108659973363183292746710560668658142614028.000000125152581.0000001.037.570.9230.000000199096372512732548048.0000004976940355695122657900488018718947406783982.0000008011078402.000000995.319.0631814.590000
Bayer AG12280150040.5312501244583134.56875032207322936.62500060858790576.21875028651467639.7187502074341115.5312503907549735.156250411.85937512667494670.5000001129327250.50000032258852641.50000060203666215.50000029501507476.5000001742836396.0000003481261635.5000003.501.645.798306.7000003722908864.690987492735419.59316211640892417.01321218011890733.43171311375096650.4734401184037640.6514912464055972.901899450.2371445728072323524552249.300000100463715162784955602910017618918139484054.00000047691775.0000001.034.227.7840.000000196475771422670535587.0000004922353901591140421051483154582594910670497.0000009607657241.000000987.443.0081818.110000
Daimler AG12982945622.2812501262169775.66562533110683422.81250061025135448.21875027914452025.3125002057640070.7812503599838843.531250384.51687513278094462.5000001162724252.00000034617753396.50000058368560660.50000027907274004.5000001847166935.0000003296400653.0000002.191.321.951334.9750004328582507.932568579119236.43601510107899623.32107214627955672.99417912080334988.4621701226544584.3175962378725754.217035419.0876215152922484440969634.70000010787737144311784542391065905023855749485.000000124523492.0000001.000.804.4040.000000196049967892711256442.0000004808531101586840936189463682615664273603847.0000009878142355.000000931.230.0881948.440000
Deutsche Bank AG12552273759.2500001254325661.25312531804324927.84375064484873493.96875032680548566.1562502042935983.1562503542614134.843750398.71968811868501230.0000001101588195.50000033874325159.00000064508527196.00000032899597047.0000001688790297.0000002806814710.500000300.121.019293.8700004429631424.406467576058631.88719012815920189.27352517260497429.42579011041972482.3177451230001154.4835632106292761.582215486.5553765220250485375695945.900000105462442092813710619211728609038107264457.000000229299295.0000001.037.275.6950.000000198689051622752792674.0000004919971154392083567435495074090354955368641.0000008550802927.000000981.504.7762008.380000
Deutsche Telekom AG12948836356.7812501242393628.96875029721302574.21875062968327384.84375033247024810.6562501907479731.3437503626682563.343750346.87093714031055010.5000001175249519.00000030653814592.00000062361230856.50000035293691238.0000001734117630.0000002968449223.500000316.023.962340.6800004267095201.540025522294949.72290111114012390.57899515930592724.46045512022516129.1462061262589468.1226502258582990.930430369.8467735149849693378951538.100000114941627513235561035411183252715178292287.000000429978286.0000001.052.519.9090.000000196148967832834016899.0000004781064791496220600130492294605036805417841.0000009041825831.000000986.923.0361547.480000
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Porsche AG11801739996.5000001128405275.88125031933699799.43750062902797570.75000030969097771.4375001812543408.5000003138381255.406250326.92937511821233243.0000001115737038.00000033611865718.50000063838811515.50000029516759934.0000001492638445.0000002786218764.0000002.299.471.864307.7400003643118507.061031377613515.21736810551496082.67682519091868224.73455012568676517.0762251532298279.5415742250832283.751501365.1186295536870879298030924.10000011368621660217732422191040462055817386781.000000226901839.0000001.068.975.7410.000000179635781772139702451.0000004910611389895043652065499181151688532052149.0000008202899676.000000948.145.0091634.060000
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+ }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + } + ], + "execution_count": 20 }, { - "metadata": {}, + "metadata": { + "ExecuteTime": { + "end_time": "2025-06-04T13:17:00.626341050Z", + "start_time": "2025-06-04T13:17:00.059232365Z" + } + }, "cell_type": "code", "source": [ "// Group by \"company\" and aggregate key financial columns\n", @@ -255,11 +1548,718 @@ " financeColumns.max() into \"max\"\n", "}" ], - "outputs": [], - "execution_count": null + "outputs": [ + { + "data": { + "text/html": [ + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
sectormeanmedianstdminmax
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+ }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + } + ], + "execution_count": 21 }, { - "metadata": {}, + "metadata": { + "ExecuteTime": { + "end_time": "2025-06-04T13:17:01.077841250Z", + "start_time": "2025-06-04T13:17:00.629508603Z" + } + }, "cell_type": "code", "source": [ "companiesDf.groupBy { sector }.aggregate {\n", @@ -271,11 +2271,676 @@ " roe.mean() into \"Avg roe\"\n", "}.sortBy { sector }" ], - "outputs": [], - "execution_count": null + "outputs": [ + { + "data": { + "text/html": [ + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
sectorAvg revenueTotal revenueAvg Net IncomeSum Net IncomeAvg roaAvg roe
AUTOMOTIVE12501654488.50781216002117745291247645639.892969159698641906.3000002118081428.0390633235733994.031250
BANKING12552273759.2500004016727602961254325661.25312540138421160.1000002042935983.1562503542614134.843750
INDUSTRIAL_TECH12934714693.7500008278217404001223305504.87500078291552312.0000002090295909.7656253587689393.734375
INSURANCE_FINANCE13015427603.0000004164936832961314983974.00625042079487168.2000052086997152.6250003437586364.281250
TELECOMMUNICATIONS12948836356.7812504143627634171242393628.96875039756596126.9999851907479731.3437503626682563.343750
IT_SOFTWARE12416678253.5625003973337041141100020966.29375035200670921.4000001803926622.5937503279309301.281250
PHARMA_CHEMICAL12854888417.4218758227128587151319691782.12031384460274055.7000002187787196.5468753930715306.390625
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TELECOMMUNICATIONS1907479731.3437501262589468.1226503626682563.3437502258582990.930430
