---
title: "Summary of New Features in 12.0"
language: "en"
type: "Guide"
summary: "A list of key new features since 11.3, including features experimental in 12.0."
sections: 
  - 
    title: "Object Information"
    link: "null"
  - 
    title: "Functional Programming"
    link: "null"
  - 
    title: "Ordering Functions"
    link: "null"
  - 
    title: "Asymptotic Computation"
    link: "paclet:guide/Asymptotics"
  - 
    title: "Improved Functions"
    link: "null"
  - 
    title: "Matrix Predicates"
    link: "null"
  - 
    title: "Symbolic Domains"
    link: "null"
  - 
    title: "Theorem Proving"
    link: "null"
  - 
    title: "Numerical Uncertainty"
    link: "null"
  - 
    title: "Nonlinear Finite Elements"
    link: "paclet:guide/PDEModelingAndAnalysis"
  - 
    title: "N-Body Simulation"
    link: "null"
  - 
    title: "Numerical Display Forms"
    link: "null"
  - 
    title: "Matrix Predicates"
    link: "null"
  - 
    title: "Optimized Numeric Arrays"
    link: "null"
  - 
    title: "Convex Optimization Solvers"
    link: "paclet:guide/ConvexOptimization"
  - 
    title: "General Optimization Solvers"
    link: "paclet:guide/Optimization"
  - 
    title: "Regularization in Fitting"
    link: "null"
  - 
    title: "Vector Inequality Constraints"
    link: "null"
  - 
    title: "Polygons Allowing Holes"
    link: "paclet:guide/Polygons"
  - 
    title: "Polygon Classes & Properties"
    link: "paclet:guide/Polygons"
  - 
    title: "Special Polyhedra"
    link: "null"
  - 
    title: "General Polyhedra Allowing Voids"
    link: "paclet:guide/Polyhedra"
  - 
    title: "Polyhedron Classes & Properties"
    link: "paclet:guide/Polyhedra"
  - 
    title: "Polyhedral Operations"
    link: "null"
  - 
    title: "Geometric Angles"
    link: "null"
  - 
    title: "Geometric Regions"
    link: "null"
  - 
    title: "Assertions in Geometric Scenes"
    link: "null"
  - 
    title: "Triangle Functions"
    link: "null"
  - 
    title: "Objects Created by Geometric Constructions"
    link: "null"
  - 
    title: "Graph Visualization"
    link: "null"
  - 
    title: "Graph Property Inheritance"
    link: "null"
  - 
    title: "Extended Capabilities"
    link: "null"
  - 
    title: "Complex Function Visualization"
    link: "null"
  - 
    title: "Geo Vector Plots"
    link: "null"
  - 
    title: "Labeling"
    link: "null"
  - 
    title: "Multipanel Plots"
    link: "null"
  - 
    title: "Uncertainty Visualization"
    link: "null"
  - 
    title: "General Improvements"
    link: "null"
  - 
    title: "Speech"
    link: "null"
  - 
    title: "Machine Learning Integration"
    link: "null"
  - 
    title: "Annotations"
    link: "null"
  - 
    title: "Short-Time Fourier Transform (STFT)"
    link: "null"
  - 
    title: "General Improvements"
    link: "null"
  - 
    title: "Computer Vision"
    link: "null"
  - 
    title: "Facial Computation"
    link: "null"
  - 
    title: "Image Pyramids"
    link: "null"
  - 
    title: "Color Processing"
    link: "null"
  - 
    title: "Natural Language Processing"
    link: "null"
  - 
    title: "Natural Language Interpreter Types"
    link: "null"
  - 
    title: "Word Properties"
    link: "null"
  - 
    title: "Text Searching"
    link: "null"
  - 
    raw: "TextData[StyleBox[\"Machine Learning Applications\", CellDingbat -> Cell[BoxData[TooltipBox[Cell[\"etienneb      \", \"TentativeID\"], \"2018-11-01\"]], \"TentativeWrapper\"]]]"
  - 
    raw: "TextData[StyleBox[\"Supervised Machine Learning\", CellDingbat -> Cell[BoxData[TooltipBox[Cell[\"etienneb      \", \"TentativeID\"], \"2018-11-01\"]], \"TentativeWrapper\"]]]"
  - 
    title: "Unsupervised Machine Learning"
    link: "null"
  - 
    title: "Neural Network Framework"
    link: "null"
  - 
    title: "Neural Network Layers"
    link: "null"
  - 
    title: "Projection Scale & Distortion"
    link: "null"
  - 
    title: "Geodetic Vectors & Vector Frames"
    link: "null"
  - 
    title: "Core Improvements"
    link: "null"
  - 
    title: "Date Manipulation"
    link: "null"
  - 
    title: "Symbolic Molecule Representation"
    link: "null"
  - 
    title: "Molecular Structure"
    link: "null"
  - 
    title: "Molecular Visualization"
    link: "null"
  - 
    title: "Molecular Graphs"
    link: "null"
  - 
    title: "Molecular Property Computation"
    link: "null"
  - 
    title: "Molecular Comparison & Substructure"
    link: "null"
  - 
    title: "Modifying Molecules"
    link: "null"
  - 
    title: "Connecting to Databases"
    link: "null"
  - 
    title: "Registering Database Content"
    link: "null"
  - 
    title: "Representations of Transformations on Entity Classes"
    link: "null"
  - 
    title: "External Evaluation"
    link: "null"
  - 
    raw: "TextData[StyleBox[\"Controlling Web Browsers\", CellDingbat -> Cell[BoxData[TooltipBox[Cell[\"arnoudb      \", \"TentativeID\"], \"2018-12-19\"]], \"TentativeWrapper\"]]]"
  - 
    title: "Low-Level Network Operations"
    link: "null"
  - 
    title: "File Operations"
    link: "null"
  - 
    title: "Cloud Object Naming & URL Mapping"
    link: "null"
  - 
    title: "Blockchain Information"
    link: "null"
  - 
    title: "Blockchain Transactions"
    link: "null"
  - 
    title: "Key Derivation"
    link: "null"
  - 
    title: "Digital Signatures"
    link: "null"
  - 
    title: "Scientific Formats"
    link: "null"
  - 
    title: "Spreadsheet"
    link: "null"
  - 
    title: "Text"
    link: "null"
  - 
    raw: "TextData[{\"Financial Data Service Connections \", StyleBox[\"(Wolfram Finance Platform only)\", FontWeight -> \"Plain\"]}]"
  - 
    title: "Asynchronous Access to External Services"
    link: "null"
  - 
    title: "Creating Compiled Code"
    link: "null"
  - 
    title: "Code Annotation"
    link: "null"
  - 
    title: "Type Specification"
    link: "null"
  - 
    title: "Exporting Compiled Code"
    link: "null"
  - 
    title: "Compilation Options"
    link: "null"
  - 
    title: "Geographic Entities"
    link: "paclet:guide/GeographicData"
  - 
    title: "Cultural and Historical Entities"
    link: "paclet:guide/CulturalData"
  - 
    title: "Life Science– and Medical-Related Entities"
    link: "paclet:guide/LifeSciencesAndMedicineDataAndComputation"
  - 
    title: "Finance-Related Entities"
    link: "paclet:guide/Finance"
  - 
    title: "Astronomical Entities"
    link: "paclet:guide/AstronomicalComputationAndData"
  - 
    title: "Earth Science–Related Entities"
    link: "paclet:guide/EarthSciencesDataAndComputation"
  - 
    title: "Transportation-Related Entities"
    link: "paclet:guide/TransportationData"
  - 
    title: "Engineering-Related Entities"
    link: "paclet:guide/EngineeringData"
