(* Content-type: application/vnd.wolfram.mathematica *) (*** Wolfram Notebook File ***) (* http://www.wolfram.com/nb *) (* CreatedBy='Mathematica 12.1' *) (*CacheID: 234*) (* Internal cache information: NotebookFileLineBreakTest NotebookFileLineBreakTest NotebookDataPosition[ 158, 7] NotebookDataLength[ 230234, 4796] NotebookOptionsPosition[ 127958, 2788] NotebookOutlinePosition[ 222908, 4642] CellTagsIndexPosition[ 222050, 4614] WindowFrame->Normal*) (* Beginning of Notebook Content *) Notebook[{ Cell["TableToTrainingSet", "Title", CellTags->"Title"], Cell["\<\ Prepare rectangular data for use in the machine learning functions Classify, \ Predict and NetTrain\ \>", "Text", CellTags->"Description"], Cell[CellGroupData[{ Cell[TextData[{ "Definition", Cell[BoxData[ TemplateBox[{"Definition", Cell[ BoxData[ FrameBox[ Cell[ "Define your function using the name you gave in the Title line above. \ You can add input cells and extra code to define additional input cases or \ prerequisites. All definitions, including dependencies, will be included in \ the generated resource function.\n\nThis section should be evaluated before \ creating the Examples section below.", "MoreInfoText"], Background -> GrayLevel[0.95], FrameMargins -> 20, FrameStyle -> GrayLevel[0.9], RoundingRadius -> 5]], "MoreInfoText", Deletable -> True, CellTags -> {"SectionMoreInfoDefinition"}, CellMargins -> {{66, 66}, {15, 15}}]}, "MoreInfoOpenerButtonTemplate"]]] }], "Section", Editable->False, Deletable->False, DefaultNewCellStyle->"Input", CellTags->{"Definition", "Function", "TemplateCellGroup"}, CellID->271561301], Cell[BoxData[{ RowBox[{ RowBox[{ RowBox[{ RowBox[{"TableToTrainingSet", "[", RowBox[{ RowBox[{ RowBox[{"(", "data_List", ")"}], "?", "MatrixQ"}], ",", " ", "n_Integer"}], "]"}], " ", ":=", " ", RowBox[{"MapThread", "[", RowBox[{"Rule", ",", " ", RowBox[{"{", RowBox[{ RowBox[{"Drop", "[", RowBox[{"data", ",", " ", "None", ",", " ", RowBox[{"{", "n", "}"}]}], "]"}], ",", " ", RowBox[{"data", "[", RowBox[{"[", RowBox[{"All", ",", "n"}], "]"}], "]"}]}], "}"}]}], "]"}]}], ";"}], "\n", " "}], "\n", RowBox[{ RowBox[{ RowBox[{ RowBox[{"TableToTrainingSet", "[", RowBox[{ RowBox[{"data", ":", RowBox[{"{", "__Association", "}"}]}], ",", " ", "key_"}], "]"}], " ", ":=", " ", RowBox[{ RowBox[{"(", RowBox[{ RowBox[{ RowBox[{"KeyDrop", "[", RowBox[{"#1", ",", " ", "key"}], "]"}], " ", "->", " ", RowBox[{"Lookup", "[", RowBox[{"#1", ",", " ", "key"}], "]"}]}], " ", "&"}], " ", ")"}], " ", "/@", " ", "data"}]}], ";"}], "\n", " "}], "\n", RowBox[{ RowBox[{ RowBox[{"TableToTrainingSet", "[", RowBox[{"ds_Dataset", ",", " ", "key_"}], "]"}], " ", ":=", " ", RowBox[{"TableToTrainingSet", "[", RowBox[{ RowBox[{"Normal", "[", "ds", "]"}], ",", "key"}], "]"}]}], ";"}]}], "Input", InitializationCell->True, CellID->932519942] }, Open ]], Cell["Documentation", "Section", CellTags->"Documentation", CellID->363488142], Cell[CellGroupData[{ Cell[TextData[{ "Usage", Cell[BoxData[ TemplateBox[{"Usage", Cell[ BoxData[ FrameBox[ Cell[ TextData[{ "Document input usage cases by first typing an input structure, then \ pressing ", Cell[ BoxData[ StyleBox[ DynamicBox[ ToBoxes[ If[$OperatingSystem === "MacOSX", "\[ReturnKey]", "\[EnterKey]"], StandardForm], SingleEvaluation -> True, Evaluator -> "System"], ShowStringCharacters -> False]]], " to add a brief explanation of the function\[CloseCurlyQuote]s \ behavior for that structure. Pressing ", Cell[ BoxData[ StyleBox[ DynamicBox[ ToBoxes[ If[$OperatingSystem === "MacOSX", "\[ReturnKey]", "\[EnterKey]"], StandardForm], SingleEvaluation -> True, Evaluator -> "System"], ShowStringCharacters -> False]]], " repeatedly will create new cases as needed. Every input usage \ case defined above should be demonstrated explicitly here.\n\nSee existing \ documentation pages for examples."}], "MoreInfoText"], Background -> GrayLevel[0.95], FrameMargins -> 20, FrameStyle -> GrayLevel[0.9], RoundingRadius -> 5]], "MoreInfoText", Deletable -> True, CellTags -> {"SectionMoreInfoUsage"}, CellMargins -> {{66, 66}, {15, 15}}]}, "MoreInfoOpenerButtonTemplate"]]] }], "Subsection", Editable->False, Deletable->False, DefaultNewCellStyle->{"UsageInputs", FontFamily -> "Source Sans Pro"}, CellTags->{"TemplateCellGroup", "Usage"}, CellID->657272351], Cell[CellGroupData[{ Cell[BoxData[ RowBox[{"TableToTrainingSet", "[", RowBox[{ StyleBox["data", "TI"], ",", StyleBox["n", "TI"]}], "]"}]], "UsageInputs"], Cell[TextData[{ "converts a matrix to a list of ", Cell[BoxData[ RowBox[{"example", "\[Rule]", "output"}]], "InlineFormula", FontFamily->"Source Sans Pro"], " pairs where the output is taken from column ", Cell[BoxData[ StyleBox["n", "TI"]], "InlineFormula", FontFamily->"Source Sans Pro"], "." }], "UsageDescription"] }, Open ]], Cell[CellGroupData[{ Cell[BoxData[ RowBox[{"TableToTrainingSet", "[", RowBox[{ StyleBox["assocs", "TI"], ",", StyleBox["key", "TI"]}], "]"}]], "UsageInputs"], Cell[TextData[{ "converts associations to a list of ", Cell[BoxData[ RowBox[{"example", "\[Rule]", "output"}]], "InlineFormula", FontFamily->"Source Sans Pro"], " pairs where the output is labeled with ", Cell[BoxData[ StyleBox["key", "TI"]], "InlineFormula", FontFamily->"Source Sans Pro"], "." }], "UsageDescription"] }, Open ]] }, Open ]], Cell[CellGroupData[{ Cell[TextData[{ "Details & Options", Cell[BoxData[ TemplateBox[{"Details & Options", Cell[ BoxData[ FrameBox[ Cell[ "Give a detailed explanation of how the function is used and \ configured (e.g. acceptable input types, result formats, options \ specifications, background information). This section may include multiple \ cells, bullet lists, tables, hyperlinks and additional styles/structures as \ needed.\n\nAdd any other information that may be relevant, such as when the \ function was first discovered or how and why it is used within a given field. \ Include all relevant background or contextual information related to the \ function, its development, and its usage.", "MoreInfoText"], Background -> GrayLevel[0.95], FrameMargins -> 20, FrameStyle -> GrayLevel[0.9], RoundingRadius -> 5]], "MoreInfoText", Deletable -> True, CellTags -> {"SectionMoreInfoDetailsOptions"}, CellMargins -> {{66, 66}, {15, 15}}]}, "MoreInfoOpenerButtonTemplate"]]] }], "Subsection", Editable->False, Deletable->False, DefaultNewCellStyle->"Notes", CellTags->{"Details & Options", "Notes", "TemplateCellGroup"}, CellID->25317349], Cell[TextData[{ "The ", Cell[BoxData[ StyleBox["data", "TI"]], "InlineFormula", FontFamily->"Source Sans Pro"], " can be lists, associations or a ", Cell[BoxData[ TagBox[ ButtonBox[ StyleBox["Dataset", "SymbolsRefLink", ShowStringCharacters->True, FontFamily->"Source Sans Pro"], BaseStyle->Dynamic[ FEPrivate`If[ CurrentValue["MouseOver"], { "Link", FontColor -> RGBColor[0.854902, 0.396078, 0.145098]}, { "Link"}]], ButtonData->"paclet:ref/Dataset", ContentPadding->False], MouseAppearanceTag["LinkHand"]]], "InlineFormula", FontFamily->"Source Sans Pro"], "." }], "Notes", CellTags->"TabNext", CellID->521904482] }, Open ]], Cell[CellGroupData[{ Cell[TextData[{ "Examples", Cell[BoxData[ TemplateBox[{"Examples", Cell[ BoxData[ FrameBox[ Cell[ TextData[{ "Demonstrate the function\[CloseCurlyQuote]s usage, starting with \ the most basic use case and describing each example in a preceding text cell.\ \n\nWithin a group, individual examples can be delimited by inserting page \ breaks between them (either using ", Cell[ BoxData[ StyleBox[ TemplateBox[{ StyleBox[ "\"[Right-click]\"", FontFamily -> "Source Sans Pro", FontWeight -> "SemiBold", FontColor -> GrayLevel[0.2863], FontSize -> 14, StripOnInput -> False], StyleBox[ "\" \[FilledRightTriangle] \"", FontFamily -> "Source Sans Pro", FontSize -> 13.86, FontColor -> GrayLevel[0.5], StripOnInput -> False], StyleBox[ "\"Insert Page Break\"", FontFamily -> "Source Sans Pro", FontWeight -> "SemiBold", FontColor -> GrayLevel[0.2863], FontSize -> 14, StripOnInput -> False]}, "RowDefault"], ShowStringCharacters -> False]]], " between cells or through the menu using ", Cell[ BoxData[ StyleBox[ TemplateBox[{ StyleBox[ "\"Insert\"", FontFamily -> "Source Sans Pro", FontWeight -> "SemiBold", FontColor -> GrayLevel[0.2863], FontSize -> 14, StripOnInput -> False], StyleBox[ "\" \[FilledRightTriangle] \"", FontFamily -> "Source Sans Pro", FontSize -> 13.86, FontColor -> GrayLevel[0.5], StripOnInput -> False], StyleBox[ "\"Page Break\"", FontFamily -> "Source Sans Pro", FontWeight -> "SemiBold", FontColor -> GrayLevel[0.2863], FontSize -> 14, StripOnInput -> False]}, "RowDefault"], ShowStringCharacters -> False]]], ").\n\nExamples should be grouped into Subsection and Subsubsection \ cells similarly to existing documentation pages. Here are some typical \ Subsection names and the types of examples they normally contain:\n ", Cell[ BoxData[ StyleBox[ TemplateBox[{ StyleBox[ "\"\[FilledSmallSquare] \"", FontColor -> RGBColor[0.8, 0.043, 0.008], StripOnInput -> False], StyleBox[ "\"Basic Examples: \"", FontFamily -> "Source Sans Pro", FontWeight -> "SemiBold", FontSize -> 14, StripOnInput -> False]}, "RowDefault"], ShowStringCharacters -> False]]], "most basic function usage\n ", Cell[ BoxData[ StyleBox[ TemplateBox[{ StyleBox[ "\"\[FilledSmallSquare] \"", FontColor -> RGBColor[0.8, 0.043, 0.008], StripOnInput -> False], StyleBox[ "\"Scope: \"", FontFamily -> "Source Sans Pro", FontWeight -> "SemiBold", FontSize -> 14, StripOnInput -> False]}, "RowDefault"], ShowStringCharacters -> False]]], "input and display conventions, standard computational attributes \ (e.g. threading over lists)\n ", Cell[ BoxData[ StyleBox[ TemplateBox[{ StyleBox[ "\"\[FilledSmallSquare] \"", FontColor -> RGBColor[0.8, 0.043, 0.008], StripOnInput -> False], StyleBox[ "\"Options: \"", FontFamily -> "Source Sans Pro", FontWeight -> "SemiBold", FontSize -> 14, StripOnInput -> False]}, "RowDefault"], ShowStringCharacters -> False]]], "available options and parameters for the function\n ", Cell[ BoxData[ StyleBox[ TemplateBox[{ StyleBox[ "\"\[FilledSmallSquare] \"", FontColor -> RGBColor[0.8, 0.043, 0.008], StripOnInput -> False], StyleBox[ "\"Applications: \"", FontFamily -> "Source Sans Pro", FontWeight -> "SemiBold", FontSize -> 14, StripOnInput -> False]}, "RowDefault"], ShowStringCharacters -> False]]], "standard industry or academic applications\n ", Cell[ BoxData[ StyleBox[ TemplateBox[{ StyleBox[ "\"\[FilledSmallSquare] \"", FontColor -> RGBColor[0.8, 0.043, 0.008], StripOnInput -> False], StyleBox[ "\"Properties and Relations: \"", FontFamily -> "Source Sans Pro", FontWeight -> "SemiBold", FontSize -> 14, StripOnInput -> False]}, "RowDefault"], ShowStringCharacters -> False]]], "how the function relates to other functions\n ", Cell[ BoxData[ StyleBox[ TemplateBox[{ StyleBox[ "\"\[FilledSmallSquare] \"", FontColor -> RGBColor[0.8, 0.043, 0.008], StripOnInput -> False], StyleBox[ "\"Possible Issues: \"", FontFamily -> "Source Sans Pro", FontWeight -> "SemiBold", FontSize -> 14, StripOnInput -> False]}, "RowDefault"], ShowStringCharacters -> False]]], "limitations or unexpected behavior a user might experience\n ", Cell[ BoxData[ StyleBox[ TemplateBox[{ StyleBox[ "\"\[FilledSmallSquare] \"", FontColor -> RGBColor[0.8, 0.043, 0.008], StripOnInput -> False], StyleBox[ "\"Neat Examples: \"", FontFamily -> "Source Sans Pro", FontWeight -> "SemiBold", FontSize -> 14, StripOnInput -> False]}, "RowDefault"], ShowStringCharacters -> False]]], "particularly interesting, unconventional, or otherwise unique \ usage"}], "MoreInfoText"], Background -> GrayLevel[0.95], FrameMargins -> 20, FrameStyle -> GrayLevel[0.9], RoundingRadius -> 5]], "MoreInfoText", Deletable -> True, CellTags -> {"SectionMoreInfoExamples"}, CellMargins -> {{66, 66}, {15, 15}}]}, "MoreInfoOpenerButtonTemplate"]]] }], "Section", Editable->False, Deletable->False, CellTags->{"Examples", "TemplateCellGroup"}, CellID->487306095], Cell[CellGroupData[{ Cell["Basic Examples", "Subsection", CellID->462042388], Cell[TextData[{ "Prepare a matrix so that ", Cell[BoxData[ TagBox[ ButtonBox[ StyleBox["Classify", "SymbolsRefLink", ShowStringCharacters->True, FontFamily->"Source Sans Pro"], BaseStyle->Dynamic[ FEPrivate`If[ CurrentValue["MouseOver"], { "Link", FontColor -> RGBColor[0.854902, 0.396078, 0.145098]}, { "Link"}]], ButtonData->"paclet:ref/Classify", ContentPadding->False], MouseAppearanceTag["LinkHand"]]], "InlineFormula", FontFamily->"Source Sans Pro"], " can learn to predict column 3:" }], "Text", CellChangeTimes->{{3.7670938777394667`*^9, 3.7670939027567987`*^9}}, CellID->13078159], Cell[CellGroupData[{ Cell[BoxData[{ RowBox[{ RowBox[{"data", "=", "\[IndentingNewLine]", RowBox[{"{", RowBox[{ RowBox[{"{", RowBox[{ "\"\\"", ",", "\"\\"", ",", "\"\\""}], "}"}], ",", "\[IndentingNewLine]", RowBox[{"{", RowBox[{ "\"\\"", ",", "\"\\"", ",", "\"\\""}], "}"}]}], "}"}]}], ";"}], "\[IndentingNewLine]", RowBox[{"TableToTrainingSet", "[", RowBox[{"data", ",", "3"}], "]"}]}], "Input", CellLabel->"In[62]:=", CellID->443871870], Cell[BoxData[ RowBox[{"{", RowBox[{ RowBox[{ RowBox[{"{", RowBox[{"\<\"input1a\"\>", ",", "\<\"input1b\"\>"}], "}"}], "\[Rule]", "\<\"output1\"\>"}], ",", RowBox[{ RowBox[{"{", RowBox[{"\<\"input2a\"\>", ",", "\<\"input2b\"\>"}], "}"}], "\[Rule]", "\<\"output2\"\>"}]}], "}"}]], "Output", CellLabel->"Out[63]=", CellID->594361184] }, Open ]], Cell[CellGroupData[{ Cell[BoxData[ RowBox[{"Classify", "[", "%", "]"}]], "Input", CellLabel->"In[64]:=", CellID->956522468], Cell[BoxData[ InterpretationBox[ RowBox[{ TagBox["ClassifierFunction", "SummaryHead"], "[", DynamicModuleBox[{Typeset`open$$ = False, Typeset`embedState$$ = "Ready"}, TemplateBox[{ PaneSelectorBox[{False -> GridBox[{{ PaneBox[ ButtonBox[ DynamicBox[ FEPrivate`FrontEndResource[ "FEBitmaps", "SquarePlusIconMedium"]], ButtonFunction :> (Typeset`open$$ = True), Appearance -> None, Evaluator -> Automatic, Method -> "Preemptive"], Alignment -> {Center, Center}, ImageSize -> Dynamic[{ Automatic, 3.5 (CurrentValue["FontCapHeight"]/AbsoluteCurrentValue[ Magnification])}]], GraphicsBox[{{ PointSize[0.13], GrayLevel[0.45], PointBox[{{0.9821769431797024, -0.440194219686987}, { 1.1339776261519132`, 0.8056918676854272}, {0.5279892326667741, 0.6574306661126254}, {0.022147046479890797`, 1.4937877187998898`}}], GrayLevel[0.7], PointBox[{{-0.9815166384819979, 0.15045697525228735`}, {-0.5923526886966953, \ -0.33441771553094035`}, {-0.005656646679640442, -1.462421365651345}, \ {-1.0734370436522753`, -1.3729645043477454`}}]}, { GrayLevel[0.55], AbsoluteThickness[1.5], LineBox[{{-1., 1.5}, {1, -1.6}}]}}, { Axes -> {False, False}, AxesLabel -> {None, None}, AxesOrigin -> {0, 0}, BaseStyle -> {FontFamily -> "Arial", AbsoluteThickness[1.5]}, DisplayFunction -> Identity, Frame -> {{True, True}, {True, True}}, FrameLabel -> {{None, None}, {None, None}}, FrameStyle -> Directive[ Thickness[Tiny], GrayLevel[0.7]], FrameTicks -> {{None, None}, {None, None}}, GridLines -> {None, None}, LabelStyle -> {FontFamily -> "Arial"}, Method -> {"ScalingFunctions" -> None}, PlotRange -> {{-1., 1}, {-1.3, 1.1}}, PlotRangeClipping -> True, PlotRangePadding -> {{0.7, 0.7}, {0.7, 0.7}}, Ticks -> {None, None}}, Axes -> False, AspectRatio -> 1, ImageSize -> Dynamic[{ Automatic, 3.5 (CurrentValue["FontCapHeight"]/AbsoluteCurrentValue[ Magnification])}], Frame -> True, FrameTicks -> None, FrameStyle -> Directive[ Opacity[0.5], Thickness[Tiny], RGBColor[0.368417, 0.506779, 0.709798]], Background -> GrayLevel[0.94]], GridBox[{{ RowBox[{ TagBox["\"Input type: \"", "SummaryItemAnnotation"], "\[InvisibleSpace]", TagBox[ RowBox[{"{", RowBox[{"\"Text\"", ",", "\"Text\""}], "}"}], "SummaryItem"]}]}, { RowBox[{ TagBox["\"Classes: \"", "SummaryItemAnnotation"], "\[InvisibleSpace]", TagBox[ TemplateBox[{",", "\",\"", "\"output1\"", "\"output2\""}, "RowWithSeparators"], "SummaryItem"]}]}}, GridBoxAlignment -> { "Columns" -> {{Left}}, "Rows" -> {{Automatic}}}, AutoDelete -> False, GridBoxItemSize -> { "Columns" -> {{Automatic}}, "Rows" -> {{Automatic}}}, GridBoxSpacings -> {"Columns" -> {{2}}, "Rows" -> {{Automatic}}}, BaseStyle -> { ShowStringCharacters -> False, NumberMarks -> False, PrintPrecision -> 3, ShowSyntaxStyles -> False}]}}, GridBoxAlignment -> {"Rows" -> {{Top}}}, AutoDelete -> False, GridBoxItemSize -> { "Columns" -> {{Automatic}}, "Rows" -> {{Automatic}}}, BaselinePosition -> {1, 1}], True -> GridBox[{{ PaneBox[ ButtonBox[ DynamicBox[ FEPrivate`FrontEndResource[ "FEBitmaps", "SquareMinusIconMedium"]], ButtonFunction :> (Typeset`open$$ = False), Appearance -> None, Evaluator -> Automatic, Method -> "Preemptive"], Alignment -> {Center, Center}, ImageSize -> Dynamic[{ Automatic, 3.5 (CurrentValue["FontCapHeight"]/AbsoluteCurrentValue[ Magnification])}]], GraphicsBox[{{ PointSize[0.13], GrayLevel[0.45], PointBox[{{0.9821769431797024, -0.440194219686987}, { 1.1339776261519132`, 0.8056918676854272}, {0.5279892326667741, 0.6574306661126254}, {0.022147046479890797`, 1.4937877187998898`}}], GrayLevel[0.7], PointBox[{{-0.9815166384819979, 0.15045697525228735`}, {-0.5923526886966953, \ -0.33441771553094035`}, {-0.005656646679640442, -1.462421365651345}, \ {-1.0734370436522753`, -1.3729645043477454`}}]}, { GrayLevel[0.55], AbsoluteThickness[1.5], LineBox[{{-1., 1.5}, {1, -1.6}}]}}, { Axes -> {False, False}, AxesLabel -> {None, None}, AxesOrigin -> {0, 0}, BaseStyle -> {FontFamily -> "Arial", AbsoluteThickness[1.5]}, DisplayFunction -> Identity, Frame -> {{True, True}, {True, True}}, FrameLabel -> {{None, None}, {None, None}}, FrameStyle -> Directive[ Thickness[Tiny], GrayLevel[0.7]], FrameTicks -> {{None, None}, {None, None}}, GridLines -> {None, None}, LabelStyle -> {FontFamily -> "Arial"}, Method -> {"ScalingFunctions" -> None}, PlotRange -> {{-1., 1}, {-1.3, 1.1}}, PlotRangeClipping -> True, PlotRangePadding -> {{0.7, 0.7}, {0.7, 0.7}}, Ticks -> {None, None}}, Axes -> False, AspectRatio -> 1, ImageSize -> Dynamic[{ Automatic, 3.5 (CurrentValue["FontCapHeight"]/AbsoluteCurrentValue[ Magnification])}], Frame -> True, FrameTicks -> None, FrameStyle -> Directive[ Opacity[0.5], Thickness[Tiny], RGBColor[0.368417, 0.506779, 0.709798]], Background -> GrayLevel[0.94]], GridBox[{{ RowBox[{ TagBox["\"Input type: \"", "SummaryItemAnnotation"], "\[InvisibleSpace]", TagBox[ RowBox[{"{", RowBox[{"\"Text\"", ",", "\"Text\""}], "}"}], "SummaryItem"]}]}, { RowBox[{ TagBox["\"Classes: \"", "SummaryItemAnnotation"], "\[InvisibleSpace]", TagBox[ TemplateBox[{",", "\",\"", "\"output1\"", "\"output2\""}, "RowWithSeparators"], "SummaryItem"]}]}, { RowBox[{ TagBox["\"Method: \"", "SummaryItemAnnotation"], "\[InvisibleSpace]", TagBox["\"LogisticRegression\"", "SummaryItem"]}]}, { RowBox[{ TagBox[ "\"Number of training examples: \"", "SummaryItemAnnotation"], "\[InvisibleSpace]", TagBox["2", "SummaryItem"]}]}}, GridBoxAlignment -> { "Columns" -> {{Left}}, "Rows" -> {{Automatic}}}, AutoDelete -> False, GridBoxItemSize -> { "Columns" -> {{Automatic}}, "Rows" -> {{Automatic}}}, GridBoxSpacings -> {"Columns" -> {{2}}, "Rows" -> {{Automatic}}}, BaseStyle -> { ShowStringCharacters -> False, NumberMarks -> False, PrintPrecision -> 3, ShowSyntaxStyles -> False}]}}, GridBoxAlignment -> {"Rows" -> {{Top}}}, AutoDelete -> False, GridBoxItemSize -> { "Columns" -> {{Automatic}}, "Rows" -> {{Automatic}}}, BaselinePosition -> {1, 1}]}, Dynamic[Typeset`open$$], ImageSize -> Automatic]}, "SummaryPanel"], DynamicModuleValues:>{}], "]"}], ClassifierFunction[ Association[ "ExampleNumber" -> 2, "ClassNumber" -> 2, "Input" -> Association["Preprocessor" -> MachineLearning`MLProcessor["ToMLDataset", Association[ "Input" -> Association[ "f1" -> Association["Type" -> "Text"], "f2" -> Association["Type" -> "Text"]], "Output" -> Association[ "f1" -> Association["Type" -> "Text", "Weight" -> 1], "f2" -> Association["Type" -> "Text", "Weight" -> 1]], "Preprocessor" -> MachineLearning`MLProcessor["Sequence", Association["Processors" -> { MachineLearning`MLProcessor["Transpose", Association["FeatureNumber" -> 2]], MachineLearning`MLProcessor["WrapMLDataset", Association[ "FeatureTypes" -> {"Text", "Text"}, "FeatureKeys" -> {"f1", "f2"}, "FeatureWeights" -> Automatic, "ExampleWeights" -> Automatic, "RawExample" -> Missing["KeyAbsent", "RawExample"]]]}]], "ScalarFeature" -> False, "Invertibility" -> "Perfect", "Missing" -> "Allowed"]], "Processor" -> MachineLearning`MLProcessor["Sequence", Association[ "Input" -> Association[ "f1" -> Association["Type" -> "Text", "Weight" -> 1], "f2" -> Association["Type" -> "Text", "Weight" -> 1]], "Output" -> Association[ "(f1f2)" -> Association[ "Weight" -> {0.125, 0.125, 0.125, 0.125, 0.125, 0.125, 0.125, 0.125, 0.125, 0.125, 0.125, 0.125, 0.125, 0.125, 0.125, 0.125}, "Type" -> "NumericalVector"]], "Processors" -> { MachineLearning`MLProcessor["Threads", Association[ "Input" -> Association[ "f1" -> Association["Type" -> "Text", "Weight" -> 1], "f2" -> Association["Type" -> "Text", "Weight" -> 1]], "Output" -> Association[ "f1" -> Association["Type" -> "Text", "Weight" -> 1], "f2" -> Association["Type" -> "Text", "Weight" -> 1]], "Processors" -> { MachineLearning`MLProcessor["ImputeMissing", Association[ "Invertibility" -> "Perfect", "Missing" -> "Imputed", "Input" -> Association[ "f1" -> Association["Type" -> "Text", "Weight" -> 1]], "Fill" -> "", "Output" -> Association[ "f1" -> Association["Type" -> "Text", "Weight" -> 1]], "Type" -> "Text", "Version" -> {12., 0}, "ID" -> 7263179337424669307]], MachineLearning`MLProcessor["ImputeMissing", Association[ "Invertibility" -> "Perfect", "Missing" -> "Imputed", "Input" -> Association[ "f2" -> Association["Type" -> "Text", "Weight" -> 1]], "Fill" -> "", "Output" -> Association[ "f2" -> Association["Type" -> "Text", "Weight" -> 1]], "Type" -> "Text", "Version" -> {12., 0}, "ID" -> 114010418416267986]]}, "Invertibility" -> "Perfect", "Missing" -> "Imputed"]], MachineLearning`MLProcessor["Threads", Association[ "Input" -> Association[ "f1" -> Association["Type" -> "Text", "Weight" -> 1], "f2" -> Association["Type" -> "Text", "Weight" -> 1]], "Output" -> Association[ "f1" -> Association["Type" -> "Text", "Weight" -> 1], "f2" -> Association["Type" -> "Text", "Weight" -> 1]], "Processors" -> { MachineLearning`MLProcessor["ToLowerCase", Association[ "Invertibility" -> "Approximate", "Missing" -> "Allowed", "Input" -> Association[ "f1" -> Association["Type" -> "Text", "Weight" -> 1]], "Version" -> {12., 0}, "ID" -> 