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"data_meta": { + "series_annotations": [ + { + "type": "str", + "column": "sector" + }, + { + "type": "float", + "column": "Avg roe" + }, + { + "type": "float", + "column": "ymin" + }, + { + "type": "float", + "column": "ymax" + } + ] + } + }, + "apply_color_scheme": true, + "swing_enabled": true + } + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + } + ], + "execution_count": 28 } ], "metadata": { diff --git a/examples/notebooks/top_12_german_companies/top_12_german_companies.ipynb b/examples/notebooks/top_12_german_companies/top_12_german_companies.ipynb index 2e9b43c829..e216e1966f 100644 --- a/examples/notebooks/top_12_german_companies/top_12_german_companies.ipynb +++ b/examples/notebooks/top_12_german_companies/top_12_german_companies.ipynb @@ -8,45 +8,45 @@ "\n", "In this notebook, we load and analyze key financial metrics for several major German companies.\n", "We perform data transformations, compute statistical measures, group by business sector, and create various plots to visualize trends in\n", - "revenue, net income, return on assets (ROA), and return on equity (ROE)" + "revenue, net income, return on assets (roa), and return on equity (roe)" ] }, { "metadata": { "ExecuteTime": { - "end_time": "2025-03-04T09:28:45.393925Z", - "start_time": "2025-03-04T09:28:40.211435Z" + "end_time": "2025-06-04T13:16:57.704252157Z", + "start_time": "2025-06-04T13:16:55.253285266Z" } }, "cell_type": "code", "source": [ "%useLatestDescriptors\n", - "%use dataframe, kandy" + "%use dataframe@kc25, kandy@kc25" ], "outputs": [], - "execution_count": 1 + "execution_count": 16 }, { "metadata": { "ExecuteTime": { - "end_time": "2025-03-04T09:28:45.847564Z", - "start_time": "2025-03-04T09:28:45.417834Z" + "end_time": "2025-06-04T13:16:57.884637235Z", + "start_time": "2025-06-04T13:16:57.706355677Z" } }, "cell_type": "code", "source": [ "// Read data from a CSV file into a DataFrame\n", "val dataFrame = DataFrame.read(\"top_12_german_companies.csv\")\n", - " .renameToCamelCase().rename(\"rOA(%)\", \"rOE(%)\").into(\"ROA\", \"ROE\")" + " .renameToCamelCase()" ], "outputs": [], - "execution_count": 2 + "execution_count": 17 }, { "metadata": { "ExecuteTime": { - "end_time": "2025-03-04T09:28:46.008355Z", - "start_time": "2025-03-04T09:28:45.937738Z" + "end_time": "2025-06-04T13:16:57.945097283Z", + "start_time": "2025-06-04T13:16:57.886497583Z" } }, "cell_type": "code", @@ -55,7 +55,7 @@ { "data": { "text/html": [ - " \n", " \n", + " \n", " \n", " \n", " \n", " \n", - "
companyperiodrevenuenetIncomeliabilitiesassetsequityROAROEdebtToEquitypercentageDebtToEquity
Volkswagen AG12/31/20179750496618516889818,400000213542012955486130278833507101493942.175.6181.542.627.668637.303.7460,00%
Siemens AG12/31/2017197162374641276840007,0000004500930322375268101508302587982861.696.389.2824.219.731.3821.487.478.214283,68%
Allianz SE12/31/2017194588311981600107100,0000004853897848069583711255210447327752.299.542.6247.603.361.4522.306.466.848329,65%
BMW AG12/31/201718808147150960184349,600000353821076276732748263831945375011142.614.0283.005.706.9271.107.581.5390,00%
BASF SE12/31/2017168955808151797081911,0000002830942001468036567115397271471012.641.347.1274.523.561.44971.259.635634,80%
\n", + "
companyperiodrevenuenetIncomeliabilitiesassetsequityroaroedebtToEquitypercentageDebtToEquity
Volkswagen AG12/31/20179750496618516889818.400000213542012955486130278833507101493942.175.6181.542.627.668637.303.7460,00%
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Allianz SE12/31/2017194588311981600107100.0000004853897848069583711255210447327752.299.542.6247.603.361.4522.306.466.848329,65%
BMW AG12/31/201718808147150960184349.600000353821076276732748263831945375011142.614.0283.005.706.9271.107.581.5390,00%
BASF SE12/31/2017168955808151797081911.0000002830942001468036567115397271471012.641.347.1274.523.561.44971.259.635634,80%
\n", " \n", " \n", " " ], - "application/kotlindataframe+json": "{\"$version\":\"2.1.1\",\"metadata\":{\"columns\":[\"company\",\"period\",\"revenue\",\"netIncome\",\"liabilities\",\"assets\",\"equity\",\"ROA\",\"ROE\",\"debtToEquity\",\"percentageDebtToEquity\"],\"types\":[{\"kind\":\"ValueColumn\",\"type\":\"kotlin.String\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.String\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Long\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Double\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Long\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Long\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Long\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.String\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.String\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.String\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.String\"}],\"nrow\":5,\"ncol\":11},\"kotlin_dataframe\":[{\"company\":\"Volkswagen AG\",\"period\":\"12/31/2017\",\"revenue\":9750496618,\"netIncome\":5.168898184E8,\"liabilities\":21354201295,\"assets\":54861302788,\"equity\":33507101493,\"ROA\":\"942.175.618\",\"ROE\":\"1.542.627.668\",\"debtToEquity\":\"637.303.746\",\"percentageDebtToEquity\":\"0,00%\"},{\"company\":\"Siemens AG\",\"period\":\"12/31/2017\",\"revenue\":19716237464,\"netIncome\":1.276840007E9,\"liabilities\":45009303223,\"assets\":75268101508,\"equity\":30258798286,\"ROA\":\"1.696.389.282\",\"ROE\":\"4.219.731.382\",\"debtToEquity\":\"1.487.478.214\",\"percentageDebtToEquity\":\"283,68%\"},{\"company\":\"Allianz SE\",\"period\":\"12/31/2017\",\"revenue\":19458831198,\"netIncome\":1.6001071E9,\"liabilities\":48538978480,\"assets\":69583711255,\"equity\":21044732775,\"ROA\":\"2.299.542.624\",\"ROE\":\"7.603.361.452\",\"debtToEquity\":\"2.306.466.848\",\"percentageDebtToEquity\":\"329,65%\"},{\"company\":\"BMW AG\",\"period\":\"12/31/2017\",\"revenue\":18808147150,\"netIncome\":9.601843496E8,\"liabilities\":35382107627,\"assets\":67327482638,\"equity\":31945375011,\"ROA\":\"142.614.028\",\"ROE\":\"3.005.706.927\",\"debtToEquity\":\"1.107.581.539\",\"percentageDebtToEquity\":\"0,00%\"},{\"company\":\"BASF SE\",\"period\":\"12/31/2017\",\"revenue\":16895580815,\"netIncome\":1.797081911E9,\"liabilities\":28309420014,\"assets\":68036567115,\"equity\":39727147101,\"ROA\":\"2.641.347.127\",\"ROE\":\"4.523.561.449\",\"debtToEquity\":\"71.259.635\",\"percentageDebtToEquity\":\"634,80%\"}]}" + "application/kotlindataframe+json": "{\"$version\":\"2.1.1\",\"metadata\":{\"columns\":[\"company\",\"period\",\"revenue\",\"netIncome\",\"liabilities\",\"assets\",\"equity\",\"roa\",\"roe\",\"debtToEquity\",\"percentageDebtToEquity\"],\"types\":[{\"kind\":\"ValueColumn\",\"type\":\"kotlin.String\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.String\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Long\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Double\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Long\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Long\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Long\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.String\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.String\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.String\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.String\"}],\"nrow\":5,\"ncol\":11},\"kotlin_dataframe\":[{\"company\":\"Volkswagen AG\",\"period\":\"12/31/2017\",\"revenue\":9750496618,\"netIncome\":5.168898184E8,\"liabilities\":21354201295,\"assets\":54861302788,\"equity\":33507101493,\"roa\":\"942.175.618\",\"roe\":\"1.542.627.668\",\"debtToEquity\":\"637.303.746\",\"percentageDebtToEquity\":\"0,00%\"},{\"company\":\"Siemens