  - 
    title: "Linguistic-Related Entities"
    link: "paclet:guide/LinguisticData"
  - 
    title: "Mathematical Entities"
    link: "paclet:guide/MathematicalData"
  - 
    title: "Direct Control & Interaction"
    link: "null"
  - 
    title: "Interface Functions in Wolfram Language"
    link: "null"
  - 
    title: "Interface Functions in Unity"
    link: "null"
keywords: 
- new in 12.0
- new functions
- what's new
- new since 11.3
- feature summary
- changelog
- change log
- patch notes
- update notes
canonical_url: "https://reference.wolfram.com/language/guide/SummaryOfNewFeaturesIn120.html"
source: "Wolfram Language Documentation"
related_guides: 
  - 
    title: "Summary of New Features in 12.0"
    link: "https://reference.wolfram.com/language/guide/SummaryOfNewFeaturesIn12.en.md"
  - 
    title: "Summary of New Features from 11.2 to 11.3"
    link: "https://reference.wolfram.com/language/guide/SummaryOfNewFeaturesIn113.en.md"
  - 
    title: "Summary of New Features from 11.1 to 11.2"
    link: "https://reference.wolfram.com/language/guide/SummaryOfNewFeaturesIn112.en.md"
  - 
    title: "Summary of New Features from 11.0 to 11.1"
    link: "https://reference.wolfram.com/language/guide/SummaryOfNewFeaturesIn111.en.md"
  - 
    title: "Summary of New Features in 11.0"
    link: "https://reference.wolfram.com/language/guide/SummaryOfNewFeaturesIn11.en.md"
  - 
    title: "Summary of Recently Added Features"
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    title: "Full Revision History"
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    link: "https://reference.wolfram.com/language/ref/ExternalValue.en.md"
  - 
    title: "ExtractLayer"
    link: "https://reference.wolfram.com/language/ref/ExtractLayer.en.md"
  - 
    title: "FacialFeatures"
    link: "https://reference.wolfram.com/language/ref/FacialFeatures.en.md"
  - 
    title: "FeatureExtractor"
    link: "https://reference.wolfram.com/language/ref/FeatureExtractor.en.md"
  - 
    title: "FileConvert"
    link: "https://reference.wolfram.com/language/ref/FileConvert.en.md"
  - 
    title: "FilteredEntityClass"
    link: "https://reference.wolfram.com/language/ref/FilteredEntityClass.en.md"
  - 
    title: "FindAnomalies"
    link: "https://reference.wolfram.com/language/ref/FindAnomalies.en.md"
  - 
    title: "FindArgMin"
    link: "https://reference.wolfram.com/language/ref/FindArgMin.en.md"
  - 
    title: "FindFaces"
    link: "https://reference.wolfram.com/language/ref/FindFaces.en.md"
  - 
    title: "FindFit"
    link: "https://reference.wolfram.com/language/ref/FindFit.en.md"
  - 
    title: "FindGeometricConjectures"
    link: "https://reference.wolfram.com/language/ref/FindGeometricConjectures.en.md"
  - 
    title: "FindMatchingColor"
    link: "https://reference.wolfram.com/language/ref/FindMatchingColor.en.md"
  - 
    title: "FindMaximum"
    link: "https://reference.wolfram.com/language/ref/FindMaximum.en.md"
  - 
    title: "FindMinimum"
    link: "https://reference.wolfram.com/language/ref/FindMinimum.en.md"
  - 
    title: "FindMinValue"
    link: "https://reference.wolfram.com/language/ref/FindMinValue.en.md"
  - 
    title: "FindMoleculeSubstructure"
    link: "https://reference.wolfram.com/language/ref/FindMoleculeSubstructure.en.md"
  - 
    title: "FindSpanningTree"
    link: "https://reference.wolfram.com/language/ref/FindSpanningTree.en.md"
  - 
    title: "FindUnityGameObject"
    link: "https://reference.wolfram.com/language/UnityLink/ref/FindUnityGameObject.en.md"
  - 
    title: "Fit"
    link: "https://reference.wolfram.com/language/ref/Fit.en.md"
  - 
    title: "FunctionCompile"
    link: "https://reference.wolfram.com/language/ref/FunctionCompile.en.md"
  - 
    title: "FunctionCompileExport"
    link: "https://reference.wolfram.com/language/ref/FunctionCompileExport.en.md"
  - 
    title: "FunctionCompileExportByteArray"
    link: "https://reference.wolfram.com/language/ref/FunctionCompileExportByteArray.en.md"
  - 
    title: "FunctionCompileExportLibrary"
    link: "https://reference.wolfram.com/language/ref/FunctionCompileExportLibrary.en.md"
  - 
    title: "FunctionCompileExportString"
    link: "https://reference.wolfram.com/language/ref/FunctionCompileExportString.en.md"
  - 
    title: "FunctionDomain"
    link: "https://reference.wolfram.com/language/ref/FunctionDomain.en.md"
  - 
    title: "GenerateAsymmetricKeyPair"
    link: "https://reference.wolfram.com/language/ref/GenerateAsymmetricKeyPair.en.md"
  - 
    title: "GenerateDerivedKey"
    link: "https://reference.wolfram.com/language/ref/GenerateDerivedKey.en.md"
  - 
    title: "GenerateDigitalSignature"
    link: "https://reference.wolfram.com/language/ref/GenerateDigitalSignature.en.md"
  - 
    title: "GenerateSymmetricKey"
    link: "https://reference.wolfram.com/language/ref/GenerateSymmetricKey.en.md"
  - 
    title: "GeoArraySize"
    link: "https://reference.wolfram.com/language/ref/GeoArraySize.en.md"
  - 
    title: "GeoElevationData"
    link: "https://reference.wolfram.com/language/ref/GeoElevationData.en.md"
  - 
    title: "GeoGridDirectionDifference"
    link: "https://reference.wolfram.com/language/ref/GeoGridDirectionDifference.en.md"
  - 
    title: "GeoGridRange"
    link: "https://reference.wolfram.com/language/ref/GeoGridRange.en.md"
  - 
    title: "GeoGridRangePadding"
    link: "https://reference.wolfram.com/language/ref/GeoGridRangePadding.en.md"
  - 
    title: "GeoGridUnitArea"
    link: "https://reference.wolfram.com/language/ref/GeoGridUnitArea.en.md"
  - 
    title: "GeoGridUnitDistance"
    link: "https://reference.wolfram.com/language/ref/GeoGridUnitDistance.en.md"
  - 
    title: "GeoGridVector"
    link: "https://reference.wolfram.com/language/ref/GeoGridVector.en.md"
  - 
    title: "GeoImage"
    link: "https://reference.wolfram.com/language/ref/GeoImage.en.md"
  - 
    title: "GeoMarker"
    link: "https://reference.wolfram.com/language/ref/GeoMarker.en.md"
  - 
    title: "GeometricAssertion"
    link: "https://reference.wolfram.com/language/ref/GeometricAssertion.en.md"
  - 
    title: "GeometricScene"
    link: "https://reference.wolfram.com/language/ref/GeometricScene.en.md"
  - 
    title: "GeoResolution"
    link: "https://reference.wolfram.com/language/ref/GeoResolution.en.md"
  - 
    title: "GeoStreamPlot"
    link: "https://reference.wolfram.com/language/ref/GeoStreamPlot.en.md"
  - 
    title: "GeoVector"
    link: "https://reference.wolfram.com/language/ref/GeoVector.en.md"
  - 
    title: "GeoVectorENU"
    link: "https://reference.wolfram.com/language/ref/GeoVectorENU.en.md"
  - 
    title: "GeoVectorPlot"
    link: "https://reference.wolfram.com/language/ref/GeoVectorPlot.en.md"
