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I haven't heard over the it might be \ something from physics. I don't know so that lots of lots of kinds of \ distribution supported hair. So let\[CloseCurlyQuote]s see other things to \ show hair wiglets.\[CloseCurlyDoubleQuote]", FontSlant->"Italic"]], "Subitem", CellGroupingRules->{"GroupTogetherGrouping", 10000.}, CellChangeTimes->{ 3.7814101646405582`*^9, 3.781411611312935*^9, {3.781411720877304*^9, 3.781411729818935*^9}, {3.781411797128593*^9, 3.781411804143074*^9}, { 3.7814120613841143`*^9, 3.781412061663959*^9}, 3.7814121570649347`*^9},ExpressionUUID->"c56f0370-27fc-43bb-98c3-\ 84a2496c12cb"] }, Open ]], Cell[CellGroupData[{ Cell["Joel Klein - Livecoding a Web App for the Cloud (2017):", "Item", ShowGroupOpener->True, CellGroupingRules->{"GroupTogetherGrouping", 10001.}, CellChangeTimes->{ 3.78141173248109*^9, {3.781411769225931*^9, 3.7814117880694942`*^9}, { 3.781411821056271*^9, 3.781411848274128*^9}, 3.7814121600322933`*^9},ExpressionUUID->"012e9cbe-a186-43fa-b28d-\ acb8d4f35a6e"], Cell[TextData[StyleBox["\[OpenCurlyDoubleQuote]Hi, my name is Joel Klein \ going to be doing a taco life coding a web app in the world from cloud.\ \[CloseCurlyDoubleQuote]", FontSlant->"Italic"]], "Subitem", CellGroupingRules->{"GroupTogetherGrouping", 10001.}, CellChangeTimes->{ 3.78141173248109*^9, {3.781411769225931*^9, 3.7814117880694942`*^9}, { 3.781411821056271*^9, 3.78141183310848*^9}, 3.781412160036948*^9},ExpressionUUID->"5642090d-0256-4fc8-bc7a-\ 0330cec166c4"] }, Open ]], Cell[CellGroupData[{ Cell["Anton Antonov - Object-Oriented Design Patterns (2015):", "Item", ShowGroupOpener->True, CellChangeTimes->{{3.7814118821700573`*^9, 3.781411890614731*^9}},ExpressionUUID->"020369a2-c77b-4ed6-98a9-\ 7f06fe3131c6"], Cell[TextData[StyleBox["\[OpenCurlyDoubleQuote]Do you see the questions you \ care for your smart program in Mathematica? Do not use just Mathematica \ calculator breaking my bottoms yet.\[CloseCurlyDoubleQuote]", FontSlant->"Italic"]], "Subitem", CellChangeTimes->{{3.7814118821700573`*^9, 3.781411890374215*^9}, { 3.781412025713244*^9, 3.781412026346945*^9}},ExpressionUUID->"570924fc-b395-4ec6-b4f8-\ 87337b0e3cbd"] }, Open ]] }, Open ]], Cell[CellGroupData[{ Cell["Why are they so bad?", "Subsubsection", CellChangeTimes->{{3.7814128014350033`*^9, 3.7814128049223843`*^9}},ExpressionUUID->"9f39ed7d-75ab-42b1-804c-\ 14d140a4ed77"], Cell["Not sure, but I suspect audio quality", "Item", CellChangeTimes->{{3.781412807223406*^9, 3.781412819821417*^9}},ExpressionUUID->"21dae45c-27eb-4cca-b267-\ 83e71d90561f"] }, Open ]] }, Open ]] }, Open ]], Cell[CellGroupData[{ Cell["", "SlideShowNavigationBar", CellTags-> "SlideShowHeader",ExpressionUUID->"a3d2f483-7319-4980-9379-564626ce8f3c"], Cell[CellGroupData[{ Cell["Metadata", "Section", CellChangeTimes->{ 3.483202458955147*^9, {3.514308340990994*^9, 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"LinkHand"], {"MouseClicked", 1} :> TypeSystem`NestedGrid`PackagePrivate`updateState[ TypeSystem`NestedGrid`PackagePrivate`$state$$, TypeSystem`NestedGrid`PackagePrivate`$path$$, TypeSystem`NestedGrid`PackagePrivate`$pos$$, TypeSystem`NestedGrid`PackagePrivate`$grid$$, 7996276][{ Key[ Entity["WolframConferenceSpeaker", "Charles Pooh"]]}]], TypeSystem`NestedGrid`PackagePrivate`$SliceMarker[7996276][ GeneralUtilities`Slice[ Key[ Entity["WolframConferenceSpeaker", "Charles Pooh"]]]], "Mouse"], ImageSize -> {{90, Full}, Automatic}], Background -> GrayLevel[0.95], Alignment -> {Left, Baseline}], Item[ Annotation[ EventHandler[ MouseAppearance[ Mouseover[ Row[{" { ", Subscript["\[Ellipsis]", 9], " } "}], Style[ Row[{" { ", Subscript["\[Ellipsis]", 9], " } "}], FontColor -> RGBColor[ 0.27450980392156865`, 0.5372549019607843, 0.792156862745098]]], "LinkHand"], {"MouseClicked", 1} :> TypeSystem`NestedGrid`PackagePrivate`updateState[ TypeSystem`NestedGrid`PackagePrivate`$state$$, TypeSystem`NestedGrid`PackagePrivate`$path$$, TypeSystem`NestedGrid`PackagePrivate`$pos$$, TypeSystem`NestedGrid`PackagePrivate`$grid$$, 7996276][{ Key[ Entity["WolframConferenceSpeaker", "Charles Pooh"]]}]], TypeSystem`NestedGrid`PackagePrivate`$SliceMarker[7996276][ GeneralUtilities`Slice[ Key[ Entity["WolframConferenceSpeaker", "Charles Pooh"]]]], "Mouse"], BaseStyle -> { GrayLevel[0.5]}]}, { Item[ Pane[ Annotation[ EventHandler[ MouseAppearance[ Mouseover[ RawBoxes[ StyleBox["\"Devendra Kapadia\"", FontColor -> RGBColor[{ Rational[33, 74], Rational[27, 74], Rational[117, 370]}]]], Style[ RawBoxes[ StyleBox[ "\"Devendra Kapadia\"", FontColor -> RGBColor[ 0.27450980392156865`, 0.5372549019607843, 0.792156862745098]]], FontColor -> RGBColor[ 0.27450980392156865`, 0.5372549019607843, 0.792156862745098]]], "LinkHand"], {"MouseClicked", 1} :> TypeSystem`NestedGrid`PackagePrivate`updateState[ TypeSystem`NestedGrid`PackagePrivate`$state$$, TypeSystem`NestedGrid`PackagePrivate`$path$$, TypeSystem`NestedGrid`PackagePrivate`$pos$$, TypeSystem`NestedGrid`PackagePrivate`$grid$$, 7996276][{ Key[ Entity[ "WolframConferenceSpeaker", "Devendra Kapadia"]]}]], TypeSystem`NestedGrid`PackagePrivate`$SliceMarker[7996276][ GeneralUtilities`Slice[ Key[ Entity["WolframConferenceSpeaker", "Devendra Kapadia"]]]], "Mouse"], ImageSize -> {{90, Full}, Automatic}], Background -> GrayLevel[0.95], Alignment -> {Left, Baseline}], Item[ Annotation[ EventHandler[ MouseAppearance[ Mouseover[ Row[{" { ", Subscript["\[Ellipsis]", 11], " } "}], Style[ Row[{" { ", Subscript["\[Ellipsis]", 11], " } "}], FontColor -> RGBColor[ 0.27450980392156865`, 0.5372549019607843, 0.792156862745098]]], "LinkHand"], {"MouseClicked", 1} :> TypeSystem`NestedGrid`PackagePrivate`updateState[ TypeSystem`NestedGrid`PackagePrivate`$state$$, TypeSystem`NestedGrid`PackagePrivate`$path$$, TypeSystem`NestedGrid`PackagePrivate`$pos$$, TypeSystem`NestedGrid`PackagePrivate`$grid$$, 7996276][{ Key[ Entity[ 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TypeSystem`NestedGrid`PackagePrivate`$NotCached, TypeSystem`NestedGrid`PackagePrivate`renderedGrid, TypeSystem`NestedGrid`PackagePrivate`renderGrid[ TypeSystem`NestedGrid`PackagePrivate`$state$$, TypeSystem`NestedGrid`PackagePrivate`$path$$, TypeSystem`NestedGrid`PackagePrivate`$pos$$, TypeSystem`NestedGrid`PackagePrivate`$grid$$, 1136522794][ TypeSystem`NestedGrid`PackagePrivate`tmpData$]]; If[ Not[ FailureQ[TypeSystem`NestedGrid`PackagePrivate`tmpGrid$]], TypeSystem`NestedGrid`PackagePrivate`renderedGrid = TypeSystem`NestedGrid`PackagePrivate`tmpGrid$]; Null]]; TypeSystem`NestedGrid`PackagePrivate`initialQ = False; TypeSystem`NestedGrid`PackagePrivate`$pos$$; If[ FailureQ[TypeSystem`NestedGrid`PackagePrivate`renderedGrid], TypeSystem`SparseGrid[ TypeSystem`H["(data no longer present)"]], If[GeneralUtilities`$DebugMode, Row[{TypeSystem`NestedGrid`PackagePrivate`renderedGrid, " ", TypeSystem`NestedGrid`PackagePrivate`formatState[ TypeSystem`NestedGrid`PackagePrivate`$state$$, 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TypeSystem`NestedGrid`PackagePrivate`alignBar[ TypeSystem`NestedGrid`PackagePrivate`$state$$][ TypeSystem`NestedGrid`PackagePrivate`$bottomBar$$]]}, { TypeSystem`NestedGrid`PackagePrivate`$topBar$$, TypeSystem`NestedGrid`PackagePrivate`displayScrollBar[ TypeSystem`NestedGrid`PackagePrivate`$grid$$, TypeSystem`NestedGrid`PackagePrivate`$state$$, TypeSystem`NestedGrid`PackagePrivate`$pos$$], TypeSystem`NestedGrid`PackagePrivate`onDesktopShow[ TypeSystem`NestedGrid`PackagePrivate`alignBar[ TypeSystem`NestedGrid`PackagePrivate`$state$$][ TypeSystem`NestedGrid`PackagePrivate`$bottomBar$$]]}], Spacings -> If[TypeSystem`NestedGrid`PackagePrivate`$path$$ == {}, 0, {{}, {0, 0.05, 0}}]], StandardForm], ImageSizeCache -> {177., {42.91180859375, 51.08819140625}}, TrackedSymbols :> { TypeSystem`NestedGrid`PackagePrivate`$state$$, TypeSystem`NestedGrid`PackagePrivate`$grid$$}], BaseStyle -> {LineBreakWithin -> False}, Deinitialization :> TypeSystem`NestedGrid`PackagePrivate`deleteState[ TypeSystem`NestedGrid`PackagePrivate`$state$$], DynamicModuleValues :> {}, Initialization :> Block[{$ContextPath = $ContextPath}, Needs["TypeSystem`"]]], Deploy, DefaultBaseStyle -> "Deploy"]}, "CopyTag", DisplayFunction->(#& ), InterpretationFunction->("Dataset[<>]"& )]], "Output", CellChangeTimes->{ 3.781417603771715*^9, 3.781417662324765*^9, {3.781417934714572*^9, 3.781417954621666*^9}, 3.7814180139394817`*^9, {3.781418107790964*^9, 3.781418115044031*^9}, 3.781418200777993*^9, 3.781418262734757*^9, { 3.781418379829403*^9, 3.78141844776394*^9}, 3.781418557868819*^9}, CellLabel-> "Out[696]=",ExpressionUUID->"0a12c78e-6182-435e-b5db-1ec66a2fd431"] }, Open ]], Cell[CellGroupData[{ Cell[BoxData[ RowBox[{"transcriptCF", "=", RowBox[{"Classify", "[", RowBox[{"transcripts", "[", RowBox[{"[", RowBox[{"All", ",", "\"\\""}], "]"}], "]"}], "]"}]}]], "Input",\ CellChangeTimes->{3.781417679462633*^9}, CellLabel-> "In[697]:=",ExpressionUUID->"9c7deec7-7d11-4aca-8bed-6be73135f147"], 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`, 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GrayLevel[0.94]], GridBox[{{ RowBox[{ TagBox["\"Input type: \"", "SummaryItemAnnotation"], "\[InvisibleSpace]", TagBox["\"Text\"", "SummaryItem"]}]}, { RowBox[{ TagBox["\"Classes: \"", "SummaryItemAnnotation"], "\[InvisibleSpace]", TagBox[ TemplateBox[{",", "\",\"", "False", "True"}, "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["\"Text\"", "SummaryItem"]}]}, { RowBox[{ TagBox["\"Classes: \"", "SummaryItemAnnotation"], "\[InvisibleSpace]", TagBox[ TemplateBox[{",", "\",\"", "False", "True"}, "RowWithSeparators"], "SummaryItem"]}]}, { RowBox[{ TagBox["\"Method: \"", 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MachineLearning`MLProcessor["ToMLDataset", Association[ "Input" -> Association["f1" -> Association["Type" -> "Text"]], "Output" -> Association["f1" -> Association["Type" -> "Text", "Weight" -> 1]], "Preprocessor" -> MachineLearning`MLProcessor["Sequence", Association["Processors" -> { MachineLearning`MLProcessor["List"], MachineLearning`MLProcessor["WrapMLDataset", Association[ "FeatureTypes" -> {"Text"}, "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" -> "Text", "Weight" -> 1]], "Output" -> Association[ "f1" -> Association["Type" -> "NominalSequence", "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["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["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["TextToNominalSequence", Association[ "Invertibility" -> 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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}]], "MissingCode" -> 0, "Version" -> {12., 0}, "ID" -> 7567618247040909227, "Output" -> Association[ "f1" -> Association[ "Type" -> "NominalSequence", "Weight" -> 1]]]]}, "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" -> 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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}]], "Processor" -> MachineLearning`MLProcessor["Sequence", Association[ "Input" -> Association[ "f1" -> Association["Type" -> "NominalSequence", "Weight" -> 1]], "Output" -> Association[ "f1" -> Association["Type" -> "NominalSequence", "Weight" -> 1]], "Processors" -> { 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So the purpose of this dog is to show you \ what is an entry point with an egg with existing Technologies in Mathematica \ where you can connect to nosql\n and I don't know SQL usually deals with real \ estate assets and here I'm showing you two of those common once one is a \ mongodb and neo4j.\n And the topics that you'll be sitting here and go to \ nosql means and some of the basics about how mongodb handle the documents and \ then we'll see what's the connection Confederation. What are the settings \ that you need to do from mongodb and from America side and how to create a \ route driver update and delete documents and some of the basics of neo4j and \ considering entering operations on your 4G.\n So no sequel is in the new \ standard for storing data, which does not rely on the SQL standard and the \ document could be of any further, could be like a key-value pair that I can \ be stored in a key value pair or it could be a graph based database call him \ or just a plain document there and some of the examples. I like Cassandra by \ Apache and mongodb and neo4j.