AG\",\"period\":\"12/31/2017\",\"revenue\":19716237464,\"netIncome\":1.276840007E9,\"liabilities\":45009303223,\"assets\":75268101508,\"equity\":30258798286,\"roa\":\"1.696.389.282\",\"roe\":\"4.219.731.382\",\"debtToEquity\":\"1.487.478.214\",\"percentageDebtToEquity\":\"283,68%\"},{\"company\":\"Allianz SE\",\"period\":\"12/31/2017\",\"revenue\":19458831198,\"netIncome\":1.6001071E9,\"liabilities\":48538978480,\"assets\":69583711255,\"equity\":21044732775,\"roa\":\"2.299.542.624\",\"roe\":\"7.603.361.452\",\"debtToEquity\":\"2.306.466.848\",\"percentageDebtToEquity\":\"329,65%\"},{\"company\":\"BMW AG\",\"period\":\"12/31/2017\",\"revenue\":18808147150,\"netIncome\":9.601843496E8,\"liabilities\":35382107627,\"assets\":67327482638,\"equity\":31945375011,\"roa\":\"142.614.028\",\"roe\":\"3.005.706.927\",\"debtToEquity\":\"1.107.581.539\",\"percentageDebtToEquity\":\"0,00%\"},{\"company\":\"BASF SE\",\"period\":\"12/31/2017\",\"revenue\":16895580815,\"netIncome\":1.797081911E9,\"liabilities\":28309420014,\"assets\":68036567115,\"equity\":39727147101,\"roa\":\"2.641.347.127\",\"roe\":\"4.523.561.449\",\"debtToEquity\":\"71.259.635\",\"percentageDebtToEquity\":\"634,80%\"}]}" }, - "execution_count": 3, + "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], - "execution_count": 3 + "execution_count": 18 }, { "metadata": {}, @@ -739,8 +741,8 @@ { "metadata": { "ExecuteTime": { - "end_time": "2025-03-04T09:28:46.553938Z", - "start_time": "2025-03-04T09:28:46.052994Z" + "end_time": "2025-06-04T13:16:59.241334888Z", + "start_time": "2025-06-04T13:16:57.947099164Z" } }, "cell_type": "code", @@ -777,7 +779,7 @@ "val companiesDf = dataFrame\n", " .convert { period }.with { LocalDate.parse(it, format) }\n", " .convert { percentageDebtToEquity }.with { it.removeSuffix(\"%\").replace(',', '.').toDouble() }\n", - " .convert { ROA and ROE }.with { it.replace(\".\", \"\").toDouble() }\n", + " .convert { roa and roe }.with { it.replace(\".\", \"\").toDouble() }\n", " .sortBy { company and period }\n", " .add(\"sector\") {\n", " when (company) {\n", @@ -793,7 +795,7 @@ " }" ], "outputs": [], - "execution_count": 4 + "execution_count": 19 }, { "metadata": {}, @@ -807,14 +809,14 @@ { "metadata": { "ExecuteTime": { - "end_time": "2025-03-04T09:28:46.796285Z", - "start_time": "2025-03-04T09:28:46.605060Z" + "end_time": "2025-06-04T13:17:00.052758516Z", + "start_time": "2025-06-04T13:16:59.248332879Z" } }, "cell_type": "code", "source": [ "companiesDf.groupBy { company }.aggregate {\n", - " val financeColumns = it.select { revenue and netIncome and liabilities and assets and equity and ROA and ROE and debtToEquity and percentageDebtToEquity }\n", + " val financeColumns = it.select { revenue and netIncome and liabilities and assets and equity and roa and roe and debtToEquity and percentageDebtToEquity }\n", " financeColumns.mean() into \"mean\"\n", " financeColumns.median() into \"median\"\n", " financeColumns.std() into \"std\"\n", @@ -826,7 +828,7 @@ { "data": { "text/html": [ - " \n", " \n", + " \n", " \n", " \n", " \n", " \n", - "
companymeanmedianstdminmax
revenuenetIncomeliabilitiesassetsequityROAROEpercentageDebtToEquityrevenuenetIncomeliabilitiesassetsequityROAROEdebtToEquitypercentageDebtToEquityrevenuenetIncomeliabilitiesassetsequityROAROEpercentageDebtToEquityrevenuenetIncomeliabilitiesassetsequityROAROEdebtToEquitypercentageDebtToEquityrevenuenetIncomeliabilitiesassetsequityROAROEdebtToEquitypercentageDebtToEquity
Allianz SE13015427603,0000001314983974,00625029927069416,81250056971548896,81250027044479479,8437502086997152,6250003437586364,281250451,397500133803022901240886942,0000003075149423056314634789279952693531511668947,5000003325694133,5000002.356.716.444369,4500004031726568,538354590182030,52899611841968487,72114415082579450,8015408964325169,4294511886302018,9048622043975922,447980497,8982195318114486373428560,200000104771677253032991127211830459986174587839,000000611965731,0000001.031.419.6250,000000198149385662402780363,0000004969268713893604660446479472803777368255218,0000007893783146,000000983.597.3222293,350000
BASF SE13206929984,5937501322951430,00625028948414331,68750063253275177,03125034304860845,3750002095734476,3750003667010068,812500552,036250123830849351230840732,5000002907810083359504915680364594676501885690844,0000003229014762,000000428.846.942401,8150003953606287,298842599272294,43662312414635870,74116117108154038,66901611372819844,3377571688294717,0242602188317238,825261628,1483636644620233504888024,6000001084829414630031637051143420605978183968,000000314982347,0000001.087.470.9830,000000198463876182884007106,0000004960359975895477772055494417565609156051924,0000009827624651,000000979.650.3122617,560000
BMW AG12793626967,7500001264378095,22187531641220583,96875062541000370,84375030899779786,9687501970748924,5000003279635339,500000420,747813127973090671108858547,5000003347974151360857899135313380993841991201713,0000002626961321,0000002.697.180.169311,3050004594622507,890679602113584,88590211501509839,38759617802412071,59853712847726142,8630031488654231,5527012331079366,967284510,1674765647276212430192893,600000108659973363183292746710560668658142614028,000000125152581,0000001.037.570.9230,000000199096372512732548048,0000004976940355695122657900488018718947406783982,0000008011078402,000000995.319.0631814,590000
Bayer AG12280150040,5312501244583134,56875032207322936,62500060858790576,21875028651467639,7187502074341115,5312503907549735,156250411,859375126674946701129327250,5000003225885264160203666215295015074761742836396,0000003481261635,5000003.501.645.798306,7000003722908864,690987492735419,59316211640892417,01321218011890733,43171311375096650,4734401184037640,6514912464055972,901899450,2371445728072323524552249,300000100463715162784955602910017618918139484054,00000047691775,0000001.034.227.7840,000000196475771422670535587,0000004922353901591140421051483154582594910670497,0000009607657241,000000987.443.0081818,110000
Daimler AG12982945622,2812501262169775,66562533110683422,81250061025135448,21875027914452025,3125002057640070,7812503599838843,531250384,516875132780944621162724252,0000003461775339658368560660279072740041847166935,0000003296400653,0000002.191.321.951334,9750004328582507,932568579119236,43601510107899623,32107214627955672,99417912080334988,4621701226544584,3175962378725754,217035419,0876215152922484440969634,70000010787737144311784542391065905023855749485,000000124523492,0000001.000.804.4040,000000196049967892711256442,0000004808531101586840936189463682615664273603847,0000009878142355,000000931.230.0881948,440000