  - 
    title: "GeoVectorXYZ"
    link: "https://reference.wolfram.com/language/ref/GeoVectorXYZ.en.md"
  - 
    title: "Graph"
    link: "https://reference.wolfram.com/language/ref/Graph.en.md"
  - 
    title: "GraphComplement"
    link: "https://reference.wolfram.com/language/ref/GraphComplement.en.md"
  - 
    title: "GraphDifference"
    link: "https://reference.wolfram.com/language/ref/GraphDifference.en.md"
  - 
    title: "GraphDisjointUnion"
    link: "https://reference.wolfram.com/language/ref/GraphDisjointUnion.en.md"
  - 
    title: "GraphIntersection"
    link: "https://reference.wolfram.com/language/ref/GraphIntersection.en.md"
  - 
    title: "GraphLayout"
    link: "https://reference.wolfram.com/language/ref/GraphLayout.en.md"
  - 
    title: "GraphPlot"
    link: "https://reference.wolfram.com/language/ref/GraphPlot.en.md"
  - 
    title: "GraphPlot3D"
    link: "https://reference.wolfram.com/language/ref/GraphPlot3D.en.md"
  - 
    title: "GraphPower"
    link: "https://reference.wolfram.com/language/ref/GraphPower.en.md"
  - 
    title: "GraphUnion"
    link: "https://reference.wolfram.com/language/ref/GraphUnion.en.md"
  - 
    title: "HammingWindow"
    link: "https://reference.wolfram.com/language/ref/HammingWindow.en.md"
  - 
    title: "HannWindow"
    link: "https://reference.wolfram.com/language/ref/HannWindow.en.md"
  - 
    title: "Hash"
    link: "https://reference.wolfram.com/language/ref/Hash.en.md"
  - 
    title: "Iconize"
    link: "https://reference.wolfram.com/language/ref/Iconize.en.md"
  - 
    title: "Icosahedron"
    link: "https://reference.wolfram.com/language/ref/Icosahedron.en.md"
  - 
    title: "ImageBoundingBoxes"
    link: "https://reference.wolfram.com/language/ref/ImageBoundingBoxes.en.md"
  - 
    title: "ImageCases"
    link: "https://reference.wolfram.com/language/ref/ImageCases.en.md"
  - 
    title: "ImageContainsQ"
    link: "https://reference.wolfram.com/language/ref/ImageContainsQ.en.md"
  - 
    title: "ImageContents"
    link: "https://reference.wolfram.com/language/ref/ImageContents.en.md"
  - 
    title: "ImagePosition"
    link: "https://reference.wolfram.com/language/ref/ImagePosition.en.md"
  - 
    title: "ImagePyramid"
    link: "https://reference.wolfram.com/language/ref/ImagePyramid.en.md"
  - 
    title: "ImagePyramidApply"
    link: "https://reference.wolfram.com/language/ref/ImagePyramidApply.en.md"
  - 
    title: "ImageRecolor"
    link: "https://reference.wolfram.com/language/ref/ImageRecolor.en.md"
  - 
    title: "IndexGraph"
    link: "https://reference.wolfram.com/language/ref/IndexGraph.en.md"
  - 
    title: "Information"
    link: "https://reference.wolfram.com/language/ref/Information.en.md"
  - 
    title: "InitialSeeding"
    link: "https://reference.wolfram.com/language/ref/InitialSeeding.en.md"
  - 
    title: "InnerPolygon"
    link: "https://reference.wolfram.com/language/ref/InnerPolygon.en.md"
  - 
    title: "InnerPolyhedron"
    link: "https://reference.wolfram.com/language/ref/InnerPolyhedron.en.md"
  - 
    title: "Integrate"
    link: "https://reference.wolfram.com/language/ref/Integrate.en.md"
  - 
    title: "Interpreter"
    link: "https://reference.wolfram.com/language/ref/Interpreter.en.md"
  - 
    title: "IntervalMarkers"
    link: "https://reference.wolfram.com/language/ref/IntervalMarkers.en.md"
  - 
    title: "IntervalMarkersStyle"
    link: "https://reference.wolfram.com/language/ref/IntervalMarkersStyle.en.md"
  - 
    title: "InverseImagePyramid"
    link: "https://reference.wolfram.com/language/ref/InverseImagePyramid.en.md"
  - 
    title: "InverseShortTimeFourier"
    link: "https://reference.wolfram.com/language/ref/InverseShortTimeFourier.en.md"
  - 
    title: "InverseSpectrogram"
    link: "https://reference.wolfram.com/language/ref/InverseSpectrogram.en.md"
  - 
    title: "KernelFunction"
    link: "https://reference.wolfram.com/language/ref/KernelFunction.en.md"
  - 
    title: "Keys"
    link: "https://reference.wolfram.com/language/ref/Keys.en.md"
  - 
    title: "Labeled"
    link: "https://reference.wolfram.com/language/ref/Labeled.en.md"
  - 
    title: "LabelVisibility"
    link: "https://reference.wolfram.com/language/ref/LabelVisibility.en.md"
  - 
    title: "LayeredGraphPlot"
    link: "https://reference.wolfram.com/language/ref/LayeredGraphPlot.en.md"
  - 
    title: "LearnDistribution"
    link: "https://reference.wolfram.com/language/ref/LearnDistribution.en.md"
  - 
    title: "LearnedDistribution"
    link: "https://reference.wolfram.com/language/ref/LearnedDistribution.en.md"
  - 
    title: "LearningRate"
    link: "https://reference.wolfram.com/language/ref/LearningRate.en.md"
  - 
    title: "LinearFractionalOptimization"
    link: "https://reference.wolfram.com/language/ref/LinearFractionalOptimization.en.md"
  - 
    title: "LinearOptimization"
    link: "https://reference.wolfram.com/language/ref/LinearOptimization.en.md"
  - 
    title: "LineGraph"
    link: "https://reference.wolfram.com/language/ref/LineGraph.en.md"
  - 
    title: "ListDensityPlot"
    link: "https://reference.wolfram.com/language/ref/ListDensityPlot.en.md"
  - 
    title: "ListLinePlot"
    link: "https://reference.wolfram.com/language/ref/ListLinePlot.en.md"
  - 
    title: "ListLogLinearPlot"
    link: "https://reference.wolfram.com/language/ref/ListLogLinearPlot.en.md"
  - 
    title: "ListLogLogPlot"
    link: "https://reference.wolfram.com/language/ref/ListLogLogPlot.en.md"
  - 
    title: "ListLogPlot"
    link: "https://reference.wolfram.com/language/ref/ListLogPlot.en.md"
  - 
    title: "ListPlot"
    link: "https://reference.wolfram.com/language/ref/ListPlot.en.md"
  - 
    title: "ListPlot3D"
    link: "https://reference.wolfram.com/language/ref/ListPlot3D.en.md"
  - 
    title: "ListPolarPlot"
    link: "https://reference.wolfram.com/language/ref/ListPolarPlot.en.md"
  - 
    title: "ListStepPlot"
    link: "https://reference.wolfram.com/language/ref/ListStepPlot.en.md"
  - 
    title: "LowerTriangularMatrixQ"
    link: "https://reference.wolfram.com/language/ref/LowerTriangularMatrixQ.en.md"
  - 
    title: "MeanAround"
    link: "https://reference.wolfram.com/language/ref/MeanAround.en.md"
  - 
    title: "MicrocontrollerCodeData"
    link: "https://reference.wolfram.com/language/MicrocontrollerKit/ref/MicrocontrollerEmbedCode.en.md"
  - 
    title: "MicrocontrollerEmbedCode"
    link: "https://reference.wolfram.com/language/MicrocontrollerKit/ref/MicrocontrollerEmbedCode.en.md"
  - 
    title: "Midpoint"
    link: "https://reference.wolfram.com/language/ref/Midpoint.en.md"
  - 
    title: "MissingValuePattern"
    link: "https://reference.wolfram.com/language/ref/MissingValuePattern.en.md"