8362939175913313252, "Output" -> Association[ "f1" -> Association["Type" -> "Text", "Weight" -> 1]]]], MachineLearning`MLProcessor["ToLowerCase", Association[ "Invertibility" -> "Approximate", "Missing" -> "Allowed", "Input" -> Association[ "f2" -> Association["Type" -> "Text", "Weight" -> 1]], "Version" -> {12., 0}, "ID" -> 2888237905935310439, "Output" -> Association[ "f2" -> Association["Type" -> "Text", "Weight" -> 1]]]]}, "Invertibility" -> "Approximate", "Missing" -> "Allowed"]], MachineLearning`MLProcessor["Threads", Association[ "Input" -> Association[ "f1" -> Association["Type" -> "Text", "Weight" -> 1], "f2" -> Association["Type" -> "Text", "Weight" -> 1]], "Output" -> Association[ "f1" -> Association["Type" -> "Text", "Weight" -> 1], "f2" -> Association["Type" -> "Text", "Weight" -> 1]], "Processors" -> { MachineLearning`MLProcessor["RemoveDiacritics", Association[ "Invertibility" -> "Approximate", "Missing" -> "Allowed", "Input" -> Association[ "f1" -> Association["Type" -> "Text", "Weight" -> 1]], "Version" -> {12., 0}, "ID" -> 1602110507922425163, "Output" -> Association[ "f1" -> Association["Type" -> "Text", "Weight" -> 1]]]], MachineLearning`MLProcessor["RemoveDiacritics", Association[ "Invertibility" -> "Approximate", "Missing" -> "Allowed", "Input" -> Association[ "f2" -> Association["Type" -> "Text", "Weight" -> 1]], "Version" -> {12., 0}, "ID" -> 6549344891647408999, "Output" -> Association[ "f2" -> Association["Type" -> "Text", "Weight" -> 1]]]]}, "Invertibility" -> "Approximate", "Missing" -> "Allowed"]], MachineLearning`MLProcessor["Threads", Association[ "Input" -> Association[ "f1" -> Association["Type" -> "Text", "Weight" -> 1], "f2" -> Association["Type" -> "Text", "Weight" -> 1]], "Output" -> Association[ "f1" -> Association["Type" -> "NumericalVector", "Weight" -> 1], "f2" -> Association[ "Type" -> "NumericalVector", "Weight" -> 1]], "Processors" -> { MachineLearning`MLProcessor["Sequence", Association[ "Input" -> Association[ "f1" -> Association["Type" -> "Text", "Weight" -> 1]], "Output" -> Association[ "f1" -> Association[ "Type" -> "NumericalVector", "Weight" -> 1]], "Processors" -> { MachineLearning`MLProcessor["TextToNominalSequence", Association[ "Invertibility" -> "Perfect", "Missing" -> "Forbidden", "Input" -> Association[ "f1" -> Association["Type" -> "Text", "Weight" -> 1]], "Method" -> "ToCharacterCode", "Version" -> {12., 0}, "ID" -> 7774961058889587341, "Output" -> Association[ "f1" -> Association[ "Type" -> "NominalSequence", "Weight" -> 1]]]], MachineLearning`MLProcessor["NominalSequenceToTFIDFVector", Association[ "Invertibility" -> "Impossible", "Missing" -> "Forbidden", "Input" -> Association[ "f1" -> Association[ "Type" -> "NominalSequence", "Weight" -> 1]], "Index" -> MachineLearning`SortedHashAssociation[ Association[ "KeyHashes" -> {50, 51, 98, 106, 111, 113, 117, 118}, "Values" -> None, "DefaultValue" -> -1, "HashFunction" -> Function[{ MachineLearning`file152SortedHashAssociation`\ PackagePrivate`keys$}, Switch[ MachineLearning`file152SortedHashAssociation`\ PackagePrivate`keys$, { BlankSequence[String]}, Data`StringHash[ MachineLearning`file152SortedHashAssociation`\ PackagePrivate`keys$, "Murmur3-64"], PatternTest[ Blank[], MachineLearning`PackageScope`PackedArrayQ[#, Integer, 1]& ], MachineLearning`file152SortedHashAssociation`\ PackagePrivate`keys$, PatternTest[ Blank[], MachineLearning`PackageScope`PackedArrayQ[#, Integer, 2]& ], Block[{MachineLearning`file152SortedHashAssociation`\ PackagePrivate`q}, MachineLearning`file152SortedHashAssociation`\ PackagePrivate`q = { Quotient[ MachineLearning`file152SortedHashAssociation`\ PackagePrivate`keys$, 2^48], Quotient[ Mod[ MachineLearning`file152SortedHashAssociation`\ PackagePrivate`keys$, 2^48], 2^32], Quotient[ Mod[ MachineLearning`file152SortedHashAssociation`\ PackagePrivate`keys$, 2^32], 2^16], Mod[ MachineLearning`file152SortedHashAssociation`\ PackagePrivate`keys$, 2^16]}; MachineLearning`file152SortedHashAssociation`\ PackagePrivate`q = Transpose[ MachineLearning`PackageScope`ToPackedArray[ MachineLearning`file152SortedHashAssociation`\ PackagePrivate`q], {1, 3, 2}]; MachineLearning`file152SortedHashAssociation`\ PackagePrivate`q = Transpose[ Flatten[ MachineLearning`file152SortedHashAssociation`\ PackagePrivate`q, 1]]; Data`StringHash[ FromCharacterCode[ Abs[ MachineLearning`file152SortedHashAssociation`\ PackagePrivate`q]], "Murmur3-64"]], Blank[List], Map[Switch[#, Blank[String], Data`StringHash[#, "Murmur3-64"], PatternTest[ Blank[], Developer`MachineIntegerQ], #, { PatternTest[ BlankSequence[], Developer`MachineIntegerQ]}, Block[{MachineLearning`file152SortedHashAssociation`\ PackagePrivate`q}, MachineLearning`file152SortedHashAssociation`\ PackagePrivate`q = { Quotient[#, 2^48], Quotient[ Mod[#, 2^48], 2^32], Quotient[ Mod[#, 2^32], 2^16], Mod[#, 2^16]}; MachineLearning`file152SortedHashAssociation`\ PackagePrivate`q = Flatten[ MachineLearning`file152SortedHashAssociation`\ PackagePrivate`q]; Data`StringHash[ FromCharacterCode[ Abs[ MachineLearning`file152SortedHashAssociation`\ PackagePrivate`q]], "Murmur3-64"]], Blank[], Data`StringHash[ StringJoin[ ToString[#, InputForm], "Cn.i9)P$"], "Murmur3-64"]]& , MachineLearning`file152SortedHashAssociation`\ PackagePrivate`keys$]]], "Version" -> {12., 0}]], "InverseDocumentFrequency" -> {-2.0794415416798357`, \ -2.0794415416798357`, -1.3862943611198906`, -1.3862943611198906`, \ -1.3862943611198906`, -1.3862943611198906`, -1.3862943611198906`, \ -1.3862943611198906`}, "Version" -> {12., 0}, "ID" -> 9090581535298543684, "Output" -> Association[ "f1" -> Association[ "Type" -> "NumericalVector", "Weight" -> 1]]]]}, "Invertibility" -> "Impossible", "Missing" -> "Forbidden"]], MachineLearning`MLProcessor["Sequence", Association[ "Input" -> Association[ "f2" -> Association["Type" -> "Text", "Weight" -> 1]], "Output" -> Association[ "f2" -> Association[ "Type" -> "NumericalVector", "Weight" -> 1]], "Processors" -> { MachineLearning`MLProcessor["TextToNominalSequence", Association[ "Invertibility" -> "Perfect", "Missing" -> "Forbidden", "Input" -> Association[ "f2" -> Association["Type" -> "Text", "Weight" -> 1]], "Method" -> "ToCharacterCode", "Version" -> {12., 0}, "ID" -> 8721711979610692186, "Output" -> Association[ "f2" -> Association[ "Type" -> "NominalSequence", "Weight" -> 1]]]], MachineLearning`MLProcessor["NominalSequenceToTFIDFVector", Association[ "Invertibility" -> "Impossible", "Missing" -> "Forbidden", "Input" -> Association[ "f2" -> Association[ "Type" -> "NominalSequence", "Weight" -> 1]], "Index" -> MachineLearning`SortedHashAssociation[ Association[ "KeyHashes" -> {50, 51, 99, 106, 111, 113, 117, 118}, "Values" -> None, "DefaultValue" -> -1, "HashFunction" -> Function[{ MachineLearning`file152SortedHashAssociation`\ PackagePrivate`keys$}, Switch[ MachineLearning`file152SortedHashAssociation`\ PackagePrivate`keys$, { BlankSequence[String]}, Data`StringHash[ MachineLearning`file152SortedHashAssociation`\ PackagePrivate`keys$, "Murmur3-64"], PatternTest[ Blank[], MachineLearning`PackageScope`PackedArrayQ[#, Integer, 1]& ], MachineLearning`file152SortedHashAssociation`\ PackagePrivate`keys$, PatternTest[ Blank[], MachineLearning`PackageScope`PackedArrayQ[#, Integer, 2]& ], Block[{MachineLearning`file152SortedHashAssociation`\ PackagePrivate`q}, MachineLearning`file152SortedHashAssociation`\ PackagePrivate`q = { Quotient[ MachineLearning`file152SortedHashAssociation`\ PackagePrivate`keys$, 2^48], Quotient[ Mod[ MachineLearning`file152SortedHashAssociation`\ PackagePrivate`keys$, 2^48], 2^32], Quotient[ Mod[ MachineLearning`file152SortedHashAssociation`\ PackagePrivate`keys$, 2^32], 2^16], Mod[ MachineLearning`file152SortedHashAssociation`\ PackagePrivate`keys$, 2^16]}; MachineLearning`file152SortedHashAssociation`\ PackagePrivate`q = Transpose[ MachineLearning`PackageScope`ToPackedArray[ MachineLearning`file152SortedHashAssociation`\ PackagePrivate`q], {1, 3, 2}]; MachineLearning`file152SortedHashAssociation`\ PackagePrivate`q = Transpose[ Flatten[ MachineLearning`file152SortedHashAssociation`\ PackagePrivate`q, 1]]; Data`StringHash[ FromCharacterCode[ Abs[ MachineLearning`file152SortedHashAssociation`\ PackagePrivate`q]], "Murmur3-64"]], Blank[List], Map[Switch[#, Blank[String], Data`StringHash[#, "Murmur3-64"], PatternTest[ Blank[], Developer`MachineIntegerQ], #, { PatternTest[ BlankSequence[], Developer`MachineIntegerQ]}, Block[{MachineLearning`file152SortedHashAssociation`\ PackagePrivate`q}, MachineLearning`file152SortedHashAssociation`\ PackagePrivate`q = { Quotient[#, 2^48], Quotient[ Mod[#, 2^48], 2^32], Quotient[ Mod[#, 2^32], 2^16], Mod[#, 2^16]}; MachineLearning`file152SortedHashAssociation`\ PackagePrivate`q = Flatten[ MachineLearning`file152SortedHashAssociation`\ PackagePrivate`q]; Data`StringHash[ FromCharacterCode[ Abs[ MachineLearning`file152SortedHashAssociation`\ PackagePrivate`q]], "Murmur3-64"]], Blank[], Data`StringHash[ StringJoin[ ToString[#, InputForm], "Cn.i9)P$"], "Murmur3-64"]]& , MachineLearning`file152SortedHashAssociation`\ PackagePrivate`keys$]]], "Version" -> {12., 0}]], "InverseDocumentFrequency" -> {-2.0794415416798357`, \ -2.0794415416798357`, -1.3862943611198906`, -1.3862943611198906`, \ -1.3862943611198906`, -1.3862943611198906`, -1.3862943611198906`, \ -1.3862943611198906`}, "Version" -> {12., 0}, "ID" -> 8955693765171360050, "Output" -> Association[ "f2" -> Association[ "Type" -> "NumericalVector", "Weight" -> 1]]]]}, "Invertibility" -> "Impossible", "Missing" -> "Forbidden"]]}, "Invertibility" -> "Impossible", "Missing" -> "Forbidden"]], MachineLearning`MLProcessor["MergeVectors", Association[ "Invertibility" -> "Perfect", "Missing" -> "Allowed", "Input" -> Association[ "f1" -> Association["Type" -> "NumericalVector", "Weight" -> 1], "f2" -> Association[ "Type" -> "NumericalVector", "Weight" -> 1]], "Spans" -> { Span[1, 8], Span[9, 16]}, "Wrappers" -> {SparseArray, SparseArray}, "Output" -> Association[ "(f1f2)" -> Association[ "Weight" -> {0.125, 0.125, 0.125, 0.125, 0.125, 0.125, 0.125, 0.125, 0.125, 0.125, 0.125, 0.125, 0.125, 0.125, 0.125, 0.125}, "Type" -> "NumericalVector"]], "Version" -> {12., 0}, "ID" -> 4747858513896072514]]}, "Invertibility" -> "Impossible", "Missing" -> "Imputed"]]], "Output" -> Association["Preprocessor" -> MachineLearning`MLProcessor["ToMLDataset", Association[ "Input" -> Association["f1" -> Association["Type" -> "Nominal"]], "Output" -> Association["f1" -> Association["Type" -> "Nominal", "Weight" -> 1]], "Preprocessor" -> MachineLearning`MLProcessor["Sequence", Association["Processors" -> { MachineLearning`MLProcessor["List"], MachineLearning`MLProcessor["WrapMLDataset", Association[ "FeatureTypes" -> {"Nominal"}, "FeatureKeys" -> {"f1"}, "FeatureWeights" -> Automatic, "ExampleWeights" -> Automatic, "RawExample" -> Missing["KeyAbsent", "RawExample"]]]}]], "ScalarFeature" -> True, "Invertibility" -> "Perfect", "Missing" -> "Allowed"]], "Processor" -> MachineLearning`MLProcessor["Sequence", Association[ "Input" -> Association[ "f1" -> Association["Type" -> "Nominal", "Weight" -> 1]], "Output" -> Association["f1" -> Association["Type" -> "Nominal", "Weight" -> 1]], "Processors" -> { MachineLearning`MLProcessor["ToVector", Association[ "Invertibility" -> "Perfect", "Missing" -> "Allowed", "Input" -> Association[ "f1" -> Association["Type" -> "Nominal", "Weight" -> 1]], "Output" -> Association[ "f1" -> Association["Type" -> "NominalVector", "Weight" -> 1]], "Version" -> {12., 0}, "ID" -> 6914948501859350705]], MachineLearning`MLProcessor["IntegerEncodeNominalVector", Association[ "Invertibility" -> "Perfect", "Missing" -> "Allowed", "Input" -> Association[ "f1" -> Association["Type" -> "NominalVector", "Weight" -> 1]], "Index" -> { Association["output1" -> 1, "output2" -> 2]}, "MissingCode" -> 0, "Version" -> {12., 0}, "ID" -> 1356389900234704965, "Output" -> Association[ "f1" -> Association[ "Type" -> "NominalVector", "Weight" -> 1]]]], MachineLearning`MLProcessor["FromVector", Association[ "Invertibility" -> "Perfect", "Missing" -> "Allowed", "Input" -> Association[ "f1" -> Association[ "Type" -> "NominalVector", "Weight" -> 1, "SetSize" -> {2}]], "Output" -> Association[ "f1" -> Association["Type" -> "Nominal", "Weight" -> 1]], "Version" -> {12., 0}, "ID" -> 6284667471774777187]], MachineLearning`MLProcessor["FirstValues", Association[ "Info" -> Association[ "Type" -> "Nominal", "Weight" -> 1, "SetSize" -> 2], "Key" -> "f1", "Invertibility" -> "Perfect", "Missing" -> "Allowed"]]}, "Invertibility" -> "Perfect", "Missing" -> "Allowed"]], "ProbabilityPostprocessor" -> Identity, "Name" -> "class", "Marginal" -> Association["output1" -> 0.5, "output2" -> 0.5]], "Prior" -> Automatic, "Utility" -> SparseArray[ Automatic, {2, 3}, 0., {1, {{0, 1, 2}, {{2}, {3}}}, {1., 1.}}], "Threshold" -> 0, "TieBreaker" -> RandomChoice, "PerformanceGoal" -> Automatic, "BatchProcessing" -> Automatic, "Model" -> Association["LogProbabilitiesFunction" -> LinearLayer[ Association[ "Type" -> "Linear", "Arrays" -> Association[ "Weights" -> RawArray["Real32",{{-13.717463493347168`, 14.517847061157227`, 0.03268508240580559, -0.6527844071388245, -0.07077860832214355, \ -0.29379794001579285`, 0.08476421236991882, 0.40708044171333313`, -14.919875144958496`, 14.141423225402832`, -0.03470562398433685, -0.04779186472296715, 0.29993322491645813`, -0.46852850914001465`, 0.07158926129341125, -0.06703520566225052}}], "Biases" -> RawArray["Real32",{-0.10486844927072525`}]], "Parameters" -> Association[ "OutputDimensions" -> {1}, "$OutputSize" -> 1, "$InputSize" -> 16, "$InputDimensions" -> {16}], "Inputs" -> Association[ "Input" -> NeuralNetworks`TensorT[{16}, NeuralNetworks`RealT]], "Outputs" -> Association[ "Output" -> NeuralNetworks`TensorT[{1}, NeuralNetworks`RealT]]], Association["Version" -> "12.0.5", "Unstable" -> False]], "Processor" -> MachineLearning`MLProcessor["FirstValues", Association[ "Info" -> Association["Weight" -> 2., "Type" -> "NumericalVector"], "Key" -> "(f1f2)", "Invertibility" -> "Perfect", "Missing" -> "Allowed"]], "Method" -> "LogisticRegression", "PostProcessor" -> MachineLearning`MLProcessor["Identity"], "Options" -> Association[ "L1Regularization" -> Association["Value" -> 0, "Options" -> Association[]], "L2Regularization" -> Association["Value" -> 0.00001, "Options" -> Association[]], "OptimizationMethod" -> Association["Value" -> "LBFGS", "Options" -> Association[]], MaxIterations -> Association["Value" -> 30, "Options" -> Association[]]]], "TrainingInformation" -> Association[ "PanelCell" -> CellObject[136081], "TrainingFunction" -> Classify, "EMIterations" -> Missing["KeyAbsent", "EMIterations"], "ProcessorEntropyShift" -> 0, "PreprocessingTime" -> 0.170764`5.683941312722175, "LossName" -> "MeanCrossEntropy", "BestModelInformation" -> Dataset[ Association[ "MeanCrossEntropy" -> $CellContext`Around[ 0.5199223077025176, 0.16942134196336783`], "Accuracy" -> $CellContext`Around[0.75, 0.3061862178478973], "EvaluationTime" -> 0.0005043677773704479, "TestSize" -> 2, "ModelMemory" -> 9200., "ModelUtility" -> -0.10221802982047368`, "TrainingSize" -> 2, "TrainingTime" -> 0.029454805839487792`, "TrainingMemory" -> 167346.66666666666`, "ExperimentCount" -> 2, "MeanCrossEntropyHistory" -> { $CellContext`Around[0.5199222421484208, 0.2395980069544349], $CellContext`Around[0.5199223732566144, 0.2395979121656469]}, "AccuracyHistory" -> { $CellContext`Around[0.75, 0.4330127018922194], $CellContext`Around[0.75, 0.4330127018922194]}, "Configuration" -> { "LogisticRegression", "L1Regularization" -> 0, "L2Regularization" -> 0.00001, "OptimizationMethod" -> Automatic, MaxIterations -> 30}, "FinalTrainingSize" -> 2], TypeSystem`Struct[{ "MeanCrossEntropy", "Accuracy", "EvaluationTime", "TestSize", "ModelMemory", "ModelUtility", "TrainingSize", "TrainingTime", "TrainingMemory", "ExperimentCount", "MeanCrossEntropyHistory", "AccuracyHistory", "Configuration", "FinalTrainingSize"}, { TypeSystem`AnyType, TypeSystem`AnyType, TypeSystem`Atom[Real], TypeSystem`Atom[Integer], TypeSystem`Atom[Real], TypeSystem`Atom[Real], TypeSystem`Atom[Integer], TypeSystem`Atom[Real], TypeSystem`Atom[Real], TypeSystem`Atom[Integer], TypeSystem`Vector[TypeSystem`AnyType, 2], TypeSystem`Vector[TypeSystem`AnyType, 2], TypeSystem`Tuple[{ TypeSystem`Atom[String], TypeSystem`AnyType, TypeSystem`AnyType, TypeSystem`AnyType, TypeSystem`AnyType}], TypeSystem`Atom[Integer]}], Association["ID" -> 50856870677916]], "Configurations" -> Dataset[ Association[ Association[ "Value" -> "LogisticRegression", "Options" -> Association[ "L1Regularization" -> Association["Value" -> 0], "L2Regularization" -> Association["Value" -> 0.00001], "OptimizationMethod" -> Association["Value" -> Automatic], MaxIterations -> Association["Value" -> 30]]] -> Association["Experiments" -> { Association[ "MeanCrossEntropy" -> $CellContext`Around[ 0.5199223077025176, 0.16942134196336783`], "Accuracy" -> $CellContext`Around[0.75, 0.3061862178478973], "EvaluationTime" -> 0.0005043677773704479, "TestSize" -> 2, "ModelMemory" -> 9200., "ModelUtility" -> -0.10221802982047368`, "TrainingSize" -> 2, "TrainingTime" -> 0.029454805839487792`, "TrainingMemory" -> 167346.66666666666`, "ExperimentCount" -> 2, "MeanCrossEntropyHistory" -> { $CellContext`Around[0.5199222421484208, 0.2395980069544349], $CellContext`Around[0.5199223732566144, 0.2395979121656469]}, "AccuracyHistory" -> { $CellContext`Around[0.75, 0.4330127018922194], $CellContext`Around[0.75, 0.4330127018922194]}]}, "PredictedPerformances" -> Association[ "EvaluationTime" -> 0.0005043677773704479, "MeanCrossEntropy" -> $CellContext`Around[ 0.5199223077025176, 0.16942134196336783`], "ModelMemory" -> 9200., "TrainingMemory" -> 167346.66666666666`, "TrainingTime" -> 0.030043901956277548`], "Index" -> 1], Association[ "Value" -> "NaiveBayes", "Options" -> Association["SmoothingParameter" -> Association["Value" -> 0.2]]] -> Association["Experiments" -> { Association[ "MeanCrossEntropy" -> $CellContext`Around[ 0.6931471805599453, 0.1170476946566248], "Accuracy" -> $CellContext`Around[0.5, 0.33071891388307395`], "EvaluationTime" -> 0.00185847260746629, "TestSize" -> 2, "ModelMemory" -> 23120., "ModelUtility" -> -0.42227025607513824`, "TrainingSize" -> 2, "TrainingTime" -> 0.00630957344480193, "TrainingMemory" -> 68554.66666666666, "ExperimentCount" -> 2, "MeanCrossEntropyHistory" -> { $CellContext`Around[0.6931471805599453, 0.16553043722790364`], $CellContext`Around[ 0.6931471805599453, 0.16553043722790364`]}, "AccuracyHistory" -> { $CellContext`Around[0.25, 0.25000000000000006`], $CellContext`Around[0.75, 0.4330127018922194]}]}, "PredictedPerformances" -> Association[ "EvaluationTime" -> 0.00185847260746629, "MeanCrossEntropy" -> $CellContext`Around[ 0.6931471805599453, 0.1170476946566248], "ModelMemory" -> 23120., "TrainingMemory" -> 68554.66666666666, "TrainingTime" -> 0.006435764913697969], "Index" -> 2], Association[ "Value" -> "DecisionTree", "Options" -> Association[ "DistributionSmoothing" -> Association["Value" -> 1], "FeatureFraction" -> Association["Value" -> 1]]] -> Association["Experiments" -> { Association[ "MeanCrossEntropy" -> $CellContext`Around[ 0.6931471805599453, 0.1170476946566248], "Accuracy" -> $CellContext`Around[0.5, 0.33071891388307395`], "EvaluationTime" -> 0.0002773272545101879, "TestSize" -> 2, "ModelMemory" -> 5728., "ModelUtility" -> -0.35985931944586746`, "TrainingSize" -> 2, "TrainingTime" -> 0.009446928632017237, "TrainingMemory" -> 464765.3333333333, "ExperimentCount" -> 2, "MeanCrossEntropyHistory" -> { $CellContext`Around[0.6931471805599453, 0.16553043722790364`], $CellContext`Around[ 0.6931471805599453, 0.16553043722790364`]}, "AccuracyHistory" -> { $CellContext`Around[0.25, 0.25000000000000006`], $CellContext`Around[0.75, 0.4330127018922194]}]}, "PredictedPerformances" -> Association[ "EvaluationTime" -> 0.0002773272545101879, "MeanCrossEntropy" -> $CellContext`Around[ 0.6931471805599453, 0.1170476946566248], "ModelMemory" -> 5728., "TrainingMemory" -> 464765.3333333333, "TrainingTime" -> 0.009635867204657582], "Index" -> 3], Association[ "Value" -> "NearestNeighbors", "Options" -> Association[ "NeighborsNumber" -> Association["Value" -> Automatic], "DistributionSmoothing" -> Association["Value" -> 0.5], "NearestMethod" -> Association["Value" -> Automatic]]] -> Association["Experiments" -> { Association[ "MeanCrossEntropy" -> $CellContext`Around[ 0.5654407746184476, 0.1478331014478076], "Accuracy" -> $CellContext`Around[0.75, 0.3061862178478973], "EvaluationTime" -> 0.00037081403570794394`, "TestSize" -> 2, "ModelMemory" -> 6152., "ModelUtility" -> -0.17397589015694293`, "TrainingSize" -> 2, "TrainingTime" -> 0.004395340777571272, "TrainingMemory" -> 74290.66666666666, "ExperimentCount" -> 2, "MeanCrossEntropyHistory" -> { $CellContext`Around[0.5654407746184476, 0.20906757703516712`], $CellContext`Around[ 0.5654407746184476, 0.20906757703516712`]}, "AccuracyHistory" -> { $CellContext`Around[0.75, 0.4330127018922194], $CellContext`Around[0.75, 0.4330127018922194]}]}, "PredictedPerformances" -> Association[ "EvaluationTime" -> 0.00037081403570794394`, "MeanCrossEntropy" -> $CellContext`Around[ 0.5654407746184476, 0.1478331014478076], "ModelMemory" -> 6152., "TrainingMemory" -> 74290.66666666666, "TrainingTime" -> 0.004483247593122698], "Index" -> 4], Association[ "Value" -> "RandomForest", "Options" -> Association[ "FeatureFraction" -> Association["Value" -> Automatic], "LeafSize" -> Association["Value" -> Automatic], "TreeNumber" -> Association["Value" -> Automatic], "DistributionSmoothing" -> Association["Value" -> 0.5], "Implementation" -> Association["Value" -> Automatic]]] -> Association["Experiments" -> { Association[ "MeanCrossEntropy" -> $CellContext`Around[ 0.7401840219109932, 0.12293787802175186`], "Accuracy" -> $CellContext`Around[0.25, 0.17677669529663692`], "EvaluationTime" -> 0.0029454805839487794`, "TestSize" -> 2, "ModelMemory" -> 84984., "ModelUtility" -> -0.533527391061646, "TrainingSize" -> 2, "TrainingTime" -> 0.026364828375992903`, "TrainingMemory" -> 153786.66666666666`, "ExperimentCount" -> 2, "MeanCrossEntropyHistory" -> { $CellContext`Around[0.7251055234374163, 0.16858725138139882`], $CellContext`Around[ 0.7552625203845702, 0.17680113430176175`]}, "AccuracyHistory" -> { $CellContext`Around[0.25, 0.25000000000000006`], $CellContext`Around[0.25, 