Deutsche Bank AG12552273759,2500001254325661,25312531804324927,84375064484873493,96875032680548566,1562502042935983,1562503542614134,843750398,719688118685012301101588195,5000003387432515964508527196328995970471688790297,0000002806814710,500000300.121.019293,8700004429631424,406467576058631,88719012815920189,27352517260497429,42579011041972482,3177451230001154,4835632106292761,582215486,5553765220250485375695945,900000105462442092813710619211728609038107264457,000000229299295,0000001.037.275.6950,000000198689051622752792674,0000004919971154392083567435495074090354955368641,0000008550802927,000000981.504.7762008,380000
Deutsche Telekom AG12948836356,7812501242393628,96875029721302574,21875062968327384,84375033247024810,6562501907479731,3437503626682563,343750346,870937140310550101175249519,0000003065381459262361230856352936912381734117630,0000002968449223,500000316.023.962340,6800004267095201,540025522294949,72290111114012390,57899515930592724,46045512022516129,1462061262589468,1226502258582990,930430369,8467735149849693378951538,100000114941627513235561035411183252715178292287,000000429978286,0000001.052.519.9090,000000196148967832834016899,0000004781064791496220600130492294605036805417841,0000009041825831,000000986.923.0361547,480000
Merck KGaA13429626794,3125001394800429,67187534212478452,03125062611554099,31250028399075647,2812502301233277,5625003953880877,625000458,833438144638575381431693442,0000003484061672861671584787286741858802304004777,0000003730883412,5000002.700.385.141393,6500004312918107,535037673799451,79313510310890849,58026514436585303,05273811015177395,5504021412484406,0258402504604793,688944428,2304865897253747389688114,000000127339255983697027084111945417506977949,000000110168192,0000001.050.906.5170,000000192176814172691544192,0000004935459946995054854077491104937036055903707,0000009237712947,000000977.852.7251758,200000
Porsche AG11801739996,5000001128405275,88125031933699799,43750062902797570,75000030969097771,4375001812543408,5000003138381255,406250326,929375118212332431115737038,0000003361186571863838811515295167599341492638445,0000002786218764,0000002.299.471.864307,7400003643118507,061031377613515,21736810551496082,67682519091868224,73455012568676517,0762251532298279,5415742250832283,751501365,1186295536870879298030924,10000011368621660217732422191040462055817386781,000000226901839,0000001.068.975.7410,000000179635781772139702451,0000004910611389895043652065499181151688532052149,0000008202899676,000000948.145.0091634,060000
SAP SE12416678253,5625001100020966,29375032416812456,34375061494676430,93750029077863974,6562501803926622,5937503279309301,281250238,14218712908509779936733652,3500003519725709956011046255264070853621494215797,5000002698095641,0000003.390.562.8370,0000004286554454,753746485685880,78245012073688294,92479719813718642,81435012615671347,1314951235422951,8301782326900921,602219377,5074895282345417529257365,40000010102113588234378068311001875132096093011,00000010929103,0000001.182.708.5330,000000197746286272276360916,0000004920636247596574017987497529835774844445609,0000008305270255,000000991.512.2451819,360000
Siemens AG12662499402,9062501123659579,74375030351530970,84375059315681225,18750028964150254,3750002084857343,1562503508368718,656250359,701875121634693841037970966,2500002945420437058062958009295944043151812769210,0000003569433108,0000002.950.411.731271,0950004258721679,121483500343960,46731011127809058,66018116399014129,91864811183817793,5008561300402512,0667212175553434,007928441,6145205703877749459390813,500000101379765672944488144210556038645636667678,00000045603762,0000001.005.532.2670,000000198334526172592267899,0000004795716963995650487131486142905456802458781,0000008696071832,000000994.554.9241868,110000
Volkswagen AG12428305367,5000001335629412,80312527594588277,68750058567215511,65625030972627233,9375002631393308,3750002925080537,687500532,962812123756970021320241321,0000002523936250358992595599335290800622263969228,0000002600127624,500000404.288.969487,1000003622113683,884955483170593,75240511173589554,85712218703466150,56118012644549275,9144741806147968,6997592036898610,745999455,4020176074909806511149178,900000106902753002609675224811204836955161058696,000000432013901,0000001.035.055.6430,000000197102693692467286454,0000004949639688495156833814495732538838672214379,0000008867026743,00000092.080.8191958,370000
\n", + "
companymeanmedianstdminmax
revenuenetIncomeliabilitiesassetsequityroaroepercentageDebtToEquityrevenuenetIncomeliabilitiesassetsequityroaroedebtToEquitypercentageDebtToEquityrevenuenetIncomeliabilitiesassetsequityroaroepercentageDebtToEquityrevenuenetIncomeliabilitiesassetsequityroaroedebtToEquitypercentageDebtToEquityrevenuenetIncomeliabilitiesassetsequityroaroedebtToEquitypercentageDebtToEquity
Allianz SE13015427603.0000001314983974.00625029927069416.81250056971548896.81250027044479479.8437502086997152.6250003437586364.281250451.39750013380302290.0000001240886942.00000030751494230.00000056314634789.00000027995269353.0000001511668947.5000003325694133.5000002.356.716.444369.4500004031726568.538354590182030.52899611841968487.72114415082579450.8015408964325169.4294511886302018.9048622043975922.447980497.8982195318114486373428560.200000104771677253032991127211830459986174587839.000000611965731.0000001.031.419.6250.000000198149385662402780363.0000004969268713893604660446479472803777368255218.0000007893783146.000000983.597.3222293.350000
BASF SE13206929984.5937501322951430.00625028948414331.68750063253275177.03125034304860845.3750002095734476.3750003667010068.812500552.03625012383084935.5000001230840732.50000029078100833.00000059504915680.50000036459467650.0000001885690844.0000003229014762.000000428.846.942401.8150003953606287.298842599272294.43662312414635870.74116117108154038.66901611372819844.3377571688294717.0242602188317238.825261628.1483636644620233504888024.6000001084829414630031637051143420605978183968.000000314982347.0000001.087.470.9830.000000198463876182884007106.0000004960359975895477772055494417565609156051924.0000009827624651.000000979.650.3122617.560000
BMW AG12793626967.7500001264378095.22187531641220583.96875062541000370.84375030899779786.9687501970748924.5000003279635339.500000420.74781312797309067.0000001108858547.50000033479741513.50000060857899135.00000031338099384.5000001991201713.0000002626961321.0000002.697.180.169311.3050004594622507.890679602113584.88590211501509839.38759617802412071.59853712847726142.8630031488654231.5527012331079366.967284510.1674765647276212430192893.600000108659973363183292746710560668658142614028.000000125152581.0000001.037.570.9230.000000199096372512732548048.0000004976940355695122657900488018718947406783982.0000008011078402.000000995.319.0631814.590000