\n So let's go through the first one here \ mongodb. This is a document-based database and every document consists of \ elements which are of the form filled and value.\n and this is stored in the \ documents in the form of a this is binary Json format and\n The way I did a \ business or represented here is that you have a router collection, which is \ nothing but a collection of different documents and each document has a set \ of elements which are filled and then value.\n Now if you want to connect to \ these from Mathematica, so this is basically how you would describe a mongodb \ collection. So a collection is it a set of documents and each document \ contains certain elements with the a field and then a value associated with \ it.\n So if you want to connect to it from Mathematica system Technologies, \ there's two ways here either you can use one of the drivers that come with \ the nosql many people have made these drivers available free for download and \ here I will be using a.net best driver and Link it to the darknet Link \ Technology in Mathematica.\n So to get started first thing you need to do of \ course is to install mongodb and here's a download link for that. So when you \ launch it, you move to the directory. Where is install you start a mongodb \ server and client death?\n And if you're working from within Mathematica, \ this is the location if you're working with the job bass driver, that's the \ location where you want to store your driver jar files. And if you're working \ with. Net link, that's the location where you would put the driver files.\n \ I'm going to evaluate that and the part would differ if you're on a different \ platform.\n So the first thing that I did again was does download the driver \ and place it at those locations in my Mathematica installation directory.\n \ The next thing to connect to mongodb just load the darknet link package that \ comes with Mathematica and then start the. Net runtime object. That means \ that the run time is now started.\n And then I just made a wrapper function \ around the darknet the connect function within the mongodb driver to connect \ to the database.\n So I get back on a darknet object of an eigenvalue with \ the connect to mongodb function and let me know I'm connected to it.\n So\n \ to show you the set of operations that you can do here with her first try to \ create a collection which we will call a user data and then we will try to \ create a few documents and then insert some elements into those documents and \ document into the collection.\n So I have mongodb running on the side here. \ So as we do changes from Mathematica will check if those are changes are \ taking effect in the mongodb actually amount.\n Okay, so here's some set of \ functions that I created. This is a function that will create a collection. \ So let's create a collection named user data.\n No, I need a document but I \ can store my elements. So I have another function that will create document \ for me. And then I will call that function to create a set of document for \ documents.\n I want to create my elements here and this will be a field value \ pair. So I have three Fields named age and status.\n And then I insert a few \ more sets of data in the same document you so I have my elements ready.\n And \ all I want to do is put those elements into my document.\n And let's leave \ and I have my documents ready. I want to insert my document into the \ collection.\n So we can see these are all just walking on top of the \ functions that come with the driver. So I just use mathematical functions on \ top of it here. So, let's see if my documents are available in the user data.\ \n so you can see that if I show all the collections within my database now \ user data existed and if I want to check\n If all of my documents have been \ inserted or not.\n So all my documents are now into the database.\n Okay, so \ you're done the insertion operation now, let's get back the data into \ Mathematica. So here's another function. I want to see how many collections \ my database contains. So here's an evaporite function. So there's only one \ collection right now, which is user data that we just created.\n And here's \ another get function. So just get function actually gets and a numerator. So \ I have to look through every element play some kind of a loop structure there \ to go to each one of the documents and collect the key value Pairs and that's \ how it works.\n So I get all my data here. Now the good thing about using the \ state of it. Mathematica is like Mathematica has this Building Association \ function, which is basically lets a key and value. So here I have my keys \ with your name age and status and I can make an association on top of it.\n \ And then converted into a data set.\n And then once I have the data, all I \ need to do is query the dataset itself to get any specific player that I \ want.\n The hell I'm getting all the people whose ages about 30 and all the \ names if I want to so no more. I don't have to communicate with a database \ also here because I have my DS at already in the Mac medical colonel.\n Okay. \ So here's here's another function. If you want to update some rules of your \ document. Here's another function that way. And dysfunction basically takes \ so the connection the name of the database you want to update the collection \ name a matching field and a matching values or whatever you feel you're going \ to be at finds a field that matches this value updated update the field with \ an updated value.\n So you're in this one wherever the status is a update the \ age 30.\n And a valley with that let's check if it is updated. We didn't have \ yeah, we have one filled here undocumented over the age of 30 and that should \ change.\n I'm sorry, we were dating or whatever. The status is 8 so I found \ the status as a it has a bit of the age to 30 day.