  - 
    title: "MixedFractionParts"
    link: "https://reference.wolfram.com/language/ref/MixedFractionParts.en.md"
  - 
    title: "Molecule"
    link: "https://reference.wolfram.com/language/ref/Molecule.en.md"
  - 
    title: "MoleculeContainsQ"
    link: "https://reference.wolfram.com/language/ref/MoleculeContainsQ.en.md"
  - 
    title: "MoleculeGraph"
    link: "https://reference.wolfram.com/language/ref/MoleculeGraph.en.md"
  - 
    title: "MoleculeModify"
    link: "https://reference.wolfram.com/language/ref/MoleculeModify.en.md"
  - 
    title: "MoleculePattern"
    link: "https://reference.wolfram.com/language/ref/MoleculePattern.en.md"
  - 
    title: "MoleculePlot"
    link: "https://reference.wolfram.com/language/ref/MoleculePlot.en.md"
  - 
    title: "MoleculePlot3D"
    link: "https://reference.wolfram.com/language/ref/MoleculePlot3D.en.md"
  - 
    title: "MoleculeProperty"
    link: "https://reference.wolfram.com/language/ref/MoleculeProperty.en.md"
  - 
    title: "MoleculeQ"
    link: "https://reference.wolfram.com/language/ref/MoleculeQ.en.md"
  - 
    title: "MoleculeValue"
    link: "https://reference.wolfram.com/language/ref/MoleculeValue.en.md"
  - 
    title: "NBodySimulation"
    link: "https://reference.wolfram.com/language/ref/NBodySimulation.en.md"
  - 
    title: "NBodySimulationData"
    link: "https://reference.wolfram.com/language/ref/NBodySimulationData.en.md"
  - 
    title: "NDSolve"
    link: "https://reference.wolfram.com/language/ref/NDSolve.en.md"
  - 
    title: "NegativeIntegers"
    link: "https://reference.wolfram.com/language/ref/NegativeIntegers.en.md"
  - 
    title: "NegativeRationals"
    link: "https://reference.wolfram.com/language/ref/NegativeRationals.en.md"
  - 
    title: "NegativeReals"
    link: "https://reference.wolfram.com/language/ref/NegativeReals.en.md"
  - 
    title: "NeighborhoodGraph"
    link: "https://reference.wolfram.com/language/ref/NeighborhoodGraph.en.md"
  - 
    title: "NetDecoder"
    link: "https://reference.wolfram.com/language/ref/NetDecoder.en.md"
  - 
    title: "NetEncoder"
    link: "https://reference.wolfram.com/language/ref/NetEncoder.en.md"
  - 
    title: "NetFoldOperator"
    link: "https://reference.wolfram.com/language/ref/NetFoldOperator.en.md"
  - 
    title: "NetMapThreadOperator"
    link: "https://reference.wolfram.com/language/ref/NetMapThreadOperator.en.md"
  - 
    title: "NetMeasurements"
    link: "https://reference.wolfram.com/language/ref/NetMeasurements.en.md"
  - 
    title: "NetModel"
    link: "https://reference.wolfram.com/language/ref/NetModel.en.md"
  - 
    title: "NetTrain"
    link: "https://reference.wolfram.com/language/ref/NetTrain.en.md"
  - 
    title: "NetworkPacketTrace"
    link: "https://reference.wolfram.com/language/ref/NetworkPacketTrace.en.md"
  - 
    title: "NextDate"
    link: "https://reference.wolfram.com/language/ref/NextDate.en.md"
  - 
    title: "NMaximize"
    link: "https://reference.wolfram.com/language/ref/NMaximize.en.md"
  - 
    title: "NMinimize"
    link: "https://reference.wolfram.com/language/ref/NMinimize.en.md"
  - 
    title: "NMinValue"
    link: "https://reference.wolfram.com/language/ref/NMinValue.en.md"
  - 
    title: "NonNegativeIntegers"
    link: "https://reference.wolfram.com/language/ref/NonNegativeIntegers.en.md"
  - 
    title: "NonNegativeRationals"
    link: "https://reference.wolfram.com/language/ref/NonNegativeRationals.en.md"
  - 
    title: "NonNegativeReals"
    link: "https://reference.wolfram.com/language/ref/NonNegativeReals.en.md"
  - 
    title: "NonPositiveIntegers"
    link: "https://reference.wolfram.com/language/ref/NonPositiveIntegers.en.md"
  - 
    title: "NonPositiveRationals"
    link: "https://reference.wolfram.com/language/ref/NonPositiveRationals.en.md"
  - 
    title: "NonPositiveReals"
    link: "https://reference.wolfram.com/language/ref/NonPositiveReals.en.md"
  - 
    title: "NormalizationLayer"
    link: "https://reference.wolfram.com/language/ref/NormalizationLayer.en.md"
  - 
    title: "NumeratorDenominator"
    link: "https://reference.wolfram.com/language/ref/NumeratorDenominator.en.md"
  - 
    title: "NumericArray"
    link: "https://reference.wolfram.com/language/ref/NumericArray.en.md"
  - 
    title: "NumericArrayQ"
    link: "https://reference.wolfram.com/language/ref/NumericArrayQ.en.md"
  - 
    title: "NumericArrayType"
    link: "https://reference.wolfram.com/language/ref/NumericArrayType.en.md"
  - 
    title: "Octahedron"
    link: "https://reference.wolfram.com/language/ref/Octahedron.en.md"
  - 
    title: "OrderingBy"
    link: "https://reference.wolfram.com/language/ref/OrderingBy.en.md"
  - 
    title: "OrderingLayer"
    link: "https://reference.wolfram.com/language/ref/OrderingLayer.en.md"
  - 
    title: "OuterPolygon"
    link: "https://reference.wolfram.com/language/ref/OuterPolygon.en.md"
  - 
    title: "OuterPolyhedron"
    link: "https://reference.wolfram.com/language/ref/OuterPolyhedron.en.md"
  - 
    title: "ParametricPlot"
    link: "https://reference.wolfram.com/language/ref/ParametricPlot.en.md"
  - 
    title: "ParametricPlot3D"
    link: "https://reference.wolfram.com/language/ref/ParametricPlot3D.en.md"
  - 
    title: "PercentForm"
    link: "https://reference.wolfram.com/language/ref/PercentForm.en.md"
  - 
    title: "PerpendicularBisector"
    link: "https://reference.wolfram.com/language/ref/PerpendicularBisector.en.md"
  - 
    title: "PitchRecognize"
    link: "https://reference.wolfram.com/language/ref/PitchRecognize.en.md"
  - 
    title: "PlanarAngle"
    link: "https://reference.wolfram.com/language/ref/PlanarAngle.en.md"
  - 
    title: "Plot3D"
    link: "https://reference.wolfram.com/language/ref/Plot3D.en.md"
  - 
    title: "PlotLayout"
    link: "https://reference.wolfram.com/language/ref/PlotLayout.en.md"
  - 
    title: "PlotMarkers"
    link: "https://reference.wolfram.com/language/ref/PlotMarkers.en.md"
  - 
    title: "PlotTheme"
    link: "https://reference.wolfram.com/language/ref/PlotTheme.en.md"
  - 
    title: "PolarPlot"
    link: "https://reference.wolfram.com/language/ref/PolarPlot.en.md"
  - 
    title: "Polygon"
    link: "https://reference.wolfram.com/language/ref/Polygon.en.md"
  - 
    title: "PolygonAngle"
    link: "https://reference.wolfram.com/language/ref/PolygonAngle.en.md"
  - 
    title: "PolygonCoordinates"
    link: "https://reference.wolfram.com/language/ref/PolygonCoordinates.en.md"
  - 
    title: "PolygonDecomposition"
    link: "https://reference.wolfram.com/language/ref/PolygonDecomposition.en.md"
  - 
    title: "Polyhedron"
    link: "https://reference.wolfram.com/language/ref/Polyhedron.en.md"