Bayer AG12280150040.5312501244583134.56875032207322936.62500060858790576.21875028651467639.7187502074341115.5312503907549735.156250411.85937512667494670.5000001129327250.50000032258852641.50000060203666215.50000029501507476.5000001742836396.0000003481261635.5000003.501.645.798306.7000003722908864.690987492735419.59316211640892417.01321218011890733.43171311375096650.4734401184037640.6514912464055972.901899450.2371445728072323524552249.300000100463715162784955602910017618918139484054.00000047691775.0000001.034.227.7840.000000196475771422670535587.0000004922353901591140421051483154582594910670497.0000009607657241.000000987.443.0081818.110000
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}, - "execution_count": 5, + "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], - "execution_count": 5 + "execution_count": 20 }, { "metadata": { "ExecuteTime": { - "end_time": "2025-03-04T09:28:46.900007Z", - "start_time": "2025-03-04T09:28:46.801764Z" + "end_time": "2025-06-04T13:17:00.626341050Z", + "start_time": "2025-06-04T13:17:00.059232365Z" } }, "cell_type": "code", "source": [ "// Group by \"company\" and aggregate key financial columns\n", "companiesDf.groupBy { sector }.aggregate {\n", - " val financeColumns = it.select { revenue and netIncome and liabilities and assets and equity and ROA and ROE and debtToEquity and percentageDebtToEquity }\n", + " val financeColumns = it.select { revenue and netIncome and liabilities and assets and equity and roa and roe and debtToEquity and percentageDebtToEquity }\n", " financeColumns.mean() into \"mean\"\n", " financeColumns.median() into \"median\"\n", " financeColumns.std() into \"std\"\n", @@ -1548,7 +1552,7 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USTRIAL_TECH\",\"mean\":{\"data\":{\"revenue\":1.293471469375E10,\"netIncome\":1.223305504875E9,\"liabilities\":2.9649972651265625E10,\"assets\":6.1284478201109375E10,\"equity\":3.1634505549875E10,\"roa\":2.090295909765625E9,\"roe\":3.587689393734375E9,\"percentageDebtToEquity\":455.8690624999999},\"metadata\":{\"kind\":\"ColumnGroup\",\"columns\":[\"revenue\",\"netIncome\",\"liabilities\",\"assets\",\"equity\",\"roa\",\"roe\",\"percentageDebtToEquity\"],\"types\":[{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Double\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Double\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Double\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Double\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Double\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Double\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Double\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Double\"}]}},\"median\":{\"data\":{\"revenue\":1.2274566346E10,\"netIncome\":1.171189842E9,\"liabilities\":2.94542043705E10,\"assets\":5.90534752025E10,\"equity\":3.3939244833E10,\"roa\":1.8630360665E9,\"roe\":3.394789346E9,\"debtToEquity\":\"3.948.375.437\",\"percentageDebtToEquity\":373.72},\"metadata\":{\"kind\":\"ColumnGroup\",\"columns\":[\"revenue\",\"netIncome\",\"liabilities\",\"assets\",\"equity\",\"roa\",\"roe\",\"debtToEquity\",\"percentageDebtToEquity\"],\"types\":[{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Double\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Double\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Double\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Double\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Double\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Double\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Double\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.String\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Double\"}]}},\"std\":{\"data\":{\"revenue\":4.0854786939576507E9,\"netIncome\":5.567634372205541E8,\"liabilities\":1.1716214952053246E10,\"assets\":1.6741825253907963E10,\"equity\":1.1508005629635681E10,\"roa\":1.494884669783042E9,\"roe\":2.166034306212876E9,\"percentageDebtToEquity\":547.2773368105139},\"metadata\":{\"kind\":\"ColumnGroup\",\"columns\":[\"revenue\",\"netIncome\",\"liabilities\",\"assets\",\"equity\",\"roa\",\"roe\",\"percentageDebtToEquity\"],\"types\":[{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Double\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Double\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Double\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Double\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Double\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Double\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Double\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Double\"}]}},\"min\":{\"data\":{\"revenue\":5703877749,\"netIncome\":4.593908135E8,\"liabilities\":10137976567,\"assets\":29444881442,\"equity\":10556038645,\"roa\":8183968.0,\"roe\":4.5603762E7,\"debtToEquity\":\"1.005.532.267\",\"percentageDebtToEquity\":0.0},\"metadata\":{\"kind\":\"ColumnGroup\",\"columns\":[\"revenue\",\"netIncome\",\"liabilities\",\"assets\",\"equity\",\"roa\",\"roe\",\"debtToEquity\",\"percentageDebtToEquity\"],\"types\":[{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Long\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Double\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Long\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Long\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Long\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Double\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Double\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.String\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Double\"}]}},\"max\":{\"data\":{\"revenue\":19846387618,\"netIncome\":2.884007106E9,\"liabilities\":49603599758,\"assets\":95650487131,\"equity\":49441756560,\"roa\":9.156051924E9,\"roe\":9.827624651E9,\"debtToEquity\":\"994.554.924\",\"percentageDebtToEquity\":2617.56},\"metadata\":{\"kind\":\"ColumnGroup\",\"columns\":[\"revenue\",\"netIncome\",\"liabilities\",\"assets\",\"equity\",\"roa\",\"roe\",\"debtToEquity\",\"percentageDebtToEquity\"],\"types\":[{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Long\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Double\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Long\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Long\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Long\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Double\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Double\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.String\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Double\"}]}}},{\"sector\":\"AUTOMOTIVE\",\"mean\":{\"data\":{\"revenue\":1.2501654488507812E10,\"netIncome\":1.2476456398929687E9,\"liabilities\":3.1070048020976562E10,\"assets\":6.125903722536719E10,\"equity\":3.0188989204414062E10,\"roa\":2.1180814280390625E9,\"roe\":3.23573399403125E9,\"percentageDebtToEquity\":416.28921875000015},\"metadata\":{\"kind\":\"ColumnGroup\",\"columns\":[\"revenue\",\"netIn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}, - "execution_count": 6, + "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], - "execution_count": 6 + "execution_count": 21 }, { "metadata": { "ExecuteTime": { - "end_time": "2025-03-04T09:28:47.012670Z", - "start_time": "2025-03-04T09:28:46.946805Z" + "end_time": "2025-06-04T13:17:01.077841250Z", + "start_time": "2025-06-04T13:17:00.629508603Z" } }, "cell_type": "code", @@ -2261,15 +2267,15 @@ " revenue.sum() into \"Total revenue\"\n", " netIncome.mean() into \"Avg Net Income\"\n", " netIncome.sum() into \"Sum Net Income\"\n", - " ROA.mean() into \"Avg ROA\"\n", - " ROE.mean() into \"Avg ROE\"\n", + " roa.mean() into \"Avg roa\"\n", + " roe.mean() into \"Avg roe\"\n", "}.sortBy { sector }" ], "outputs": [ { "data": { "text/html": [ - " \n", " \n", + " \n", " \n", " \n", " \n", " \n", - "