\n 2\n so the bases here is \ that if you have a driver for any. Net or Java, even fighting fighting is not \ actually a supported or 1 but we do have a bite and Link that comes with \ Mathematica. You can make this rapper functions for the driver at a certain \ location. Mathematica can recognize and make those rubber functions on top of \ it and get the data and communicate to and fro with your database.\n Okay. So \ the next time you start with me looking here is neo4j. This is a graph based \ database. So that is represented in terms of notes here and the relationships \ are the percentage here like a as shown in this graph. So each node has some \ properties here. So here I have name and a person here are named Sean and \ Country USA and the related by this knows our property. So John knows David \ and John knows Johan and you have nose David.\n and the new 4G works on this \ language call a specific language and\n If you want to connect, the first \ thing that you need to do, of course is to have your new 4J running so you \ can download it to the download link and I have I'm using the new 4gcommunity \ web server and wash on 2.1.2.\n Know if your husband using a java-based \ driver when I downloaded this driver it had abortion check with in it, which \ would not allow me to work in a very straight with the Mathematica. And so \ basically what we did was downloaded the driver source, and we changed the \ code a little bit and we compiled it and the driver will be available. If you \ want to have this notebook and this is the one that works perfectly with \ Mathematica.\n So once you have a new phone installed, you can start it and \ you get a screen something like that and have it I have it run in here.\n And \ since I will be using a job as driver here, so I'll have to first load the \ gelling package which comes with Mathematica and that makes available all the \ job functions within Mathematica and then start the Java runtime.\n No, the \ driver you have to make the JRE of the Java runtime of aware of where the \ driver is. So there's a function and jailing just at the class part. So you \ point the glass spot whoever your driver is using just at the glass part \ function.\n And then the same day how we did our using. Net and mongodb. We \ just make this function on top of the the connect function that is in the \ driver here and do that in Mathematica.\n And just call it function.\n Okay. \ So what does this box is a Java object. Once you have the object available \ means that the connection is established.\n No, it's a little easier to work \ with Java drivers because of the flexibility and even the documentation is \ much more clear when you're using the shower driver here. And so I made two \ functions here one is execute query. So this will take any queries like \ create something and executed. So it doesn't really a return back anyting \ much and other function is get data. So this will take where is that will \ actually return some day.\n So let's go ahead and create a graph here. I'm \ using directly here on the connection object that we got when we connected \ using the connect function and then I quit can directly for a language query \ in the execute query have\n so this is going to create the same.\n Graph that \ you saw before in this first slide here.\n I even with that.\n Okay, now we \ can go back into our new 4J and see if it has created something.\n So we have \ our all the cheat notes created here.\n And now I was on the get data \ function, which will let me get some data based on whatever criteria I give \ so I want to return the note which has the name David there.\n So it gets the \ all the information about David and some more functions here and I want to \ just get the names of these people. So I get all the name here. So I'm just \ doing a order by order alphabetically.\n I want to get the countries list of \ countries yet.\n No a nice thing that you can do here is to use America's \ functionality of crafts. So, you know, you can make use the graph function in \ Mathematica and make your own notes and connect them together. So once I have \ the data from neo4j I can make a graph that looks similar neo4j same in \ Mathematica. So that's what I'm doing here. So from the day that I have from \ the Gulf defecated in your 4G.\n So this is what Monica gives on this is the \ same as what you see in neo4j.\n Okay, and then if you want to delete \ something that you can just put yourself a query in execute query is going to \ delete and if you want to delete all the no one's here. All the notes are now \ gone. 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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}]], "MissingCode" -> 0, "Version" -> {12., 0}, "ID" -> 7567618247040909227, "Output" -> Association[ "f1" -> Association[ "Type" -> "NominalSequence", "Weight" -> 1]]]]}, "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" -> 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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" -> 2466591622846692162]], 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[False -> 0.7983083929733247, True -> 0.20169160702667535`]], "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" -> 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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$\ ]]], "Version" -> {12., 0}]], "Processor" -> MachineLearning`MLProcessor["Sequence", Association[ "Input" -> Association[ "f1" -> Association["Type" -> 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"HashFunction" -> Function[{ MachineLearning`file152SortedHashAssociation`PackagePrivate`\ keys$}, 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}]], "MissingCode" -> 0, "Version" -> {12., 0}, "ID" -> 7567618247040909227, "Output" -> Association[ "f1" -> Association[ "Type" -> "NominalSequence", "Weight" -> 1]]]]}, "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" -> 3398496960982252545]], MachineLearning`MLProcessor["IntegerEncodeNominalVector", Association[ "Invertibility" -> "Perfect", "Missing" -> "Allowed", "Input" -> Association[ "f1" -> Association["Type" -> "NominalVector", "Weight" -> 1]], "Index" -> { Association[False -> 1, True -> 2]}, "MissingCode" -> 0, "Version" -> {12., 0}, "ID" -> 