  - 
    title: "PolyhedronAngle"
    link: "https://reference.wolfram.com/language/ref/PolyhedronAngle.en.md"
  - 
    title: "PolyhedronCoordinates"
    link: "https://reference.wolfram.com/language/ref/PolyhedronCoordinates.en.md"
  - 
    title: "PolyhedronDecomposition"
    link: "https://reference.wolfram.com/language/ref/PolyhedronDecomposition.en.md"
  - 
    title: "PolyhedronGenus"
    link: "https://reference.wolfram.com/language/ref/PolyhedronGenus.en.md"
  - 
    title: "PositiveIntegers"
    link: "https://reference.wolfram.com/language/ref/PositiveIntegers.en.md"
  - 
    title: "PositiveRationals"
    link: "https://reference.wolfram.com/language/ref/PositiveRationals.en.md"
  - 
    title: "PositiveReals"
    link: "https://reference.wolfram.com/language/ref/PositiveReals.en.md"
  - 
    title: "Predict"
    link: "https://reference.wolfram.com/language/ref/Predict.en.md"
  - 
    title: "PrependLayer"
    link: "https://reference.wolfram.com/language/ref/PrependLayer.en.md"
  - 
    title: "PreviousDate"
    link: "https://reference.wolfram.com/language/ref/PreviousDate.en.md"
  - 
    title: "PrivateKey"
    link: "https://reference.wolfram.com/language/ref/PrivateKey.en.md"
  - 
    title: "Product"
    link: "https://reference.wolfram.com/language/ref/Product.en.md"
  - 
    title: "PublicKey"
    link: "https://reference.wolfram.com/language/ref/PublicKey.en.md"
  - 
    title: "QuadraticOptimization"
    link: "https://reference.wolfram.com/language/ref/QuadraticOptimization.en.md"
  - 
    title: "RandomGeoPosition"
    link: "https://reference.wolfram.com/language/ref/RandomGeoPosition.en.md"
  - 
    title: "RandomInstance"
    link: "https://reference.wolfram.com/language/ref/RandomInstance.en.md"
  - 
    title: "RandomPolygon"
    link: "https://reference.wolfram.com/language/ref/RandomPolygon.en.md"
  - 
    title: "RandomPolyhedron"
    link: "https://reference.wolfram.com/language/ref/RandomPolyhedron.en.md"
  - 
    title: "RarerProbability"
    link: "https://reference.wolfram.com/language/ref/RarerProbability.en.md"
  - 
    title: "RDFStore"
    link: "https://reference.wolfram.com/language/GraphStore/ref/RDFStore.en.md"
  - 
    title: "RDFTriple"
    link: "https://reference.wolfram.com/language/GraphStore/ref/RDFTriple.en.md"
  - 
    title: "Reduce"
    link: "https://reference.wolfram.com/language/ref/Reduce.en.md"
  - 
    title: "RegionPlot"
    link: "https://reference.wolfram.com/language/ref/RegionPlot.en.md"
  - 
    title: "ReImLabels"
    link: "https://reference.wolfram.com/language/ref/ReImLabels.en.md"
  - 
    title: "ReImPlot"
    link: "https://reference.wolfram.com/language/ref/ReImPlot.en.md"
  - 
    title: "ReImStyle"
    link: "https://reference.wolfram.com/language/ref/ReImStyle.en.md"
  - 
    title: "RelationalDatabase"
    link: "https://reference.wolfram.com/language/ref/RelationalDatabase.en.md"
  - 
    title: "RemoteFile"
    link: "https://reference.wolfram.com/language/ref/RemoteFile.en.md"
  - 
    title: "ResourceFunction"
    link: "https://reference.wolfram.com/language/ref/ResourceFunction.en.md"
  - 
    title: "ReverseGraph"
    link: "https://reference.wolfram.com/language/ref/ReverseGraph.en.md"
  - 
    title: "ReverseSortBy"
    link: "https://reference.wolfram.com/language/ref/ReverseSortBy.en.md"
  - 
    title: "RevolutionPlot3D"
    link: "https://reference.wolfram.com/language/ref/RevolutionPlot3D.en.md"
  - 
    title: "Root"
    link: "https://reference.wolfram.com/language/ref/Root.en.md"
  - 
    title: "SampledEntityClass"
    link: "https://reference.wolfram.com/language/ref/SampledEntityClass.en.md"
  - 
    title: "SecondOrderConeOptimization"
    link: "https://reference.wolfram.com/language/ref/SecondOrderConeOptimization.en.md"
  - 
    title: "SemidefiniteOptimization"
    link: "https://reference.wolfram.com/language/ref/SemidefiniteOptimization.en.md"
  - 
    title: "ServiceRequest"
    link: "https://reference.wolfram.com/language/ref/ServiceRequest.en.md"
  - 
    title: "ServiceSubmit"
    link: "https://reference.wolfram.com/language/ref/ServiceSubmit.en.md"
  - 
    title: "ShortTimeFourier"
    link: "https://reference.wolfram.com/language/ref/ShortTimeFourier.en.md"
  - 
    title: "ShortTimeFourierData"
    link: "https://reference.wolfram.com/language/ref/ShortTimeFourierData.en.md"
  - 
    title: "SimpleGraph"
    link: "https://reference.wolfram.com/language/ref/SimpleGraph.en.md"
  - 
    title: "SimplePolygonQ"
    link: "https://reference.wolfram.com/language/ref/SimplePolygonQ.en.md"
  - 
    title: "SimplePolyhedronQ"
    link: "https://reference.wolfram.com/language/ref/SimplePolyhedronQ.en.md"
  - 
    title: "SnubPolyhedron"
    link: "https://reference.wolfram.com/language/ref/SnubPolyhedron.en.md"
  - 
    title: "SolidAngle"
    link: "https://reference.wolfram.com/language/ref/SolidAngle.en.md"
  - 
    title: "Solve"
    link: "https://reference.wolfram.com/language/ref/Solve.en.md"
  - 
    title: "SortBy"
    link: "https://reference.wolfram.com/language/ref/SortBy.en.md"
  - 
    title: "SortedEntityClass"
    link: "https://reference.wolfram.com/language/ref/SortedEntityClass.en.md"
  - 
    title: "SPARQLAggregate"
    link: "https://reference.wolfram.com/language/GraphStore/ref/SPARQLAggregate.en.md"
  - 
    title: "SPARQLAsk"
    link: "https://reference.wolfram.com/language/GraphStore/ref/SPARQLAsk.en.md"
  - 
    title: "SPARQLConstruct"
    link: "https://reference.wolfram.com/language/GraphStore/ref/SPARQLConstruct.en.md"
  - 
    title: "SPARQLExecute"
    link: "https://reference.wolfram.com/language/GraphStore/ref/SPARQLExecute.en.md"
  - 
    title: "SPARQLQuery"
    link: "https://reference.wolfram.com/language/GraphStore/ref/SPARQLQuery.en.md"
  - 
    title: "SPARQLSelect"
    link: "https://reference.wolfram.com/language/GraphStore/ref/SPARQLSelect.en.md"
  - 
    title: "SPARQLUpdate"
    link: "https://reference.wolfram.com/language/GraphStore/ref/SPARQLUpdate.en.md"
  - 
    title: "Spectrogram"
    link: "https://reference.wolfram.com/language/ref/Spectrogram.en.md"
  - 
    title: "SpeechRecognize"
    link: "https://reference.wolfram.com/language/ref/SpeechRecognize.en.md"
  - 
    title: "SpeechSynthesize"
    link: "https://reference.wolfram.com/language/ref/SpeechSynthesize.en.md"
  - 
    title: "SphericalPlot3D"
    link: "https://reference.wolfram.com/language/ref/SphericalPlot3D.en.md"
  - 
    title: "StartWebSession"
    link: "https://reference.wolfram.com/language/ref/StartWebSession.en.md"
  - 
    title: "Subgraph"
    link: "https://reference.wolfram.com/language/ref/Subgraph.en.md"
  - 
    title: "SubsetMap"