sectorAvg revenueTotal revenueAvg Net IncomeSum Net IncomeAvg ROAAvg ROE
AUTOMOTIVE12501654488,50781216002117745291247645639,892969159698641906,3000002118081428,0390633235733994,031250
BANKING12552273759,2500004016727602961254325661,25312540138421160,1000002042935983,1562503542614134,843750
INDUSTRIAL_TECH12934714693,7500008278217404001223305504,87500078291552312,0000002090295909,7656253587689393,734375
INSURANCE_FINANCE13015427603,0000004164936832961314983974,00625042079487168,2000052086997152,6250003437586364,281250
TELECOMMUNICATIONS12948836356,7812504143627634171242393628,96875039756596126,9999851907479731,3437503626682563,343750
IT_SOFTWARE12416678253,5625003973337041141100020966,29375035200670921,4000001803926622,5937503279309301,281250
PHARMA_CHEMICAL12854888417,4218758227128587151319691782,12031384460274055,7000002187787196,5468753930715306,390625
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sectorAvg revenueTotal revenueAvg Net IncomeSum Net IncomeAvg roaAvg roe
AUTOMOTIVE12501654488.50781216002117745291247645639.892969159698641906.3000002118081428.0390633235733994.031250
BANKING12552273759.2500004016727602961254325661.25312540138421160.1000002042935983.1562503542614134.843750
INDUSTRIAL_TECH12934714693.7500008278217404001223305504.87500078291552312.0000002090295909.7656253587689393.734375
INSURANCE_FINANCE13015427603.0000004164936832961314983974.00625042079487168.2000052086997152.6250003437586364.281250
TELECOMMUNICATIONS12948836356.7812504143627634171242393628.96875039756596126.9999851907479731.3437503626682563.343750
IT_SOFTWARE12416678253.5625003973337041141100020966.29375035200670921.4000001803926622.5937503279309301.281250
PHARMA_CHEMICAL12854888417.4218758227128587151319691782.12031384460274055.7000002187787196.5468753930715306.390625
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" \n", - " \n", + " \n", + " \n", " \n", - " \n", + " \n", " \n", " \n", " Sector\n", @@ -3736,8 +3778,6 @@ " \n", " \n", " \n", - " \n", - " \n", " \n", " \n", " \n", @@ -3749,8 +3789,6 @@ " \n", " \n", " \n", - " \n", - " \n", " \n", " \n", " \n", @@ -3760,8 +3798,6 @@ " \n", " \n", " \n", - " \n", - " \n", " \n", " \n", " \n", @@ -3773,8 +3809,6 @@ " \n", " \n", " \n", - " \n", - " \n", " \n", " \n", " \n", @@ -3784,8 +3818,6 @@ " \n", " \n", " \n", - " \n", - " \n", " \n", " \n", " \n", @@ -3797,8 +3829,6 @@ " \n", " \n", " \n", - " \n", - " \n", " \n", " \n", " \n", @@ -3808,8 +3838,6 @@ " \n", " \n", " \n", - " \n", - " \n", " \n", " \n", " \n", @@ -3821,8 +3849,6 @@ " \n", " \n", " \n", - " \n", - " \n", " \n", " \n", " \n", @@ -3832,8 +3858,6 @@ " \n", " \n", " \n", - " \n", - " \n", " \n", " \n", " \n", @@ -3845,8 +3869,6 @@ " \n", " \n", " \n", - " \n", - " \n", " \n", " \n", " \n", @@ -3856,8 +3878,6 @@ " \n", " \n", " \n", - " \n", - " \n", " \n", " \n", " \n", @@ -3869,8 +3889,6 @@ " \n", " \n", " \n", - 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" \n", - " \n", + " \n", + " \n", " \n", - " \n", + " \n", " \n", " \n", " Sector\n", @@ -5511,8 +5565,6 @@ " \n", " \n", " \n", - " \n", - " \n", " \n", " \n", " \n", @@ -5524,8 +5576,6 @@ " \n", " \n", " \n", - " \n", - " \n", " \n", " \n", " \n", @@ -5535,8 +5585,6 @@ " \n", " \n", " \n", - " \n", - " \n", " \n", " \n", " \n", @@ -5548,8 +5596,6 @@ " \n", " \n", " \n", - " \n", - " \n", " \n", " \n", " \n", @@ -5559,8 +5605,6 @@ " \n", " \n", " \n", - " \n", - " \n", " \n", " \n", " \n", @@ -5572,8 +5616,6 @@ " \n", " \n", " \n", - " \n", - " \n", " \n", " \n", " \n", @@ -5583,8 +5625,6 @@ " \n", " \n", " \n", - " \n", - " \n", " \n", " \n", " \n", @@ -5596,8 +5636,6 @@ " \n", " \n", " \n", - " \n", - " \n", " \n", " \n", " \n", @@ -5607,8 +5645,6 @@ " \n", " \n", " \n", - " \n", - " \n", " \n", " \n", " \n", @@ -5620,8 +5656,6 @@ " \n", " \n", " \n", - " \n", - " \n", " \n", " \n", " \n", @@ -5631,8 +5665,6 @@ " \n", " \n", " \n", - " \n", - " \n", " \n", " \n", " \n", @@ -5644,8 +5676,6 @@ " \n", " \n", " \n", - " \n", - " \n", " \n", " \n", " \n", @@ -5655,8 +5685,6 @@ " \n", " \n", " \n", - " \n", - " \n", " \n", " \n", " \n", @@ -5668,8 +5696,6 @@ " \n", " \n", " \n", - " \n", - " \n", " \n", " \n", " \n", @@ -5680,13 +5706,13 @@ " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", - " \n", + " \n", " \n", "\n", - " " + " " ], "application/plot+json": { "output_type": "lets_plot_spec", @@ -6486,6 +6512,7 @@ }, "stat": "identity", "sampling": "none", + "inherit_aes": false, "position": "identity", "geom": "line" }, @@ -6498,6 +6525,7 @@ "stat": "identity", "size": 3.0, "sampling": "none", + "inherit_aes": false, "position": "identity", "geom": "point" } @@ -6505,8 +6533,12 @@ "data_meta": { "series_annotations": [ { - "column": "period", - "type": "datetime" + "type": "datetime", + "column": "period" + }, + { + "type": "float", + "column": "totalNetIncome" } ] } @@ -6515,28 +6547,28 @@ "swing_enabled": true } }, - "execution_count": 10, + "execution_count": 25, "metadata": {}, "output_type": "execute_result" } ], - "execution_count": 10 + "execution_count": 25 }, { "metadata": {}, "cell_type": "markdown", "source": [ - "## ROA and ROE Analysis by Sector\n", + "## roa and roe Analysis by Sector\n", "\n", "1. Computing Averages and Standard Deviations:\n", - " - Group the data by sector and calculate the mean and standard deviation for Return on Assets (ROA) and Return on Equity (ROE).\n", + " - Group the data by sector and calculate the mean and standard deviation for Return on Assets (roa) and Return on Equity (roe).\n", " - This creates a summarized dataset for sector-level performance comparison.\n", - "2. Visualizing ROA by Sector:\n", - " - A bar chart displays the average ROA for each sector.