1300902506986561626, "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" -> 2605288713518276457]], 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[False -> 0.6488673139158575, True -> 0.3511326860841424]], "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[ "ClassPriors" -> Association[1 -> 0.6491405460060667, 2 -> 0.35085945399393326`], "LogCounts" -> CompressedData[" 1:eJy9XXvUV2WVRhTk8vHx3ZAPMG+ThZhZ5gUM/I6OpeIYqOSNHEWklHRaiIop jqS2IqzUKc0yJSMcdEogUwhTGS+M5CXQ0LXIRRKlEjAKSs5SilmzFs+PtZ7f etaz9zk/5vvnW+f8zjnvZd+ed+/97nf/C75y2qTu3bp1+317t27/93/9nP53 Hn7J4q7vTOz70NyLuy/tf+9tXWc+9kbX4zPnPr7hwl7FZ/q8dO+M7/619rt6 Xv3O9/l393zbyOUbzxm8pfb7/Yv6thUPtxfL33l65Mdvay2uWP3Dvaa2vt/F /eD3VPsYn+qX6x9fL7h98qSV/72t9Hx84tV//eat9+9WYDz8Pe73sQ8Wqy7Y p3ex4Lyf/uKgX3cr3PziOfU87uP7X7vo96t7fbpn8cTqBduv2a1X4ebV8UuW 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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}]], "Processor" -> 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-> Dynamic[{{ 0.2 FrontEnd`AbsoluteCurrentValue[{WindowSize, 1}], 0.03 FrontEnd`AbsoluteCurrentValue[{WindowSize, 1}]}, { 0.0124074 FrontEnd`AbsoluteCurrentValue[{WindowSize, 2}], 0.00248 FrontEnd`AbsoluteCurrentValue[{WindowSize, 2}]}}], FontSize -> Dynamic[ 0.022 FrontEnd`AbsoluteCurrentValue[{WindowSize, 1}]]], Cell[ StyleData[ "SubitemParagraph", "Slideshow Presentation", StyleDefinitions -> StyleData["SubitemParagraph", "Slideshow Working"]]], Cell[ StyleData[ "SubitemParagraph", "Scrolling Presentation", StyleDefinitions -> StyleData["SubitemParagraph", "Slideshow Working"]]], Cell[ StyleData["SubitemParagraph", "Printout"], CellMargins -> {{92, Inherited}, { Inherited, 0.1 Inherited}}]}, Closed]], Cell[ CellGroupData[{ Cell[ StyleData["Subsubitem"], CellDingbat -> StyleBox[ AdjustmentBox[ "\[FilledSmallCircle]", BoxBaselineShift -> -0.3], Alignment -> Top, FontColor -> Dynamic[ CurrentValue[{StyleHints, "ColorSet", "Dingbat"}]], Magnification -> 0.7], CellMargins -> {{129, 12}, {4, 4}}, ReturnCreatesNewCell -> True, StyleKeyMapping -> { "Backspace" -> "Subitem", $CellContext`KeyEvent[ "Tab", $CellContext`Modifiers -> {Cell$$63953`Shift}] -> "Subitem"}, CellGroupingRules -> { "GroupTogetherNestedGrouping", 15200}, CellFrameLabelMargins -> 4, DefaultNewCellStyle -> "Subsubitem", CounterIncrements -> "Subsubitem", MenuSortingValue -> 1620, FontFamily -> Dynamic[ CurrentValue[{StyleHints, "FontSet", "Text1"}]], FontSize -> 13, FontColor -> Dynamic[ FEPrivate`If[ ColorQ[ FrontEnd`CurrentValue["Background"]], FrontEnd`CurrentValue[{ StyleHints, "ColorSet", "Text1Reverse"}], FrontEnd`CurrentValue[{ StyleHints, "ColorSet", "Text1"}]]]], Cell[ StyleData["Subsubitem", "SlideShow"], CellMargins -> {{ 0.176 FrontEnd`AbsoluteCurrentValue[{WindowSize, 1}], 0.03 FrontEnd`AbsoluteCurrentValue[{WindowSize, 1}]}, {10, 10}}, CellFrameLabelMargins -> 8, FontSize -> 22], Cell[ StyleData["Subsubitem", "Slideshow Working"], CellMargins -> Dynamic[{{ 0.23 FrontEnd`AbsoluteCurrentValue[{WindowSize, 1}], 0.03 FrontEnd`AbsoluteCurrentValue[{WindowSize, 1}]}, { 0.0124074 FrontEnd`AbsoluteCurrentValue[{WindowSize, 2}], 0.0124074 FrontEnd`AbsoluteCurrentValue[{WindowSize, 2}]}}], CellFrameLabelMargins -> 8, FontSize -> Dynamic[ 0.02 FrontEnd`AbsoluteCurrentValue[{WindowSize, 1}]]], Cell[ StyleData[ "Subsubitem", "Slideshow Presentation", StyleDefinitions -> StyleData["Subsubitem", "Slideshow Working"]]], Cell[ StyleData[ "Subsubitem", "Scrolling Presentation", StyleDefinitions -> StyleData["Subsubitem", "Slideshow Working"]]], Cell[ StyleData["Subsubitem", "Printout"], CellDingbat -> StyleBox["\[FilledSmallCircle]", Alignment -> Baseline, GrayLevel[0.4]], CellMargins -> {{119, Inherited}, { Inherited, Inherited}}]}, Closed]], Cell[ CellGroupData[{ Cell[ StyleData["SubsubitemParagraph"], CellMargins -> {{129, 12}, {4, 1}}, ReturnCreatesNewCell -> True, StyleKeyMapping -> { "Backspace" -> "SubitemParagraph", $CellContext`KeyEvent[ "Tab", $CellContext`Modifiers -> {Cell$$63953`Shift}] -> "SubitemParagraph"}, CellGroupingRules -> { "GroupTogetherNestedGrouping", 15200}, CellFrameLabelMargins -> 4, DefaultNewCellStyle -> "Subsubitem", CounterIncrements -> "Subsubitem", MenuSortingValue -> 1625, FontFamily -> Dynamic[ CurrentValue[{StyleHints, "FontSet", "Text1"}]], FontSize -> 13, FontColor -> Dynamic[ FEPrivate`If[ ColorQ[ FrontEnd`CurrentValue["Background"]], FrontEnd`CurrentValue[{ StyleHints, "ColorSet", "Text1Reverse"}], FrontEnd`CurrentValue[{ StyleHints, "ColorSet", "Text1"}]]]], Cell[ StyleData["SubsubitemParagraph", "SlideShow"], CellMargins -> {{ 0.176 FrontEnd`AbsoluteCurrentValue[{WindowSize, 1}], 0.03 FrontEnd`AbsoluteCurrentValue[{WindowSize, 1}]}, {10, 2}}, FontSize -> 22], Cell[ StyleData["SubsubitemParagraph", "Slideshow Working"], CellMargins -> Dynamic[{{ 0.23 FrontEnd`AbsoluteCurrentValue[{WindowSize, 1}], 0.03 FrontEnd`AbsoluteCurrentValue[{WindowSize, 1}]}, { 0.0124074 FrontEnd`AbsoluteCurrentValue[{WindowSize, 2}], 0.00248 FrontEnd`AbsoluteCurrentValue[{WindowSize, 2}]}}], FontSize -> Dynamic[ 0.02 FrontEnd`AbsoluteCurrentValue[{WindowSize, 1}]]], Cell[ StyleData[ "SubsubitemParagraph", "Slideshow Presentation", StyleDefinitions -> StyleData["SubsubitemParagraph", "Slideshow Working"]]], Cell[ StyleData[ "SubsubitemParagraph", "Scrolling Presentation", StyleDefinitions -> StyleData["SubsubitemParagraph", "Slideshow Working"]]], Cell[ StyleData["SubsubitemParagraph", "Printout"], CellMargins -> {{119, Inherited}, { Inherited, 0.1 Inherited}}]}, Closed]]}, Closed]], Cell[ CellGroupData[{ Cell["Numbered", "Subsubsubsection"], Cell[ CellGroupData[{ Cell[ StyleData["ItemNumbered"], CellDingbat -> Cell[ TextData[{ CounterBox["ItemNumbered"], "."