0.25000000000000006`]}]}, "PredictedPerformances" -> Association[ "EvaluationTime" -> 0.0029454805839487794`, "MeanCrossEntropy" -> $CellContext`Around[ 0.7401840219109932, 0.12293787802175186`], "ModelMemory" -> 84984., "TrainingMemory" -> 153786.66666666666`, "TrainingTime" -> 0.02689212494351276], "Index" -> 5], Association[ "Value" -> "LogisticRegression", "Options" -> Association[ "L1Regularization" -> Association["Value" -> 0], "L2Regularization" -> Association["Value" -> 10.], "OptimizationMethod" -> Association["Value" -> Automatic], MaxIterations -> Association["Value" -> 30]]] -> Association["Experiments" -> { Association[ "MeanCrossEntropy" -> $CellContext`Around[ 0.6910777701922841, 0.11705684887641254`], "Accuracy" -> $CellContext`Around[0.75, 0.3061862178478973], "EvaluationTime" -> 0.00025118864315095795`, "TestSize" -> 2, "ModelMemory" -> 9200., "ModelUtility" -> -0.35697008924907936`, "TrainingSize" -> 2, "TrainingTime" -> 0.006854143078948891, "TrainingMemory" -> 66701.33333333333, "ExperimentCount" -> 2, "MeanCrossEntropyHistory" -> { $CellContext`Around[0.6910429833353604, 0.16554381080191705`], $CellContext`Around[ 0.6911125570492077, 0.16554294108083073`]}, "AccuracyHistory" -> { $CellContext`Around[0.75, 0.4330127018922194], $CellContext`Around[0.75, 0.4330127018922194]}]}, "PredictedPerformances" -> Association[ "EvaluationTime" -> 0.00025118864315095795`, "MeanCrossEntropy" -> $CellContext`Around[ 0.6910777701922841, 0.11705684887641254`], "ModelMemory" -> 9200., "TrainingMemory" -> 66701.33333333333, "TrainingTime" -> 0.0069912259405278685`], "Index" -> 6], Association[ "Value" -> "LogisticRegression", "Options" -> Association[ "L1Regularization" -> Association["Value" -> 0], "L2Regularization" -> Association["Value" -> 100000.], "OptimizationMethod" -> Association["Value" -> Automatic], MaxIterations -> Association["Value" -> 30]]] -> Association["Experiments" -> { Association[ "MeanCrossEntropy" -> $CellContext`Around[ 0.6931469710129528, 0.11704769465671871`], "Accuracy" -> $CellContext`Around[0.75, 0.3061862178478973], "EvaluationTime" -> 0.00025118864315095795`, "TestSize" -> 2, "ModelMemory" -> 9200., "ModelUtility" -> -0.35985940506522074`, "TrainingSize" -> 2, "TrainingTime" -> 0.00630957344480193, "TrainingMemory" -> 65186.666666666664`, "ExperimentCount" -> 2, "MeanCrossEntropyHistory" -> { $CellContext`Around[0.6931469669342213, 0.16553043722804153`], $CellContext`Around[ 0.6931469750916842, 0.16553043722803118`]}, "AccuracyHistory" -> { $CellContext`Around[0.75, 0.4330127018922194], $CellContext`Around[0.75, 0.4330127018922194]}]}, "PredictedPerformances" -> Association[ "EvaluationTime" -> 0.00025118864315095795`, "MeanCrossEntropy" -> $CellContext`Around[ 0.6931469710129528, 0.11704769465671871`], "ModelMemory" -> 9200., "TrainingMemory" -> 65186.666666666664`, "TrainingTime" -> 0.006435764913697969], "Index" -> 7], Association[ "Value" -> "LogisticRegression", "Options" -> Association[ "L1Regularization" -> Association["Value" -> 0], "L2Regularization" -> Association["Value" -> 0.01], "OptimizationMethod" -> Association["Value" -> Automatic], MaxIterations -> Association["Value" -> 30]]] -> Association["Experiments" -> { Association[ "MeanCrossEntropy" -> $CellContext`Around[ 0.5393383153932374, 0.1597771779114638], "Accuracy" -> $CellContext`Around[0.75, 0.3061862178478973], "EvaluationTime" -> 0.00025118864315095795`, "TestSize" -> 2, "ModelMemory" -> 9200., "ModelUtility" -> -0.13330581889689608`, "TrainingSize" -> 2, "TrainingTime" -> 0.015848931924611134`, "TrainingMemory" -> 80048., "ExperimentCount" -> 2, "MeanCrossEntropyHistory" -> { $CellContext`Around[0.5393172260882254, 0.22597340671333951`], $CellContext`Around[0.5393594046982495, 0.225944696006231]}, "AccuracyHistory" -> { $CellContext`Around[0.75, 0.4330127018922194], $CellContext`Around[0.75, 0.4330127018922194]}]}, "PredictedPerformances" -> Association[ "EvaluationTime" -> 0.00025118864315095795`, "MeanCrossEntropy" -> $CellContext`Around[ 0.5393383153932374, 0.1597771779114638], "ModelMemory" -> 9200., "TrainingMemory" -> 80048., "TrainingTime" -> 0.016165910563103358`], "Index" -> 8], Association[ "Value" -> "LogisticRegression", "Options" -> Association[ "L1Regularization" -> Association["Value" -> 0], "L2Regularization" -> Association["Value" -> 0.0001], "OptimizationMethod" -> Association["Value" -> Automatic], MaxIterations -> Association["Value" -> 30]]] -> Association["Experiments" -> { Association[ "MeanCrossEntropy" -> $CellContext`Around[ 0.5203289943542231, 0.1692135501851447], "Accuracy" -> $CellContext`Around[0.75, 0.3061862178478973], "EvaluationTime" -> 0.00025118864315095795`, "TestSize" -> 2, "ModelMemory" -> 9200., "ModelUtility" -> -0.10287686593164258`, "TrainingSize" -> 2, "TrainingTime" -> 0.019952623149688785`, "TrainingMemory" -> 80205.33333333333, "ExperimentCount" -> 2, "MeanCrossEntropyHistory" -> { $CellContext`Around[0.5203284989037839, 0.23930445540824058`], $CellContext`Around[ 0.5203294898046622, 0.23930373980957673`]}, "AccuracyHistory" -> { $CellContext`Around[0.75, 0.4330127018922194], $CellContext`Around[0.75, 0.4330127018922194]}]}, "PredictedPerformances" -> Association[ "EvaluationTime" -> 0.00025118864315095795`, "MeanCrossEntropy" -> $CellContext`Around[ 0.5203289943542231, 0.1692135501851447], "ModelMemory" -> 9200., "TrainingMemory" -> 80205.33333333333, "TrainingTime" -> 0.02035167561268256], "Index" -> 9], Association[ "Value" -> "LogisticRegression", "Options" -> Association[ "L1Regularization" -> Association["Value" -> 0], "L2Regularization" -> Association["Value" -> 10000.], "OptimizationMethod" -> Association["Value" -> Automatic], MaxIterations -> Association["Value" -> 30]]] -> Association["Experiments" -> { Association[ "MeanCrossEntropy" -> $CellContext`Around[ 0.6931450851137355, 0.1170476946660139], "Accuracy" -> $CellContext`Around[0.75, 0.3061862178478973], "EvaluationTime" -> 0.00025118864315095795`, "TestSize" -> 2, "ModelMemory" -> 9200., "ModelUtility" -> -0.3598567731725314, "TrainingSize" -> 2, "TrainingTime" -> 0.00630957344480193, "TrainingMemory" -> 65690.66666666666, "ExperimentCount" -> 2, "MeanCrossEntropyHistory" -> { $CellContext`Around[0.693145044332649, 0.165530437241688], $CellContext`Around[0.693145125894822, 0.16553043724065555`]}, "AccuracyHistory" -> { $CellContext`Around[0.75, 0.4330127018922194], $CellContext`Around[0.75, 0.4330127018922194]}]}, "PredictedPerformances" -> Association[ "EvaluationTime" -> 0.00025118864315095795`, "MeanCrossEntropy" -> $CellContext`Around[ 0.6931450851137355, 0.1170476946660139], "ModelMemory" -> 9200., "TrainingMemory" -> 65690.66666666666, "TrainingTime" -> 0.006435764913697969], "Index" -> 10], Association[ "Value" -> "GradientBoostedTrees", "Options" -> Association[ "BoostingMethod" -> Association["Value" -> "Gradient"], MaxTrainingRounds -> Association["Value" -> 50], "LeavesNumber" -> Association["Value" -> 110], "LearningRate" -> Association["Value" -> 0.1], ValidationSet -> Association["Value" -> Automatic], "MaxBinNumber" -> Association["Value" -> 255], "ThreadNumber" -> Association["Value" -> 4], "MaxDepth" -> Association["Value" -> 6], "LeafSize" -> Association["Value" -> 15], "FeatureFraction" -> Association["Value" -> 1], "BaggingFraction" -> Association["Value" -> 1], "BaggingFrequency" -> Association["Value" -> 0], "MinGainToSplit" -> Association["Value" -> 0], "L1Regularization" -> Association["Value" -> 0], "L2Regularization" -> Association["Value" -> 0], "LossFunction" -> Association["Value" -> Automatic]]] -> Association["Experiments" -> { Association[ "MeanCrossEntropy" -> $CellContext`Around[ 0.6931471805599453, 0.1170476946566248], "Accuracy" -> $CellContext`Around[0.5, 0.33071891388307395`], "EvaluationTime" -> 0.00046682721260268026`, "TestSize" -> 2, "ModelMemory" -> 20744., "ModelUtility" -> -0.3598612570382981, "TrainingSize" -> 2, "TrainingTime" -> 0.02007924287673053, "TrainingMemory" -> 69989.33333333333, "ExperimentCount" -> 2, "MeanCrossEntropyHistory" -> { $CellContext`Around[0.6931471805599453, 0.16553043722790364`], $CellContext`Around[ 0.6931471805599453, 0.16553043722790364`]}, "AccuracyHistory" -> { $CellContext`Around[0.25, 0.25000000000000006`], $CellContext`Around[0.75, 0.4330127018922194]}]}, "PredictedPerformances" -> Association[ "EvaluationTime" -> 0.00046682721260268026`, "MeanCrossEntropy" -> $CellContext`Around[ 0.6931471805599453, 0.1170476946566248], "ModelMemory" -> 20744., "TrainingMemory" -> 69989.33333333333, "TrainingTime" -> 0.02048082773426514], "Index" -> 11], Association[ "Value" -> "GradientBoostedTrees", "Options" -> Association[ "BoostingMethod" -> Association["Value" -> "Gradient"], MaxTrainingRounds -> Association["Value" -> 50], "LeavesNumber" -> Association["Value" -> 25], "LearningRate" -> Association["Value" -> 0.1], ValidationSet -> Association["Value" -> Automatic], "MaxBinNumber" -> Association["Value" -> 255], "ThreadNumber" -> Association["Value" -> 4], "MaxDepth" -> Association["Value" -> 6], "LeafSize" -> Association["Value" -> 35], "FeatureFraction" -> Association["Value" -> 1], "BaggingFraction" -> Association["Value" -> 1], "BaggingFrequency" -> Association["Value" -> 0], "MinGainToSplit" -> Association["Value" -> 0], "L1Regularization" -> Association["Value" -> 0], "L2Regularization" -> Association["Value" -> 0], "LossFunction" -> Association["Value" -> Automatic]]] -> Association["Experiments" -> { Association[ "MeanCrossEntropy" -> $CellContext`Around[ 0.6931471805599453, 0.2340953893132496], "Accuracy" -> $CellContext`Around[0.25, 0.35355339059327384`], "EvaluationTime" -> 0.0003981071705534969, "TestSize" -> 1, "ModelMemory" -> 20744, "ModelUtility" -> -0.3920083707296649, "TrainingSize" -> 2, "TrainingTime" -> 0.007943282347242814, "TrainingMemory" -> 53584, "ExperimentCount" -> 1, "MeanCrossEntropyHistory" -> { $CellContext`Around[ 0.6931471805599453, 0.16553043722790364`]}, "AccuracyHistory" -> { $CellContext`Around[0.25, 0.25000000000000006`]}]}, "PredictedPerformances" -> Association[ "EvaluationTime" -> 0.0003981071705534969, "MeanCrossEntropy" -> $CellContext`Around[ 0.6931471805599453, 0.2340953893132496], "ModelMemory" -> 20744, "TrainingMemory" -> 53584, "TrainingTime" -> 0.00810214799418767], "Index" -> 12]], TypeSystem`Assoc[ TypeSystem`Struct[{"Value", "Options"}, { TypeSystem`Atom[ TypeSystem`Enumeration[ "DecisionTree", "GradientBoostedTrees", "LogisticRegression", "NaiveBayes", "NearestNeighbors", "RandomForest"]], TypeSystem`Assoc[TypeSystem`AnyType, TypeSystem`Struct[{"Value"}, {TypeSystem`AnyType}], TypeSystem`AnyLength]}], TypeSystem`Struct[{"Experiments", "PredictedPerformances", "Index"}, { TypeSystem`Vector[ TypeSystem`Struct[{ "MeanCrossEntropy", "Accuracy", "EvaluationTime", "TestSize", "ModelMemory", "ModelUtility", "TrainingSize", "TrainingTime", "TrainingMemory", "ExperimentCount", "MeanCrossEntropyHistory", "AccuracyHistory"}, {TypeSystem`AnyType, TypeSystem`AnyType, TypeSystem`Atom[Real], TypeSystem`Atom[Integer], TypeSystem`Atom[Real], TypeSystem`Atom[Real], TypeSystem`Atom[Integer], TypeSystem`Atom[Real], TypeSystem`Atom[Real], TypeSystem`Atom[Integer], TypeSystem`Vector[TypeSystem`AnyType, TypeSystem`AnyLength], TypeSystem`Vector[TypeSystem`AnyType, TypeSystem`AnyLength]}], 1], TypeSystem`Struct[{ "EvaluationTime", "MeanCrossEntropy", "ModelMemory", "TrainingMemory", "TrainingTime"}, { TypeSystem`Atom[Real], TypeSystem`AnyType, TypeSystem`Atom[Real], TypeSystem`Atom[Real], TypeSystem`Atom[Real]}], TypeSystem`Atom[Integer]}], 12], Association["ID" -> 50852575710620]], "MaxTrainingSize" -> 2, "PreprocessorEvaluationTime" -> 4.0615234375`2.*^-6, "PreprocessorMemory" -> 77856, "InputDimension" -> 16, "OutputDimension" -> 1, "BaselineLogProbability" -> -0.6931471805599453, "VariableBudget" -> True, "CheckpointingInfo" -> Association["Checkpointing" -> False], "UserStop" -> False, "NaturalStop" -> True, "AbortStop" -> False, "LastReportingTime" -> 3.760449179950379`16.327814713003196*^9, "RoundPartitioning" -> Dataset[{ Association[ "TrainingSizes" -> 2, "TimeBudgets" -> 0.39999999999999997`, "ElapsedTimes" -> 0.3978020000000001, "ExperimentCounts" -> 23]}, TypeSystem`Vector[ TypeSystem`Struct[{ "TrainingSizes", "TimeBudgets", "ElapsedTimes", "ExperimentCounts"}, { TypeSystem`Atom[Integer], TypeSystem`Atom[Real], TypeSystem`Atom[Real], TypeSystem`Atom[Integer]}], 1], Association[ "Origin" -> HoldComplete[GeneralUtilities`AssociationTranspose, Dataset`DatasetHandle[50861165645212]], "ID" -> 50865460612508]]], "Log" -> Association["Example" -> MachineLearning`MLDataset[ Association[ "f1" -> Association[ "Type" -> "Text", "Weight" -> 1, "Values" -> {"input1a"}, "ID" -> 8630688158323667146], "f2" -> Association[ "Type" -> "Text", "Weight" -> 1, "Values" -> {"input1b"}, "ID" -> 9008286647358548235]], Association[ "ExampleNumber" -> 1, "ExampleWeights" -> 1, "LogDensityRatios" -> 0, "RawExample" -> False]], "TrainingTime" -> 0.795037, "MaxTrainingMemory" -> 8217464, "DataMemory" -> 472, "FunctionMemory" -> 226936, "LanguageVersion" -> {12., 0}, "Date" -> DateObject[{2019, 3, 1, 17, 13, 0.480199`6.433996240476684}, "Instant", "Gregorian", 0.], "ProcessorCount" -> 4, "ProcessorType" -> "x86-64", "OperatingSystem" -> "MacOSX", "SystemWordLength" -> 64, "Evaluations" -> {}]]], Editable->False, SelectWithContents->True, Selectable->False]], "Output", CellLabel->"Out[64]=", CellID->1914039297] }, Open ]], Cell[BoxData[ InterpretationBox[Cell["\t", "ExampleDelimiter"], $Line = 0; Null]], "ExampleDelimiter", CellID->711023829], Cell[TextData[{ "Prepare an ", Cell[BoxData[ TagBox[ ButtonBox[ StyleBox["Association", "SymbolsRefLink", ShowStringCharacters->True, FontFamily->"Source Sans Pro"], BaseStyle->Dynamic[ FEPrivate`If[ CurrentValue["MouseOver"], { "Link", FontColor -> RGBColor[0.854902, 0.396078, 0.145098]}, { "Link"}]], ButtonData->"paclet:ref/Association", ContentPadding->False], MouseAppearanceTag["LinkHand"]]], "InlineFormula", FontFamily->"Source Sans Pro"], " so that ", Cell[BoxData[ TagBox[ ButtonBox[ StyleBox["Predict", "SymbolsRefLink", ShowStringCharacters->True, FontFamily->"Source Sans Pro"], BaseStyle->Dynamic[ FEPrivate`If[ CurrentValue["MouseOver"], { "Link", FontColor -> RGBColor[0.854902, 0.396078, 0.145098]}, { "Link"}]], ButtonData->"paclet:ref/Predict", ContentPadding->False], MouseAppearanceTag["LinkHand"]]], "InlineFormula", FontFamily->"Source Sans Pro"], " can learn to predict the \[OpenCurlyDoubleQuote]output\ \[CloseCurlyDoubleQuote] values:" }], "Text", CellChangeTimes->{{3.760985049615633*^9, 3.760985053396011*^9}, 3.767093949194618*^9}, CellID->2100916266], Cell[CellGroupData[{ Cell[BoxData[{ RowBox[{ RowBox[{"data", "=", "\[IndentingNewLine]", RowBox[{"{", RowBox[{ RowBox[{"<|", RowBox[{ RowBox[{"\"\\"", "\[Rule]", "11"}], ",", RowBox[{"\"\\"", "\[Rule]", "12"}], ",", RowBox[{"\"\\"", "\[Rule]", "13"}]}], "|>"}], ",", "\[IndentingNewLine]", RowBox[{"<|", RowBox[{ RowBox[{"\"\\"", "\[Rule]", "21"}], ",", RowBox[{"\"\\"", "\[Rule]", "22"}], ",", RowBox[{"\"\\"", "\[Rule]", "23"}]}], "|>"}]}], "}"}]}], ";"}], "\[IndentingNewLine]", RowBox[{"TableToTrainingSet", "[", RowBox[{"data", ",", "\"\\""}], "]"}]}], "Input", CellLabel->"In[70]:=", CellID->1173558688], Cell[BoxData[ RowBox[{"{", RowBox[{ RowBox[{ RowBox[{"\[LeftAssociation]", RowBox[{ RowBox[{"\<\"inputa\"\>", "\[Rule]", "11"}], ",", RowBox[{"\<\"inputb\"\>", "\[Rule]", "12"}]}], "\[RightAssociation]"}], "\[Rule]", "13"}], ",", RowBox[{ RowBox[{"\[LeftAssociation]", RowBox[{ RowBox[{"\<\"inputa\"\>", "\[Rule]", "21"}], ",", RowBox[{"\<\"inputb\"\>", "\[Rule]", "22"}]}], "\[RightAssociation]"}], "\[Rule]", "23"}]}], "}"}]], "Output", CellLabel->"Out[71]=", CellID->946750836] }, Open ]], Cell[CellGroupData[{ Cell[BoxData[ RowBox[{"Predict", "[", "%", "]"}]], "Input", CellLabel->"In[72]:=", CellID->162599154], Cell[BoxData[ InterpretationBox[ RowBox[{ TagBox["PredictorFunction", "SummaryHead"], "[", DynamicModuleBox[{Typeset`open$$ = False, Typeset`embedState$$ = "Ready"}, TemplateBox[{ PaneSelectorBox[{False -> GridBox[{{ PaneBox[ ButtonBox[ DynamicBox[ FEPrivate`FrontEndResource[ "FEBitmaps", "SquarePlusIconMedium"]], ButtonFunction :> (Typeset`open$$ = True), Appearance -> None, Evaluator -> Automatic, Method -> "Preemptive"], Alignment -> {Center, Center}, ImageSize -> Dynamic[{ Automatic, 3.5 (CurrentValue["FontCapHeight"]/AbsoluteCurrentValue[ Magnification])}]], GraphicsBox[{{}, {{}, { PointSize[0.125], GrayLevel[0.55], PointBox[{{-1, 1.5}, {0, 2.3}, {1, 0.8}, {2, 2}, {3, 1.3}, { 4, 4.}}]}, { GrayLevel[0.7], AbsoluteThickness[1.5], BSplineCurveBox[{{-1, 2}, {0, 2}, {1, 1}, {2, 1}, {4, 2}, {5, 4}}]}}, {}}, Axes -> {False, False}, AxesLabel -> {None, None}, AxesOrigin -> {0, 0}, BaseStyle -> {FontFamily -> "Arial", AbsoluteThickness[1.5]}, DisplayFunction -> Identity, Frame -> {{True, True}, {True, True}}, FrameLabel -> {{None, None}, {None, None}}, FrameStyle -> Directive[ Thickness[Tiny], GrayLevel[0.7]], FrameTicks -> {{None, None}, {None, None}}, GridLines -> {None, None}, LabelStyle -> {FontFamily -> "Arial"}, Method -> {"ScalingFunctions" -> None}, PlotRange -> {All, All}, PlotRangeClipping -> True, PlotRangePadding -> {{1, 1}, {1, 1}}, Ticks -> {None, None}, Axes -> False, AspectRatio -> 1, ImageSize -> Dynamic[{ Automatic, 3.5 (CurrentValue["FontCapHeight"]/AbsoluteCurrentValue[ Magnification])}], Frame -> True, FrameTicks -> None, FrameStyle -> Directive[ Opacity[0.5], Thickness[Tiny], RGBColor[0.368417, 0.506779, 0.709798]], Background -> GrayLevel[0.94]], GridBox[{{ RowBox[{ TagBox["\"Input type: \"", "SummaryItemAnnotation"], "\[InvisibleSpace]", TagBox[ RowBox[{"{", RowBox[{"\"Numerical\"", ",", "\"Numerical\""}], "}"}], "SummaryItem"]}]}, { RowBox[{ TagBox["\"Method: \"", "SummaryItemAnnotation"], "\[InvisibleSpace]", TagBox["\"LinearRegression\"", "SummaryItem"]}]}}, GridBoxAlignment -> { "Columns" -> {{Left}}, "Rows" -> {{Automatic}}}, AutoDelete -> False, GridBoxItemSize -> { "Columns" -> {{Automatic}}, "Rows" -> {{Automatic}}}, GridBoxSpacings -> {"Columns" -> {{2}}, "Rows" -> {{Automatic}}}, BaseStyle -> { ShowStringCharacters -> False, NumberMarks -> False, PrintPrecision -> 3, ShowSyntaxStyles -> False}]}}, GridBoxAlignment -> {"Rows" -> {{Top}}}, AutoDelete -> False, GridBoxItemSize -> { "Columns" -> {{Automatic}}, "Rows" -> {{Automatic}}}, BaselinePosition -> {1, 1}], True -> GridBox[{{ PaneBox[ ButtonBox[ DynamicBox[ FEPrivate`FrontEndResource[ "FEBitmaps", "SquareMinusIconMedium"]], ButtonFunction :> (Typeset`open$$ = False), Appearance -> None, Evaluator -> Automatic, Method -> "Preemptive"], Alignment -> {Center, Center}, ImageSize -> Dynamic[{ Automatic, 3.5 (CurrentValue["FontCapHeight"]/AbsoluteCurrentValue[ Magnification])}]], GraphicsBox[{{}, {{}, { PointSize[0.125], GrayLevel[0.55], PointBox[{{-1, 1.5}, {0, 2.3}, {1, 0.8}, {2, 2}, {3, 1.3}, { 4, 4.}}]}, { GrayLevel[0.7], AbsoluteThickness[1.5], BSplineCurveBox[{{-1, 2}, {0, 2}, {1, 1}, {2, 1}, {4, 2}, {5, 4}}]}}, {}}, Axes -> {False, False}, AxesLabel -> {None, None}, AxesOrigin -> {0, 0}, BaseStyle -> {FontFamily -> "Arial", AbsoluteThickness[1.5]}, DisplayFunction -> Identity, Frame -> {{True, True}, {True, True}}, FrameLabel -> {{None, None}, {None, None}}, FrameStyle -> Directive[ Thickness[Tiny], GrayLevel[0.7]], FrameTicks -> {{None, None}, {None, None}}, GridLines -> {None, None}, LabelStyle -> {FontFamily -> "Arial"}, Method -> {"ScalingFunctions" -> None}, PlotRange -> {All, All}, PlotRangeClipping -> True, PlotRangePadding -> {{1, 1}, {1, 1}}, Ticks -> {None, None}, Axes -> False, AspectRatio -> 1, ImageSize -> Dynamic[{ Automatic, 3.5 (CurrentValue["FontCapHeight"]/AbsoluteCurrentValue[ Magnification])}], Frame -> True, FrameTicks -> None, FrameStyle -> Directive[ Opacity[0.5], Thickness[Tiny], RGBColor[0.368417, 0.506779, 0.709798]], Background -> GrayLevel[0.94]], GridBox[{{ RowBox[{ TagBox["\"Input type: \"", "SummaryItemAnnotation"], "\[InvisibleSpace]", TagBox[ RowBox[{"{", RowBox[{"\"Numerical\"", ",", "\"Numerical\""}], "}"}], "SummaryItem"]}]}, { RowBox[{ TagBox["\"Method: \"", "SummaryItemAnnotation"], "\[InvisibleSpace]", TagBox["\"LinearRegression\"", "SummaryItem"]}]}, { RowBox[{ TagBox[ "\"Number of training examples: \"", "SummaryItemAnnotation"], "\[InvisibleSpace]", TagBox["2", "SummaryItem"]}]}}, GridBoxAlignment -> { "Columns" -> {{Left}}, "Rows" -> {{Automatic}}}, AutoDelete -> False, GridBoxItemSize -> { "Columns" -> {{Automatic}}, "Rows" -> {{Automatic}}}, GridBoxSpacings -> {"Columns" -> {{2}}, "Rows" -> {{Automatic}}}, BaseStyle -> { ShowStringCharacters -> False, NumberMarks -> False, PrintPrecision -> 3, ShowSyntaxStyles -> False}]}}, GridBoxAlignment -> {"Rows" -> {{Top}}}, AutoDelete -> False, GridBoxItemSize -> { "Columns" -> {{Automatic}}, "Rows" -> {{Automatic}}}, BaselinePosition -> {1, 1}]}, Dynamic[Typeset`open$$], ImageSize -> Automatic]}, "SummaryPanel"], DynamicModuleValues:>{}], "]"}], PredictorFunction[ Association[ "ExampleNumber" -> 2, "Input" -> Association["Preprocessor" -> MachineLearning`MLProcessor["ToMLDataset", Association[ "Input" -> Association[ "inputa" -> Association["Type" -> "Numerical"], "inputb" -> Association["Type" -> "Numerical"]], "Output" -> Association[ "f1" -> Association["Type" -> "Numerical", "Weight" -> 1], "f2" -> Association["Type" -> "Numerical", "Weight" -> 1]], "Preprocessor" -> MachineLearning`MLProcessor["Sequence", Association["Processors" -> { MachineLearning`MLProcessor["FromNamedFeatures", Association["FeatureNames" -> {"inputa", "inputb"}]], MachineLearning`MLProcessor["Transpose", Association["FeatureNumber" -> 2]], MachineLearning`MLProcessor["WrapMLDataset", Association[ "FeatureTypes" -> {"Numerical", "Numerical"}, "FeatureKeys" -> {"f1", "f2"}, "FeatureWeights" -> Automatic, "ExampleWeights" -> Automatic, "RawExample" -> Missing["KeyAbsent", "RawExample"]]]}]], "ScalarFeature" -> False, "Invertibility" -> "Perfect", "Missing" -> "Allowed"]], "Processor" -> MachineLearning`MLProcessor["Sequence", Association[ "Input" -> Association[ "f1" -> Association["Type" -> "Numerical", "Weight" -> 1], "f2" -> Association["Type" -> "Numerical", "Weight" -> 1]], "Output" -> Association[ "(f1f2)" -> Association["Type" -> "NumericalVector", "Weight" -> 2]], "Processors" -> { MachineLearning`MLProcessor["ToVector", Association[ "Invertibility" -> "Perfect", "Missing" -> "Allowed", "Input" -> Association[ "f1" -> Association["Type" -> "Numerical", "Weight" -> 1], "f2" -> Association["Type" -> "Numerical", "Weight" -> 1]], "Output" -> Association[ "(f1f2)" -> Association["Type" -> "NumericalVector", "Weight" -> 2]], "Version" -> {12., 0}, "ID" -> 5536596172328533319]], MachineLearning`MLProcessor["ImputeMissing", Association[ "Invertibility" -> "Perfect", "Missing" -> "Imputed", "Input" -> Association[ "(f1f2)" -> Association["Type" -> "NumericalVector", "Weight" -> 2]], "Imputer" -> (DimensionReducerFunction[ Association[ "ExampleNumber" -> 2, "Imputer" -> MachineLearning`MLProcessor["ImputeMissing", Association[ "Invertibility" -> "Perfect", "Missing" -> "Imputed", "Input" -> Association[ "f1" -> Association[ "Type" -> "NumericalVector", "Weight" -> 1]], "Fill" -> {16., 17.