    link: "https://reference.wolfram.com/language/ref/SubsetMap.en.md"
  - 
    title: "Sum"
    link: "https://reference.wolfram.com/language/ref/Sum.en.md"
  - 
    title: "SurfaceArea"
    link: "https://reference.wolfram.com/language/ref/SurfaceArea.en.md"
  - 
    title: "Synonyms"
    link: "https://reference.wolfram.com/language/ref/Synonyms.en.md"
  - 
    title: "SynthesizeMissingValues"
    link: "https://reference.wolfram.com/language/ref/SynthesizeMissingValues.en.md"
  - 
    title: "TakeLargest"
    link: "https://reference.wolfram.com/language/ref/TakeLargest.en.md"
  - 
    title: "TargetSystem"
    link: "https://reference.wolfram.com/language/ref/TargetSystem.en.md"
  - 
    title: "Tetrahedron"
    link: "https://reference.wolfram.com/language/ref/Tetrahedron.en.md"
  - 
    title: "TextCases"
    link: "https://reference.wolfram.com/language/ref/TextCases.en.md"
  - 
    title: "TextContents"
    link: "https://reference.wolfram.com/language/ref/TextContents.en.md"
  - 
    title: "TimeObject"
    link: "https://reference.wolfram.com/language/ref/TimeObject.en.md"
  - 
    title: "TrainingProgressMeasurements"
    link: "https://reference.wolfram.com/language/ref/TrainingProgressMeasurements.en.md"
  - 
    title: "TrainingStoppingCriterion"
    link: "https://reference.wolfram.com/language/ref/TrainingStoppingCriterion.en.md"
  - 
    title: "TransitiveClosureGraph"
    link: "https://reference.wolfram.com/language/ref/TransitiveClosureGraph.en.md"
  - 
    title: "TransitiveReductionGraph"
    link: "https://reference.wolfram.com/language/ref/TransitiveReductionGraph.en.md"
  - 
    title: "TreePlot"
    link: "https://reference.wolfram.com/language/ref/TreePlot.en.md"
  - 
    title: "TriangleCenter"
    link: "https://reference.wolfram.com/language/ref/TriangleCenter.en.md"
  - 
    title: "TriangleConstruct"
    link: "https://reference.wolfram.com/language/ref/TriangleConstruct.en.md"
  - 
    title: "TriangleMeasurement"
    link: "https://reference.wolfram.com/language/ref/TriangleMeasurement.en.md"
  - 
    title: "TruncatedPolyhedron"
    link: "https://reference.wolfram.com/language/ref/TruncatedPolyhedron.en.md"
  - 
    title: "Typed"
    link: "https://reference.wolfram.com/language/ref/Typed.en.md"
  - 
    title: "TypeSpecifier"
    link: "https://reference.wolfram.com/language/ref/TypeSpecifier.en.md"
  - 
    title: "UnconstrainedParameters"
    link: "https://reference.wolfram.com/language/ref/UnconstrainedParameters.en.md"
  - 
    title: "UndirectedGraph"
    link: "https://reference.wolfram.com/language/ref/UndirectedGraph.en.md"
  - 
    title: "UniformPolyhedron"
    link: "https://reference.wolfram.com/language/ref/UniformPolyhedron.en.md"
  - 
    title: "UnityBuild"
    link: "https://reference.wolfram.com/language/UnityLink/ref/UnityBuild.en.md"
  - 
    title: "UnityCamera"
    link: "https://reference.wolfram.com/language/UnityLink/ref/UnityCamera.en.md"
  - 
    title: "UnityGameObject"
    link: "https://reference.wolfram.com/language/UnityLink/ref/UnityGameObject.en.md"
  - 
    title: "UnityMesh"
    link: "https://reference.wolfram.com/language/UnityLink/ref/UnityMesh.en.md"
  - 
    title: "UnityOpen"
    link: "https://reference.wolfram.com/language/UnityLink/ref/UnityOpen.en.md"
  - 
    title: "UnityPlay"
    link: "https://reference.wolfram.com/language/UnityLink/ref/UnityPlay.en.md"
  - 
    title: "UnityScene"
    link: "https://reference.wolfram.com/language/UnityLink/ref/UnityScene.en.md"
  - 
    title: "UnityTransform"
    link: "https://reference.wolfram.com/language/UnityLink/ref/UnityTransform.en.md"
  - 
    title: "UpperTriangularMatrixQ"
    link: "https://reference.wolfram.com/language/ref/UpperTriangularMatrixQ.en.md"
  - 
    title: "Values"
    link: "https://reference.wolfram.com/language/ref/Values.en.md"
  - 
    title: "VectorAround"
    link: "https://reference.wolfram.com/language/ref/VectorAround.en.md"
  - 
    title: "VectorGreater"
    link: "https://reference.wolfram.com/language/ref/VectorGreater.en.md"
  - 
    title: "VectorGreaterEqual"
    link: "https://reference.wolfram.com/language/ref/VectorGreaterEqual.en.md"
  - 
    title: "VectorLess"
    link: "https://reference.wolfram.com/language/ref/VectorLess.en.md"
  - 
    title: "VectorLessEqual"
    link: "https://reference.wolfram.com/language/ref/VectorLessEqual.en.md"
  - 
    title: "VerifyDerivedKey"
    link: "https://reference.wolfram.com/language/ref/VerifyDerivedKey.en.md"
  - 
    title: "VerifyDigitalSignature"
    link: "https://reference.wolfram.com/language/ref/VerifyDigitalSignature.en.md"
  - 
    title: "VerifyInterpretation"
    link: "https://reference.wolfram.com/language/ref/VerifyInterpretation.en.md"
  - 
    title: "VertexAdd"
    link: "https://reference.wolfram.com/language/ref/VertexAdd.en.md"
  - 
    title: "VertexContract"
    link: "https://reference.wolfram.com/language/ref/VertexContract.en.md"
  - 
    title: "VertexDelete"
    link: "https://reference.wolfram.com/language/ref/VertexDelete.en.md"
  - 
    title: "VertexReplace"
    link: "https://reference.wolfram.com/language/ref/VertexReplace.en.md"
  - 
    title: "VertexWeightedGraphQ"
    link: "https://reference.wolfram.com/language/ref/VertexWeightedGraphQ.en.md"
  - 
    title: "VoiceStyleData"
    link: "https://reference.wolfram.com/language/ref/VoiceStyleData.en.md"
  - 
    title: "Volume"
    link: "https://reference.wolfram.com/language/ref/Volume.en.md"
  - 
    title: "WeaklyConnectedGraphComponents"
    link: "https://reference.wolfram.com/language/ref/WeaklyConnectedGraphComponents.en.md"
  - 
    title: "WebAudioSearch"
    link: "https://reference.wolfram.com/language/ref/WebAudioSearch.en.md"
  - 
    title: "WebElementObject"
    link: "https://reference.wolfram.com/language/ref/WebElementObject.en.md"
  - 
    title: "WebExecute"
    link: "https://reference.wolfram.com/language/ref/WebExecute.en.md"
  - 
    title: "WebImage"
    link: "https://reference.wolfram.com/language/ref/WebImage.en.md"
  - 
    title: "WebSessionObject"
    link: "https://reference.wolfram.com/language/ref/WebSessionObject.en.md"
  - 
    title: "WebSessions"
    link: "https://reference.wolfram.com/language/ref/WebSessions.en.md"
  - 
    title: "WebWindowObject"
    link: "https://reference.wolfram.com/language/ref/WebWindowObject.en.md"
  - 
    title: "WindingCount"
    link: "https://reference.wolfram.com/language/ref/WindingCount.en.md"
  - 
    title: "WindingPolygon"
    link: "https://reference.wolfram.com/language/ref/WindingPolygon.en.md"
  - 
    title: "WolframLanguage"
    link: "https://reference.wolfram.com/language/UnityLink/ref/csharp/WolframLanguage.en.md"
---
# Summary of New Features in 12.0