\n", + "2. Visualizing roa by Sector:\n", + " - A bar chart displays the average roa for each sector.\n", " - Error bars represent one standard deviation, showing the variability within each sector.\n", - "3. Visualizing ROE by Sector:\n", - " - A similar bar chart illustrates the average ROE across sectors.\n", - " - Error bars provide insight into the standard deviation of ROE within each sector.\n", + "3. Visualizing roe by Sector:\n", + " - A similar bar chart illustrates the average roe across sectors.\n", + " - Error bars provide insight into the standard deviation of roe within each sector.\n", "\n", "These charts help compare sector-level profitability metrics and assess consistency within sectors." ] @@ -6544,18 +6576,18 @@ { "metadata": { "ExecuteTime": { - "end_time": "2025-03-04T09:28:48.057019Z", - "start_time": "2025-03-04T09:28:47.884201Z" + "end_time": "2025-06-04T13:17:04.680850574Z", + "start_time": "2025-06-04T13:17:04.026022832Z" } }, "cell_type": "code", "source": [ - "// Group data by sector to compute average and standard deviations of ROA and ROE\n", + "// Group data by sector to compute average and standard deviations of roa and roe\n", "val roeAndRoaDf = companiesDf.groupBy { sector }.aggregate {\n", - " ROA.mean() into \"Avg ROA\"\n", - " ROA.std() into \"Std ROA\"\n", - " ROE.mean() into \"Avg ROE\"\n", - " ROE.std() into \"Std ROE\"\n", + " roa.mean() into \"Avg roa\"\n", + " roa.std() into \"Std roa\"\n", + " roe.mean() into \"Avg roe\"\n", + " roe.std() into \"Std roe\"\n", "}\n", "\n", "roeAndRoaDf" @@ -6564,7 +6596,7 @@ { "data": { "text/html": [ - " \n", " \n", " \n", " \n", - "
sectorAvg ROAStd ROAAvg ROEStd ROE
INSURANCE_FINANCE2086997152,6250001886302018,9048623437586364,2812502043975922,447980
INDUSTRIAL_TECH2090295909,7656251494884669,7830423587689393,7343752166034306,212876
AUTOMOTIVE2118081428,0390631540731600,2068893235733994,0312502239985575,500741
PHARMA_CHEMICAL2187787196,5468751297937669,0048923930715306,3906252464727270,115643
BANKING2042935983,1562501230001154,4835633542614134,8437502106292761,582215
TELECOMMUNICATIONS1907479731,3437501262589468,1226503626682563,3437502258582990,930430
IT_SOFTWARE1803926622,5937501235422951,8301783279309301,2812502326900921,602219
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sectorAvg roaStd roaAvg roeStd roe
INSURANCE_FINANCE2086997152.6250001886302018.9048623437586364.2812502043975922.447980
INDUSTRIAL_TECH2090295909.7656251494884669.7830423587689393.7343752166034306.212876
AUTOMOTIVE2118081428.0390631540731600.2068893235733994.0312502239985575.500741
PHARMA_CHEMICAL2187787196.5468751297937669.0048923930715306.3906252464727270.115643
BANKING2042935983.1562501230001154.4835633542614134.8437502106292761.582215
TELECOMMUNICATIONS1907479731.3437501262589468.1226503626682563.3437502258582990.930430
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\n", " \n", " \n", " " ], - "application/kotlindataframe+json": "{\"$version\":\"2.1.1\",\"metadata\":{\"columns\":[\"sector\",\"Avg ROA\",\"Std ROA\",\"Avg ROE\",\"Std ROE\"],\"types\":[{\"kind\":\"ValueColumn\",\"type\":\"Line_21_jupyter.BusinessSector\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Double\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Double\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Double\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Double\"}],\"nrow\":7,\"ncol\":5},\"kotlin_dataframe\":[{\"sector\":\"INSURANCE_FINANCE\",\"Avg ROA\":2.086997152625E9,\"Std ROA\":1.886302018904862E9,\"Avg ROE\":3.43758636428125E9,\"Std ROE\":2.0439759224479804E9},{\"sector\":\"INDUSTRIAL_TECH\",\"Avg ROA\":2.090295909765625E9,\"Std ROA\":1.494884669783042E9,\"Avg ROE\":3.587689393734375E9,\"Std ROE\":2.166034306212876E9},{\"sector\":\"AUTOMOTIVE\",\"Avg ROA\":2.1180814280390625E9,\"Std ROA\":1.5407316002068894E9,\"Avg ROE\":3.23573399403125E9,\"Std ROE\":2.2399855755007405E9},{\"sector\":\"PHARMA_CHEMICAL\",\"Avg ROA\":2.187787196546875E9,\"Std ROA\":1.2979376690048919E9,\"Avg ROE\":3.930715306390625E9,\"Std ROE\":2.4647272701156425E9},{\"sector\":\"BANKING\",\"Avg ROA\":2.04293598315625E9,\"Std ROA\":1.230001154483563E9,\"Avg ROE\":3.54261413484375E9,\"Std ROE\":2.1062927615822153E9},{\"sector\":\"TELECOMMUNICATIONS\",\"Avg ROA\":1.90747973134375E9,\"Std ROA\":1.2625894681226504E9,\"Avg ROE\":3.62668256334375E9,\"Std ROE\":2.25858299093043E9},{\"sector\":\"IT_SOFTWARE\",\"Avg ROA\":1.80392662259375E9,\"Std ROA\":1.235422951830178E9,\"Avg ROE\":3.27930930128125E9,\"Std ROE\":2.326900921602219E9}]}" + "application/kotlindataframe+json": "{\"$version\":\"2.1.1\",\"metadata\":{\"columns\":[\"sector\",\"Avg roa\",\"Std roa\",\"Avg roe\",\"Std roe\"],\"types\":[{\"kind\":\"ValueColumn\",\"type\":\"Line_41_jupyter.BusinessSector\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Double\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Double\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Double\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Double\"}],\"nrow\":7,\"ncol\":5},\"kotlin_dataframe\":[{\"sector\":\"INSURANCE_FINANCE\",\"Avg roa\":2.086997152625E9,\"Std roa\":1.886302018904862E9,\"Avg roe\":3.43758636428125E9,\"Std roe\":2.0439759224479804E9},{\"sector\":\"INDUSTRIAL_TECH\",\"Avg roa\":2.090295909765625E9,\"Std roa\":1.494884669783042E9,\"Avg roe\":3.587689393734375E9,\"Std roe\":2.166034306212876E9},{\"sector\":\"AUTOMOTIVE\",\"Avg roa\":2.1180814280390625E9,\"Std roa\":1.5407316002068894E9,\"Avg roe\":3.23573399403125E9,\"Std roe\":2.2399855755007405E9},{\"sector\":\"PHARMA_CHEMICAL\",\"Avg roa\":2.187787196546875E9,\"Std roa\":1.2979376690048919E9,\"Avg roe\":3.930715306390625E9,\"Std roe\":2.4647272701156425E9},{\"sector\":\"BANKING\",\"Avg roa\":2.04293598315625E9,\"Std roa\":1.230001154483563E9,\"Avg roe\":3.54261413484375E9,\"Std roe\":2.1062927615822153E9},{\"sector\":\"TELECOMMUNICATIONS\",\"Avg roa\":1.90747973134375E9,\"Std roa\":1.2625894681226504E9,\"Avg roe\":3.62668256334375E9,\"Std roe\":2.25858299093043E9},{\"sector\":\"IT_SOFTWARE\",\"Avg roa\":1.80392662259375E9,\"Std roa\":1.235422951830178E9,\"Avg roe\":3.27930930128125E9,\"Std roe\":2.326900921602219E9}]}" }, - "execution_count": 11, + "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], - "execution_count": 11 + "execution_count": 26 }, { "metadata": { "ExecuteTime": { - "end_time": "2025-03-04T09:28:48.263048Z", - "start_time": "2025-03-04T09:28:48.070364Z" + "end_time": "2025-06-04T13:17:05.548143832Z", + "start_time": "2025-06-04T13:17:04.687298552Z" } }, "cell_type": "code", "source": [ - "// Plot average ROA by sector with error bars representing one standard deviation\n", + "// Plot average roa by sector with error bars representing one standard