}], FontWeight -> "Bold"], CellMargins -> {{81, 10}, {4, 8}}, ReturnCreatesNewCell -> True, StyleKeyMapping -> {"Tab" -> "SubitemNumbered"}, CellGroupingRules -> { "GroupTogetherNestedGrouping", 15000}, CellFrameLabelMargins -> 4, CounterIncrements -> "ItemNumbered", CounterAssignments -> {{"SubitemNumbered", 0}, { "SubsubitemNumbered", 0}}, MenuSortingValue -> 1630, FontFamily -> Dynamic[ CurrentValue[{StyleHints, "FontSet", "Text1"}]], FontSize -> 15], Cell[ StyleData["ItemNumbered", "SlideShow"], CellMargins -> {{ 0.135 FrontEnd`AbsoluteCurrentValue[{WindowSize, 1}], 0.03 FrontEnd`AbsoluteCurrentValue[{WindowSize, 1}]}, {10, 10}}, CellFrameLabelMargins -> 6, FontSize -> 22], Cell[ StyleData["ItemNumbered", "Slideshow Working"], CellMargins -> Dynamic[{{ 0.135 FrontEnd`AbsoluteCurrentValue[{WindowSize, 1}], 0.03 FrontEnd`AbsoluteCurrentValue[{WindowSize, 1}]}, {10, 10}}], CellFrameLabelMargins -> 6, FontSize -> Dynamic[ 0.022 FrontEnd`AbsoluteCurrentValue[{WindowSize, 1}]]], Cell[ StyleData[ "ItemNumbered", "Slideshow Presentation", StyleDefinitions -> StyleData["ItemNumbered", "Slideshow Working"]]], Cell[ StyleData[ "ItemNumbered", "Scrolling Presentation", StyleDefinitions -> StyleData["ItemNumbered", "Slideshow Working"]]], Cell[ StyleData["ItemNumbered", "Printout"], CellMargins -> {{65, Inherited}, {Inherited, Inherited}}]}, Closed]], Cell[ CellGroupData[{ Cell[ StyleData["SubitemNumbered"], CellDingbat -> Cell[ TextData[{ CounterBox["ItemNumbered"], ".", CounterBox["SubitemNumbered"], "."}], FontWeight -> "Bold"], CellMargins -> {{105, 12}, {4, 4}}, ReturnCreatesNewCell -> True, StyleKeyMapping -> { "Tab" -> "SubsubitemNumbered", "Backspace" -> "ItemNumbered", $CellContext`KeyEvent[ "Tab", $CellContext`Modifiers -> {Cell$$63953`Shift}] -> "ItemNumbered"}, CellGroupingRules -> { "GroupTogetherNestedGrouping", 15100}, CellFrameLabelMargins -> 4, DefaultNewCellStyle -> "Item", CounterIncrements -> "SubitemNumbered", CounterAssignments -> {{"SubsubitemNumbered", 0}}, MenuSortingValue -> 1640, FontFamily -> Dynamic[ CurrentValue[{StyleHints, "FontSet", "Text1"}]], FontSize -> 13.5], Cell[ StyleData["SubitemNumbered", "SlideShow"], CellMargins -> {{ 0.155 FrontEnd`AbsoluteCurrentValue[{WindowSize, 1}], 0.03 FrontEnd`AbsoluteCurrentValue[{WindowSize, 1}]}, {10, 10}}, CellFrameLabelMargins -> 6, FontSize -> 22], Cell[ StyleData["SubitemNumbered", "Slideshow Working"], CellMargins -> Dynamic[{{ 0.155 FrontEnd`AbsoluteCurrentValue[{WindowSize, 1}], 0.03 FrontEnd`AbsoluteCurrentValue[{WindowSize, 1}]}, {10, 10}}], CellFrameLabelMargins -> 6, FontSize -> Dynamic[ 0.022 FrontEnd`AbsoluteCurrentValue[{WindowSize, 1}]]], Cell[ StyleData[ "SubitemNumbered", "Slideshow Presentation", StyleDefinitions -> StyleData["SubitemNumbered", "Slideshow Working"]]], Cell[ StyleData[ "SubitemNumbered", "Scrolling Presentation", StyleDefinitions -> StyleData["SubitemNumbered", "Slideshow Working"]]], Cell[ StyleData["SubitemNumbered", "Printout"], CellMargins -> {{92, Inherited}, {Inherited, Inherited}}]}, Closed]], Cell[ CellGroupData[{ Cell[ StyleData["SubsubitemNumbered"], CellDingbat -> Cell[ TextData[{ CounterBox["ItemNumbered"], ".", CounterBox["SubitemNumbered"], ".", CounterBox["SubsubitemNumbered"], "."}], FontWeight -> "Bold"], CellMargins -> {{129, 12}, {4, 4}}, ReturnCreatesNewCell -> True, StyleKeyMapping -> { "Backspace" -> "SubitemNumbered", $CellContext`KeyEvent[ "Tab", $CellContext`Modifiers -> {Cell$$63953`Shift}] -> "SubitemNumbered"}, CellGroupingRules -> { "GroupTogetherNestedGrouping", 15200}, CellFrameLabelMargins -> 4, DefaultNewCellStyle -> "SubitemNumbered", CounterIncrements -> "SubsubitemNumbered", MenuSortingValue -> 1645, FontFamily -> Dynamic[ CurrentValue[{StyleHints, "FontSet", "Text1"}]], FontSize -> 13], Cell[ StyleData["SubsubitemNumbered", "SlideShow"], CellMargins -> {{ 0.176 FrontEnd`AbsoluteCurrentValue[{WindowSize, 1}], 0.03 FrontEnd`AbsoluteCurrentValue[{WindowSize, 1}]}, {10, 10}}, CellFrameLabelMargins -> 6, FontSize -> 22], Cell[ StyleData["SubsubitemNumbered", "Slideshow Working"], CellMargins -> Dynamic[{{ 0.176 FrontEnd`AbsoluteCurrentValue[{WindowSize, 1}], 0.03 FrontEnd`AbsoluteCurrentValue[{WindowSize, 1}]}, {10, 10}}], CellFrameLabelMargins -> 6, FontSize -> Dynamic[ 0.022 FrontEnd`AbsoluteCurrentValue[{WindowSize, 1}]]], Cell[ StyleData[ "SubsubitemNumbered", "Slideshow Presentation", StyleDefinitions -> StyleData["SubsubitemNumbered", "Slideshow Working"]]], Cell[ StyleData[ "SubsubitemNumbered", "Scrolling Presentation", StyleDefinitions -> StyleData["SubsubitemNumbered", "Slideshow Working"]]], Cell[ StyleData["SubsubitemNumbered", "Printout"], CellMargins -> {{119, Inherited}, { Inherited, Inherited}}]}, Closed]]}, Closed]]}, Closed]], Cell[ CellGroupData[{ Cell["Templates", "Subsubsection"], Cell[ CellGroupData[{ Cell[ StyleData[ "SideCaptionArray", StyleDefinitions -> StyleData["Text"]], GridBoxOptions -> { GridBoxAlignment -> { "Columns" -> {Left}, "Rows" -> {Center}}, GridBoxItemSize -> { "Columns" -> {{Automatic}}, "Rows" -> {{Automatic}}}}], Cell[ StyleData["SideCaptionArray", "SlideShow"]], Cell[ StyleData["SideCaptionArray", "Slideshow Working"]], Cell[ StyleData[ "SideCaptionArray", "Slideshow Presentation", StyleDefinitions -> StyleData["SideCaptionArray", "Slideshow Working"]]], Cell[ StyleData[ "SideCaptionArray", "Scrolling Presentation", StyleDefinitions -> StyleData["SideCaptionArray", "Slideshow Working"]]], Cell[ StyleData["SideCaptionArray", "Printout"], CellMargins -> {{49, Inherited}, {Inherited, Inherited}}]}, Closed]], Cell[ CellGroupData[{ Cell[ StyleData[ "SideCaption", StyleDefinitions -> StyleData["SmallText"]]], Cell[ StyleData["SideCaption", "SlideShow"]], Cell[ StyleData["SideCaption", "Slideshow Working"]], Cell[ StyleData[ "SideCaption", "Slideshow Presentation", StyleDefinitions -> StyleData["SideCaption", "Slideshow Working"]]], Cell[ StyleData[ "SideCaption", "Scrolling Presentation", StyleDefinitions -> StyleData["SideCaption", "Slideshow Working"]]], Cell[ StyleData["SideCaption", "Printout"]]}, Closed]]}, Closed]]}, Closed]], Cell[ CellGroupData[{ Cell["Hyperlinks", "Subsection"], Cell[ StyleData["Hyperlink"], MenuSortingValue -> None, FontColor -> Dynamic[ CurrentValue[{StyleHints, "ColorSet", "Display1"}]]], Cell[ StyleData["HyperlinkActive"], MenuSortingValue -> None, FontColor -> Dynamic[ CurrentValue[{StyleHints, "ColorSet", "Display2"}]]]}, Closed]]}, Closed]], Cell[ CellGroupData[{ Cell["Styles for Input and Output Cells", "Section"], Cell[ "The cells in this section define styles used for input and output to \ the kernel. Be careful when modifying, renaming, or removing these styles, \ because the front end associates special meanings with these style names. \ Some attributes for these styles are actually set in FormatType Styles (in \ the last section of this stylesheet). ", "Text"], Cell[ CellGroupData[{ Cell[ StyleData["Input"], StyleKeyMapping -> {"=" -> "WolframAlphaShort", "*" -> "Item"}, FontFamily -> Dynamic[ CurrentValue[{StyleHints, "CodeFont"}]], FontSize -> 13], Cell[ StyleData["Input", "SlideShow"], CellMargins -> {{ 0.135 FrontEnd`AbsoluteCurrentValue[{WindowSize, 1}], 0.03 FrontEnd`AbsoluteCurrentValue[{WindowSize, 1}]}, {8, 15}}, LinebreakAdjustments -> {1, 2., 12., 1., 1.