A list of key new features since 11.3, including features experimental in 12.0.

Full list of new features and updates since 11.0 [`»`](https://reference.wolfram.com/language/guide/SummaryOfNewFeaturesIn12.en.md)

---

## Core Language

### Object Information

[`Information`](https://reference.wolfram.com/language/ref/Information.en.md) (updated) — broad support for extracting information about objects

### Functional Programming

[`SubsetMap`](https://reference.wolfram.com/language/ref/SubsetMap.en.md) — apply a function "in place" to subsets of elements

[`TakeLargest`](https://reference.wolfram.com/language/ref/TakeLargest.en.md) (updated) — new notation to report multiple properties of the results

[`Keys`](https://reference.wolfram.com/language/ref/Keys.en.md), [`Values`](https://reference.wolfram.com/language/ref/Values.en.md) (updated) — support for wrapping results with a function before evaluation

[`AllowedHeads`](https://reference.wolfram.com/language/ref/AllowedHeads.en.md) — specify heads to consider in operations

### Ordering Functions

* [`ReverseSortBy`](https://reference.wolfram.com/language/ref/ReverseSortBy.en.md)
* [`OrderingBy`](https://reference.wolfram.com/language/ref/OrderingBy.en.md)

[`SortBy`](https://reference.wolfram.com/language/ref/SortBy.en.md) (updated) — now also with the ability to sort by an ordering function

## Mathematical Computation

### [Asymptotic Computation](https://reference.wolfram.com/language/guide/Asymptotics.en.md)

[`AsymptoticSum`](https://reference.wolfram.com/language/ref/AsymptoticSum.en.md) — asymptotic approximation to a sum

[`AsymptoticRSolveValue`](https://reference.wolfram.com/language/ref/AsymptoticRSolveValue.en.md) — asymptotic approximation to a difference equation

[`AsymptoticSolve`](https://reference.wolfram.com/language/ref/AsymptoticSolve.en.md) — asymptotic approximation to an equation

### Improved Functions

[`Integrate`](https://reference.wolfram.com/language/ref/Integrate.en.md), [`Sum`](https://reference.wolfram.com/language/ref/Sum.en.md), [`Product`](https://reference.wolfram.com/language/ref/Product.en.md) (updated) — now can generate constants of integration etc.

[`Integrate`](https://reference.wolfram.com/language/ref/Integrate.en.md) (updated) — improved elementary function integration

[`DSolve`](https://reference.wolfram.com/language/ref/DSolve.en.md) (updated) — improved nonlinear first-order equation solving

[`Solve`](https://reference.wolfram.com/language/ref/Solve.en.md), [`Reduce`](https://reference.wolfram.com/language/ref/Reduce.en.md) (updated) — improved solving of large sparse systems

[`FunctionDomain`](https://reference.wolfram.com/language/ref/FunctionDomain.en.md) (updated) — improved coverage and performance

[`Root`](https://reference.wolfram.com/language/ref/Root.en.md) (updated) — now has compact informative typesetting

### Matrix Predicates

[`DiagonalMatrixQ`](https://reference.wolfram.com/language/ref/DiagonalMatrixQ.en.md) — test whether a matrix is diagonal

* [`UpperTriangularMatrixQ`](https://reference.wolfram.com/language/ref/UpperTriangularMatrixQ.en.md)
* [`LowerTriangularMatrixQ`](https://reference.wolfram.com/language/ref/LowerTriangularMatrixQ.en.md)

### Symbolic Domains

* [`PositiveReals`](https://reference.wolfram.com/language/ref/PositiveReals.en.md)
* [`NegativeReals`](https://reference.wolfram.com/language/ref/NegativeReals.en.md)
* [`NonNegativeReals`](https://reference.wolfram.com/language/ref/NonNegativeReals.en.md)
* [`NonPositiveReals`](https://reference.wolfram.com/language/ref/NonPositiveReals.en.md)

* [`PositiveRationals`](https://reference.wolfram.com/language/ref/PositiveRationals.en.md)
* [`NegativeRationals`](https://reference.wolfram.com/language/ref/NegativeRationals.en.md)
* [`NonNegativeRationals`](https://reference.wolfram.com/language/ref/NonNegativeRationals.en.md)
* [`NonPositiveRationals`](https://reference.wolfram.com/language/ref/NonPositiveRationals.en.md)

* [`PositiveIntegers`](https://reference.wolfram.com/language/ref/PositiveIntegers.en.md)
* [`NegativeIntegers`](https://reference.wolfram.com/language/ref/NegativeIntegers.en.md)
* [`NonNegativeIntegers`](https://reference.wolfram.com/language/ref/NonNegativeIntegers.en.md)
* [`NonPositiveIntegers`](https://reference.wolfram.com/language/ref/NonPositiveIntegers.en.md)

### Theorem Proving

[`AxiomaticTheory`](https://reference.wolfram.com/language/ref/AxiomaticTheory.en.md) — curated axioms, theorems, etc. for standard theories

## Numerical Computation

### Numerical Uncertainty

[`Around`](https://reference.wolfram.com/language/ref/Around.en.md) — number or quantity ``x±δ`` with symmetric or asymmetric uncertainty

* [`VectorAround`](https://reference.wolfram.com/language/ref/VectorAround.en.md)
* [`AroundReplace`](https://reference.wolfram.com/language/ref/AroundReplace.en.md)
* [`MeanAround`](https://reference.wolfram.com/language/ref/MeanAround.en.md)

### [Nonlinear Finite Elements](https://reference.wolfram.com/language/guide/PDEModelingAndAnalysis.en.md)

[`NDSolve`](https://reference.wolfram.com/language/ref/NDSolve.en.md) (updated) — can now solve nonlinear PDEs over arbitrary domains using FEM

[`InitialSeeding`](https://reference.wolfram.com/language/ref/InitialSeeding.en.md) — initial seeding for nonlinear boundary value problems

### N-Body Simulation

[`NBodySimulation`](https://reference.wolfram.com/language/ref/NBodySimulation.en.md) — simulation of idealized $n$-body systems

[`NBodySimulationData`](https://reference.wolfram.com/language/ref/NBodySimulationData.en.md) — representation of an $n$-body simulation

### Numerical Display Forms

* [`PercentForm`](https://reference.wolfram.com/language/ref/PercentForm.en.md)
* [`MixedFractionParts`](https://reference.wolfram.com/language/ref/MixedFractionParts.en.md)
* [`NumeratorDenominator`](https://reference.wolfram.com/language/ref/NumeratorDenominator.en.md)