}, "Method" -> "Naive", "VectorLength" -> 2, "Output" -> Association[ "f1" -> Association[ "Type" -> "NumericalVector", "Weight" -> 1]], "Type" -> "NumericalVector"]], "RandomImputer" -> MachineLearning`MLProcessor["ImputeMissing", Association[ "Invertibility" -> "Perfect", "Missing" -> "Imputed", "Input" -> Association[ "f1" -> Association[ "Type" -> "NumericalVector", "Weight" -> 1]], "Mean" -> {16., 17.}, "StandardDeviation" -> {5., 5.}, "Method" -> "NaiveSampler", "VectorLength" -> 2, "Output" -> Association[ "f1" -> Association[ "Type" -> "NumericalVector", "Weight" -> 1]], "Type" -> "NumericalVector"]], "Preprocessor" -> MachineLearning`MLProcessor["ToMLDataset", Association[ "Input" -> Association[ "f1" -> Association[ "Type" -> "NumericalVector", "Length" -> 2]], "Output" -> Association[ "f1" -> Association[ "Type" -> "NumericalVector", "Weight" -> 1]], "Preprocessor" -> MachineLearning`MLProcessor["Sequence", Association["Processors" -> { MachineLearning`MLProcessor["List"], MachineLearning`MLProcessor["WrapMLDataset", Association[ "FeatureTypes" -> {"NumericalVector"}, "FeatureKeys" -> {"f1"}, "FeatureWeights" -> Automatic, "ExampleWeights" -> Automatic, "RawExample" -> Missing["KeyAbsent", "RawExample"]]]}]], "ScalarFeature" -> True, "Invertibility" -> "Perfect", "Missing" -> "Allowed"]], "Processor" -> MachineLearning`MLProcessor["Identity"], "Padder" -> MachineLearning`MLProcessor["Identity"], "PostProcessor" -> MachineLearning`MLProcessor["FromMLDataset", Association[ "DatasetFormat" -> Automatic, "Input" -> Association[ "f1" -> Association[ "Type" -> "NumericalVector", "Weight" -> 1]], "Output" -> Association[ "f1" -> Association[ "Type" -> "NumericalVector", "Length" -> 1]], "InversePreprocessor" -> MachineLearning`MLProcessor["Sequence", Association["Processors" -> { MachineLearning`MLProcessor["List"], MachineLearning`MLProcessor["WrapMLDataset", Association[ "FeatureTypes" -> {"NumericalVector"}, "FeatureKeys" -> {"f1"}, "FeatureWeights" -> {1}, "ExampleWeights" -> 1]]}]], "ScalarFeature" -> True, "Invertibility" -> "Perfect", "Missing" -> "Allowed"]], "Model" -> Association[ "Matrix" -> {{0.7071067811865475}, {0.7071067811865475}}, "Processor" -> MachineLearning`MLProcessor["Standardize", Association[ "Invertibility" -> "Perfect", "Missing" -> "Allowed", "Input" -> Association[ "f1" -> Association[ "Type" -> "NumericalVector", "Weight" -> 1]], "Mean" -> {16., 17.}, "StandardDeviation" -> {5., 5.}, "Output" -> Association[ "f1" -> Association[ "Type" -> "NumericalVector", "Weight" -> 1]]]], "FinalDimension" -> 1, "Method" -> "Linear"], "PerformanceGoal" -> Automatic, "Invertibility" -> "Approximate", "Log" -> Association[ "TrainingTime" -> 0.013505, "MaxTrainingMemory" -> 114136, "DataMemory" -> 144, "FunctionMemory" -> 21744, "LanguageVersion" -> {12., 0}, "Date" -> DateObject[{2019, 3, 1, 17, 23, 0.661411`6.573046402597594}, "Instant", "Gregorian", 0.], "ProcessorCount" -> 4, "ProcessorType" -> "x86-64", "OperatingSystem" -> "MacOSX", "SystemWordLength" -> 64, "Evaluations" -> {}]]][#, "ImputedVectors", PerformanceGoal -> "Quality"]& ), "Method" -> "DimensionReduction", "VectorLength" -> 2, "Output" -> Association[ "(f1f2)" -> Association["Type" -> "NumericalVector", "Weight" -> 2]], "Type" -> "NumericalVector", "Version" -> {12., 0}, "ID" -> 6838321603574242711]], MachineLearning`MLProcessor["Standardize", Association[ "Invertibility" -> "Perfect", "Missing" -> "Allowed", "Input" -> Association[ "(f1f2)" -> Association["Type" -> "NumericalVector", "Weight" -> 2]], "Mean" -> {16., 17.}, "StandardDeviation" -> {5., 5.}, "Output" -> Association[ "(f1f2)" -> Association["Type" -> "NumericalVector", "Weight" -> 2]], "Version" -> {12., 0}, "ID" -> 6306379520673689175]]}, "Invertibility" -> "Perfect", "Missing" -> "Imputed"]]], "Output" -> Association["Preprocessor" -> MachineLearning`MLProcessor["ToMLDataset", Association[ "Input" -> Association["f1" -> Association["Type" -> "Numerical"]], "Output" -> Association[ "f1" -> Association["Type" -> "Numerical", "Weight" -> 1]], "Preprocessor" -> MachineLearning`MLProcessor["Sequence", Association["Processors" -> { MachineLearning`MLProcessor["List"], MachineLearning`MLProcessor["WrapMLDataset", Association[ "FeatureTypes" -> {"Numerical"}, "FeatureKeys" -> {"f1"}, "FeatureWeights" -> Automatic, "ExampleWeights" -> Automatic, "RawExample" -> Missing["KeyAbsent", "RawExample"]]]}]], "ScalarFeature" -> True, "Invertibility" -> "Perfect", "Missing" -> "Allowed"]], "Processor" -> MachineLearning`MLProcessor["Sequence", Association[ "Input" -> Association[ "f1" -> Association["Type" -> "Numerical", "Weight" -> 1]], "Output" -> Association[ "f1" -> Association["Type" -> "Numerical", "Weight" -> 1]], "Processors" -> { MachineLearning`MLProcessor["ToVector", Association[ "Invertibility" -> "Perfect", "Missing" -> "Allowed", "Input" -> Association[ "f1" -> Association["Type" -> "Numerical", "Weight" -> 1]], "Output" -> Association[ "f1" -> Association[ "Type" -> "NumericalVector", "Weight" -> 1]], "Version" -> {12., 0}, "ID" -> 6914948501859350705]], MachineLearning`MLProcessor["Standardize", Association[ "Invertibility" -> "Perfect", "Missing" -> "Allowed", "Input" -> Association[ "f1" -> Association[ "Type" -> "NumericalVector", "Weight" -> 1]], "Mean" -> {18.}, "StandardDeviation" -> {5.}, "Output" -> Association[ "f1" -> Association[ "Type" -> "NumericalVector", "Weight" -> 1]], "Version" -> {12., 0}, "ID" -> 8547127370656638103]], MachineLearning`MLProcessor["FromVector", Association[ "Invertibility" -> "Perfect", "Missing" -> "Allowed", "Input" -> Association[ "f1" -> Association[ "Type" -> "NumericalVector", "Weight" -> 1]], "Output" -> Association[ "f1" -> Association["Type" -> "Numerical", "Weight" -> 1]], "Version" -> {12., 0}, "ID" -> 2267923888021740700]], MachineLearning`MLProcessor["FirstValues", Association[ "Info" -> Association["Type" -> "Numerical", "Weight" -> 1], "Key" -> "f1", "Invertibility" -> "Perfect", "Missing" -> "Allowed"]]}, "Invertibility" -> "Perfect", "Missing" -> "Allowed"]], "ProbabilityPostprocessor" -> Identity, "InverseProcessorFunction" -> (18. + 5. #& ), "ProcessorFunction" -> (-3.6 + 0.2 #& ), "Name" -> "value", "Quantiles" -> {-1., 1.}], "Prior" -> Automatic, "Utility" -> (DiracDelta[#2 - #]& ), "Threshold" -> 0, "PerformanceGoal" -> Automatic, "BatchProcessing" -> Automatic, "Model" -> Association["MeanFunction" -> LinearLayer[ Association[ "Type" -> "Linear", "Arrays" -> Association[ "Weights" -> RawArray["Real32",{{0.4999987483024597, 0.4999987483024597}}], "Biases" -> RawArray["Real32",{0.}]], "Parameters" -> Association[ "OutputDimensions" -> {1}, "$OutputSize" -> 1, "$InputSize" -> 2, "$InputDimensions" -> {2}], "Inputs" -> Association[ "Input" -> NeuralNetworks`TensorT[{2}, NeuralNetworks`RealT]], "Outputs" -> Association[ "Output" -> NeuralNetworks`TensorT[{1}, NeuralNetworks`RealT]]], Association["Version" -> "12.0.5", "Unstable" -> False]], "DistributionData" -> {NormalDistribution, 3.535560827232224*^-6}, "Processor" -> MachineLearning`MLProcessor["Sequence", Association[ "Input" -> Association[ "(f1f2)" -> Association["Type" -> "NumericalVector", "Weight" -> 2]], "Output" -> Association[ "(f1f2)" -> Association["Type" -> "NumericalVector", "Weight" -> 2]], "Processors" -> { MachineLearning`MLProcessor["Standardize", Association[ "Invertibility" -> "Perfect", "Missing" -> "Allowed", "Input" -> Association[ "(f1f2)" -> Association["Type" -> "NumericalVector", "Weight" -> 2]], "Mean" -> {0.008648283210805574, -0.005506690727316521}, "StandardDeviation" -> {1.0007101261944655`, 0.9981892224146082}, "Output" -> Association[ "(f1f2)" -> Association["Type" -> "NumericalVector", "Weight" -> 2]], "Version" -> {12., 0}, "ID" -> 5859527418941225863]], MachineLearning`MLProcessor["FirstValues", Association[ "Info" -> Association["Type" -> "NumericalVector", "Weight" -> 2], "Key" -> "(f1f2)", "Invertibility" -> "Perfect", "Missing" -> "Allowed"]]}, "Invertibility" -> "Perfect", "Missing" -> "Allowed"]], "Method" -> "LinearRegression", "PostProcessor" -> MachineLearning`MLProcessor["Identity"], "Options" -> Association[ "L1Regularization" -> Association["Value" -> 0, "Options" -> Association[]], "L2Regularization" -> Association["Value" -> 0.00001, "Options" -> Association[]], "OptimizationMethod" -> Association["Value" -> "NormalEquation", "Options" -> Association[]], MaxIterations -> Association["Value" -> 30, "Options" -> Association[]]]], "TrainingInformation" -> Association[ "PanelCell" -> CellObject[138577], "TrainingFunction" -> Predict, "EMIterations" -> Missing["KeyAbsent", "EMIterations"], "ProcessorEntropyShift" -> 1.6094379124341003`, "PreprocessingTime" -> 0.124637`5.547191980525954, "LossName" -> "StandardDeviation", "BestModelInformation" -> Dataset[ Association[ "MeanCrossEntropy" -> $CellContext`Around[-0.17211429479133522`, 4.532227113732878], "StandardDeviation" -> $CellContext`Around[ 4.564354645882105, 3.1635448133271833`], "EvaluationTime" -> 0.001995262314968879, "TestSize" -> 1, "ModelMemory" -> 15664, "ModelUtility" -> -2.4107784116597344`, "TrainingSize" -> 2, "TrainingTime" -> 0.01, "TrainingMemory" -> 62128, "ExperimentCount" -> 1, "MeanCrossEntropyHistory" -> { $CellContext`Around[-0.17211429479133522`, 3.204768525998052]}, "StandardDeviationHistory" -> { $CellContext`Around[4.564354645882105, 2.2369639900911817`]}, "Configuration" -> { "LinearRegression", "L1Regularization" -> 0, "L2Regularization" -> 0.00001, "OptimizationMethod" -> Automatic, MaxIterations -> 30}, "FinalTrainingSize" -> 2], TypeSystem`Struct[{ "MeanCrossEntropy", "StandardDeviation", "EvaluationTime", "TestSize", "ModelMemory", "ModelUtility", "TrainingSize", "TrainingTime", "TrainingMemory", "ExperimentCount", "MeanCrossEntropyHistory", "StandardDeviationHistory", "Configuration", "FinalTrainingSize"}, { TypeSystem`AnyType, TypeSystem`AnyType, TypeSystem`Atom[Real], TypeSystem`Atom[Integer], TypeSystem`Atom[Integer], TypeSystem`Atom[Real], TypeSystem`Atom[Integer], TypeSystem`Atom[Real], TypeSystem`Atom[Integer], TypeSystem`Atom[Integer], TypeSystem`Vector[TypeSystem`AnyType, 1], TypeSystem`Vector[TypeSystem`AnyType, 1], TypeSystem`Tuple[{ TypeSystem`Atom[String], TypeSystem`AnyType, TypeSystem`AnyType, TypeSystem`AnyType, TypeSystem`AnyType}], TypeSystem`Atom[Integer]}], Association["ID" -> 129884268924918]], "Configurations" -> Dataset[ Association[ Association[ "Value" -> "LinearRegression", "Options" -> Association[ "L1Regularization" -> Association["Value" -> 0], "L2Regularization" -> Association["Value" -> 0.00001], "OptimizationMethod" -> Association["Value" -> Automatic], MaxIterations -> Association["Value" -> 30]]] -> Association["Experiments" -> { Association[ "MeanCrossEntropy" -> $CellContext`Around[-0.17211429479133522`, 4.532227113732878], "StandardDeviation" -> $CellContext`Around[ 4.564354645882105, 3.1635448133271833`], "EvaluationTime" -> 0.001995262314968879, "TestSize" -> 1, "ModelMemory" -> 15664, "ModelUtility" -> -2.4107784116597344`, "TrainingSize" -> 2, "TrainingTime" -> 0.01, "TrainingMemory" -> 62128, "ExperimentCount" -> 1, "MeanCrossEntropyHistory" -> { $CellContext`Around[-0.17211429479133522`, 3.204768525998052]}, "StandardDeviationHistory" -> { $CellContext`Around[ 4.564354645882105, 2.2369639900911817`]}]}, "PredictedPerformances" -> Association[ "EvaluationTime" -> 0.001995262314968879, "ModelMemory" -> 15664, "StandardDeviation" -> $CellContext`Around[ 4.564354645882105, 3.1635448133271833`], "TrainingMemory" -> 62128, "TrainingTime" -> 0.0102], "Index" -> 1], Association[ "Value" -> "GaussianProcess", "Options" -> Association[ AssumeDeterministic -> Association["Value" -> False], "CovarianceType" -> Association[ "Value" -> None, "Options" -> Association[ "Numerical" -> Association["Value" -> "SquaredExponential"], "Nominal" -> Association["Value" -> "HammingDistance"]]], "EstimationMethod" -> Association["Value" -> "MaximumPosterior"], "OptimizationMethod" -> Association["Value" -> Automatic], "SearchMethod" -> Association["Value" -> "SimulatedAnnealing"], "InputFeatures" -> Association["Value" -> {}]]] -> Association["Experiments" -> { Association[ "MeanCrossEntropy" -> $CellContext`Around[ 2.126658877503126, 1.296529905812686], "StandardDeviation" -> $CellContext`Around[ 4.56435768955817, 3.1635365278649905`], "EvaluationTime" -> 0.0031622776601683794`, "TestSize" -> 1, "ModelMemory" -> 19456, "ModelUtility" -> -2.4569110781166996`, "TrainingSize" -> 2, "TrainingTime" -> 0.5011872336272722, "TrainingMemory" -> 24682896, "ExperimentCount" -> 1, "MeanCrossEntropyHistory" -> { $CellContext`Around[2.126658877503126, 0.9167850884113059]}, "StandardDeviationHistory" -> { $CellContext`Around[4.56435768955817, 2.23695813138468]}]}, "PredictedPerformances" -> Association[ "EvaluationTime" -> 0.0031622776601683794`, "ModelMemory" -> 19456, "StandardDeviation" -> $CellContext`Around[ 4.56435768955817, 3.1635365278649905`], "TrainingMemory" -> 24682896, "TrainingTime" -> 0.5112109782998177], "Index" -> 2], Association[ "Value" -> "DecisionTree", "Options" -> Association[ "DistributionSmoothing" -> Association["Value" -> 1], "FeatureFraction" -> Association["Value" -> 1]]] -> Association["Experiments" -> { Association[ "MeanCrossEntropy" -> $CellContext`Around[ 3.0283764456387723`, 0.2340953893132498], "StandardDeviation" -> $CellContext`Around[ 5.400617248673217, 1.9767631091308193`], "EvaluationTime" -> 0.00025118864315095795`, "TestSize" -> 1, "ModelMemory" -> 5728, "ModelUtility" -> -2.450315575327399, "TrainingSize" -> 2, "TrainingTime" -> 0.005011872336272719, "TrainingMemory" -> 63368, "ExperimentCount" -> 1, "MeanCrossEntropyHistory" -> { $CellContext`Around[ 3.0283764456387723`, 0.16553043722790378`]}, "StandardDeviationHistory" -> { $CellContext`Around[ 5.400617248673217, 1.3977825992658055`]}]}, "PredictedPerformances" -> Association[ "EvaluationTime" -> 0.00025118864315095795`, "ModelMemory" -> 5728, "StandardDeviation" -> $CellContext`Around[ 5.400617248673217, 1.9767631091308193`], "TrainingMemory" -> 63368, "TrainingTime" -> 0.005112109782998174], "Index" -> 3], Association[ "Value" -> "NearestNeighbors", "Options" -> Association[ "NeighborsNumber" -> Association["Value" -> Automatic], "DistributionSmoothing" -> Association["Value" -> 0.5], "NearestMethod" -> Association["Value" -> Automatic]]] -> Association[ "Experiments" -> {}, "PredictedPerformances" -> Association[ "EvaluationTime" -> 1, "ModelMemory" -> 1, "StandardDeviation" -> 1, "TrainingMemory" -> 1, "TrainingTime" -> 1], "Index" -> 4], Association[ "Value" -> "RandomForest", "Options" -> Association[ "FeatureFraction" -> Association["Value" -> Automatic], "LeafSize" -> Association["Value" -> Automatic], "TreeNumber" -> Association["Value" -> Automatic], "DistributionSmoothing" -> Association["Value" -> 0.5], "Implementation" -> Association["Value" -> Automatic]]] -> Association[ "Experiments" -> {}, "PredictedPerformances" -> Association[ "EvaluationTime" -> 1, "ModelMemory" -> 1, "StandardDeviation" -> 1, "TrainingMemory" -> 1, "TrainingTime" -> 1], "Index" -> 5], Association[ "Value" -> "LinearRegression", "Options" -> Association[ "L1Regularization" -> Association["Value" -> 0], "L2Regularization" -> Association["Value" -> 10.], "OptimizationMethod" -> Association["Value" -> Automatic], MaxIterations -> Association["Value" -> 30]]] -> Association[ "Experiments" -> {}, "PredictedPerformances" -> Association[ "EvaluationTime" -> 1, "ModelMemory" -> 1, "StandardDeviation" -> 1, "TrainingMemory" -> 1, "TrainingTime" -> 1], "Index" -> 6], Association[ "Value" -> "LinearRegression", "Options" -> Association[ "L1Regularization" -> Association["Value" -> 0], "L2Regularization" -> Association["Value" -> 100000.], "OptimizationMethod" -> Association["Value" -> Automatic], MaxIterations -> Association["Value" -> 30]]] -> Association[ "Experiments" -> {}, "PredictedPerformances" -> Association[ "EvaluationTime" -> 1, "ModelMemory" -> 1, "StandardDeviation" -> 1, "TrainingMemory" -> 1, "TrainingTime" -> 1], "Index" -> 7], Association[ "Value" -> "LinearRegression", "Options" -> Association[ "L1Regularization" -> Association["Value" -> 0], "L2Regularization" -> Association["Value" -> 0.01], "OptimizationMethod" -> Association["Value" -> Automatic], MaxIterations -> Association["Value" -> 30]]] -> Association[ "Experiments" -> {}, "PredictedPerformances" -> Association[ "EvaluationTime" -> 1, "ModelMemory" -> 1, "StandardDeviation" -> 1, "TrainingMemory" -> 1, "TrainingTime" -> 1], "Index" -> 8], Association[ "Value" -> "LinearRegression", "Options" -> Association[ "L1Regularization" -> Association["Value" -> 0], "L2Regularization" -> Association["Value" -> 0.0001], "OptimizationMethod" -> Association["Value" -> Automatic], MaxIterations -> Association["Value" -> 30]]] -> Association[ "Experiments" -> {}, "PredictedPerformances" -> Association[ "EvaluationTime" -> 1, "ModelMemory" -> 1, "StandardDeviation" -> 1, "TrainingMemory" -> 1, "TrainingTime" -> 1], "Index" -> 9], Association[ "Value" -> "LinearRegression", "Options" -> Association[ "L1Regularization" -> Association["Value" -> 0], "L2Regularization" -> Association["Value" -> 10000.], "OptimizationMethod" -> Association["Value" -> Automatic], MaxIterations -> Association["Value" -> 30]]] -> Association[ "Experiments" -> {}, "PredictedPerformances" -> Association[ "EvaluationTime" -> 1, "ModelMemory" -> 1, "StandardDeviation" -> 1, "TrainingMemory" -> 1, "TrainingTime" -> 1], "Index" -> 10]], TypeSystem`Assoc[ TypeSystem`Struct[{"Value", "Options"}, { TypeSystem`Atom[ TypeSystem`Enumeration[ "DecisionTree", "GaussianProcess", "LinearRegression", "NearestNeighbors", "RandomForest"]], TypeSystem`Assoc[TypeSystem`AnyType, TypeSystem`Struct[{"Value", "Options"}, {TypeSystem`AnyType, TypeSystem`Assoc[ TypeSystem`Atom[String], TypeSystem`Struct[{"Value"}, { TypeSystem`Atom[String]}], 2]}], TypeSystem`AnyLength]}], TypeSystem`Struct[{"Experiments", "PredictedPerformances", "Index"}, { TypeSystem`Vector[ TypeSystem`Struct[{ "MeanCrossEntropy", "StandardDeviation", "EvaluationTime", "TestSize", "ModelMemory", "ModelUtility", "TrainingSize", "TrainingTime", "TrainingMemory", "ExperimentCount", "MeanCrossEntropyHistory", "StandardDeviationHistory"}, { TypeSystem`AnyType, TypeSystem`AnyType, TypeSystem`Atom[Real], TypeSystem`Atom[Integer], TypeSystem`Atom[Integer], TypeSystem`Atom[Real], TypeSystem`Atom[Integer], TypeSystem`Atom[Real], TypeSystem`Atom[Integer], TypeSystem`Atom[Integer], TypeSystem`Vector[TypeSystem`AnyType, 1], TypeSystem`Vector[TypeSystem`AnyType, 1]}], TypeSystem`AnyLength], TypeSystem`Struct[{ "EvaluationTime", "ModelMemory", "StandardDeviation", "TrainingMemory", "TrainingTime"}, { TypeSystem`Atom[Real], TypeSystem`Atom[Integer], TypeSystem`AnyType, TypeSystem`Atom[Integer], TypeSystem`Atom[Real]}], TypeSystem`Atom[Integer]}], 10], Association["ID" -> 129879973957622]], "MaxTrainingSize" -> 2, "PreprocessorEvaluationTime" -> 4.26513671875`2.