deviation\n", "roeAndRoaDf.plot {\n", " // Set the x-axis to the sector names\n", " x(sector.map { it.simpleName }) { axis.name = \"Sector of Business\" }\n", "\n", " bars {\n", - " // Use the \"Avg ROA\" column for the bar heights\n", - " y(`Avg ROA`) { scale = continuous(min = .0, max = 4.5e+9) }\n", + " // Use the \"Avg roa\" column for the bar heights\n", + " y(`Avg roa`) { scale = continuous(min = .0, max = 4.5e+9) }\n", " // Fill bars with a chosen color\n", " fillColor = Color.hex(\"#ffaf00\")\n", " }\n", " lineRanges {\n", - " // Calculate the min and max for the error bars (Std ROA)\n", - " yMin(`Avg ROA`.toList().zip(`Std ROA`.toList()).map { it.first - it.second })\n", - " yMax(`Avg ROA`.toList().zip(`Std ROA`.toList()).map { it.first + it.second })\n", + " // Calculate the min and max for the error bars (Std roa)\n", + " yMin(`Avg roa`.toList().zip(`Std roa`.toList()).map { it.first - it.second })\n", + " yMax(`Avg roa`.toList().zip(`Std roa`.toList()).map { it.first + it.second })\n", " // Color the line of the ranges\n", " borderLine.color = Color.GREY\n", " }\n", "\n", " // Adjust layout options such as title and overall size\n", " layout {\n", - " title = \"Average ROA By Sector With Standard Deviation\"\n", + " title = \"Average roa By Sector With Standard Deviation\"\n", " size = 875 to 500\n", " }\n", "}" @@ -7258,25 +7292,29 @@ { "data": { "text/html": [ - " \n", + "</html>\"> \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -7501,7 +7581,7 @@ " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -7539,13 +7619,13 @@ " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -7695,12 +7775,12 @@ " \n", " \n", " \n", - " Average ROA By Sector With Standard Deviation\n", + " Average roa By Sector With Standard Deviation\n", " \n", " \n", " \n", " \n", - " Avg ROA\n", + " Avg roa\n", " \n", " \n", " \n", @@ -7708,19 +7788,19 @@ " Sector of Business\n", " \n", " \n", - " \n", + " \n", " \n", " \n", - " \n", + " \n", " \n", "\n", - " " + " " ], "application/plot+json": { "output_type": "lets_plot_spec", "output": { "ggtitle": { - "text": "Average ROA By Sector With Standard Deviation" + "text": "Average roa By Sector With Standard Deviation" }, "mapping": {}, "data": { @@ -7742,7 +7822,7 @@ 3.1700691994664E9, 3.0393495744239283E9 ], - "Avg ROA": [ + "Avg roa": [ 2.086997152625E9, 2.090295909765625E9, 2.1180814280390625E9, @@ -7789,10 +7869,11 @@ { "mapping": { "x": "sector", - "y": "Avg ROA" + "y": "Avg roa" }, "stat": "identity", "sampling": "none", + "inherit_aes": false, "position": "dodge", "geom": "bar", "fill": "#ffaf00" @@ -7806,53 +7887,74 @@ "stat": "identity", "color": "#a39999", "sampling": "none", + "inherit_aes": false, "position": "dodge", "geom": "linerange" } - ] + ], + "data_meta": { + "series_annotations": [ + { + "type": "str", + "column": "sector" + }, + { + "type": "float", + "column": "Avg roa" + }, + { + "type": "float", + "column": "ymin" + }, + { + "type": "float", + "column": "ymax" + } + ] + } }, "apply_color_scheme": true, "swing_enabled": true } }, - "execution_count": 12, + "execution_count": 27, "metadata": {}, "output_type": "execute_result" } ], - "execution_count": 12 + "execution_count": 27 }, { "metadata": { "ExecuteTime": { - "end_time": "2025-03-04T09:28:48.388728Z", - "start_time": "2025-03-04T09:28:48.286589Z" + "end_time": "2025-06-04T13:17:06.069007947Z", + "start_time": "2025-06-04T13:17:05.555590032Z" } }, "cell_type": "code", "source": [ - "// Plot average ROE by sector with error bars representing one standard deviation\n", + "// Plot average roe by sector with error bars representing one standard deviation\n", "roeAndRoaDf.plot {\n", " // Set the x-axis to the sector names\n", " x(sector.map { it.simpleName }) { axis.name = \"Sector of Business\" }\n", "\n", " bars {\n", - " // Use the \"Avg ROE\" column for the bar heights\n", - " y(`Avg ROE`)\n", + " // Use the \"Avg roe\" column for the bar heights\n", + " y(`Avg roe`)\n", " // Fill bars with a chosen color\n", " fillColor = Color.hex(\"#ffaf00\")\n", " }\n", " lineRanges {\n", - " // Calculate the min and max for the error bars (Std ROE)\n", - " yMin(`Avg ROE`.toList().zip(`Std ROE`.toList()).map { it.first - it.second })\n", - " yMax(`Avg ROE`.toList().zip(`Std ROE`.toList()).map { it.first + it.second })\n", + " // Calculate the min and max for the error bars (Std roe)\n", + " yMin(`Avg roe`.toList().zip(`Std roe`.toList()).map { it.first - it.second })\n", + " yMax(`Avg roe`.toList().zip(`Std roe`.toList()).map { it.first + it.second })\n", " // Color the line of the ranges\n", " borderLine.color = Color.GREY\n", " }\n", "\n", " // Adjust layout options such as title and overall size\n", " layout {\n", - " title = \"Average ROE By Sector With Standard Deviation\"\n", + " title = \"Average roe By Sector With Standard Deviation\"\n", " size = 875 to 500\n", " }\n", "}" @@ -7861,25 +7963,29 @@ { "data": { "text/html": [ - " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -8098,7 +8246,7 @@ " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -8136,13 +8284,13 @@ " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -8271,12 +8419,12 @@ " \n", " \n", " \n", - " Average ROE By Sector With Standard Deviation\n", + " Average roe By Sector With Standard Deviation\n", " \n", " \n", " \n", " \n", - " Avg ROE\n", + " Avg roe\n", " \n", " \n", " \n", @@ -8284,19 +8432,19 @@ " Sector of Business\n", " \n", " \n", - " \n", + " \n", " \n", " \n", - " \n", + " \n", " \n", "\n", - " " + " " ], "application/plot+json": { "output_type": "lets_plot_spec", "output": { "ggtitle": { - "text": "Average ROE By Sector With Standard Deviation" + "text": "Average roe By Sector With Standard Deviation" }, "mapping": {}, "data": { @@ -8318,7 +8466,7 @@ 5.885265554274179E9, 5.606210222883469E9 ], - "Avg ROE": [ + "Avg roe": [ 3.43758636428125E9, 3.587689393734375E9, 3.23573399403125E9, @@ -8365,10 +8513,11 @@ { "mapping": { "x": "sector", - "y": "Avg ROE" + "y": "Avg roe" }, "stat": "identity", "sampling": "none", + "inherit_aes": false, "position": "dodge", "geom": "bar", "fill": "#ffaf00" @@ -8382,21 +8531,42 @@ "stat": "identity", "color": "#a39999", "sampling": "none", + "inherit_aes": false, "position": "dodge", "geom": "linerange" } - ] + ], + "data_meta": { + "series_annotations": [ + { + "type": "str", + "column": "sector" + }, + { + "type": "float", + "column": "Avg roe" + }, + { + "type": "float", + "column": "ymin" + }, + { + "type": "float", + "column": "ymax" + } + ] + } }, "apply_color_scheme": true, "swing_enabled": true } }, - "execution_count": 13, + "execution_count": 28, "metadata": {}, "output_type": "execute_result" } ], - "execution_count": 13 + "execution_count": 28 } ], "metadata": {