}, FontSize -> 20], Cell[ StyleData["Input", "Slideshow Working"], CellMargins -> Dynamic[{{ 0.16 FrontEnd`AbsoluteCurrentValue[{WindowSize, 1}], 0.12 FrontEnd`AbsoluteCurrentValue[{WindowSize, 1}]}, { 0.00992593 FrontEnd`AbsoluteCurrentValue[{WindowSize, 1}], 0.0186111 FrontEnd`AbsoluteCurrentValue[{WindowSize, 1}]}}], LinebreakAdjustments -> {1, 2., 12., 1., 1.}, FontSize -> Dynamic[0.019 FrontEnd`AbsoluteCurrentValue[{WindowSize, 1}]]], Cell[ StyleData[ "Input", "Slideshow Presentation", StyleDefinitions -> StyleData["Input", "Slideshow Working"]], CellEventActions -> {"LeftArrowKeyDown" :> FrontEndExecute[ FrontEndToken[ EvaluationNotebook[], "MovePrevious"]], "RightArrowKeyDown" :> FrontEndExecute[ FrontEndToken[ EvaluationNotebook[], "MoveNext"]]}], Cell[ StyleData[ "Input", "Scrolling Presentation", StyleDefinitions -> StyleData["Input", "Slideshow Working"]]], Cell[ StyleData["Input", "Printout"], CellMargins -> {{49, Inherited}, {Inherited, 8}}, LinebreakAdjustments -> {0.85, 2, 10, 1, 1}]}, Closed]], Cell[ StyleData["WolframAlphaShort", StyleDefinitions -> StyleData["Input"]], StyleKeyMapping -> { "=" -> "WolframAlphaLong", "Backspace" -> "Input"}, EvaluationMode -> "WolframAlphaShort", CellEventActions -> {"ReturnKeyDown" :> FrontEndTokenExecute[ EvaluationNotebook[], "HandleShiftReturn"]}, CellFrameLabels -> {{ Cell[ BoxData[ StyleBox[ "\[FreeformPrompt]", FontColor -> RGBColor[0.96875, 0.433594, 0.00390625]]]], None}, {None, None}}, DefaultFormatType -> TextForm, ShowCodeAssist -> False, FormatType -> TextForm, FontFamily -> "Helvetica"], Cell[ StyleData[ "WolframAlphaShortInput", StyleDefinitions -> StyleData["Input"]], EvaluationMode -> "WolframAlphaShort", CellEventActions -> {"ReturnKeyDown" :> FrontEndTokenExecute[ EvaluationNotebook[], "HandleShiftReturn"]}, CellFrameLabels -> {{ Cell[ BoxData[ StyleBox[ "\[FreeformPrompt]", FontColor -> RGBColor[0.96875, 0.433594, 0.00390625]]], CellBaseline -> Baseline], None}, {None, None}}, ShowCodeAssist -> False, FormatType -> TextForm, FontFamily -> "Helvetica"], Cell[ StyleData["WolframAlphaLong", StyleDefinitions -> StyleData["Input"]], StyleKeyMapping -> { "=" -> "Input", "Backspace" -> "WolframAlphaShort"}, EvaluationMode -> "WolframAlphaLong", CellEventActions -> {"ReturnKeyDown" :> FrontEndTokenExecute[ EvaluationNotebook[], "HandleShiftReturn"]}, CellFrameLabels -> {{ Cell[ BoxData[ StyleBox[ "\[WolframAlphaPrompt]", FontColor -> RGBColor[0.949219, 0.4375, 0.128906]]]], None}, {None, None}}, DefaultFormatType -> TextForm, ShowCodeAssist -> False, FormatType -> TextForm, FontFamily -> "Helvetica"], Cell[ StyleData["WolframAlphaFullOutput"], CellMargins -> {{20, 10}, {Inherited, Inherited}}], Cell[ CellGroupData[{ Cell[ StyleData["InputOnly"], FontSize -> 13], Cell[ StyleData["InputOnly", "SlideShow"], CellMargins -> {{100, 10}, {8, 15}}], Cell[ StyleData["InputOnly", "Slideshow Working"], CellMargins -> Dynamic[{{ 0.16 FrontEnd`AbsoluteCurrentValue[{WindowSize, 1}], 0.12 FrontEnd`AbsoluteCurrentValue[{WindowSize, 1}]}, { 0.018611 FrontEnd`AbsoluteCurrentValue[{WindowSize, 1}], 0.0186111 FrontEnd`AbsoluteCurrentValue[{WindowSize, 1}]}}], LinebreakAdjustments -> {1, 2., 12., 1., 1.}, FontSize -> Dynamic[0.019 FrontEnd`AbsoluteCurrentValue[{WindowSize, 1}]]], Cell[ StyleData[ "InputOnly", "Slideshow Presentation", StyleDefinitions -> StyleData["InputOnly", "Slideshow Working"]]], Cell[ StyleData[ "InputOnly", "Scrolling Presentation", StyleDefinitions -> StyleData["InputOnly", "Slideshow Working"]]], Cell[ StyleData["InputOnly", "Printout"], CellMargins -> {{49, Inherited}, {Inherited, Inherited}}, LinebreakAdjustments -> {0.85, 2, 10, 1, 1}]}, Closed]], Cell[ CellGroupData[{ Cell[ StyleData["Code"]], Cell[ StyleData["Code", "SlideShow"], CellMargins -> {{ 0.135 FrontEnd`AbsoluteCurrentValue[{WindowSize, 1}], 0.03 FrontEnd`AbsoluteCurrentValue[{WindowSize, 1}]}, {8, 15}}, LinebreakAdjustments -> {1, 2., 12., 1., 1.}, FontSize -> 20], Cell[ StyleData["Code", "Slideshow Working"], CellMargins -> Dynamic[{{ 0.16 FrontEnd`AbsoluteCurrentValue[{WindowSize, 1}], 0.12 FrontEnd`AbsoluteCurrentValue[{WindowSize, 1}]}, {8, 15}}], LinebreakAdjustments -> {1, 2., 12., 1., 1.}, FontSize -> Dynamic[0.019 FrontEnd`AbsoluteCurrentValue[{WindowSize, 1}]]], Cell[ StyleData[ "Code", "Slideshow Presentation", StyleDefinitions -> StyleData["Code", "Slideshow Working"]]], Cell[ StyleData[ "Code", "Scrolling Presentation", StyleDefinitions -> StyleData["Code", "Slideshow Working"]]], Cell[ StyleData["Code", "Printout"], CellMargins -> {{49, Inherited}, {Inherited, Inherited}}]}, Closed]], Cell[ CellGroupData[{ Cell[ StyleData["Output"], FontSize -> 13], Cell[ StyleData["Output", "SlideShow"], CellMargins -> {{ 0.135 FrontEnd`AbsoluteCurrentValue[{WindowSize, 1}], 0.03 FrontEnd`AbsoluteCurrentValue[{WindowSize, 1}]}, {15, 8}}, LinebreakAdjustments -> {1, 2., 12., 1., 1.}, FontSize -> 20], Cell[ StyleData["Output", "Slideshow Working"], CellMargins -> Dynamic[{{ 0.16 FrontEnd`AbsoluteCurrentValue[{WindowSize, 1}], 0.12 FrontEnd`AbsoluteCurrentValue[{WindowSize, 1}]}, { 0.0186111 FrontEnd`AbsoluteCurrentValue[{WindowSize, 1}], 0.00992593 FrontEnd`AbsoluteCurrentValue[{WindowSize, 1}]}}], LinebreakAdjustments -> {1, 2., 12., 1., 1.