*^-6, "PreprocessorMemory" -> 39912, "InputDimension" -> 2, "OutputDimension" -> 1, "BaselineLogProbability" -> -1.4189385332046727`, "VariableBudget" -> True, "CheckpointingInfo" -> Association["Checkpointing" -> False], "UserStop" -> False, "NaturalStop" -> True, "AbortStop" -> False, "LastReportingTime" -> 3.760449781670174`16.327814782495842*^9, "RoundPartitioning" -> Dataset[{ Association[ "TrainingSizes" -> 2, "TimeBudgets" -> 0.561381314156446, "ElapsedTimes" -> 0.761775, "ExperimentCounts" -> 3]}, TypeSystem`Vector[ TypeSystem`Struct[{ "TrainingSizes", "TimeBudgets", "ElapsedTimes", "ExperimentCounts"}, { TypeSystem`Atom[Integer], TypeSystem`Atom[Real], TypeSystem`Atom[Real], TypeSystem`Atom[Integer]}], 1], Association[ "Origin" -> HoldComplete[GeneralUtilities`AssociationTranspose, Dataset`DatasetHandle[129888563892214]], "ID" -> 129892858859510]]], "Log" -> Association["Example" -> MachineLearning`MLDataset[ Association[ "f1" -> Association[ "Type" -> "Numerical", "Weight" -> 1, "Values" -> {11}, "ID" -> 8630688158323667146], "f2" -> Association[ "Type" -> "Numerical", "Weight" -> 1, "Values" -> {12}, "ID" -> 9008286647358548235]], Association[ "ExampleNumber" -> 1, "ExampleWeights" -> 1, "LogDensityRatios" -> 0, "RawExample" -> False]], "TrainingTime" -> 1.070786, "MaxTrainingMemory" -> 25539376, "DataMemory" -> 1048, "FunctionMemory" -> 160184, "LanguageVersion" -> {12., 0}, "Date" -> DateObject[{2019, 3, 1, 17, 23, 1.707381`6.98490543310354}, "Instant", "Gregorian", 0.], "ProcessorCount" -> 4, "ProcessorType" -> "x86-64", "OperatingSystem" -> "MacOSX", "SystemWordLength" -> 64, "Evaluations" -> {}]]], Editable->False, SelectWithContents->True, Selectable->False]], "Output", CellLabel->"Out[72]=", CellID->204786531] }, Open ]] }, Open ]] }, Open ]], Cell[CellGroupData[{ Cell["Source & Additional Information", "Section", CellTags->"Source & Additional Information", CellID->348526984], Cell[CellGroupData[{ Cell[TextData[{ "Contributed By", Cell[BoxData[ TemplateBox[{"Contributed By", Cell[ BoxData[ FrameBox[ Cell[ "Enter the name of the person, people or organization that should be \ publicly credited with contributing this function.", "MoreInfoText"], Background -> GrayLevel[0.95], FrameMargins -> 20, FrameStyle -> GrayLevel[0.9], RoundingRadius -> 5]], "MoreInfoText", Deletable -> True, CellTags -> {"SectionMoreInfoContributedBy"}, CellMargins -> {{66, 66}, {15, 15}}]}, "MoreInfoOpenerButtonTemplate"]]] }], "Subsection", Editable->False, Deletable->False, DefaultNewCellStyle->"Text", CellTags->{"Contributed By", "ContributorInformation", "TemplateCellGroup"}, CellID->581484318], Cell["Jon McLoone", "Text"] }, Open ]], Cell[CellGroupData[{ Cell[TextData[{ "Keywords", Cell[BoxData[ TemplateBox[{"Keywords", Cell[ BoxData[ FrameBox[ Cell[ "List relevant terms (e.g. functional areas, algorithm names, related \ concepts) that should be used to include the function in search results.", "MoreInfoText"], Background -> GrayLevel[0.95], FrameMargins -> 20, FrameStyle -> GrayLevel[0.9], RoundingRadius -> 5]], "MoreInfoText", Deletable -> True, CellTags -> {"SectionMoreInfoKeywords"}, CellMargins -> {{66, 66}, {15, 15}}]}, "MoreInfoOpenerButtonTemplate"]]] }], "Subsection", Editable->False, Deletable->False, DefaultNewCellStyle->"Item", CellTags->{"Keywords", "TemplateCellGroup"}, CellID->234953024], Cell["data preparation", "Item"], Cell["machine learning", "Item"] }, Open ]], Cell[CellGroupData[{ Cell["Categories", "Subsection", DefaultNewCellStyle->"Item", CellTags->{"Categories", "TemplateCellGroup"}, CellID->360699210], Cell["Data Manipulation & Analysis", "Item"], Cell["Machine Learning", "Item"] }, Open ]], Cell[CellGroupData[{ Cell[TextData[{ "Related Symbols", Cell[BoxData[ TemplateBox[{"Related Symbols", Cell[ BoxData[ FrameBox[ Cell[ "List up to twenty documented, system-level Wolfram Language symbols \ related to the function.", "MoreInfoText"], Background -> GrayLevel[0.95], FrameMargins -> 20, FrameStyle -> GrayLevel[0.9], RoundingRadius -> 5]], "MoreInfoText", Deletable -> True, CellTags -> {"SectionMoreInfoRelatedSymbols"}, CellMargins -> {{66, 66}, {15, 15}}]}, "MoreInfoOpenerButtonTemplate"]]] }], "Subsection", Editable->False, Deletable->False, DefaultNewCellStyle->"Item", CellTags->{"Related Symbols", "TemplateCellGroup"}, CellID->787980732], Cell["Predict", "Item"], Cell["Classify", "Item"], Cell["NetTrain", "Item"] }, Open ]], Cell[CellGroupData[{ Cell[TextData[{ "Related Resource Objects", Cell[BoxData[ TemplateBox[{"Related Resource Objects", Cell[ BoxData[ FrameBox[ Cell[ "List the names of published resource objects from any Wolfram \ repository that are related to this function.", "MoreInfoText"], Background -> GrayLevel[0.95], FrameMargins -> 20, FrameStyle -> GrayLevel[0.9], RoundingRadius -> 5]], "MoreInfoText", Deletable -> True, CellTags -> {"SectionMoreInfoRelatedResourceObjects"}, CellMargins -> {{66, 66}, {15, 15}}]}, "MoreInfoOpenerButtonTemplate"]]] }], "Subsection", Editable->False, Deletable->False, DefaultNewCellStyle->"Item", CellTags->{"Related Resource Objects", "TemplateCellGroup"}, CellID->202501204], Cell["TestTrainSplit", "Item"] }, Open ]], Cell[CellGroupData[{ Cell[TextData[{ "Source/Reference Citation", Cell[BoxData[ TemplateBox[{"Source/Reference Citation", Cell[ BoxData[ FrameBox[ Cell[ "Give a bibliographic-style citation for the original source of the \ function and/or its components (e.g. a published paper, algorithm, or code \ repository).", "MoreInfoText"], Background -> GrayLevel[0.95], FrameMargins -> 20, FrameStyle -> GrayLevel[0.9], RoundingRadius -> 5]], "MoreInfoText", Deletable -> True, CellTags -> {"SectionMoreInfoSourceReferenceCitation"}, CellMargins -> {{66, 66}, {15, 15}}]}, "MoreInfoOpenerButtonTemplate"]]] }], "Subsection", Editable->False, Deletable->False, DefaultNewCellStyle->"Text", CellTags->{"Source/Reference Citation", "TemplateCellGroup"}, CellID->720896096], Cell["Source, reference or citation information", "Text", CellEventActions->{Inherited, {"KeyDown", "\t"} :> Replace[SelectionMove[ SelectedNotebook[], After, Cell]; NotebookFind[ SelectedNotebook[], "TabNext", Next, CellTags, AutoScroll -> True, WrapAround -> True], Blank[NotebookSelection] :> SelectionMove[ SelectedNotebook[], All, CellContents, AutoScroll -> True]], PassEventsDown -> False, PassEventsUp -> False}, CellTags->"TabNext", CellID->343081869] }, Open ]], Cell[CellGroupData[{ Cell[TextData[{ "Links", Cell[BoxData[ TemplateBox[{"Links", Cell[ BoxData[ FrameBox[ Cell[ "List additional URLs or hyperlinks for external information related \ to the function.", "MoreInfoText"], Background -> GrayLevel[0.95], FrameMargins -> 20, FrameStyle -> GrayLevel[0.9], RoundingRadius -> 5]], "MoreInfoText", Deletable -> True, CellTags -> {"SectionMoreInfoLinks"}, CellMargins -> {{66, 66}, {15, 15}}]}, "MoreInfoOpenerButtonTemplate"]]] }], "Subsection", Editable->False, Deletable->False, DefaultNewCellStyle->"Item", CellTags->{"Links", "TemplateCellGroup"}, CellID->282884713], Cell["Link to other related material", "Item", CellEventActions->{Inherited, {"KeyDown", "\t"} :> Replace[SelectionMove[ SelectedNotebook[], After, Cell]; NotebookFind[ SelectedNotebook[], "TabNext", Next, CellTags, AutoScroll -> True, WrapAround -> True], Blank[NotebookSelection] :> SelectionMove[ SelectedNotebook[], All, CellContents, AutoScroll -> True]], PassEventsDown -> False, PassEventsUp -> False}, CellTags->"TabNext", CellID->485448166] }, Open ]], Cell[CellGroupData[{ Cell[TextData[{ "Tests", Cell[BoxData[ TemplateBox[{"Tests", Cell[ BoxData[ FrameBox[ Cell[ "Specify an optional list of tests for verifying that the function is \ working properly in any environment. Tests can be specified as Input/Output \ cell pairs or as symbolic VerificationTest expressions for including \ additional options.", "MoreInfoText"], Background -> GrayLevel[0.95], FrameMargins -> 20, FrameStyle -> GrayLevel[0.9], RoundingRadius -> 5]], "MoreInfoText", Deletable -> True, CellTags -> {"SectionMoreInfoTests"}, CellMargins -> {{66, 66}, {15, 15}}]}, "MoreInfoOpenerButtonTemplate"]]] }], "Subsection", Editable->False, Deletable->False, DefaultNewCellStyle->"Input", CellTags->{"TemplateCellGroup", "Tests", "VerificationTests"}, CellID->899735658], Cell[CellGroupData[{ Cell[BoxData[ RowBox[{"MyFunction", "[", RowBox[{"x", ",", "y"}], "]"}]], "Input", CellLabel->"In[3]:=", CellID->667877521], Cell[BoxData[ RowBox[{"x", " ", "y"}]], "Output", CellLabel->"Out[3]=", CellID->993233288] }, Open ]] }, Open ]] }, Closed]], Cell[CellGroupData[{ Cell["Author Notes", "Section", DefaultNewCellStyle->"Text", CellTags->{"Author Notes", "TemplateCellGroup"}, CellID->871584409], Cell["Additional information about limitations, issues, etc.", "Text", CellEventActions->{Inherited, {"KeyDown", "\t"} :> Replace[SelectionMove[ SelectedNotebook[], After, Cell]; NotebookFind[ SelectedNotebook[], "TabNext", Next, CellTags, AutoScroll -> True, WrapAround -> True], Blank[NotebookSelection] :> SelectionMove[ SelectedNotebook[], All, CellContents, AutoScroll -> True]], PassEventsDown -> False, PassEventsUp -> False}, CellTags->"TabNext", CellID->567921317] }, Open ]], Cell[CellGroupData[{ Cell[TextData[{ "Submission Notes", Cell[BoxData[ TemplateBox[{"Submission Notes", Cell[ BoxData[ FrameBox[ Cell[ "Enter any additional information that you would like to communicate \ to the reviewer here. This section will not be included in the published \ resource.", "MoreInfoText"], Background -> GrayLevel[0.95], FrameMargins -> 20, FrameStyle -> GrayLevel[0.9], RoundingRadius -> 5]], "MoreInfoText", Deletable -> True, CellTags -> {"SectionMoreInfoSubmissionNotes"}, CellMargins -> {{66, 66}, {15, 15}}]}, "MoreInfoOpenerButtonTemplate"]]] }], "Section", Editable->False, Deletable->False, DefaultNewCellStyle->"Text", CellTags->{"Submission Notes", "TemplateCellGroup"}, CellID->22658912], Cell["Additional information for the reviewer.", "Text", CellEventActions->{Inherited, {"KeyDown", "\t"} :> Replace[SelectionMove[ SelectedNotebook[], After, Cell]; NotebookFind[ SelectedNotebook[], "TabNext", Next, CellTags, AutoScroll -> True, WrapAround -> True], Blank[NotebookSelection] :> SelectionMove[ SelectedNotebook[], All, CellContents, AutoScroll -> True]], PassEventsDown -> False, PassEventsUp -> False}, CellTags->"TabNext", CellID->920818074] }, Open ]] }, WindowSize->Automatic, WindowMargins->Automatic, TaggingRules->{ "ResourceType" -> "Function", "ResourceCreateNotebook" -> True, "TemplateVersion" -> "1.3.1", "CreationTimestamp" -> 3.802517869693549`16.332646252829385*^9, "UpdatedTimestamp" -> 3.802517869693615`16.33264625282939*^9}, CreateCellID->True, FrontEndVersion->"12.1 for Linux x86 (64-bit) (March 18, 2020)", StyleDefinitions->Notebook[{ Cell[ StyleData[StyleDefinitions -> "Default.nb"]], Cell[ StyleData[All, "Working"], DockedCells -> { Cell[ BoxData[ TemplateBox[{}, "MainGridTemplate"]], "DockedCell", CellMargins -> {{-10, -10}, {-8, -8}}, CellFrame -> 0, Background -> RGBColor[0.9216, 0.3412, 0.1059], CellTags -> {"MainDockedCell"}], Cell[ BoxData[ TemplateBox[{}, "ToolsGridTemplate"]], "DockedCell", TaggingRules -> {"Tools" -> True}, CellTags -> {"ToolbarDockedCell"}, CellFrameMargins -> {{39, 5}, {2, 2}}, CellFrame -> {{0, 0}, {1, 0}}, CellOpen -> Dynamic[ CurrentValue[ EvaluationNotebook[], {TaggingRules, "ToolsOpen"}, True]]]}, AutoQuoteCharacters -> {}], Cell[ StyleData["Item"], DefaultNewCellStyle -> "Item"], Cell[ StyleData["MoreInfoText", StyleDefinitions -> StyleData["Text"]], FontColor -> GrayLevel[0.25]], Cell[ StyleData["ErrorText", StyleDefinitions -> StyleData["Text"]], ShowCellBracket -> False, CellMargins -> {{66, Inherited}, {10, 10}}, CellElementSpacings -> {"CellMinHeight" -> 0, "ClosedCellHeight" -> 0}, FontWeight -> Bold, FontColor -> RGBColor[1, 0, 0]], Cell[ StyleData["WarningText", StyleDefinitions -> StyleData["Text"]], ShowCellBracket -> False, CellMargins -> {{66, 35}, {0, 0}}, FontSize -> 14, GridBoxOptions -> {BaseStyle -> {}}], Cell[ StyleData["ButtonText"], FontFamily -> "Sans Serif", FontSize -> 11, FontWeight -> Bold, FontColor -> RGBColor[0.4588, 0.4588, 0.4588]], Cell[ StyleData["MoreInfoOpenerIconTemplate"], TemplateBoxOptions -> { DisplayFunction -> (PaneSelectorBox[{False -> GraphicsBox[{ Thickness[0.0909], StyleBox[{ JoinedCurveBox[{{{1, 4, 3}, {1, 3, 3}, {1, 3, 3}, {1, 3, 3}, {1, 3, 3}, {1, 3, 3}, {1, 3, 3}, {1, 3, 3}}}, CompressedData[" 1:eJxTTMoPSmVmYGBgBGJJIGYC4oSnF5RuVyo58OlumvteXcQBxj//Pfjx0tkS Dp8u+SYJzFB0MORYIxP1RMZhgZT+XRU2BTgNE4epg+nDZe6cIwobijL44Xyg 7hTr+2xw/f2HvmrE9DPAzQcp+1n3xR5mz8MqkXXuD1/Zw+yB8WH2wPgwe2D6 YfbAzIfRMHGYOpg+XOai2wtzF0w/zN0w82H+gtmDKxxg9gAARU63WA== "], CurveClosed -> {1}]}, { JoinForm[{"Miter", 3.25}], Thickness[0.0458], RGBColor[0.6274, 0.6274, 0.6274, 1.]}, StripOnInput -> False], StyleBox[{ FilledCurveBox[{{{1, 4, 3}, {1, 3, 3}, {1, 3, 3}, {1, 3, 3}, {1, 3, 3}, {1, 3, 3}, {1, 3, 3}, {1, 3, 3}}, {{0, 2, 0}, {0, 1, 0}, {0, 1, 0}, {0, 1, 0}, {1, 3, 3}, {1, 3, 3}, {0, 1, 0}, {1, 3, 3}, {1, 3, 3}, {0, 1, 0}, {0, 1, 0}, {0, 1, 0}, {0, 1, 0}, {0, 1, 0}, {0, 1, 0}, {1, 3, 3}, {1, 3, 3}, {0, 1, 0}}}, {CompressedData[" 1:eJxTTMoPSmViYGCQBGIQ3b48/JRRi4jD3qBpin2m0g5n6j32194VhvNZnvdo vPUVdoh2sntxM0faQfiT4/m0q0IOQNnSwtvSDmxCIvbHYoQcLjHcY+L0knGQ 5n2gO0FByEEnVfJRxHUEvyM59o5bsyycz+jbwuuvLwfXrzL9/4S63XJw86+F vdHfrS4Pt38x4x5WoSnycPe9e33AUvmUvAPM/TD+46WzjygYiML5+R9aT4Yc FIXr/7QhIHuWuRjc/LJCoIvWisHt14zpP/T1hRjcfTA+zP0wPsx/MP0w/8PM h4UPzH5Y+MHcBwtf9PAHAM3Qoi4= "], CompressedData[" 1:eJxTTMoPSmViYGCQB2IQXTFnkfJOGwmHsNp125Lq2R1g/G8aMf2HvrI4KP39 VvrgjgAGH6b+c19wicp0IQf5LzlhtXoccL6BzzIut6WcaPLccP5W0d+n353k gfM99tfKWqTzwflL9x4UV7vMD+c3FbtN+dYmAOd/2hCQPeu7IJz/KEJ8+8UD QnC+Jsi5GcJw/uOls48ofEDw571ffsy7XATO/xEMVMEiCudffZ6l/W26qMPh y9qpkosEHN7Os9G5cgvBXwY0bsMnMQfN0wLHd1mIOQTtkGt9fVHCAehKtvgZ Yg5XK16qGXYg+DWJRqEGWSJwPsw/MD7MvzD+oi3mPw6l8MH5ORVVS3UO88D5 /1K/P0lU5EaYDw4QTjgfFh/o8QsASQbXkQ== "]}]}, { FaceForm[ RGBColor[0.6274, 0.6274, 0.6274, 1.]]}, StripOnInput -> False]}, ImageSize -> {11., 11.}, PlotRange -> {{0., 11.}, {0., 11.}}, AspectRatio -> Automatic], True -> GraphicsBox[{ Thickness[0.0909], StyleBox[{ JoinedCurveBox[{{{1, 4, 3}, {1, 3, 3}, {1, 3, 3}, {1, 3, 3}, {1, 3, 3}, {1, 3, 3}, {1, 3, 3}, {1, 3, 3}}}, CompressedData[" 1:eJxTTMoPSmVmYGBgBGJJIGYC4oSnF5RuVyo58OlumvteXcQBxj//Pfjx0tkS Dp8u+SYJzFB0MORYIxP1RMZhgZT+XRU2BTgNE4epg+nDZe6cIwobijL44Xyg 7hTr+2xw/f2HvmrE9DPAzQcp+1n3xR5mz8MqkXXuD1/Zw+yB8WH2wPgwe2D6 YfbAzIfRMHGYOpg+XOai2wtzF0w/zN0w82H+gtmDKxxg9gAARU63WA== "], CurveClosed -> {1}]}, { JoinForm[{"Miter", 3.25}], Thickness[0.0458], RGBColor[0.5, 0.5, 0.5, 1.]}, StripOnInput -> False], StyleBox[{ FilledCurveBox[{{{1, 4, 3}, {1, 3, 3}, {1, 3, 3}, {1, 3, 3}, {1, 3, 3}, {1, 3, 3}, {1, 3, 3}, {1, 3, 3}}}, CompressedData[" 1:eJxTTMoPSmVmYGBgBGJJIGYC4oSnF5RuVyo58OlumvteXcQBxj//Pfjx0tkS Dp8u+SYJzFB0MORYIxP1RMZhgZT+XRU2BTgNE4epg+nDZe6cIwobijL44Xyg 7hTr+2xw/f2HvmrE9DPAzQcp+1n3xR5mz8MqkXXuD1/Zw+yB8WH2wPgwe2D6 YfbAzIfRMHGYOpg+XOai2wtzF0w/zN0w82H+gtmDKxxg9gAARU63WA== "]]}, { FaceForm[ RGBColor[0.5, 0.5, 0.5, 1.]]}, StripOnInput -> False], StyleBox[{ FilledCurveBox[{{{1, 4, 3}, {1, 3, 3}, {1, 3, 3}, {1, 3, 3}, {1, 3, 3}, {1, 3, 3}, {1, 3, 3}, {1, 3, 3}}, {{0, 2, 0}, {0, 1, 0}, {0, 1, 0}, {0, 1, 0}, {1, 3, 3}, {1, 3, 3}, {0, 1, 0}, {1, 3, 3}, {1, 3, 3}, {0, 1, 0}, {0, 1, 0}, {0, 1, 0}, {0, 1, 0}, {0, 1, 0}, {0, 1, 0}, {1, 3, 3}, {1, 3, 3}, {0, 1, 0}}}, {CompressedData[" 1:eJxTTMoPSmViYGCQBGIQ3b48/JRRi4jD3qBpin2m0g5n6j32194VhvNZnvdo vPUVdoh2sntxM0faQfiT4/m0q0IOQNnSwtvSDmxCIvbHYoQcLjHcY+L0knGQ 5n2gO0FByEEnVfJRxHUEvyM59o5bsyycz+jbwuuvLwfXrzL9/4S63XJw86+F vdHfrS4Pt38x4x5WoSnycPe9e33AUvmUvAPM/TD+46WzjygYiML5+R9aT4Yc FIXr/7QhIHuWuRjc/LJCoIvWisHt14zpP/T1hRjcfTA+zP0wPsx/MP0w/8PM h4UPzH5Y+MHcBwtf9PAHAM3Qoi4= "], CompressedData[" 1:eJxTTMoPSmViYGCQB2IQXTFnkfJOGwmHsNp125Lq2R1g/G8aMf2HvrI4KP39 VvrgjgAGH6b+c19wicp0IQf5LzlhtXoccL6BzzIut6WcaPLccP5W0d+n353k gfM99tfKWqTzwflL9x4UV7vMD+c3FbtN+dYmAOd/2hCQPeu7IJz/KEJ8+8UD QnC+Jsi5GcJw/uOls48ofEDw571ffsy7XATO/xEMVMEiCudffZ6l/W26qMPh y9qpkosEHN7Os9G5cgvBXwY0bsMnMQfN0wLHd1mIOQTtkGt9fVHCAehKtvgZ Yg5XK16qGXYg+DWJRqEGWSJwPsw/MD7MvzD+oi3mPw6l8MH5ORVVS3UO88D5 /1K/P0lU5EaYDw4QTjgfFh/o8QsASQbXkQ== "]}]}, { FaceForm[ RGBColor[1., 1., 1., 1.]]}, StripOnInput -> False]}, ImageSize -> {11., 11.}, PlotRange -> {{0., 11.}, {0., 11.}}, AspectRatio -> Automatic]}, Dynamic[ CurrentValue["MouseOver"]], ImageSize -> Automatic, FrameMargins -> 0]& )}], Cell[ StyleData["MoreInfoOpenerButtonTemplate"], TemplateBoxOptions -> {DisplayFunction -> (AdjustmentBox[ ButtonBox[ TemplateBox[{ TemplateBox[{}, "MoreInfoOpenerIconTemplate"], "\"Click for more information\""}, "PrettyTooltipTemplate"], ButtonFunction :> (NotebookDelete[ CurrentValue[ ParentCell[ EvaluationCell[]], {TaggingRules, "AttachedMoreInfoCell"}]]; If[ And[ MatchQ[ CurrentValue[ ParentCell[ EvaluationCell[]], {TaggingRules, "AttachedMoreInfoCell"}], Blank[CellObject]], CurrentValue[ ParentCell[ EvaluationCell[]], { TaggingRules, "AttachedMoreInfoTag"}] === #], CurrentValue[ ParentCell[ EvaluationCell[]], {TaggingRules, "AttachedMoreInfoCell"}] = Inherited; CurrentValue[ ParentCell[ EvaluationCell[]], {TaggingRules, "AttachedMoreInfoTag"}] = Inherited; Null, CurrentValue[ ParentCell[ EvaluationCell[]], {TaggingRules, "AttachedMoreInfoTag"}] = #; CurrentValue[ ParentCell[ EvaluationCell[]], {TaggingRules, "AttachedMoreInfoCell"}] = MathLink`CallFrontEnd[ FrontEnd`AttachCell[ ParentCell[ EvaluationCell[]], #2, "Inline", "ClosingActions" -> {"ParentChanged", "EvaluatorQuit"}]]]), Appearance -> None, Evaluator -> Automatic, Method -> "Preemptive"], BoxBaselineShift -> -0.5, BoxMargins -> 0.2]& )}], Cell[ StyleData["InlineMoreInfoOpenerButtonTemplate"], TemplateBoxOptions -> {DisplayFunction -> (AdjustmentBox[ ButtonBox[ TemplateBox[{ TemplateBox[{}, "MoreInfoOpenerIconTemplate"], #4}, "PrettyTooltipTemplate"], ButtonFunction :> (NotebookDelete[ CurrentValue[ ReleaseHold[#3], {TaggingRules, "AttachedMoreInfoCell"}]]; If[ And[ MatchQ[ CurrentValue[ ReleaseHold[#3], {TaggingRules, "AttachedMoreInfoCell"}], Blank[CellObject]], CurrentValue[ ReleaseHold[#3], {TaggingRules, "AttachedMoreInfoTag"}] === #], CurrentValue[ ReleaseHold[#3], {TaggingRules, "AttachedMoreInfoCell"}] = Inherited; CurrentValue[ ReleaseHold[#3], {TaggingRules, "AttachedMoreInfoTag"}] = Inherited; Null, CurrentValue[ ReleaseHold[#3], {TaggingRules, "AttachedMoreInfoTag"}] = #; CurrentValue[ ReleaseHold[#3], {TaggingRules, "AttachedMoreInfoCell"}] = MathLink`CallFrontEnd[ FrontEnd`AttachCell[ ReleaseHold[#3], #2, "Inline", "ClosingActions" -> {"ParentChanged", "EvaluatorQuit"}]]]), Appearance -> None, Evaluator -> Automatic, Method -> "Preemptive"], BoxBaselineShift -> -0.5, BoxMargins -> 0.2]& )}], Cell[ StyleData["ClickToCopyTemplate"], TemplateBoxOptions -> { DisplayFunction -> (PaneSelectorBox[{False -> TagBox[ GridBox[{{#, ButtonBox[ GraphicsBox[{ GrayLevel[0.85], Thickness[ NCache[2/45, 0.0444]], FilledCurveBox[{{{0, 2, 0}, {0, 1, 0}, {0, 1, 0}, {0, 1, 0}, {0, 1, 0}, {0, 1, 0}, {0, 1, 0}}, {{0, 2, 0}, {0, 1, 0}, {0, 1, 0}, {0, 1, 0}, {0, 1, 0}, {0, 1, 0}, {0, 1, 0}, {0, 1, 0}, {0, 1, 0}, {0, 1, 0}, {0, 1, 0}}, {{0, 2, 0}, {0, 1, 0}, {0, 1, 0}}}, {{{10.5, 18.75}, {10.5, 18.}, { 9., 18.}, {9., 15.75}, {13.5, 15.75}, {13.5, 18.}, {12., 18.}, {12., 18.75}}, {{6., 18.}, {6., 4.5}, {16.5, 4.5}, { 16.5, 18.}, {14.25, 18.}, {14.25, 17.25}, {15.75, 17.25}, { 15.75, 5.25}, {6.75, 5.25}, {6.75, 17.25}, {8.25, 17.25}, { 8.25, 18.}}, {{9.75, 17.25}, {12.75, 17.25}, {12.75, 16.5}, {9.75, 16.5}}}], FilledCurveBox[{{{0, 2, 0}, {0, 1, 0}, {0, 1, 0}}, {{0, 2, 0}, {0, 1, 0}, {0, 1, 0}}, {{0, 2, 0}, {0, 1, 0}, {0, 1, 0}}, {{0, 2, 0}, {0, 1, 0}, {0, 1, 0}}}, {{{8.25, 14.25}, { 14.25, 14.25}, {14.25, 13.5}, {8.25, 13.5}}, {{8.25, 12.}, { 14.25, 12.}, {14.25, 11.25}, {8.25, 11.25}}, {{8.25, 9.75}, {14.25, 9.75}, {14.25, 9.}, {8.25, 9.}}, {{8.25, 7.5}, {14.25, 7.5}, {14.25, 6.75}, {8.25, 6.75}}}]}, ImageSize -> 12], ButtonFunction :> Null, Appearance -> { "Default" -> None, "Hover" -> None, "Pressed" -> None}, Evaluator -> Automatic, Method -> "Preemptive"]}}, GridBoxAlignment -> {"Columns" -> {{Left}}, "Rows" -> {{Center}}}, AutoDelete -> False, GridBoxItemSize -> { "Columns" -> {{Automatic}}, "Rows" -> {{Automatic}}}, GridBoxSpacings -> {"Columns" -> {{0.4}}}], "Grid"], True -> DynamicModuleBox[{ ResourceSystemClientTools`BuildDefinitionNotebook`Private`\ clickTime$$ = 0., ResourceSystemClientTools`BuildDefinitionNotebook`Private`timeout$\ $ = 3.}, TagBox[ GridBox[{{#, TagBox[ ButtonBox[ DynamicBox[ ToBoxes[ Refresh[ If[ AbsoluteTime[] - ResourceSystemClientTools`BuildDefinitionNotebook`Private`\ clickTime$$ > ResourceSystemClientTools`BuildDefinitionNotebook`Private`\ timeout$$, (RawBoxes[ TemplateBox[{ ToBoxes[#], ToBoxes[#2]}, "PrettyTooltipTemplate"]]& )[ Mouseover[ Graphics[{ GrayLevel[0.65], Thickness[2/45], FilledCurve[{{{0, 2, 0}, {0, 1, 0}, {0, 1, 0}, {0, 1, 0}, {0, 1, 0}, {0, 1, 0}, {0, 1, 0}}, {{0, 2, 0}, {0, 1, 0}, {0, 1, 0}, {0, 1, 0}, {0, 1, 0}, {0, 1, 0}, {0, 1, 0}, {0, 1, 0}, {0, 1, 0}, {0, 1, 0}, {0, 1, 0}}, {{0, 2, 0}, {0, 1, 0}, {0, 1, 0}}}, {{{10.5, 18.75}, {10.5, 18.}, {9., 18.}, {9., 15.75}, {13.5, 15.75}, {13.5, 18.}, {12., 18.}, {12., 18.75}}, {{6., 18.}, {6., 4.5}, { 16.5, 4.5}, {16.5, 18.}, {14.25, 18.}, {14.25, 17.25}, { 15.75, 17.25}, {15.75, 5.25}, {6.75, 5.25}, {6.75, 17.25}, {8.25, 17.25}, {8.25, 18.}}, {{9.75, 17.25}, { 12.75, 17.25}, {12.75, 16.5}, {9.75, 16.5}}}], FilledCurve[{{{0, 2, 0}, {0, 1, 0}, {0, 1, 0}}, {{0, 2, 0}, {0, 1, 0}, {0, 1, 0}}, {{0, 2, 0}, {0, 1, 0}, {0, 1, 0}}, {{0, 2, 0}, {0, 1, 0}, {0, 1, 0}}}, {{{8.25, 14.25}, {14.25, 14.25}, {14.25, 13.5}, {8.25, 13.5}}, {{ 8.25, 12.}, {14.25, 12.}, {14.25, 11.25}, {8.25, 11.25}}, {{8.25, 9.75}, {14.25, 9.75}, {14.25, 9.}, {8.25, 9.}}, {{8.25, 7.5}, {14.25, 7.5}, {14.25, 6.75}, {8.25, 6.75}}}]}, ImageSize -> 12], Graphics[{ RGBColor[0.9882, 0.4196, 0.2039], Thickness[2/45], FilledCurve[{{{0, 2, 0}, {0, 1, 0}, {0, 1, 0}, {0, 1, 0}, {0, 1, 0}, {0, 1, 0}, {0, 1, 0}}, {{0, 2, 0}, {0, 1, 0}, {0, 1, 0}, {0, 1, 0}, {0, 1, 0}, {0, 1, 0}, {0, 1, 0}, {0, 1, 0}, {0, 1, 0}, {0, 1, 0}, {0, 1, 0}}, {{0, 2, 0}, {0, 1, 0}, {0, 1, 0}}}, {{{10.5, 18.75}, {10.5, 18.}, {9., 18.}, {9., 15.75}, {13.5, 15.75}, {13.5, 18.}, {12., 18.}, {12., 18.75}}, {{6., 18.}, {6., 4.5}, { 16.5, 4.5}, {16.5, 18.}, {14.25, 18.}, {14.25, 17.25}, { 15.75, 17.25}, {15.75, 5.25}, {6.75, 5.25}, {6.75, 17.25}, {8.25, 17.25}, {8.25, 18.}}, {{9.75, 17.25}, { 12.75, 17.25}, {12.75, 16.5}, {9.75, 16.5}}}], FilledCurve[{{{0, 2, 0}, {0, 1, 0}, {0, 1, 0}}, {{0, 2, 0}, {0, 1, 0}, {0, 1, 0}}, {{0, 2, 0}, {0, 1, 0}, {0, 1, 0}}, {{0, 2, 0}, {0, 1, 0}, {0, 1, 0}}}, {{{8.25, 14.25}, {14.25, 14.25}, {14.25, 13.5}, {8.25, 13.5}}, {{ 8.25, 12.}, {14.25, 12.}, {14.25, 11.25}, {8.25, 11.25}}, {{8.25, 9.75}, {14.25, 9.75}, {14.25, 9.}, {8.25, 9.}}, {{8.25, 7.5}, {14.25, 7.5}, {14.25, 6.75}, {8.25, 6.75}}}]}, ImageSize -> 12]], "Click to copy to the clipboard"], (RawBoxes[ TemplateBox[{ ToBoxes[#], ToBoxes[#2]}, "PrettyTooltipTemplate"]]& )[ Graphics[{ RGBColor[0, 2/3, 0], Thickness[2/45], FilledCurve[{{{0, 2, 0}, {0, 1, 0}, {0, 1, 0}, {0, 1, 0}, {0, 1, 0}, {0, 1, 0}, {0, 1, 0}}, {{0, 2, 0}, {0, 1, 0}, {0, 1, 0}, {0, 1, 0}, {0, 1, 0}, {0, 1, 0}, {0, 1, 0}, {0, 1, 0}, {0, 1, 0}, {0, 1, 0}, {0, 1, 0}}, {{0, 2, 0}, {0, 1, 0}, {0, 1, 0}}}, {{{10.5, 18.75}, {10.5, 18.}, {9., 18.}, {9., 15.75}, {13.5, 15.75}, {13.5, 18.}, {12., 18.}, {12., 18.75}}, {{6., 18.}, {6., 4.5}, { 16.5, 4.5}, {16.5, 18.}, {14.25, 18.}, {14.25, 17.25}, { 15.75, 17.25}, {15.75, 5.25}, {6.75, 5.25}, {6.75, 17.25}, {8.25, 17.25}, {8.25, 18.}}, {{9.75, 17.25}, { 12.75, 17.25}, {12.75, 16.5}, {9.75, 16.5}}}], FilledCurve[{{{0, 2, 0}, {0, 1, 0}, {0, 1, 0}}, {{0, 2, 0}, {0, 1, 0}, {0, 1, 0}}, {{0, 2, 0}, {0, 1, 0}, {0, 1, 0}}, {{0, 2, 0}, {0, 1, 0}, {0, 1, 0}}}, {{{8.25, 14.25}, {14.25, 14.25}, {14.25, 13.5}, {8.25, 13.5}}, {{ 8.25, 12.}, {14.25, 12.}, {14.25, 11.25}, {8.25, 11.25}}, {{8.25, 9.75}, {14.25, 9.75}, {14.25, 9.}, {8.25, 9.}}, {{8.25, 7.5}, {14.25, 7.5}, {14.25, 6.75}, {8.25, 6.75}}}]}, ImageSize -> 12], "Copied"]], UpdateInterval -> 1, TrackedSymbols :> { ResourceSystemClientTools`BuildDefinitionNotebook`Private`\ clickTime$$}], StandardForm], Evaluator -> "System"], ButtonFunction :> ( ResourceSystemClientTools`BuildDefinitionNotebook`Private`\ clickTime$$ = AbsoluteTime[]; CopyToClipboard[ BinaryDeserialize[ BaseDecode[#2], Defer]]), Appearance -> { "Default" -> None, "Hover" -> None, "Pressed" -> None}, Method -> "Queued", Evaluator -> "System"], MouseAppearanceTag["LinkHand"]]}}, GridBoxAlignment -> { "Columns" -> {{Left}}, "Rows" -> {{Center}}}, AutoDelete -> False, GridBoxItemSize -> { "Columns" -> {{Automatic}}, "Rows" -> {{Automatic}}}, GridBoxSpacings -> {"Columns" -> {{0.4}}}], "Grid"], DynamicModuleValues :> {}]}, Dynamic[ CurrentValue["MouseOver"]], ImageSize -> Automatic, FrameMargins -> 0]& )}], Cell[ StyleData["PrettyTooltipTemplate"], TemplateBoxOptions -> {DisplayFunction -> (TagBox[ TooltipBox[#, FrameBox[ StyleBox[#2, "Text", FontColor -> RGBColor[0.5373, 0.5373, 0.5373], FontSize -> 12, FontWeight -> "Plain", FontTracking -> "Plain", StripOnInput -> False], Background -> RGBColor[0.9608, 0.9608, 0.9608], FrameStyle -> RGBColor[0.898, 0.898, 0.898], FrameMargins -> 8, StripOnInput -> False], TooltipDelay -> 0.1, TooltipStyle -> {Background -> None, CellFrame -> 0}], Annotation[#, Framed[ Style[ ResourceSystemClientTools`BuildDefinitionNotebook`Private`$$tooltip, "Text", FontColor -> RGBColor[0.5373, 0.5373, 0.5373], FontSize -> 12, FontWeight -> "Plain", FontTracking -> "Plain"], Background -> RGBColor[0.9608, 0.9608, 0.9608], FrameStyle -> RGBColor[0.898, 0.898, 0.898], FrameMargins -> 8], "Tooltip"]& ]& )}], Cell[ StyleData["ToolsGridTemplate"], TemplateBoxOptions -> {DisplayFunction -> (TagBox[ GridBox[{{ ButtonBox[ TemplateBox[{ StyleBox[ "\"Template Input\"", "Text", FontFamily -> "Source Sans Pro", FontSize -> 11, StripOnInput -> False], "\"Format selection automatically using appropriate \ documentation styles\""}, "PrettyTooltipTemplate"], ButtonFunction :> With[{ResourceSystemClientTools`BuildDefinitionNotebook`Private`\ nb$ = ButtonNotebook[], ResourceSystemClientTools`BuildDefinitionNotebook`Private`$cp$ = \ $ContextPath}, Quiet[ Block[{$ContextPath = ResourceSystemClientTools`BuildDefinitionNotebook`Private`$\ cp$, ResourceSystemClient`$AsyncronousResourceInformationUpdates = False}, Needs["ResourceSystemClient`DefinitionNotebook`"]; ResourceSystemClient`DefinitionNotebook`CheckForUpdates[ ResourceSystemClientTools`BuildDefinitionNotebook`Private`nb$\ , ResourceSystemClient`DefinitionNotebook`DocumentationTools`\ TemplateInput[]]; Null]]], FrameMargins -> {{4, 4}, {0, 0}}, BaseStyle -> Dynamic[ FEPrivate`If[ CurrentValue["MouseOver"], {FontColor -> GrayLevel[1]}, { FontColor -> RGBColor[0.8275, 0.2078, 0.]}], Evaluator -> "System"], Appearance -> {"Default" -> Image[CompressedData[" 1:eJxTTMoPSmNiYGAo5gASQYnljkVFiZXBAkBOaF5xZnpeaopnXklqemqRRRIz UJAXikHs/xgAqyAQPEUCj08dhCBkQWRlQKmbsSY3g9WhKNYErhiu7NGRXTeC 1b5ePg63AsgGigDFEcoe3LsZZ/L95nk0xwBFgOJAWYhrgVpuReljdTZQHCjL AAbEKCPSNOLdRqxPiQ43YmIBDWCNUwCVRq3x "], "Byte", ColorSpace -> "RGB", Interleaving -> True], "Hover" -> Image[CompressedData[" 1:eJxTTMoPSmNiYGAo5gASQYnljkVFiZXBAkBOaF5xZnpeaopnXklqemqRRRIz UJAXikHs/xgAqyAQPEUCd04cgiBkQWRlQKltPjqbbcQhCMiGK4Yru3Vo92Y7 qZexWn+yTSAIyAaKAMXhyp48uLfNW+tNvDZcDQQBRYDiQFmIa4FattlJoqmB IKA4UJYBDIhRRqRpxLuNSJ8SH27ExAIxcQoAZdNqHw== "], "Byte", ColorSpace -> "RGB", Interleaving -> True], "Pressed" -> Image[CompressedData[" 1:eJxTTMoPSmNiYGAo5gASQYnljkVFiZXBAkBOaF5xZnpeaopnXklqemqRRRIz UJAXikHs/xgAqyAQPEUCL2EAWRBZGVDqx7vXP18+gSAgG64YruzVq1c/3zy/ m2hx2ZQBgoBsoAhQHK7s2bNnP968uB1tAFcDQUARoDhQFuJaoJYfj++gqYEg oDhQlgEMiFFGpGnEu41InxIfbsTEAjFxCgDlLITg "], "Byte", ColorSpace -> "RGB", Interleaving -> True]}, Background -> GrayLevel[0.9], Method -> "Queued", ImageSize -> {All, 20}, Evaluator -> Automatic], ButtonBox[ TemplateBox[{ StyleBox[ "\"Literal Input\"", "Text", FontFamily -> "Source Sans Pro", FontSize -> 11, StripOnInput -> False], "\"Format selection as literal Wolfram Language code\""}, "PrettyTooltipTemplate"], ButtonFunction :> With[{ResourceSystemClientTools`BuildDefinitionNotebook`Private`\ nb$ = ButtonNotebook[], ResourceSystemClientTools`BuildDefinitionNotebook`Private`$cp$ = \ $ContextPath}, Quiet[ Block[{$ContextPath = ResourceSystemClientTools`BuildDefinitionNotebook`Private`$\ cp$, ResourceSystemClient`$AsyncronousResourceInformationUpdates = False}, Needs["ResourceSystemClient`DefinitionNotebook`"]; ResourceSystemClient`DefinitionNotebook`CheckForUpdates[ ResourceSystemClientTools`BuildDefinitionNotebook`Private`nb$\ , ResourceSystemClient`DefinitionNotebook`DocumentationTools`\ LiteralInput[]]; Null]]], FrameMargins -> {{4, 4}, {0, 0}}, BaseStyle -> Dynamic[ FEPrivate`If[ CurrentValue["MouseOver"], {FontColor -> GrayLevel[1]}, { FontColor -> RGBColor[0.8275, 0.2078, 0.]}], Evaluator -> "System"], Appearance -> {"Default" -> Image[CompressedData[" 1:eJxTTMoPSmNiYGAo5gASQYnljkVFiZXBAkBOaF5xZnpeaopnXklqemqRRRIz UJAXikHs/xgAqyAQPEUCj08dhCBkQWRlQKmbsSY3g9WhKNYErhiu7NGRXTeC 1b5ePg63AsgGigDFEcoe3LsZZ/L95nk0xwBFgOJAWYhrgVpuReljdTZQHCjL AAbEKCPSNOLdRqxPiQ43YmIBDWCNUwCVRq3x "], "Byte", ColorSpace -> "RGB", Interleaving -> True], "Hover" -> Image[CompressedData[" 1:eJxTTMoPSmNiYGAo5gASQYnljkVFiZXBAkBOaF5xZnpeaopnXklqemqRRRIz UJAXikHs/xgAqyAQPEUCd04cgiBkQWRlQKltPjqbbcQhCMiGK4Yru3Vo92Y7 qZexWn+yTSAIyAaKAMXhyp48uLfNW+tNvDZcDQQBRYDiQFmIa4FattlJoqmB IKA4UJYBDIhRRqRpxLuNSJ8SH27ExAIxcQoAZdNqHw== "], "Byte", ColorSpace -> "RGB", Interleaving -> True], "Pressed" -> Image[CompressedData[" 1:eJxTTMoPSmNiYGAo5gASQYnljkVFiZXBAkBOaF5xZnpeaopnXklqemqRRRIz UJAXikHs/xgAqyAQPEUCL2EAWRBZGVDqx7vXP18+gSAgG64YruzVq1c/3zy/ m2hx2ZQBgoBsoAhQHK7s2bNnP968uB1tAFcDQUARoDhQFuJaoJYfj++gqYEg oDhQlgEMiFFGpGnEu41InxIfbsTEAjFxCgDlLITg "], "Byte", ColorSpace -> "RGB", Interleaving -> True]}, Background -> GrayLevel[0.9], Method -> "Queued", ImageSize -> {All, 20}, Evaluator -> Automatic], ButtonBox[ TemplateBox[{ StyleBox[ "\"Insert Delimiter\"", "Text", FontFamily -> "Source Sans Pro", FontSize -> 11, StripOnInput -> False], "\"Insert example delimiter\""}, "PrettyTooltipTemplate"], ButtonFunction :> With[{ResourceSystemClientTools`BuildDefinitionNotebook`Private`\ nb$ = ButtonNotebook[], ResourceSystemClientTools`BuildDefinitionNotebook`Private`$cp$ = \ $ContextPath}, Quiet[ Block[{$ContextPath = ResourceSystemClientTools`BuildDefinitionNotebook`Private`$\ cp$, ResourceSystemClient`$AsyncronousResourceInformationUpdates = False}, Needs["ResourceSystemClient`DefinitionNotebook`"]; ResourceSystemClient`DefinitionNotebook`CheckForUpdates[ ResourceSystemClientTools`BuildDefinitionNotebook`Private`nb$\ , ResourceSystemClient`DefinitionNotebook`DocumentationTools`\ DelimiterInsert[]]; Null]]], FrameMargins -> {{4, 4}, {0, 0}}, BaseStyle -> Dynamic[ FEPrivate`If[ CurrentValue["MouseOver"], {FontColor -> GrayLevel[1]}, { FontColor -> RGBColor[0.8275, 0.2078, 0.]}], Evaluator -> "System"], Appearance -> {"Default" -> Image[CompressedData[" 1:eJxTTMoPSmNiYGAo5gASQYnljkVFiZXBAkBOaF5xZnpeaopnXklqemqRRRIz UJAXikHs/xgAqyAQPEUCj08dhCBkQWRlQKmbsSY3g9WhKNYErhiu7NGRXTeC 1b5ePg63AsgGigDFEcoe3LsZZ/L95nk0xwBFgOJAWYhrgVpuReljdTZQHCjL AAbEKCPSNOLdRqxPiQ43YmIBDWCNUwCVRq3x "], "Byte", ColorSpace -> "RGB", Interleaving -> True], "Hover" -> Image[CompressedData[" 1:eJxTTMoPSmNiYGAo5gASQYnljkVFiZXBAkBOaF5xZnpeaopnXklqemqRRRIz UJAXikHs/xgAqyAQPEUCd04cgiBkQWRlQKltPjqbbcQhCMiGK4Yru3Vo92Y7 qZexWn+yTSAIyAaKAMXhyp48uLfNW+tNvDZcDQQBRYDiQFmIa4FattlJoqmB IKA4UJYBDIhRRqRpxLuNSJ8SH27ExAIxcQoAZdNqHw== "], "Byte", ColorSpace -> "RGB", Interleaving -> True], "Pressed" -> Image[CompressedData[" 1:eJxTTMoPSmNiYGAo5gASQYnljkVFiZXBAkBOaF5xZnpeaopnXklqemqRRRIz UJAXikHs/xgAqyAQPEUCL2EAWRBZGVDqx7vXP18+gSAgG64YruzVq1c/3zy/ m2hx2ZQBgoBsoAhQHK7s2bNnP968uB1tAFcDQUARoDhQFuJaoJYfj++gqYEg oDhQlgEMiFFGpGnEu41InxIfbsTEAjFxCgDlLITg "], "Byte", ColorSpace -> "RGB", Interleaving -> True]}, Background -> GrayLevel[0.9], Method -> "Queued", ImageSize -> {All, 20}, Evaluator -> Automatic], ButtonBox[ TemplateBox[{ StyleBox[ "\"Subscripted Variable\"", "Text", FontFamily -> "Source Sans Pro", FontSize -> 11, StripOnInput -> False], "\"Insert subscripted variable placeholder\""}, "PrettyTooltipTemplate"], ButtonFunction :> With[{ResourceSystemClientTools`BuildDefinitionNotebook`Private`\ nb$ = ButtonNotebook[], ResourceSystemClientTools`BuildDefinitionNotebook`Private`$cp$ = \ $ContextPath}, Quiet[ Block[{$ContextPath = ResourceSystemClientTools`BuildDefinitionNotebook`Private`$\ cp$, ResourceSystemClient`$AsyncronousResourceInformationUpdates = False}, Needs["ResourceSystemClient`DefinitionNotebook`"]; ResourceSystemClient`DefinitionNotebook`CheckForUpdates[ ResourceSystemClientTools`BuildDefinitionNotebook`Private`nb$\ , ResourceSystemClient`DefinitionNotebook`DocumentationTools`\ SubscriptInsert[]]; Null]]], FrameMargins -> {{4, 4}, {0, 0}}, BaseStyle -> Dynamic[ FEPrivate`If[ CurrentValue["MouseOver"], {FontColor -> GrayLevel[1]}, { FontColor -> RGBColor[0.8275, 0.2078, 0.]}], Evaluator -> "System"], Appearance -> {"Default" -> Image[CompressedData[" 1:eJxTTMoPSmNiYGAo5gASQYnljkVFiZXBAkBOaF5xZnpeaopnXklqemqRRRIz UJAXikHs/xgAqyAQPEUCj08dhCBkQWRlQKmbsSY3g9WhKNYErhiu7NGRXTeC 1b5ePg63AsgGigDFEcoe3LsZZ/L95nk0xwBFgOJAWYhrgVpuReljdTZQHCjL AAbEKCPSNOLdRqxPiQ43YmIBDWCNUwCVRq3x "], "Byte", ColorSpace -> "RGB", Interleaving -> True], "Hover" -> Image[CompressedData[" 1:eJxTTMoPSmNiYGAo5gASQYnljkVFiZXBAkBOaF5xZnpeaopnXklqemqRRRIz UJAXikHs/xgAqyAQPEUCd04cgiBkQWRlQKltPjqbbcQhCMiGK4Yru3Vo92Y7 qZexWn+yTSAIyAaKAMXhyp48uLfNW+tNvDZcDQQBRYDiQFmIa4FattlJoqmB IKA4UJYBDIhRRqRpxLuNSJ8SH27ExAIxcQoAZdNqHw== "], "Byte", ColorSpace -> "RGB", Interleaving -> True], "Pressed" -> Image[CompressedData[" 1:eJxTTMoPSmNiYGAo5gASQYnljkVFiZXBAkBOaF5xZnpeaopnXklqemqRRRIz UJAXikHs/xgAqyAQPEUCL2EAWRBZGVDqx7vXP18+gSAgG64YruzVq1c/3zy/ m2hx2ZQBgoBsoAhQHK7s2bNnP968uB1tAFcDQUARoDhQFuJaoJYfj++gqYEg oDhQlgEMiFFGpGnEu41InxIfbsTEAjFxCgDlLITg "], "Byte", ColorSpace -> "RGB", Interleaving -> True]}, Background -> GrayLevel[0.9], Method -> "Queued", ImageSize -> {All, 20}, Evaluator -> Automatic], ActionMenuBox[ ButtonBox[ TemplateBox[{ StyleBox[ "\"Tables\[ThinSpace]\[ThinSpace]\[ThinSpace]\ \[FilledDownTriangle]\"", "Text", FontFamily -> "Source Sans Pro", FontSize -> 11, StripOnInput -> False], "\"Table functions\""}, "PrettyTooltipTemplate"], ButtonFunction :> With[{ResourceSystemClientTools`BuildDefinitionNotebook`Private`\ nb$ = ButtonNotebook[], ResourceSystemClientTools`BuildDefinitionNotebook`Private`$cp$\ = $ContextPath}, Quiet[ Block[{$ContextPath = ResourceSystemClientTools`BuildDefinitionNotebook`Private`$\ cp$, ResourceSystemClient`$AsyncronousResourceInformationUpdates = False}, CurrentValue[ ResourceSystemClientTools`BuildDefinitionNotebook`Private`\ nb$, {TaggingRules, "StatusMessage"}] = ProgressIndicator[Appearance -> "Necklace"]; Needs["ResourceSystemClient`DefinitionNotebook`"]; ResourceSystemClient`DefinitionNotebook`CheckForUpdates[ ResourceSystemClientTools`BuildDefinitionNotebook`Private`\ nb$, Null]; CurrentValue[ ResourceSystemClientTools`BuildDefinitionNotebook`Private`\ nb$, {TaggingRules, "StatusMessage"}] = ""; Null]]], FrameMargins -> {{4, 4}, {0, 0}}, BaseStyle -> Dynamic[ FEPrivate`If[ CurrentValue["MouseOver"], {FontColor -> GrayLevel[1]}, { FontColor -> RGBColor[0.8275, 0.2078, 0.]}], Evaluator -> "System"], Appearance -> {"Default" -> Image[CompressedData[" 1:eJxTTMoPSmNiYGAo5gASQYnljkVFiZXBAkBOaF5xZnpeaopnXklqemqRRRIz UJAXikHs/xgAqyAQPEUCj08dhCBkQWRlQKmbsSY3g9WhKNYErhiu7NGRXTeC 1b5ePg63AsgGigDFEcoe3LsZZ/L95nk0xwBFgOJAWYhrgVpuReljdTZQHCjL AAbEKCPSNOLdRqxPiQ43YmIBDWCNUwCVRq3x "], "Byte", ColorSpace -> "RGB", Interleaving -> True], "Hover" -> Image[CompressedData[" 1:eJxTTMoPSmNiYGAo5gASQYnljkVFiZXBAkBOaF5xZnpeaopnXklqemqRRRIz UJAXikHs/xgAqyAQPEUCd04cgiBkQWRlQKltPjqbbcQhCMiGK4Yru3Vo92Y7 qZexWn+yTSAIyAaKAMXhyp48uLfNW+tNvDZcDQQBRYDiQFmIa4FattlJoqmB IKA4UJYBDIhRRqRpxLuNSJ8SH27ExAIxcQoAZdNqHw== "], "Byte", ColorSpace -> "RGB", Interleaving -> True], "Pressed" -> Image[CompressedData[" 1:eJxTTMoPSmNiYGAo5gASQYnljkVFiZXBAkBOaF5xZnpeaopnXklqemqRRRIz UJAXikHs/xgAqyAQPEUCL2EAWRBZGVDqx7vXP18+gSAgG64YruzVq1c/3zy/ m2hx2ZQBgoBsoAhQHK7s2bNnP968uB1tAFcDQUARoDhQFuJaoJYfj++gqYEg oDhQlgEMiFFGpGnEu41InxIfbsTEAjFxCgDlLITg "], "Byte", ColorSpace -> "RGB", Interleaving -> True]}, Background -> GrayLevel[0.9], Method -> "Queued", ImageSize -> {All, 20}, Evaluator -> Automatic], { "\"Insert table with two columns\"" :> With[{ResourceSystemClientTools`BuildDefinitionNotebook`Private`\ nb$ = InputNotebook[], ResourceSystemClientTools`BuildDefinitionNotebook`Private`$cp$\ = $ContextPath}, Quiet[ Block[{$ContextPath = ResourceSystemClientTools`BuildDefinitionNotebook`Private`$\ cp$, ResourceSystemClient`$AsyncronousResourceInformationUpdates = False}, Needs["ResourceSystemClient`DefinitionNotebook`"]; ResourceSystemClient`DefinitionNotebook`CheckForUpdates[ ResourceSystemClientTools`BuildDefinitionNotebook`Private`\ nb$, ResourceSystemClient`DefinitionNotebook`DocumentationTools`\ TableInsert[2]]; Null]]], "\"Insert table with three columns\"" :> With[{ResourceSystemClientTools`BuildDefinitionNotebook`Private`\ nb$ = InputNotebook[], ResourceSystemClientTools`BuildDefinitionNotebook`Private`$cp$\ = $ContextPath}, Quiet[ Block[{$ContextPath = ResourceSystemClientTools`BuildDefinitionNotebook`Private`$\ cp$, ResourceSystemClient`$AsyncronousResourceInformationUpdates = False}, Needs["ResourceSystemClient`DefinitionNotebook`"]; ResourceSystemClient`DefinitionNotebook`CheckForUpdates[ ResourceSystemClientTools`BuildDefinitionNotebook`Private`\ nb$, ResourceSystemClient`DefinitionNotebook`DocumentationTools`\ TableInsert[3]]; Null]]], "\"Add a row to the selected table\"" :> With[{ResourceSystemClientTools`BuildDefinitionNotebook`Private`\ nb$ = InputNotebook[], ResourceSystemClientTools`BuildDefinitionNotebook`Private`$cp$\ = $ContextPath}, Quiet[ Block[{$ContextPath = ResourceSystemClientTools`BuildDefinitionNotebook`Private`$\ cp$, ResourceSystemClient`$AsyncronousResourceInformationUpdates = False}, Needs["ResourceSystemClient`DefinitionNotebook`"]; ResourceSystemClient`DefinitionNotebook`CheckForUpdates[ ResourceSystemClientTools`BuildDefinitionNotebook`Private`\ nb$, ResourceSystemClient`DefinitionNotebook`DocumentationTools`\ TableRowInsert[]]; Null]]], "\"Sort the selected table\"" :> With[{ResourceSystemClientTools`BuildDefinitionNotebook`Private`\ nb$ = InputNotebook[], ResourceSystemClientTools`BuildDefinitionNotebook`Private`$cp$\ = $ContextPath}, Quiet[ Block[{$ContextPath = ResourceSystemClientTools`BuildDefinitionNotebook`Private`$\ cp$, ResourceSystemClient`$AsyncronousResourceInformationUpdates = False}, Needs["ResourceSystemClient`DefinitionNotebook`"]; ResourceSystemClient`DefinitionNotebook`CheckForUpdates[ ResourceSystemClientTools`BuildDefinitionNotebook`Private`\ nb$, ResourceSystemClient`DefinitionNotebook`DocumentationTools`\ TableSort[]]; Null]]], "\"Merge selected tables\"" :> With[{ResourceSystemClientTools`BuildDefinitionNotebook`Private`\ nb$ = InputNotebook[], ResourceSystemClientTools`BuildDefinitionNotebook`Private`$cp$\ = $ContextPath}, Quiet[ Block[{$ContextPath = ResourceSystemClientTools`BuildDefinitionNotebook`Private`$\ cp$, ResourceSystemClient`$AsyncronousResourceInformationUpdates = False}, Needs["ResourceSystemClient`DefinitionNotebook`"]; ResourceSystemClient`DefinitionNotebook`CheckForUpdates[ ResourceSystemClientTools`BuildDefinitionNotebook`Private`\ nb$, ResourceSystemClient`DefinitionNotebook`DocumentationTools`\ TableMerge[]]; Null]]]}, Appearance -> None, Method -> "Queued"], ButtonBox[ TemplateBox[{ StyleBox[ "\"Insert Comment\"", "Text", FontFamily -> "Source Sans Pro", FontSize -> 11, StripOnInput -> False], "\"Insert comment for reviewer\""}, "PrettyTooltipTemplate"], ButtonFunction :> With[{ResourceSystemClientTools`BuildDefinitionNotebook`Private`\ nb$ = ButtonNotebook[], ResourceSystemClientTools`BuildDefinitionNotebook`Private`$cp$ = \ $ContextPath}, Quiet[ Block[{$ContextPath = ResourceSystemClientTools`BuildDefinitionNotebook`Private`$\ cp$, ResourceSystemClient`$AsyncronousResourceInformationUpdates = False}, Needs["ResourceSystemClient`DefinitionNotebook`"]; ResourceSystemClient`DefinitionNotebook`CheckForUpdates[ ResourceSystemClientTools`BuildDefinitionNotebook`Private`nb$\ , ResourceSystemClient`DefinitionNotebook`DocumentationTools`\ CommentInsert[]]; Null]]], FrameMargins -> {{4, 4}, {0, 0}}, BaseStyle -> Dynamic[ FEPrivate`If[ CurrentValue["MouseOver"], {FontColor -> GrayLevel[1]}, { FontColor -> RGBColor[0.8275, 0.2078, 0.]}], Evaluator -> "System"], Appearance -> {"Default" -> Image[CompressedData[" 1:eJxTTMoPSmNiYGAo5gASQYnljkVFiZXBAkBOaF5xZnpeaopnXklqemqRRRIz UJAXikHs/xgAqyAQPEUCj08dhCBkQWRlQKmbsSY3g9WhKNYErhiu7NGRXTeC 1b5ePg63AsgGigDFEcoe3LsZZ/L95nk0xwBFgOJAWYhrgVpuReljdTZQHCjL AAbEKCPSNOLdRqxPiQ43YmIBDWCNUwCVRq3x "], "Byte", ColorSpace -> "RGB", Interleaving -> True], "Hover" -> Image[CompressedData[" 1:eJxTTMoPSmNiYGAo5gASQYnljkVFiZXBAkBOaF5xZnpeaopnXklqemqRRRIz UJAXikHs/xgAqyAQPEUCd04cgiBkQWRlQKltPjqbbcQhCMiGK4Yru3Vo92Y7 qZexWn+yTSAIyAaKAMXhyp48uLfNW+tNvDZcDQQBRYDiQFmIa4FattlJoqmB IKA4UJYBDIhRRqRpxLuNSJ8SH27ExAIxcQoAZdNqHw== "], "Byte", ColorSpace -> "RGB", Interleaving -> True], "Pressed" -> Image[CompressedData[" 1:eJxTTMoPSmNiYGAo5gASQYnljkVFiZXBAkBOaF5xZnpeaopnXklqemqRRRIz UJAXikHs/xgAqyAQPEUCL2EAWRBZGVDqx7vXP18+gSAgG64YruzVq1c/3zy/ m2hx2ZQBgoBsoAhQHK7s2bNnP968uB1tAFcDQUARoDhQFuJaoJYfj++gqYEg oDhQlgEMiFFGpGnEu41InxIfbsTEAjFxCgDlLITg "], "Byte", ColorSpace -> "RGB", Interleaving -> True]}, Background -> GrayLevel[0.9], Method -> "Queued", ImageSize -> {All, 20}, Evaluator -> Automatic]}}, GridBoxAlignment -> {"Columns" -> {{Left}}, "Rows" -> {{Center}}}, AutoDelete -> False, GridBoxBackground -> {"Columns" -> {{None}}, "Rows" -> { GrayLevel[0.9]}}, GridBoxFrame -> { "Columns" -> False, "RowsIndexed" -> {1 -> GrayLevel[0.9]}}, GridBoxItemSize -> { "Columns" -> {{Automatic}}, "Rows" -> {{Automatic}}}, GridBoxSpacings -> { "ColumnsIndexed" -> {1 -> 0, -1 -> 0}, "Rows" -> {{Automatic}}}, FrameStyle -> GrayLevel[0.75]], "Grid"]& )}], Cell[ StyleData["MainGridTemplate"], TemplateBoxOptions -> {DisplayFunction -> (TagBox[ GridBox[{{ TagBox[ GridBox[{{ GraphicsBox[{ Thickness[0.0222], { FaceForm[{ RGBColor[0.8745, 0.2784, 0.0314], Opacity[1.]}], FilledCurveBox[{{{1, 4, 3}, {1, 3, 3}, {1, 3, 3}, {1, 3, 3}}}, {{{45., 22.5}, {45., 10.074}, {34.926, 0.}, {22.5, 0.}, {10.074, 0.}, {0., 10.074}, {0., 22.5}, {0., 34.926}, {10.074, 45.}, {22.5, 45.}, {34.926, 45.}, {45., 34.926}, {45., 22.5}}}]}, { FaceForm[{ RGBColor[1., 1., 1.], Opacity[1.]}], FilledCurveBox[{{{0, 2, 0}, {1, 3, 3}, {1, 3, 3}, {1, 3, 3}, {1, 3, 3}, {1, 3, 3}, {1, 3, 3}, {1, 3, 3}, {1, 3, 3}, {1, 3, 3}, {1, 3, 3}, {0, 1, 0}, {0, 1, 0}, {1, 3, 3}, {0, 1, 0}, {0, 1, 0}, {1, 3, 3}, {0, 1, 0}, {0, 1, 0}, {0, 1, 0}, {1, 3, 3}, {0, 1, 0}, {0, 1, 0}, {0, 1, 0}, {0, 1, 0}}, {{0, 2, 0}, {0, 1, 0}, {0, 1, 0}, {1, 3, 3}, {0, 1, 0}, {1, 3, 3}, {0, 1, 0}}, {{0, 2, 0}, {1, 3, 3}, {0, 1, 0}, {1, 3, 3}, {0, 1, 0}, {1, 3, 3}, {0, 1, 0}, {1, 3, 3}}, {{0, 2, 0}, {1, 3, 3}, {0, 1, 0}, {1, 3, 3}, {0, 1, 0}, {0, 1, 0}, {0, 1, 0}}}, {CompressedData[" 1:eJxTTMoPSmViYGAwAWIQLckSxqe7SdlhmnN3zvPblg4w/smyffOl/K0cEp5e ULq9U9lhT8lkCZZrVg6VL9UMOd4oO1SLrHN/GGXtcLUCKOCh4sDDpN0udtPa 4fnvlR8v8ao6ZIE12ELMrVZzAHLC+HjtHICGz32fruGQC1Zo57BASv+uCpsW RP9Me4g9YjoQe3gcHICqlx/z1nNgAAEFB4j6Y/oOQMvOfVd2gLhjlgGEz+zg oBnTf+irhiFEfw/UvDJDiP2+9g7qhhxrZGYZQtS9sHP48vdKxcs2Q4i72u0c pEHOSTSEuxfsTiFDiPhCWwcXoHd+rzRwWOS67fPfEFuHx0tnH1EoMHDYUJQx 8a2MrUPQDrnW14IGUPfaOnzTAFq0VR8aXrYOoFA6V64HcccvWwfTuF2ePEy6 UPPtHIC+CH68VBvOP70QaNFeLTg/X6j5wKlELYdPl3yTBCLsIP7U0YK49y3U PR80HQJ6p+cJHbaB88HqZ1jD1QNdUyWSZwWJH2stiHtuWcLdC+ND4lvfwbzT MeHpBEt4+IPld1lA4p9DH+LuVgu4eeh8sH18hnA+2J6velB3aUHSyxE9iP8U 9aDpBMH3A/rWskQHYt8JBQw+TD0kPpTh5sHSMzgd/0TwYe6B8WHulY1Ksb7f rwDng+PHSQES31csIPF7UREePgCOg02w "], {{19.051, 14.242}, { 19.051, 27.594}, {23.828, 27.594}, {23.828, 26.543}, { 21.426, 26.309}, {21.375, 26.258}, {21.375, 24.219}, { 21.375, 17.535}, {21.375, 15.602}, {21.426, 15.547}, { 23.828, 15.316}, {23.828, 14.242}}, {{24.578, 18.75}, { 24.578, 23.078}, {24.578, 23.539}, {24.953, 23.914}, { 25.418, 23.91}, {29.746, 23.91}, {30.203, 23.91}, {30.578, 23.539}, {30.578, 23.078}, {30.578, 18.75}, {30.582, 18.289}, {30.207, 17.91}, {29.746, 17.91}, {25.418, 17.91}, {24.953, 17.906}, {24.574, 18.285}, {24.578, 18.75}}, {{31.328, 14.242}, {31.328, 15.316}, {33.684, 15.539}, {33.789, 15.602}, {33.789, 17.641}, {33.789, 24.188}, {33.789, 26.227}, {33.684, 26.281}, {31.328, 26.512}, {31.328, 27.586}, {36.113, 27.586}, {36.113, 14.234}}}]}}, { ImageSize -> {Automatic, 32}, ImagePadding -> {{5, 0}, {0, 0}}, BaselinePosition -> Scaled[0.25], AspectRatio -> Automatic, Background -> RGBColor[0.9882, 0.4196, 0.2039], ImageSize -> {45., 45.}, PlotRange -> {{0., 45.}, {0., 45.}}}], StyleBox[ TagBox[ GridBox[{{ StyleBox[ "\"Function Resource\"", FontFamily -> "Source Sans Pro", FontWeight -> "SemiBold", StripOnInput -> False], StyleBox[ "\"DEFINITION NOTEBOOK\"", FontFamily -> "Source Sans Pro", FontTracking -> "SemiCondensed", FontVariations -> {"CapsType" -> "AllSmallCaps"}, StripOnInput -> False]}}, GridBoxAlignment -> { "Columns" -> {{Left}}, "Rows" -> {{Baseline}}}, AutoDelete -> False, GridBoxDividers -> { "ColumnsIndexed" -> {2 -> GrayLevel[1]}, "Rows" -> {{None}}}, GridBoxItemSize -> { "Columns" -> {{Automatic}}, "Rows" -> {{Automatic}}}], "Grid"], FontSize -> 24, FontColor -> GrayLevel[1], StripOnInput -> False]}}, GridBoxAlignment -> { "Columns" -> {{Left}}, "Rows" -> {{Baseline}}}, AutoDelete -> False, GridBoxItemSize -> { "Columns" -> {{Automatic}}, "Rows" -> {{Automatic}}}], "Grid"], "\[SpanFromLeft]", "\[SpanFromLeft]", "\[SpanFromLeft]", "\[SpanFromLeft]", "\[SpanFromLeft]", "\[SpanFromLeft]", "\[SpanFromLeft]", ItemBox[ TemplateBox[{ StyleBox[ "\"Function Repository \[RightGuillemet] \"", "Text", FontColor -> GrayLevel[1], StripOnInput -> False], "https://resources.wolframcloud.com/FunctionRepository"}, "HyperlinkURL"], Alignment -> {Right, Bottom}, StripOnInput -> False]}, { TemplateBox[{ TemplateBox[{ "\"Open Sample\"", "\"View a completed sample definition notebook\""}, "PrettyTooltipTemplate"], ResourceSystemClient`DefinitionNotebook`ViewExampleNotebook[ ButtonNotebook[]]& , "\"View a completed sample definition notebook\"", False}, "OrangeButtonTemplate"], TemplateBox[{ TemplateBox[{ "\"Style Guidelines\"", "\"View general guidelines for authoring resource \ functions\""}, "PrettyTooltipTemplate"], ResourceSystemClient`DefinitionNotebook`ViewStyleGuidelines[ ButtonNotebook[]]& , "\"View general guidelines for authoring resource functions\"", False}, "OrangeButtonTemplate"], TemplateBox[{ TemplateBox[{ TagBox[ GridBox[{{"\"Tools\"", PaneSelectorBox[{False -> GraphicsBox[{ GrayLevel[1], AbsoluteThickness[1], LineBox[{{-1, -1}, {-1, 1}, {1, 1}, {1, -1}, {-1, -1}}], LineBox[{{0., 0.65}, {0., -0.65}}], LineBox[{{-0.65, 0.}, {0.65, 0.}}]}, ImageSize -> 10, PlotRangePadding -> None, Background -> None], True -> GraphicsBox[{ GrayLevel[1], AbsoluteThickness[1], LineBox[{{-1, -1}, {-1, 1}, {1, 1}, {1, -1}, {-1, -1}}], LineBox[{{-0.65, 0.