}, FontSize -> Dynamic[0.019 FrontEnd`AbsoluteCurrentValue[{WindowSize, 1}]], GraphicsBoxOptions -> { ImageSize -> 0.3 FrontEnd`AbsoluteCurrentValue[{WindowSize, 1}]}, Graphics3DBoxOptions -> { ImageSize -> 0.3 FrontEnd`AbsoluteCurrentValue[{WindowSize, 1}]}], Cell[ StyleData[ "Output", "Slideshow Presentation", StyleDefinitions -> StyleData["Output", "Slideshow Working"]]], Cell[ StyleData[ "Output", "Scrolling Presentation", StyleDefinitions -> StyleData["Output", "Slideshow Working"]]], Cell[ StyleData["Output", "Printout"], CellMargins -> {{49, Inherited}, {9, 3}}]}, Closed]], Cell[ CellGroupData[{ Cell[ StyleData["Message"]], Cell[ StyleData["Message", "SlideShow"], CellMargins -> {{ 0.135 FrontEnd`AbsoluteCurrentValue[{WindowSize, 1}], 0.03 FrontEnd`AbsoluteCurrentValue[{WindowSize, 1}]}, {8, 15}}, FontSize -> 18], Cell[ StyleData["Message", "Slideshow Working"], CellMargins -> Dynamic[{{ 0.16 FrontEnd`AbsoluteCurrentValue[{WindowSize, 1}], 0.12 FrontEnd`AbsoluteCurrentValue[{WindowSize, 1}]}, {8, 15}}], FontSize -> Dynamic[0.015 FrontEnd`AbsoluteCurrentValue[{WindowSize, 1}]]], Cell[ StyleData[ "Message", "Slideshow Presentation", StyleDefinitions -> StyleData["Message", "Slideshow Working"]]], Cell[ StyleData[ "Message", "Scrolling Presentation", StyleDefinitions -> StyleData["Message", "Slideshow Working"]]], Cell[ StyleData["Message", "Printout"], CellMargins -> {{49, Inherited}, {Inherited, Inherited}}, CellFrameLabels -> {{None, None}, {None, None}}]}, Closed]], Cell[ CellGroupData[{ Cell[ StyleData["Print"], CellMargins -> {{66, Inherited}, {Inherited, Inherited}}], Cell[ StyleData["Print", "SlideShow"], CellMargins -> {{ 0.135 FrontEnd`AbsoluteCurrentValue[{WindowSize, 1}], 0.03 FrontEnd`AbsoluteCurrentValue[{WindowSize, 1}]}, {8, 15}}, FontSize -> 18], Cell[ StyleData["Print", "Slideshow Working"], CellMargins -> Dynamic[{{ 0.16 FrontEnd`AbsoluteCurrentValue[{WindowSize, 1}], 0.12 FrontEnd`AbsoluteCurrentValue[{WindowSize, 1}]}, {8, 15}}], FontSize -> Dynamic[0.017 FrontEnd`AbsoluteCurrentValue[{WindowSize, 1}]]], Cell[ StyleData[ "Print", "Slideshow Presentation", StyleDefinitions -> StyleData["Print", "Slideshow Working"]]], Cell[ StyleData[ "Print", "Scrolling Presentation", StyleDefinitions -> StyleData["Print", "Slideshow Working"]]], Cell[ StyleData["Print", "Printout"], CellMargins -> {{49, Inherited}, {Inherited, Inherited}}]}, Closed]], Cell[ StyleData["PrintTemporary", StyleDefinitions -> StyleData["Print"]]], Cell[ CellGroupData[{ Cell[ StyleData["Echo"], CellMargins -> {{66, Inherited}, {Inherited, Inherited}}], Cell[ StyleData["Echo", "SlideShow"], CellMargins -> {{ 0.135 FrontEnd`AbsoluteCurrentValue[{WindowSize, 1}], 0.03 FrontEnd`AbsoluteCurrentValue[{WindowSize, 1}]}, {8, 15}}, FontSize -> 18], Cell[ StyleData["Echo", "Slideshow Working"], CellMargins -> Dynamic[{{ 0.16 FrontEnd`AbsoluteCurrentValue[{WindowSize, 1}], 0.12 FrontEnd`AbsoluteCurrentValue[{WindowSize, 1}]}, {8, 15}}], FontSize -> Dynamic[0.019 FrontEnd`AbsoluteCurrentValue[{WindowSize, 1}]]], Cell[ StyleData[ "Echo", "Slideshow Presentation", StyleDefinitions -> StyleData["Echo", "Slideshow Working"]]], Cell[ StyleData[ "Echo", "Scrolling Presentation", StyleDefinitions -> StyleData["Echo", "Slideshow Working"]]], Cell[ StyleData["Echo", "Printout"], CellMargins -> {{49, Inherited}, {Inherited, Inherited}}]}, Closed]], Cell[ CellGroupData[{ Cell[ StyleData["CellLabel"]], Cell[ StyleData["CellLabel", "Slideshow Working"], FontSize -> Dynamic[0.012 FrontEnd`AbsoluteCurrentValue[{WindowSize, 1}]]], Cell[ StyleData[ "CellLabel", "Slideshow Presentation", StyleDefinitions -> StyleData["CellLabel", "Slideshow Working"]]], Cell[ StyleData[ "CellLabel", "Scrolling Presentation", StyleDefinitions -> StyleData["CellLabel", "Slideshow Working"]]]}, Closed]]}, Closed]], Cell[ CellGroupData[{ Cell["Styles for Formulas and Programming", "Section"], Cell[ CellGroupData[{ Cell[ StyleData["InlineFormula"], HyphenationOptions -> {"HyphenationCharacter" -> "\[Continuation]"}, LanguageCategory -> "Formula", ScriptLevel -> 1, SingleLetterItalics -> True, MenuSortingValue -> 1650, FontSize :> Inherited 0.98, Cell$$67397`StripStyleOnPaste -> True], Cell[ StyleData["InlineFormula", "SlideShow"]], Cell[ StyleData["InlineFormula", "Slideshow Working"]], Cell[ StyleData[ "InlineFormula", "Slideshow Presentation", StyleDefinitions -> StyleData["InlineFormula", "Slideshow Working"]]], Cell[ StyleData[ "InlineFormula", "Scrolling Presentation", StyleDefinitions -> StyleData["InlineFormula", "Slideshow Working"]]], Cell[ StyleData["InlineFormula", "Printout"]]}, Closed]], Cell[ CellGroupData[{ Cell[ StyleData["DisplayFormula"], CellMargins -> {{66, Inherited}, {Inherited, Inherited}}, DefaultFormatType -> DefaultInputFormatType, HyphenationOptions -> {"HyphenationCharacter" -> "\[Continuation]"}, LanguageCategory -> "Formula", ScriptLevel -> 0, SingleLetterItalics -> True, MenuSortingValue -> 1700, FontFamily -> Dynamic[ CurrentValue[{StyleHints, "FontSet", "Text1"}]], FontSize -> 14, FontColor -> GrayLevel[0.2], UnderoverscriptBoxOptions -> {LimitsPositioning -> True}, Cell$$67397`StripStyleOnPaste -> True], Cell[ StyleData["DisplayFormula", "SlideShow"], CellMargins -> Dynamic[{{ 0.12 FrontEnd`AbsoluteCurrentValue[{WindowSize, 1}], 0.12 FrontEnd`AbsoluteCurrentValue[{WindowSize, 1}]}, { 0.00372222 FrontEnd`AbsoluteCurrentValue[{WindowSize, 1}], 0.0186111 FrontEnd`AbsoluteCurrentValue[{WindowSize, 1}]}}], FontSize -> 22], Cell[ StyleData["DisplayFormula", "Slideshow Working"], CellMargins -> Dynamic[{{ 0.16 FrontEnd`AbsoluteCurrentValue[{WindowSize, 1}], 0.12 FrontEnd`AbsoluteCurrentValue[{WindowSize, 1}]}, { 0.00372222 FrontEnd`AbsoluteCurrentValue[{WindowSize, 1}], 0.0186111 FrontEnd`AbsoluteCurrentValue[{WindowSize, 1}]}}], FontSize -> Dynamic[0.019 FrontEnd`AbsoluteCurrentValue[{WindowSize, 1}]]], Cell[ StyleData[ "DisplayFormula", "Slideshow Presentation", StyleDefinitions -> StyleData["DisplayFormula", "Slideshow Working"]]], Cell[ StyleData[ "DisplayFormula", "Scrolling Presentation", StyleDefinitions -> StyleData["DisplayFormula", "Slideshow Working"]]], Cell[ StyleData["DisplayFormula", "Printout"], CellMargins -> {{49, Inherited}, {Inherited, Inherited}}]}, 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