}, {0.65, 0.}}]}, ImageSize -> 10, PlotRangePadding -> None, Background -> None]}, Dynamic[ CurrentValue[ EvaluationNotebook[], {TaggingRules, "ToolsOpen"}, True]], BaselinePosition -> Scaled[0.1]]}}, GridBoxAlignment -> { "Columns" -> {{Automatic}}, "Rows" -> {{Baseline}}}, AutoDelete -> False, GridBoxItemSize -> { "Columns" -> {{Automatic}}, "Rows" -> {{Automatic}}}, GridBoxSpacings -> {"Columns" -> {{0.35}}}], "Grid"], "\"Toggle documentation toolbar\""}, "PrettyTooltipTemplate"], ResourceSystemClient`DefinitionNotebook`ToggleToolbar[ ButtonNotebook[]]& , "\"Toggle documentation toolbar\"", False}, "OrangeButtonTemplate"], TagBox[ GridBox[{{"\"\"", "\"\""}}, GridBoxAlignment -> { "Columns" -> {{Left}}, "Rows" -> {{Center}}}, AutoDelete -> False, GridBoxDividers -> { "ColumnsIndexed" -> {2 -> True}, "Rows" -> {{False}}}, GridBoxItemSize -> {"Columns" -> {{Automatic}}, "Rows" -> {{2}}}, GridBoxSpacings -> {"Columns" -> {{0.5}}}, FrameStyle -> RGBColor[0.9941, 0.7098, 0.602]], "Grid"], TemplateBox[{ TemplateBox[{ "\"Check\"", "\"Check notebook for potential errors\""}, "PrettyTooltipTemplate"], ResourceSystemClient`DefinitionNotebook`CheckDefinitionNotebook[ ButtonNotebook[]]& , "\"Check notebook for potential errors\"", False}, "OrangeButtonTemplate"], ActionMenuBox[ TemplateBox[{ "\"Preview \[FilledDownTriangle]\"", Null& , "\"\"", True}, "OrangeButtonTemplate"], { "\"In a notebook\"" :> With[{ResourceSystemClientTools`BuildDefinitionNotebook`Private`\ nb$ = InputNotebook[], ResourceSystemClientTools`BuildDefinitionNotebook`Private`$cp$\ = $ContextPath}, Quiet[ Block[{$ContextPath = ResourceSystemClientTools`BuildDefinitionNotebook`Private`$\ cp$, ResourceSystemClient`$AsyncronousResourceInformationUpdates = False}, CurrentValue[ ResourceSystemClientTools`BuildDefinitionNotebook`Private`\ nb$, {TaggingRules, "StatusMessage"}] = ProgressIndicator[Appearance -> "Necklace"]; Needs["ResourceSystemClient`DefinitionNotebook`"]; ResourceSystemClient`DefinitionNotebook`CheckForUpdates[ ResourceSystemClientTools`BuildDefinitionNotebook`Private`\ nb$, ResourceSystemClient`DefinitionNotebook`PreviewResource[ ButtonNotebook[], "Notebook"]]; CurrentValue[ ResourceSystemClientTools`BuildDefinitionNotebook`Private`\ nb$, {TaggingRules, "StatusMessage"}] = ""; Null]]], "\"On the cloud\"" :> With[{ResourceSystemClientTools`BuildDefinitionNotebook`Private`\ nb$ = InputNotebook[], ResourceSystemClientTools`BuildDefinitionNotebook`Private`$cp$\ = $ContextPath}, Quiet[ Block[{$ContextPath = ResourceSystemClientTools`BuildDefinitionNotebook`Private`$\ cp$, ResourceSystemClient`$AsyncronousResourceInformationUpdates = False}, CurrentValue[ ResourceSystemClientTools`BuildDefinitionNotebook`Private`\ nb$, {TaggingRules, "StatusMessage"}] = ProgressIndicator[Appearance -> "Necklace"]; Needs["ResourceSystemClient`DefinitionNotebook`"]; ResourceSystemClient`DefinitionNotebook`CheckForUpdates[ ResourceSystemClientTools`BuildDefinitionNotebook`Private`\ nb$, ResourceSystemClient`DefinitionNotebook`PreviewResource[ ButtonNotebook[], "Cloud"]]; CurrentValue[ ResourceSystemClientTools`BuildDefinitionNotebook`Private`\ nb$, {TaggingRules, "StatusMessage"}] = ""; Null]]]}, Appearance -> None, Method -> "Queued"], ActionMenuBox[ TemplateBox[{ "\"Deploy \[FilledDownTriangle]\"", Null& , "\"\"", True}, "OrangeButtonTemplate"], { "\"Locally on this computer\"" :> With[{ResourceSystemClientTools`BuildDefinitionNotebook`Private`\ nb$ = InputNotebook[], ResourceSystemClientTools`BuildDefinitionNotebook`Private`$cp$\ = $ContextPath}, Quiet[ Block[{$ContextPath = ResourceSystemClientTools`BuildDefinitionNotebook`Private`$\ cp$, ResourceSystemClient`$AsyncronousResourceInformationUpdates = False}, CurrentValue[ ResourceSystemClientTools`BuildDefinitionNotebook`Private`\ nb$, {TaggingRules, "StatusMessage"}] = ProgressIndicator[Appearance -> "Necklace"]; Needs["ResourceSystemClient`DefinitionNotebook`"]; ResourceSystemClient`DefinitionNotebook`CheckForUpdates[ ResourceSystemClientTools`BuildDefinitionNotebook`Private`\ nb$, ResourceSystemClient`DefinitionNotebook`DisplayStripe[ ButtonNotebook[], ResourceSystemClient`DefinitionNotebook`DeployResource[ ButtonNotebook[], "Local"]]]; CurrentValue[ ResourceSystemClientTools`BuildDefinitionNotebook`Private`\ nb$, {TaggingRules, "StatusMessage"}] = ""; Null]]], "\"For my cloud account\"" :> With[{ResourceSystemClientTools`BuildDefinitionNotebook`Private`\ nb$ = InputNotebook[], ResourceSystemClientTools`BuildDefinitionNotebook`Private`$cp$\ = $ContextPath}, Quiet[ Block[{$ContextPath = ResourceSystemClientTools`BuildDefinitionNotebook`Private`$\ cp$, ResourceSystemClient`$AsyncronousResourceInformationUpdates = False}, CurrentValue[ ResourceSystemClientTools`BuildDefinitionNotebook`Private`\ nb$, {TaggingRules, "StatusMessage"}] = ProgressIndicator[Appearance -> "Necklace"]; Needs["ResourceSystemClient`DefinitionNotebook`"]; ResourceSystemClient`DefinitionNotebook`CheckForUpdates[ ResourceSystemClientTools`BuildDefinitionNotebook`Private`\ nb$, ResourceSystemClient`DefinitionNotebook`DisplayStripe[ ButtonNotebook[], ResourceSystemClient`DefinitionNotebook`DeployResource[ ButtonNotebook[], "CloudPrivate"]]]; CurrentValue[ ResourceSystemClientTools`BuildDefinitionNotebook`Private`\ nb$, {TaggingRules, "StatusMessage"}] = ""; Null]]], "\"Publicly in the cloud\"" :> With[{ResourceSystemClientTools`BuildDefinitionNotebook`Private`\ nb$ = InputNotebook[], ResourceSystemClientTools`BuildDefinitionNotebook`Private`$cp$\ = $ContextPath}, Quiet[ Block[{$ContextPath = ResourceSystemClientTools`BuildDefinitionNotebook`Private`$\ cp$, ResourceSystemClient`$AsyncronousResourceInformationUpdates = False}, CurrentValue[ ResourceSystemClientTools`BuildDefinitionNotebook`Private`\ nb$, {TaggingRules, "StatusMessage"}] = ProgressIndicator[Appearance -> "Necklace"]; Needs["ResourceSystemClient`DefinitionNotebook`"]; ResourceSystemClient`DefinitionNotebook`CheckForUpdates[ ResourceSystemClientTools`BuildDefinitionNotebook`Private`\ nb$, ResourceSystemClient`DefinitionNotebook`DisplayStripe[ ButtonNotebook[], ResourceSystemClient`DefinitionNotebook`DeployResource[ ButtonNotebook[], "CloudPublic"]]]; CurrentValue[ ResourceSystemClientTools`BuildDefinitionNotebook`Private`\ nb$, {TaggingRules, "StatusMessage"}] = ""; Null]]], "\"In this session only (without documentation)\"" :> With[{ResourceSystemClientTools`BuildDefinitionNotebook`Private`\ nb$ = InputNotebook[], ResourceSystemClientTools`BuildDefinitionNotebook`Private`$cp$\ = $ContextPath}, Quiet[ Block[{$ContextPath = ResourceSystemClientTools`BuildDefinitionNotebook`Private`$\ cp$, ResourceSystemClient`$AsyncronousResourceInformationUpdates = False}, CurrentValue[ ResourceSystemClientTools`BuildDefinitionNotebook`Private`\ nb$, {TaggingRules, "StatusMessage"}] = ProgressIndicator[Appearance -> "Necklace"]; Needs["ResourceSystemClient`DefinitionNotebook`"]; ResourceSystemClient`DefinitionNotebook`CheckForUpdates[ ResourceSystemClientTools`BuildDefinitionNotebook`Private`\ nb$, ResourceSystemClient`DefinitionNotebook`DisplayStripe[ ButtonNotebook[], ResourceSystemClient`DefinitionNotebook`DeployResource[ ButtonNotebook[], "KernelSession"]]]; CurrentValue[ ResourceSystemClientTools`BuildDefinitionNotebook`Private`\ nb$, {TaggingRules, "StatusMessage"}] = ""; Null]]]}, Appearance -> None, Method -> "Queued"], ItemBox[ StyleBox[ DynamicBox[ ToBoxes[ CurrentValue[ EvaluationNotebook[], {TaggingRules, "StatusMessage"}, ""], StandardForm], Evaluator -> "System", Initialization :> (CurrentValue[ EvaluationNotebook[], {TaggingRules, "StatusMessage"}] = "")], "Text", GrayLevel[1], StripOnInput -> False], ItemSize -> Fit, StripOnInput -> False], DynamicBox[ ToBoxes[ If[ CurrentValue[ EvaluationNotebook[], { TaggingRules, "SubmissionReviewData", "Review"}, False], RawBoxes[ TemplateBox[{ TemplateBox[{ TagBox[ GridBox[{{ GraphicsBox[{ Thickness[0.0635], StyleBox[{ FilledCurveBox[{{{0, 2, 0}, {0, 1, 0}, {0, 1, 0}}, {{0, 2, 0}, {0, 1, 0}, {0, 1, 0}}, {{0, 2, 0}, {0, 1, 0}, {0, 1, 0}}, {{0, 2, 0}, {0, 1, 0}, {0, 1, 0}}, {{0, 2, 0}, {0, 1, 0}, {0, 1, 0}}}, CompressedData[" 1:eJxTTMoPSmVmYGBgBWIWIGZigIEX9mCqQd8Bwv+Bnc/A54CiHs5HV6/ngJUP p2HmwdTp4FCHTvOhqYfZrw2lhdDk0fno6tHcD1PPwOSAnY+uns8BAE8cGz4= "]]}, { FaceForm[ RGBColor[0.9608, 0.7059, 0.498, 1.]]}, StripOnInput -> False], StyleBox[{ FilledCurveBox[{{{0, 2, 0}, {0, 1, 0}, {0, 1, 0}}, {{0, 2, 0}, {0, 1, 0}, {0, 1, 0}}, {{0, 2, 0}, {0, 1, 0}, {0, 1, 0}}, {{0, 2, 0}, {0, 1, 0}, {0, 1, 0}}, {{0, 2, 0}, {0, 1, 0}, {0, 1, 0}}, {{0, 2, 0}, {0, 1, 0}, {0, 1, 0}}, {{0, 2, 0}, {0, 1, 0}, {0, 1, 0}}}, CompressedData[" 1:eJxTTMoPSmVmYGBgB2IWIGZigAEJBwjNB6EblHHwX9ijqofxoeoYhKC0Bg4+ Hw4apk4Uap8aDr4QDhqqDu4uVRx8URw0TJ001D5lHHwJHDRUHYMclFbCwZfG QUPVNSjgp+HmIWgAG/wcEg== "]], FilledCurveBox[{{{0, 2, 0}, {0, 1, 0}, {0, 1, 0}}, {{0, 2, 0}, {0, 1, 0}, {0, 1, 0}}, {{0, 2, 0}, {0, 1, 0}, {0, 1, 0}}, {{0, 2, 0}, {0, 1, 0}, {0, 1, 0}}, {{0, 2, 0}, {0, 1, 0}, {0, 1, 0}}, {{0, 2, 0}, {0, 1, 0}, {0, 1, 0}}, {{0, 2, 0}, {0, 1, 0}, {0, 1, 0}}, {{0, 2, 0}, {0, 1, 0}, {0, 1, 0}}, {{0, 2, 0}, {0, 1, 0}, {0, 1, 0}}, {{0, 2, 0}, {0, 1, 0}, {0, 1, 0}}}, CompressedData[" 1:eJx10EEKgCAQhWGpFtEyEAYGggQj6RKeoSMErbuCR0/IWfTgCcPwy7fR9XrO u3fOTXWGOp2zM+ZvH2170nv+e2sFH0ijt45/XxJp9NgRPHYAb63kHhu9tf2H eU8aPfbS9kxawAvxnrSCx3c3XzbS6JX4RFrAS34B53ckaw== "]]}, { FaceForm[ RGBColor[1., 1., 1., 1.]]}, StripOnInput -> False]}, ImageSize -> 15, PlotRange -> {{0., 15.75}, {0., 16.5}}, AspectRatio -> 1.15], "\"Submit Update\""}}, GridBoxAlignment -> { "Columns" -> {{Left}}, "Rows" -> {{Center}}}, AutoDelete -> False, GridBoxItemSize -> { "Columns" -> {{Automatic}}, "Rows" -> {{Automatic}}}, GridBoxSpacings -> { "Columns" -> {{0}}, "ColumnsIndexed" -> {2 -> 0.5}, "Rows" -> {{0}}}], "Grid"], "\"Submit changes to update your resource submission\""}, "PrettyTooltipTemplate"], With[{ResourceSystemClientTools`BuildDefinitionNotebook`\ Private`nb = ButtonNotebook[]}, ResourceSystemClient`DefinitionNotebook`DisplayStripe[ ResourceSystemClientTools`BuildDefinitionNotebook`Private`\ nb, ResourceSystemClient`DefinitionNotebook`\ SubmitRepositoryUpdate[ ResourceSystemClientTools`BuildDefinitionNotebook`Private`\ nb], "ShowProgress" -> True]]& , "\"Submit changes to update your resource submission\"", True}, "OrangeButtonTemplate"]], RawBoxes[ TemplateBox[{ TemplateBox[{ TagBox[ GridBox[{{ GraphicsBox[{ Thickness[0.0635], StyleBox[{ FilledCurveBox[{{{0, 2, 0}, {0, 1, 0}, {0, 1, 0}}, {{0, 2, 0}, {0, 1, 0}, {0, 1, 0}}, {{0, 2, 0}, {0, 1, 0}, {0, 1, 0}}, {{0, 2, 0}, {0, 1, 0}, {0, 1, 0}}, {{0, 2, 0}, {0, 1, 0}, {0, 1, 0}}}, CompressedData[" 1:eJxTTMoPSmVmYGBgBWIWIGZigIEX9mCqQd8Bwv+Bnc/A54CiHs5HV6/ngJUP p2HmwdTp4FCHTvOhqYfZrw2lhdDk0fno6tHcD1PPwOSAnY+uns8BAE8cGz4= "]]}, { FaceForm[ RGBColor[0.9608, 0.7059, 0.498, 1.]]}, StripOnInput -> False], StyleBox[{ FilledCurveBox[{{{0, 2, 0}, {0, 1, 0}, {0, 1, 0}}, {{0, 2, 0}, {0, 1, 0}, {0, 1, 0}}, {{0, 2, 0}, {0, 1, 0}, {0, 1, 0}}, {{0, 2, 0}, {0, 1, 0}, {0, 1, 0}}, {{0, 2, 0}, {0, 1, 0}, {0, 1, 0}}, {{0, 2, 0}, {0, 1, 0}, {0, 1, 0}}, {{0, 2, 0}, {0, 1, 0}, {0, 1, 0}}}, CompressedData[" 1:eJxTTMoPSmVmYGBgB2IWIGZigAEJBwjNB6EblHHwX9ijqofxoeoYhKC0Bg4+ Hw4apk4Uap8aDr4QDhqqDu4uVRx8URw0TJ001D5lHHwJHDRUHYMclFbCwZfG QUPVNSjgp+HmIWgAG/wcEg== "]], FilledCurveBox[{{{0, 2, 0}, {0, 1, 0}, {0, 1, 0}}, {{0, 2, 0}, {0, 1, 0}, {0, 1, 0}}, {{0, 2, 0}, {0, 1, 0}, {0, 1, 0}}, {{0, 2, 0}, {0, 1, 0}, {0, 1, 0}}, {{0, 2, 0}, {0, 1, 0}, {0, 1, 0}}, {{0, 2, 0}, {0, 1, 0}, {0, 1, 0}}, {{0, 2, 0}, {0, 1, 0}, {0, 1, 0}}, {{0, 2, 0}, {0, 1, 0}, {0, 1, 0}}, {{0, 2, 0}, {0, 1, 0}, {0, 1, 0}}, {{0, 2, 0}, {0, 1, 0}, {0, 1, 0}}}, CompressedData[" 1:eJx10EEKgCAQhWGpFtEyEAYGggQj6RKeoSMErbuCR0/IWfTgCcPwy7fR9XrO u3fOTXWGOp2zM+ZvH2170nv+e2sFH0ijt45/XxJp9NgRPHYAb63kHhu9tf2H eU8aPfbS9kxawAvxnrSCx3c3XzbS6JX4RFrAS34B53ckaw== "]]}, { FaceForm[ RGBColor[1., 1., 1., 1.]]}, StripOnInput -> False]}, ImageSize -> 15, PlotRange -> {{0., 15.75}, {0., 16.5}}, AspectRatio -> 1.15], "\"Submit to Repository\""}}, GridBoxAlignment -> { "Columns" -> {{Left}}, "Rows" -> {{Center}}}, AutoDelete -> False, GridBoxItemSize -> { "Columns" -> {{Automatic}}, "Rows" -> {{Automatic}}}, GridBoxSpacings -> { "Columns" -> {{0}}, "ColumnsIndexed" -> {2 -> 0.5}, "Rows" -> {{0}}}], "Grid"], "\"Submit your function to the Wolfram Function Repository\ \""}, "PrettyTooltipTemplate"], With[{ResourceSystemClientTools`BuildDefinitionNotebook`\ Private`nb = ButtonNotebook[]}, ResourceSystemClient`DefinitionNotebook`DisplayStripe[ ResourceSystemClientTools`BuildDefinitionNotebook`Private`\ nb, ResourceSystemClient`DefinitionNotebook`SubmitRepository[ ResourceSystemClientTools`BuildDefinitionNotebook`Private`\ nb], "ShowProgress" -> True]]& , "\"Submit your function to the Wolfram Function \ Repository\"", True}, "OrangeButtonTemplate"]]], StandardForm], Evaluator -> "System", SingleEvaluation -> True]}}, GridBoxAlignment -> {"Columns" -> {{Left}}, "Rows" -> {{Center}}}, AutoDelete -> False, GridBoxBackground -> {"Columns" -> {{None}}, "Rows" -> { RGBColor[0.9882, 0.4196, 0.2039], RGBColor[0.9216, 0.3412, 0.1059]}}, GridBoxFrame -> { "Columns" -> False, "RowsIndexed" -> { 1 -> RGBColor[0.9882, 0.4196, 0.2039], 2 -> RGBColor[0.9216, 0.3412, 0.1059]}}, GridBoxItemSize -> { "Columns" -> {{Automatic}}, "Rows" -> {{Automatic}}}, GridBoxSpacings -> { "Columns" -> {5, {0.9}, 5}, "RowsIndexed" -> {1 -> 1.1, 2 -> 1.3, 3 -> 1.55}}, FrameStyle -> RGBColor[0.9882, 0.4196, 0.2039]], "Grid"]& )}], Cell[ StyleData["ReviewerCommentLabelTemplate"], TemplateBoxOptions -> {DisplayFunction -> (TagBox[ GridBox[{{#, TemplateBox[{ GraphicsBox[{ Thickness[0.0222], { FaceForm[{ RGBColor[0.8745, 0.2784, 0.0314], Opacity[1.]}], FilledCurveBox[{{{1, 4, 3}, {1, 3, 3}, {1, 3, 3}, {1, 3, 3}}}, {{{45., 22.5}, {45., 10.074}, {34.926, 0.}, {22.5, 0.}, {10.074, 0.}, {0., 10.074}, {0., 22.5}, {0., 34.926}, { 10.074, 45.}, {22.5, 45.}, {34.926, 45.}, {45., 34.926}, { 45., 22.5}}}]}, { FaceForm[{ RGBColor[1., 1., 1.], Opacity[1.]}], FilledCurveBox[{{{0, 2, 0}, {1, 3, 3}, {1, 3, 3}, {1, 3, 3}, { 1, 3, 3}, {1, 3, 3}, {1, 3, 3}, {1, 3, 3}, {1, 3, 3}, {1, 3, 3}, {1, 3, 3}, {0, 1, 0}, {0, 1, 0}, {1, 3, 3}, {0, 1, 0}, {0, 1, 0}, {1, 3, 3}, {0, 1, 0}, {0, 1, 0}, {0, 1, 0}, { 1, 3, 3}, {0, 1, 0}, {0, 1, 0}, {0, 1, 0}, {0, 1, 0}}, {{0, 2, 0}, {0, 1, 0}, {0, 1, 0}, {1, 3, 3}, {0, 1, 0}, {1, 3, 3}, {0, 1, 0}}, {{0, 2, 0}, {1, 3, 3}, {0, 1, 0}, {1, 3, 3}, {0, 1, 0}, {1, 3, 3}, {0, 1, 0}, {1, 3, 3}}, {{0, 2, 0}, {1, 3, 3}, {0, 1, 0}, {1, 3, 3}, {0, 1, 0}, {0, 1, 0}, { 0, 1, 0}}}, {CompressedData[" 1:eJxTTMoPSmViYGAwAWIQLckSxqe7SdlhmnN3zvPblg4w/smyffOl/K0cEp5e ULq9U9lhT8lkCZZrVg6VL9UMOd4oO1SLrHN/GGXtcLUCKOCh4sDDpN0udtPa 4fnvlR8v8ao6ZIE12ELMrVZzAHLC+HjtHICGz32fruGQC1Zo57BASv+uCpsW RP9Me4g9YjoQe3gcHICqlx/z1nNgAAEFB4j6Y/oOQMvOfVd2gLhjlgGEz+zg oBnTf+irhiFEfw/UvDJDiP2+9g7qhhxrZGYZQtS9sHP48vdKxcs2Q4i72u0c pEHOSTSEuxfsTiFDiPhCWwcXoHd+rzRwWOS67fPfEFuHx0tnH1EoMHDYUJQx 8a2MrUPQDrnW14IGUPfaOnzTAFq0VR8aXrYOoFA6V64HcccvWwfTuF2ePEy6 UPPtHIC+CH68VBvOP70QaNFeLTg/X6j5wKlELYdPl3yTBCLsIP7U0YK49y3U PR80HQJ6p+cJHbaB88HqZ1jD1QNdUyWSZwWJH2stiHtuWcLdC+ND4lvfwbzT MeHpBEt4+IPld1lA4p9DH+LuVgu4eeh8sH18hnA+2J6velB3aUHSyxE9iP8U 9aDpBMH3A/rWskQHYt8JBQw+TD0kPpTh5sHSMzgd/0TwYe6B8WHulY1Ksb7f rwDng+PHSQES31csIPF7UREePgCOg02w "], {{19.051, 14.242}, { 19.051, 27.594}, {23.828, 27.594}, {23.828, 26.543}, { 21.426, 26.309}, {21.375, 26.258}, {21.375, 24.219}, { 21.375, 17.535}, {21.375, 15.602}, {21.426, 15.547}, { 23.828, 15.316}, {23.828, 14.242}}, {{24.578, 18.75}, { 24.578, 23.078}, {24.578, 23.539}, {24.953, 23.914}, { 25.418, 23.91}, {29.746, 23.91}, {30.203, 23.91}, {30.578, 23.539}, {30.578, 23.078}, {30.578, 18.75}, {30.582, 18.289}, {30.207, 17.91}, {29.746, 17.91}, {25.418, 17.91}, {24.953, 17.906}, {24.574, 18.285}, {24.578, 18.75}}, {{31.328, 14.242}, {31.328, 15.316}, {33.684, 15.539}, {33.789, 15.602}, {33.789, 17.641}, {33.789, 24.188}, {33.789, 26.227}, {33.684, 26.281}, {31.328, 26.512}, {31.328, 27.586}, {36.113, 27.586}, {36.113, 14.234}}}]}}, { ImageSize -> 12, AspectRatio -> Automatic, Background -> None, ImageSize -> {45., 45.}, PlotRange -> {{0., 45.}, {0., 45.}}}], "Wolfram Function Repository Reviewer"}, "PrettyTooltipTemplate"]}}, GridBoxAlignment -> { "Columns" -> {{Automatic}}, "Rows" -> {{Center}}}, AutoDelete -> False, GridBoxItemSize -> { "Columns" -> {{Automatic}}, "Rows" -> {{Automatic}}}, GridBoxSpacings -> {"Columns" -> {{0.25}}}], "Grid"]& )}], Cell[ StyleData["CommentCellLabelTemplate"], TemplateBoxOptions -> {DisplayFunction -> (StyleBox[ TagBox[ GridBox[{{ StyleBox[#, FontSize -> 11]}, { StyleBox[ DynamicBox[ ToBoxes[ DateString[ TimeZoneConvert[ DateObject[#2, TimeZone -> 0]], { "Month", "/", "Day", "/", "Year", " ", "Hour24", ":", "Minute"}], StandardForm], SingleEvaluation -> True], FontSize -> 9]}}, GridBoxAlignment -> {"Columns" -> {{Left}}}, AutoDelete -> False, GridBoxItemSize -> { "Columns" -> {{Automatic}}, "Rows" -> {{Automatic}}}, GridBoxSpacings -> {"Columns" -> {{Automatic}}, "Rows" -> {{0}}}], "Grid"], "CommentLabel", ShowStringCharacters -> False]& )}], Cell[ StyleData["OrangeButtonTemplate"], TemplateBoxOptions -> {DisplayFunction -> (ButtonBox[ StyleBox[#, "Text", FontFamily -> "Source Sans Pro", FontWeight -> "SemiBold", FontTracking -> -0.9, FontSize -> 13, FontColor -> GrayLevel[1], StripOnInput -> False], ButtonFunction :> With[{ResourceSystemClientTools`BuildDefinitionNotebook`Private`nb$ = ButtonNotebook[], ResourceSystemClientTools`BuildDefinitionNotebook`Private`$cp$ = \ $ContextPath}, Quiet[ Block[{$ContextPath = ResourceSystemClientTools`BuildDefinitionNotebook`Private`$cp$, ResourceSystemClient`$AsyncronousResourceInformationUpdates = False}, Needs["ResourceSystemClient`DefinitionNotebook`"]; ResourceSystemClient`DefinitionNotebook`CheckForUpdates[ ResourceSystemClientTools`BuildDefinitionNotebook`Private`nb$, If[ TrueQ[#4], With[{ResourceSystemClientTools`BuildDefinitionNotebook`\ Private`nb = ButtonNotebook[]}, CurrentValue[ ResourceSystemClientTools`BuildDefinitionNotebook`Private`\ nb, {TaggingRules, "StatusMessage"}] = ProgressIndicator[Appearance -> "Necklace"]; #2[]; CurrentValue[ ResourceSystemClientTools`BuildDefinitionNotebook`Private`\ nb, {TaggingRules, "StatusMessage"}] = ""; Null], #2[]]]; Null]]], FrameMargins -> {{5, 5}, {0, 0}}, Appearance -> {"Default" -> Image[CompressedData[" 1:eJxTTMoPSmNiYGAo5gASQYnljkVFiZXBAkBOaF5xZnpeaopnXklqemqRRRIz UJAXikHs/xgAqyAQvA6XhqPnQeIQhCyIrAwodd2K5Yo5IwQB2XDFcGXPAsWu mjNdNmVARkARoDhc2aswqWtWLGhqIAgoDpSFuBao5QqGURB0BWwgAxgQo4xI 04h3G5E+JT7ciIkFYuIUAMJyEaA= "], "Byte", ColorSpace -> "RGB", Interleaving -> True], "Hover" -> Image[CompressedData[" 1:eJxTTMoPSmNiYGAo5gASQYnljkVFiZXBAkBOaF5xZnpeaopnXklqemqRRRIz UJAXikHs/xgAqyAQvA6XhqMHARIQhCyIrAwotcmIc7UuOwQB2XDFcGX3/MXX 6LEv12ZDRkARoDhc2cswqY2GnGhqIAgoDpSFuBaoZTWGURC0GmwgAxgQo4xI 04h3G5E+JT7ciIkFYuIUAJxlBG4= "], "Byte", ColorSpace -> "RGB", Interleaving -> True], "Pressed" -> Image[CompressedData[" 1:eJxTTMoPSmNiYGAo5gASQYnljkVFiZXBAkBOaF5xZnpeaopnXklqemqRRRIz UJAXikHs/xgAqyAQvA6XhqN3hfYQhCyIrAwo9e36ma8PbkIQkA1XDFf2vtzt 28Obu6Jsl2uzQRCQDRQBisOVvYlR+nb99I5gU7gaCAKKAMWBshDXArV8unUR TQ0EAcWBsgxgQIwyIk0j3m1E+pT4cCMmFoiJUwBBtDmK "], "Byte", ColorSpace -> "RGB", Interleaving -> True]}, Background -> RGBColor[0.9216, 0.3412, 0.1059], Method -> "Queued", ImageSize -> {All, 23}, Evaluator -> Automatic]& )}], Cell[ StyleData["SuggestionGridTemplate"], TemplateBoxOptions -> {DisplayFunction -> (StyleBox[ FrameBox[ AdjustmentBox[ TagBox[ GridBox[{{ TemplateBox[{#2, #3, {16., 16.}, {{1., 17.}, {1., 17.}}}, "SuggestionIconTemplate"], PaneBox[#, ImageSizeAction -> "ShrinkToFit", BaselinePosition -> Baseline, ImageSize -> Full], AdjustmentBox[ TemplateBox[{ ActionMenuBox[ TagBox[ PaneSelectorBox[{False -> GraphicsBox[{ EdgeForm[ Directive[ GrayLevel[1, 0], Thickness[0.025]]], FaceForm[#4], RectangleBox[{-1.75, -2}, {1.75, 2}, RoundingRadius -> 0.2], Thickness[0.15], #5, LineBox[{{-0.5, -1.}, {0.5, 0.}, {-0.5, 1.}}]}, ImageSize -> {Automatic, 15}, ImageMargins -> 0], True -> GraphicsBox[{ EdgeForm[ Directive[#5, Thickness[0.025]]], FaceForm[#2], RectangleBox[{-1.75, -2}, {1.75, 2}, RoundingRadius -> 0.2], Thickness[0.15], GrayLevel[1], LineBox[{{-0.5, -1.}, {0.5, 0.}, {-0.5, 1.}}]}, ImageSize -> {Automatic, 15}, ImageMargins -> 0]}, Dynamic[ CurrentValue["MouseOver"]], ImageSize -> Automatic, FrameMargins -> 0], MouseAppearanceTag["LinkHand"]], #6, Appearance -> None, Method -> "Queued"], "\"View suggestions\""}, "PrettyTooltipTemplate"], BoxBaselineShift -> -0.3]}}, GridBoxAlignment -> { "Columns" -> {{Left}}, "Rows" -> {{Baseline}}}, AutoDelete -> False, GridBoxItemSize -> { "Columns" -> {Automatic, Automatic, Fit}, "Rows" -> {{Automatic}}}, GridBoxSpacings -> {"Columns" -> {{0.4}}}], "Grid"], BoxMargins -> {{0.25, -1.}, {0.15, -0.15}}], RoundingRadius -> {13, 75}, Background -> #4, FrameStyle -> None, FrameMargins -> {{0, 8}, {0, 0}}, ImageMargins -> {{0, 0}, {5, 5}}, StripOnInput -> False], "Text", FontColor -> #5, FontSize -> 14, FontFamily -> "Source Sans Pro", FontWeight -> "SemiBold", FontTracking -> "Plain", PrivateFontOptions -> {"OperatorSubstitution" -> False}, LineBreakWithin -> False]& )}], Cell[ StyleData["SuggestionIconTemplate"], TemplateBoxOptions -> {DisplayFunction -> (GraphicsBox[{ Thickness[0.0556], StyleBox[{ FilledCurveBox[{{{1, 4, 3}, {1, 3, 3}, {1, 3, 3}, {1, 3, 3}, {1, 3, 3}, {1, 3, 3}, {1, 3, 3}, {1, 3, 3}}}, CompressedData[" 1:eJxTTMoPSmVmYGBgBGJJIGZigIIGAwcIQ8kBxk94ekHp9k9Vh8qXaoYcOfoO m+a+X37stKZDTP+hrxpzdOA0TBymDqYPl7n2pnG7PHlk4Pw5RxQ2FGWIwPWD jI3p54WbLxuVYn3fnwluD8S8H/Yo9gD5KPYA+TB7YPph9sDMh9EwcZg6FPdh MRfdXpi7YPph7oaZD/MXzB5c4QCzBwA/Dn+d "]]}, FaceForm[#]], StyleBox[{ FilledCurveBox[{{{0, 2, 0}, {0, 1, 0}, {0, 1, 0}, {0, 1, 0}, {0, 1, 0}, {0, 1, 0}}, {{1, 4, 3}, {1, 3, 3}, {1, 3, 3}, {1, 3, 3}, {1, 3, 3}, {1, 3, 3}, {1, 3, 3}, {1, 3, 3}}}, {{{8.1753, 7.4169}, { 7.7969, 11.3084}, {7.7969, 13.38}, {10.12, 13.38}, {10.12, 11.3084}, {9.7415, 7.4169}, {8.1753, 7.4169}}, CompressedData[" 1:eJxTTMoPSmViYGCQBGIQDQFKDg+rRNa5P+RzKPOXE8vSVYTz8z+0ngxpVHCA qBNwmPd++THv7/IO8q2vA3fICTpUvlQz5Hgj52DLdX1xga2QQxoYyDmcYLed HTpfGM6/k8GQ3+giCue7M1dwq7wQg+vnmbyyKdBTAm6+tsTUK5wZknD7Pec2 qB1qk4K772Y8iCXtAHM/jP/bquBcxyUEfyJ/ldnqOmW4/sWTrBh9WVTg5rt0 5zz/3akCt//sGRBQgbsPxoe5H8aH+Q+mH+Z/mPmw8IHZDws/mPtg4Yse/gBw FJLS "]}]}, FaceForm[#2]]}, ImageSize -> #3, PlotRange -> #4, AspectRatio -> Automatic, BaselinePosition -> Scaled[0.1]]& )}], Cell[ StyleData["UsageInputs", StyleDefinitions -> StyleData["Input"]], CellMargins -> {{66, 10}, {0, 8}}, StyleKeyMapping -> {"Tab" -> "UsageDescription"}, Evaluatable -> False, CellEventActions -> { "ReturnKeyDown" :> With[{ResourceSystemClientTools`BuildDefinitionNotebook`Private`nb = Notebooks[ EvaluationCell[]]}, SelectionMove[ EvaluationCell[], After, Cell]; NotebookWrite[ ResourceSystemClientTools`BuildDefinitionNotebook`Private`nb, Cell["", "UsageDescription"], All]; SelectionMove[ ResourceSystemClientTools`BuildDefinitionNotebook`Private`nb, Before, CellContents]], {"KeyDown", "\t"} :> Replace[SelectionMove[ SelectedNotebook[], After, Cell]; NotebookFind[ SelectedNotebook[], "TabNext", Next, CellTags, AutoScroll -> True, WrapAround -> True], Blank[NotebookSelection] :> SelectionMove[ SelectedNotebook[], All, CellContents, AutoScroll -> True]]}, ShowAutoStyles -> False, ShowCodeAssist -> False, CodeAssistOptions -> {"DynamicHighlighting" -> False}, LineSpacing -> {1, 3}, TabSpacings -> {2.5}, CounterIncrements -> "Text", FontFamily -> "Source Sans Pro", FontSize -> 15, FontWeight -> "Plain"], Cell[ StyleData["UsageDescription", StyleDefinitions -> StyleData["Text"]], CellMargins -> {{86, 10}, {7, 0}}, StyleKeyMapping -> {"Backspace" -> "UsageInputs"}, CellGroupingRules -> "OutputGrouping", CellEventActions -> { "ReturnKeyDown" :> With[{ResourceSystemClientTools`BuildDefinitionNotebook`Private`nb = Notebooks[ EvaluationCell[]]}, SelectionMove[ EvaluationCell[], After, Cell]; NotebookWrite[ ResourceSystemClientTools`BuildDefinitionNotebook`Private`nb, Cell[ BoxData[""], "UsageInputs", FontFamily -> "Source Sans Pro"], All]; SelectionMove[ ResourceSystemClientTools`BuildDefinitionNotebook`Private`nb, Before, CellContents]], {"KeyDown", "\t"} :> Replace[SelectionMove[ SelectedNotebook[], After, Cell]; NotebookFind[ SelectedNotebook[], "TabNext", Next, CellTags, AutoScroll -> True, WrapAround -> True], Blank[NotebookSelection] :> SelectionMove[ SelectedNotebook[], All, CellContents, AutoScroll -> True]]}, ShowAutoSpellCheck -> False], Cell[ StyleData["Notes", StyleDefinitions -> StyleData["Item"]], CellDingbat -> StyleBox["\[FilledVerySmallSquare]", FontColor -> GrayLevel[0.6]], CellMargins -> {{66, 24}, {9, 7}}, ReturnCreatesNewCell -> False, StyleKeyMapping -> {}, DefaultNewCellStyle -> "Notes", ShowAutoSpellCheck -> False, GridBoxOptions -> {BaseStyle -> "TableNotes"}], Cell[ StyleData["TableNotes", StyleDefinitions -> StyleData["Notes"]], CellDingbat -> None, CellFrameColor -> RGBColor[0.749, 0.694, 0.553], StyleMenuListing -> None, ButtonBoxOptions -> {Appearance -> {Automatic, None}}, GridBoxOptions -> { FrameStyle -> GrayLevel[0.906], GridBoxAlignment -> { "Columns" -> {{Left}}, "ColumnsIndexed" -> {}, "Rows" -> {{Baseline}}, "RowsIndexed" -> {}}, GridBoxDividers -> {"Columns" -> {{None}}, "Rows" -> {{True}}}, GridDefaultElement -> Cell["\[Placeholder]", "TableText"]}], Cell[ StyleData["TableText"], DefaultInlineFormatType -> "DefaultInputInlineFormatType", AutoQuoteCharacters -> {}, StyleMenuListing -> None], Cell[ StyleData["Hyperlink"], FontColor -> RGBColor[0.9216, 0.3412, 0.1059]], Cell[ StyleData["HyperlinkActive"], FontColor -> RGBColor[0.6144, 0.2275, 0.0706]], Cell[ StyleData["Link"], FontFamily -> "Source Sans Pro", FontColor -> Dynamic[ If[ CurrentValue["MouseOver"], RGBColor[0.8549, 0.3961, 0.1451], RGBColor[0.0196, 0.2863, 0.651]]]], Cell[ StyleData["StringTypeLink"], TemplateBoxOptions -> {DisplayFunction :> (TagBox[ DynamicBox[ If[ CurrentValue["MouseOver"], ButtonBox[ StyleBox[#, FontColor -> RGBColor[0.9686, 0.4667, 0.]], ButtonData -> #2], ButtonBox[#, ButtonData -> #2]]], MouseAppearanceTag["LinkHand"]]& )}, ButtonBoxOptions -> { BaseStyle -> {FontColor -> GrayLevel[0.4667], "Link"}}], Cell[ StyleData["InlineFormula"], HyphenationOptions -> {"HyphenationCharacter" -> "\[Continuation]"}, LanguageCategory -> "Formula", AutoSpacing -> True, ScriptLevel -> 1, SingleLetterItalics -> False, SpanMaxSize -> 1, StyleMenuListing -> None, FontFamily -> "Source Sans Pro", FontSize -> 1. Inherited, ButtonBoxOptions -> {Appearance -> {Automatic, None}}, FractionBoxOptions -> {BaseStyle -> {SpanMaxSize -> Automatic}}, GridBoxOptions -> { GridBoxItemSize -> { "Columns" -> {{Automatic}}, "ColumnsIndexed" -> {}, "Rows" -> {{1.}}, "RowsIndexed" -> {}}}], Cell[ StyleData["ExampleDelimiter"], Selectable -> False, ShowCellBracket -> Automatic, CellMargins -> {{66, 14}, {5, 10}}, Evaluatable -> True, CellGroupingRules -> {"SectionGrouping", 58}, CellEvaluationFunction -> (($Line = 0; Null)& ), ShowCellLabel -> False, CellLabelAutoDelete -> True, TabFilling -> "\[LongDash]\[NegativeThickSpace]", TabSpacings -> {100}, StyleMenuListing -> None, FontFamily -> "Verdana", FontWeight -> Bold, FontSlant -> "Plain", FontColor -> GrayLevel[0.9059]], Cell[ StyleData["ExampleText", StyleDefinitions -> StyleData["Text"]]], Cell[ StyleData["PageBreak", StyleDefinitions -> StyleData["ExampleDelimiter"]], Selectable -> False, CellFrame -> {{0, 0}, {1, 0}}, CellMargins -> {{66, 14}, {15, -5}}, CellElementSpacings -> {"CellMinHeight" -> 1}, Evaluatable -> True, CellEvaluationFunction -> (($Line = 0; Null)& ), CellFrameColor -> GrayLevel[ Rational[77, 85]]], Cell[ StyleData["Subsection"], Evaluatable -> True, CellEvaluationFunction -> (($Line = 0; Null)& ), ShowCellLabel -> False], Cell[ StyleData["Subsubsection"], Evaluatable -> True, CellEvaluationFunction -> (($Line = 0; Null)& ), ShowCellLabel -> False], Cell[ StyleData["Comment", StyleDefinitions -> StyleData["Text"]], CellFrame -> {{3, 0}, {0, 0}}, CellMargins -> {{66, 0}, {1, 0}}, CellElementSpacings -> {"ClosedCellHeight" -> 0}, CellFrameColor -> RGBColor[0.8807, 0.611, 0.1421], CellFrameLabelMargins -> {{0, 10}, {0, 0}}, FontColor -> GrayLevel[0.25], Background -> RGBColor[0.9821, 0.9417, 0.8713]], Cell[ StyleData["AuthorComment", StyleDefinitions -> StyleData["Comment"]], CellFrameColor -> RGBColor[0.3684, 0.5068, 0.7098], Background -> RGBColor[0.9053, 0.926, 0.9565]], Cell[ StyleData["ReviewerComment", StyleDefinitions -> StyleData["Comment"]], CellFrameColor -> RGBColor[0.5602, 0.6916, 0.1949], Background -> RGBColor[0.934, 0.9537, 0.8792]], Cell[ StyleData["CommentLabel", StyleDefinitions -> StyleData["Text"]], ShowStringCharacters -> False, FontSlant -> "Italic", FontColor -> GrayLevel[0.5]], Cell[ StyleData["CharactersRefLink"], ShowSpecialCharacters -> False], Cell[ StyleData["DockedCell"], CellFrameColor -> GrayLevel[0.75], Background -> GrayLevel[0.9]]}, Visible -> False, FrontEndVersion -> "12.1 for Linux x86 (64-bit) (March 18, 2020)", StyleDefinitions -> "PrivateStylesheetFormatting.nb"] ] (* End of Notebook Content *) (* Internal cache information *) (*CellTagsOutline CellTagsIndex->{ "Title"->{ Cell[558, 20, 55, 1, 70, "Title",ExpressionUUID->"17f9107d-cfb5-4604-894e-5559f6382f70", CellTags->"Title"]}, "Description"->{ Cell[616, 23, 149, 4, 70, "Text",ExpressionUUID->"c3346c73-fced-4d1c-851e-18a4a3373390", CellTags->"Description"]}, "Definition"->{ Cell[790, 31, 946, 23, 70, "Section",ExpressionUUID->"95f30cf6-cb7d-4b6d-9d5b-46afe1e65b7c", CellTags->{"Definition", "Function", "TemplateCellGroup"}, CellID->271561301]}, "Function"->{ Cell[790, 31, 946, 23, 70, "Section",ExpressionUUID->"95f30cf6-cb7d-4b6d-9d5b-46afe1e65b7c", CellTags->{"Definition", "Function", "TemplateCellGroup"}, CellID->271561301]}, "TemplateCellGroup"->{ Cell[790, 31, 946, 23, 70, "Section",ExpressionUUID->"95f30cf6-cb7d-4b6d-9d5b-46afe1e65b7c", CellTags->{"Definition", "Function", "TemplateCellGroup"}, CellID->271561301], Cell[3335, 111, 1697, 44, 70, "Subsection",ExpressionUUID->"f2ac15a3-e714-472b-b571-ce1534c258ec", CellTags->{"TemplateCellGroup", "Usage"}, CellID->657272351], Cell[6102, 202, 1187, 26, 70, "Subsection",ExpressionUUID->"83709f26-da02-44b7-b65b-09c46a2e1c02", CellTags->{"Details & Options", "Notes", "TemplateCellGroup"}, CellID->25317349], Cell[8018, 259, 6634, 145, 70, "Section",ExpressionUUID->"90073022-bafc-45c3-ab81-c1582205c556", CellTags->{"Examples", "TemplateCellGroup"}, CellID->487306095], Cell[118757, 2497, 756, 20, 70, "Subsection",ExpressionUUID->"88557971-9161-484d-b12f-b21c1793d521", CellTags->{"Contributed By", "ContributorInformation", "TemplateCellGroup"}, CellID->581484318], Cell[119580, 2524, 731, 20, 70, "Subsection",ExpressionUUID->"adfb8c7a-7bda-4c8c-9ba3-d4485270652e", CellTags->{"Keywords", "TemplateCellGroup"}, CellID->234953024], Cell[120418, 2553, 130, 3, 70, "Subsection",ExpressionUUID->"e54f5cbd-bf17-48b6-ade5-594a3750708a", CellTags->{"Categories", "TemplateCellGroup"}, CellID->360699210], Cell[120667, 2565, 708, 20, 70, "Subsection",ExpressionUUID->"b2de3497-ad58-40c7-9599-46e72fa7527a", CellTags->{"Related Symbols", "TemplateCellGroup"}, CellID->787980732], Cell[121492, 2596, 758, 20, 70, "Subsection",ExpressionUUID->"5c7ed4fc-4438-4420-a936-7c47cef8f02d", CellTags->{"Related Resource Objects", "TemplateCellGroup"}, CellID->202501204], Cell[122320, 2623, 809, 21, 70, "Subsection",ExpressionUUID->"5727b1ce-2c02-4032-b36a-a17d0cb92a13", CellTags->{"Source/Reference Citation", "TemplateCellGroup"}, CellID->720896096], Cell[123665, 2659, 661, 20, 70, "Subsection",ExpressionUUID->"ef2f2525-fc80-4268-9cc7-b3277a86c154", CellTags->{"Links", "TemplateCellGroup"}, CellID->282884713], Cell[124851, 2694, 836, 22, 70, "Subsection",ExpressionUUID->"1d82b882-7d1e-4057-9c3d-74aa61ded224", CellTags->{"TemplateCellGroup", "Tests", "VerificationTests"}, CellID->899735658], Cell[125998, 2736, 131, 3, 70, "Section",ExpressionUUID->"2ea0dd8c-7461-4594-ac0e-343fe9e9a445", CellTags->{"Author Notes", "TemplateCellGroup"}, CellID->871584409], Cell[126678, 2754, 766, 21, 70, "Section",ExpressionUUID->"ce2053a5-e481-416a-a3da-ae7b99d54795", CellTags->{"Submission Notes", "TemplateCellGroup"}, CellID->22658912]}, "Documentation"->{ Cell[3230, 105, 80, 2, 70, "Section",ExpressionUUID->"da8ab080-5d01-4839-b7b3-b4717437f1c3", CellTags->"Documentation", CellID->363488142]}, "Usage"->{ Cell[3335, 111, 1697, 44, 70, "Subsection",ExpressionUUID->"f2ac15a3-e714-472b-b571-ce1534c258ec", CellTags->{"TemplateCellGroup", "Usage"}, CellID->657272351]}, "Details & Options"->{ Cell[6102, 202, 1187, 26, 70, "Subsection",ExpressionUUID->"83709f26-da02-44b7-b65b-09c46a2e1c02", CellTags->{"Details & Options", "Notes", "TemplateCellGroup"}, CellID->25317349]}, "Notes"->{ Cell[6102, 202, 1187, 26, 70, "Subsection",ExpressionUUID->"83709f26-da02-44b7-b65b-09c46a2e1c02", CellTags->{"Details & Options", "Notes", "TemplateCellGroup"}, CellID->25317349]}, "TabNext"->{ Cell[7292, 230, 689, 24, 70, "Notes",ExpressionUUID->"7dbad991-33a0-4cb6-92d5-9229a4d0b1a0", CellTags->"TabNext", CellID->521904482], Cell[123132, 2646, 496, 8, 70, "Text",ExpressionUUID->"612fbb69-180b-4e12-b6eb-2b11c125e265", CellTags->"TabNext", CellID->343081869], Cell[124329, 2681, 485, 8, 70, "Item",ExpressionUUID->"2db21a48-afd4-474b-8427-eefe363d9b8f", CellTags->"TabNext", CellID->485448166], Cell[126132, 2741, 509, 8, 70, "Text",ExpressionUUID->"8cb1605f-40d3-4e03-af78-e1451e195127", CellTags->"TabNext", CellID->567921317], Cell[127447, 2777, 495, 8, 70, "Text",ExpressionUUID->"0711b051-a7f0-40a3-94b7-b477937e7931", CellTags->"TabNext", CellID->920818074]}, "Examples"->{ Cell[8018, 259, 6634, 145, 70, "Section",ExpressionUUID->"90073022-bafc-45c3-ab81-c1582205c556", CellTags->{"Examples", "TemplateCellGroup"}, CellID->487306095]}, "Source & Additional Information"->{ Cell[118616, 2491, 116, 2, 70, "Section",ExpressionUUID->"a3931b21-a475-4ee5-be27-fd8f5efba2b3", CellTags->"Source & Additional Information", CellID->348526984]}, "Contributed By"->{ Cell[118757, 2497, 756, 20, 70, "Subsection",ExpressionUUID->"88557971-9161-484d-b12f-b21c1793d521", CellTags->{"Contributed By", "ContributorInformation", "TemplateCellGroup"}, CellID->581484318]}, "ContributorInformation"->{ Cell[118757, 2497, 756, 20, 70, "Subsection",ExpressionUUID->"88557971-9161-484d-b12f-b21c1793d521", CellTags->{"Contributed By", "ContributorInformation", "TemplateCellGroup"}, CellID->581484318]}, "Keywords"->{ Cell[119580, 2524, 731, 20, 70, "Subsection",ExpressionUUID->"adfb8c7a-7bda-4c8c-9ba3-d4485270652e", CellTags->{"Keywords", "TemplateCellGroup"}, CellID->234953024]}, "Categories"->{ Cell[120418, 2553, 130, 3, 70, "Subsection",ExpressionUUID->"e54f5cbd-bf17-48b6-ade5-594a3750708a", CellTags->{"Categories", "TemplateCellGroup"}, CellID->360699210]}, "Related Symbols"->{ Cell[120667, 2565, 708, 20, 70, "Subsection",ExpressionUUID->"b2de3497-ad58-40c7-9599-46e72fa7527a", CellTags->{"Related Symbols", "TemplateCellGroup"}, CellID->787980732]}, "Related Resource Objects"->{ Cell[121492, 2596, 758, 20, 70, "Subsection",ExpressionUUID->"5c7ed4fc-4438-4420-a936-7c47cef8f02d", CellTags->{"Related Resource Objects", "TemplateCellGroup"}, CellID->202501204]}, "Source/Reference Citation"->{ Cell[122320, 2623, 809, 21, 70, "Subsection",ExpressionUUID->"5727b1ce-2c02-4032-b36a-a17d0cb92a13", CellTags->{"Source/Reference Citation", "TemplateCellGroup"}, CellID->720896096]}, "Links"->{ Cell[123665, 2659, 661, 20, 70, "Subsection",ExpressionUUID->"ef2f2525-fc80-4268-9cc7-b3277a86c154", CellTags->{"Links", "TemplateCellGroup"}, CellID->282884713]}, "Tests"->{ Cell[124851, 2694, 836, 22, 70, "Subsection",ExpressionUUID->"1d82b882-7d1e-4057-9c3d-74aa61ded224", CellTags->{"TemplateCellGroup", "Tests", "VerificationTests"}, CellID->899735658]}, "VerificationTests"->{ Cell[124851, 2694, 836, 22, 70, "Subsection",ExpressionUUID->"1d82b882-7d1e-4057-9c3d-74aa61ded224", CellTags->{"TemplateCellGroup", "Tests", "VerificationTests"}, CellID->899735658]}, "Author Notes"->{ Cell[125998, 2736, 131, 3, 70, "Section",ExpressionUUID->"2ea0dd8c-7461-4594-ac0e-343fe9e9a445", CellTags->{"Author Notes", "TemplateCellGroup"}, CellID->871584409]}, "Submission Notes"->{ Cell[126678, 2754, 766, 21, 70, "Section",ExpressionUUID->"ce2053a5-e481-416a-a3da-ae7b99d54795", CellTags->{"Submission Notes", "TemplateCellGroup"}, CellID->22658912]} } *) (*CellTagsIndex CellTagsIndex->{ {"Title", 214424, 4466}, {"Description", 214557, 4469}, {"Definition", 214695, 4472}, {"Function", 214891, 4476}, {"TemplateCellGroup", 215096, 4480}, {"Documentation", 217657, 4523}, {"Usage", 217818, 4527}, {"Details & Options", 218012, 4531}, {"Notes", 218214, 4535}, {"TabNext", 218418, 4539}, {"Examples", 219148, 4555}, {"Source & Additional Information", 219357, 4559}, {"Contributed By", 219549, 4563}, {"ContributorInformation", 219785, 4567}, {"Keywords", 220007, 4571}, {"Categories", 220199, 4575}, {"Related Symbols", 220397, 4579}, {"Related Resource Objects", 220610, 4583}, {"Source/Reference Citation", 220833, 4587}, {"Links", 221037, 4591}, {"Tests", 221221, 4595}, {"VerificationTests", 221438, 4599}, {"Author Notes", 221650, 4603}, {"Submission Notes", 221848, 4607} } *) (*NotebookFileOutline Notebook[{ Cell[558, 20, 55, 1, 70, "Title",ExpressionUUID->"17f9107d-cfb5-4604-894e-5559f6382f70", CellTags->"Title"], Cell[616, 23, 149, 4, 70, "Text",ExpressionUUID->"c3346c73-fced-4d1c-851e-18a4a3373390", CellTags->"Description"], Cell[CellGroupData[{ Cell[790, 31, 946, 23, 70, "Section",ExpressionUUID->"95f30cf6-cb7d-4b6d-9d5b-46afe1e65b7c", CellTags->{"Definition", "Function", "TemplateCellGroup"}, CellID->271561301], Cell[1739, 56, 1476, 46, 70, "Input",ExpressionUUID->"fd8c4c7a-fd3c-49e1-af0b-eb61029cdebd", InitializationCell->True, CellID->932519942] }, Open ]], Cell[3230, 105, 80, 2, 70, "Section",ExpressionUUID->"da8ab080-5d01-4839-b7b3-b4717437f1c3", CellTags->"Documentation", CellID->363488142], Cell[CellGroupData[{ Cell[3335, 111, 1697, 44, 70, "Subsection",ExpressionUUID->"f2ac15a3-e714-472b-b571-ce1534c258ec", CellTags->{"TemplateCellGroup", "Usage"}, CellID->657272351], Cell[CellGroupData[{ Cell[5057, 159, 143, 4, 70, "UsageInputs",ExpressionUUID->"64454ab6-1826-486a-8efd-c88b127c28b5"], Cell[5203, 165, 331, 10, 70, "UsageDescription",ExpressionUUID->"27d99e08-21f0-4099-864d-3bb3a911650c"] }, Open ]], Cell[CellGroupData[{ Cell[5571, 180, 147, 4, 70, "UsageInputs",ExpressionUUID->"69688e19-5465-4e37-90d6-1a7d1e213a85"], Cell[5721, 186, 332, 10, 70, "UsageDescription",ExpressionUUID->"8aa9cf55-8d50-495a-938e-b639113b6920"] }, Open ]] }, Open ]], Cell[CellGroupData[{ Cell[6102, 202, 1187, 26, 70, "Subsection",ExpressionUUID->"83709f26-da02-44b7-b65b-09c46a2e1c02", CellTags->{"Details & Options", "Notes", "TemplateCellGroup"}, CellID->25317349], Cell[7292, 230, 689, 24, 70, "Notes",ExpressionUUID->"7dbad991-33a0-4cb6-92d5-9229a4d0b1a0", CellTags->"TabNext", CellID->521904482] }, Open ]], Cell[CellGroupData[{ Cell[8018, 259, 6634, 145, 70, "Section",ExpressionUUID->"90073022-bafc-45c3-ab81-c1582205c556", CellTags->{"Examples", "TemplateCellGroup"}, CellID->487306095], Cell[CellGroupData[{ Cell[14677, 408, 56, 1, 70, "Subsection",ExpressionUUID->"95fde01e-fb57-4e3a-9abc-1778d6b0fdc3", CellID->462042388], Cell[14736, 411, 657, 20, 70, "Text",ExpressionUUID->"76480d5a-d5eb-47a4-9f95-abf3e68ecfe2", CellID->13078159], Cell[CellGroupData[{ Cell[15418, 435, 547, 16, 70, "Input",ExpressionUUID->"d14add2c-163f-4f37-a45b-f86c9bf7e346", CellID->443871870], Cell[15968, 453, 373, 12, 70, "Output",ExpressionUUID->"15d7df71-bf66-40de-94bb-3ddf42e535bf", CellID->594361184] }, Open ]], Cell[CellGroupData[{ Cell[16378, 470, 105, 3, 70, "Input",ExpressionUUID->"917517fd-22c0-45d6-8396-6b42f82d806d", CellID->956522468], Cell[16486, 475, 61148, 1169, 70, "Output",ExpressionUUID->"73c39643-b26e-4864-a8e1-b97f03ab6a43", CellID->1914039297] }, Open ]], Cell[77649, 1647, 125, 3, 70, "ExampleDelimiter",ExpressionUUID->"e77d1c33-f543-400f-b7a6-4b7740caa658", CellID->711023829], Cell[77777, 1652, 1219, 38, 70, "Text",ExpressionUUID->"498ea34d-b1bb-4736-a790-49d30c797aef", CellID->2100916266], Cell[CellGroupData[{ Cell[79021, 1694, 750, 20, 70, "Input",ExpressionUUID->"f517942b-22ab-4b3c-9600-18ff5e8331be", CellID->1173558688], Cell[79774, 1716, 549, 16, 70, "Output",ExpressionUUID->"1e1bfd13-4772-4c4b-9b91-5784c0ba8f9f", CellID->946750836] }, Open ]], Cell[CellGroupData[{ Cell[80360, 1737, 104, 3, 70, "Input",ExpressionUUID->"9dede15a-b7be-44fe-9204-fc7f6ec62686", CellID->162599154], Cell[80467, 1742, 38088, 742, 70, "Output",ExpressionUUID->"cebdeea0-ce10-4647-a475-ba83b26895cc", CellID->204786531] }, Open ]] }, Open ]] }, Open ]], Cell[CellGroupData[{ Cell[118616, 2491, 116, 2, 70, "Section",ExpressionUUID->"a3931b21-a475-4ee5-be27-fd8f5efba2b3", CellTags->"Source & Additional Information", CellID->348526984], Cell[CellGroupData[{ Cell[118757, 2497, 756, 20, 70, "Subsection",ExpressionUUID->"88557971-9161-484d-b12f-b21c1793d521", CellTags->{"Contributed By", "ContributorInformation", "TemplateCellGroup"}, CellID->581484318], Cell[119516, 2519, 27, 0, 70, "Text",ExpressionUUID->"6a09e6f1-40fd-4017-b99f-899db68c8683"] }, Open ]], Cell[CellGroupData[{ Cell[119580, 2524, 731, 20, 70, "Subsection",ExpressionUUID->"adfb8c7a-7bda-4c8c-9ba3-d4485270652e", CellTags->{"Keywords", "TemplateCellGroup"}, CellID->234953024], Cell[120314, 2546, 32, 0, 70, "Item",ExpressionUUID->"35f047ab-60c0-45a5-a742-88cb65b2e0e7"], Cell[120349, 2548, 32, 0, 70, "Item",ExpressionUUID->"a43ba3ac-a24f-4ca4-8aeb-862c8cec060a"] }, Open ]], Cell[CellGroupData[{ Cell[120418, 2553, 130, 3, 70, "Subsection",ExpressionUUID->"e54f5cbd-bf17-48b6-ade5-594a3750708a", CellTags->{"Categories", "TemplateCellGroup"}, CellID->360699210], Cell[120551, 2558, 44, 0, 70, "Item",ExpressionUUID->"50ddb67c-8486-42c7-b816-a161dec0ee8b"], Cell[120598, 2560, 32, 0, 70, "Item",ExpressionUUID->"a6c67990-7f37-4dd2-8c36-b3e1bbe3bd66"] }, Open ]], Cell[CellGroupData[{ Cell[120667, 2565, 708, 20, 70, "Subsection",ExpressionUUID->"b2de3497-ad58-40c7-9599-46e72fa7527a", CellTags->{"Related Symbols", "TemplateCellGroup"}, CellID->787980732], Cell[121378, 2587, 23, 0, 70, "Item",ExpressionUUID->"cade45f1-a77f-4349-b925-7aeb783196c3"], Cell[121404, 2589, 24, 0, 70, "Item",ExpressionUUID->"58472b5e-6978-4528-a389-da5fc3a7e65d"], Cell[121431, 2591, 24, 0, 70, "Item",ExpressionUUID->"77294880-b6d7-48da-88b7-71118653ac3f"] }, Open ]], Cell[CellGroupData[{ Cell[121492, 2596, 758, 20, 70, "Subsection",ExpressionUUID->"5c7ed4fc-4438-4420-a936-7c47cef8f02d", CellTags->{"Related Resource Objects", "TemplateCellGroup"}, CellID->202501204], Cell[122253, 2618, 30, 0, 70, "Item",ExpressionUUID->"6e3e501c-8fee-4b5a-92fc-d0f8232f4955"] }, Open ]], Cell[CellGroupData[{ Cell[122320, 2623, 809, 21, 70, "Subsection",ExpressionUUID->"5727b1ce-2c02-4032-b36a-a17d0cb92a13", CellTags->{"Source/Reference Citation", "TemplateCellGroup"}, CellID->720896096], Cell[123132, 2646, 496, 8, 70, "Text",ExpressionUUID->"612fbb69-180b-4e12-b6eb-2b11c125e265", CellTags->"TabNext", CellID->343081869] }, Open ]], Cell[CellGroupData[{ Cell[123665, 2659, 661, 20, 70, "Subsection",ExpressionUUID->"ef2f2525-fc80-4268-9cc7-b3277a86c154", CellTags->{"Links", "TemplateCellGroup"}, CellID->282884713], Cell[124329, 2681, 485, 8, 70, "Item",ExpressionUUID->"2db21a48-afd4-474b-8427-eefe363d9b8f", CellTags->"TabNext", CellID->485448166] }, Open ]], Cell[CellGroupData[{ Cell[124851, 2694, 836, 22, 70, "Subsection",ExpressionUUID->"1d82b882-7d1e-4057-9c3d-74aa61ded224", CellTags->{"TemplateCellGroup", "Tests", "VerificationTests"}, CellID->899735658], Cell[CellGroupData[{ Cell[125712, 2720, 129, 4, 70, "Input",ExpressionUUID->"633b986c-e210-4902-8f5f-10f0627c47fa", CellID->667877521], Cell[125844, 2726, 93, 3, 70, "Output",ExpressionUUID->"518b0d09-454b-40bd-ba21-1c0712bc0cc6", CellID->993233288] }, Open ]] }, Open ]] }, Closed]], Cell[CellGroupData[{ Cell[125998, 2736, 131, 3, 70, "Section",ExpressionUUID->"2ea0dd8c-7461-4594-ac0e-343fe9e9a445", CellTags->{"Author Notes", "TemplateCellGroup"}, CellID->871584409], Cell[126132, 2741, 509, 8, 70, "Text",ExpressionUUID->"8cb1605f-40d3-4e03-af78-e1451e195127", CellTags->"TabNext", CellID->567921317] }, Open ]], Cell[CellGroupData[{ Cell[126678, 2754, 766, 21, 70, "Section",ExpressionUUID->"ce2053a5-e481-416a-a3da-ae7b99d54795", CellTags->{"Submission Notes", "TemplateCellGroup"}, CellID->22658912], Cell[127447, 2777, 495, 8, 70, "Text",ExpressionUUID->"0711b051-a7f0-40a3-94b7-b477937e7931", CellTags->"TabNext", CellID->920818074] }, Open ]] } ] *) (* End of internal cache information *)