### Matrix Predicates

* [`DiagonalMatrixQ`](https://reference.wolfram.com/language/ref/DiagonalMatrixQ.en.md)
* [`UpperTriangularMatrixQ`](https://reference.wolfram.com/language/ref/UpperTriangularMatrixQ.en.md)
* [`LowerTriangularMatrixQ`](https://reference.wolfram.com/language/ref/LowerTriangularMatrixQ.en.md)

### Optimized Numeric Arrays

[`NumericArray`](https://reference.wolfram.com/language/ref/NumericArray.en.md) — construct a compact representation of a numeric array

* [`NumericArrayQ`](https://reference.wolfram.com/language/ref/NumericArrayQ.en.md)
* [`NumericArrayType`](https://reference.wolfram.com/language/ref/NumericArrayType.en.md)

## Numerical Optimization

### [Convex Optimization Solvers](https://reference.wolfram.com/language/guide/ConvexOptimization.en.md)

[`LinearOptimization`](https://reference.wolfram.com/language/ref/LinearOptimization.en.md) — minimize $\{c.x|a.x+b\unicode{f435}0\}$

[`LinearFractionalOptimization`](https://reference.wolfram.com/language/ref/LinearFractionalOptimization.en.md) — minimize $\{(\alpha .x+\beta )/(\gamma .x+\delta )|a.x+b\unicode{f435}0\}$

[`QuadraticOptimization`](https://reference.wolfram.com/language/ref/QuadraticOptimization.en.md) — minimize $\left\{\left.\frac{1}{2}x.q.x+c.x\right|a.x+b\unicode{f435}0\right\}$

[`SemidefiniteOptimization`](https://reference.wolfram.com/language/ref/SemidefiniteOptimization.en.md) — minimize $\left\{c.x\left|a_0+x_1a_1+\ldots +x_ka_k\unicode{f435}_{\mathcal{S}_+^n}0\right.\right\}$

[`SecondOrderConeOptimization`](https://reference.wolfram.com/language/ref/SecondOrderConeOptimization.en.md) — minimize $\left\{c.x\left|\left\| a_j.x+b_j\right\| \leq \alpha _j+\beta _j\right., j=1\ldots  k\right\}$

[`ConicOptimization`](https://reference.wolfram.com/language/ref/ConicOptimization.en.md) — minimize $\left\{c.x\left|a_j.x+b_j\unicode{f435}_{\kappa _j}0\right., j=1\ldots  k\right\}$

### [General Optimization Solvers](https://reference.wolfram.com/language/guide/Optimization.en.md)

[`FindMinimum`](https://reference.wolfram.com/language/ref/FindMinimum.en.md), [`NMinimize`](https://reference.wolfram.com/language/ref/NMinimize.en.md) (updated) — automatically transforms to convex optimization

* [`FindMaximum`](https://reference.wolfram.com/language/ref/FindMaximum.en.md)
* [`FindMinValue`](https://reference.wolfram.com/language/ref/FindMinValue.en.md)
* [`FindArgMin`](https://reference.wolfram.com/language/ref/FindArgMin.en.md)
* [`NMaximize`](https://reference.wolfram.com/language/ref/NMaximize.en.md)
* [`NMinValue`](https://reference.wolfram.com/language/ref/NMinValue.en.md)
* [`...`](https://reference.wolfram.com/language/guide/Optimization.en.md)

### Regularization in Fitting

[`Fit`](https://reference.wolfram.com/language/ref/Fit.en.md), [`FindFit`](https://reference.wolfram.com/language/ref/FindFit.en.md) (updated) — now supports regularization (LASSO, ridge regression, ...)

### Vector Inequality Constraints

[`VectorGreaterEqual`](https://reference.wolfram.com/language/ref/VectorGreaterEqual.en.md) — partial ordering for vectors and matrices

* [`VectorLessEqual`](https://reference.wolfram.com/language/ref/VectorLessEqual.en.md)
* [`VectorGreater`](https://reference.wolfram.com/language/ref/VectorGreater.en.md)
* [`VectorLess`](https://reference.wolfram.com/language/ref/VectorLess.en.md)

## Geometric Computing

### [Polygons Allowing Holes](https://reference.wolfram.com/language/guide/Polygons.en.md)

[`Polygon`](https://reference.wolfram.com/language/ref/Polygon.en.md) (updated) — polygons are generalized to polygons with holes

[`CanonicalizePolygon`](https://reference.wolfram.com/language/ref/CanonicalizePolygon.en.md) — generate a canonical representation of polygons

[`CrossingPolygon`](https://reference.wolfram.com/language/ref/CrossingPolygon.en.md) — construct a general polygon based on ray-crossing count

[`WindingPolygon`](https://reference.wolfram.com/language/ref/WindingPolygon.en.md) — construct a general polygon based on winding count

* [`PolygonCoordinates`](https://reference.wolfram.com/language/ref/PolygonCoordinates.en.md)
* [`OuterPolygon`](https://reference.wolfram.com/language/ref/OuterPolygon.en.md)
* [`InnerPolygon`](https://reference.wolfram.com/language/ref/InnerPolygon.en.md)
* [`CrossingCount`](https://reference.wolfram.com/language/ref/CrossingCount.en.md)
* [`WindingCount`](https://reference.wolfram.com/language/ref/WindingCount.en.md)

### [Polygon Classes & Properties](https://reference.wolfram.com/language/guide/Polygons.en.md)

[`RandomPolygon`](https://reference.wolfram.com/language/ref/RandomPolygon.en.md) — generate random polygons of different classes

[`PolygonDecomposition`](https://reference.wolfram.com/language/ref/PolygonDecomposition.en.md) — decompose polygons into simple, convex, etc. polygons

* [`SimplePolygonQ`](https://reference.wolfram.com/language/ref/SimplePolygonQ.en.md)
* [`ConvexPolygonQ`](https://reference.wolfram.com/language/ref/ConvexPolygonQ.en.md)
* [`PolygonAngle`](https://reference.wolfram.com/language/ref/PolygonAngle.en.md)

### Special Polyhedra

[`Tetrahedron`](https://reference.wolfram.com/language/ref/Tetrahedron.en.md) (updated) — regular tetrahedron

[`Cube`](https://reference.wolfram.com/language/ref/Cube.en.md) — regular cube

[`Dodecahedron`](https://reference.wolfram.com/language/ref/Dodecahedron.en.md) — regular dodecahedron

[`Icosahedron`](https://reference.wolfram.com/language/ref/Icosahedron.en.md) — regular icosahedron

[`Octahedron`](https://reference.wolfram.com/language/ref/Octahedron.en.md) — regular octahedron

[`UniformPolyhedron`](https://reference.wolfram.com/language/ref/UniformPolyhedron.en.md) — all uniform polyhedra

### [General Polyhedra Allowing Voids](https://reference.wolfram.com/language/guide/Polyhedra.en.md)

[`Polyhedron`](https://reference.wolfram.com/language/ref/Polyhedron.en.md) — polyhedron graphics and geometry primitive including voids

[`CanonicalizePolyhedron`](https://reference.wolfram.com/language/ref/CanonicalizePolyhedron.en.md) — generate a canonical representation of polyhedra

* [`PolyhedronCoordinates`](https://reference.wolfram.com/language/ref/PolyhedronCoordinates.en.md)
* [`OuterPolyhedron`](https://reference.wolfram.com/language/ref/OuterPolyhedron.en.md)
* [`InnerPolyhedron`](https://reference.wolfram.com/language/ref/InnerPolyhedron.en.md)
* [`CrossingCount`](https://reference.wolfram.com/language/ref/CrossingCount.en.md)
* [`WindingCount`](https://reference.wolfram.com/language/ref/WindingCount.en.md)

### [Polyhedron Classes & Properties](https://reference.wolfram.com/language/guide/Polyhedra.en.md)

[`RandomPolyhedron`](https://reference.wolfram.com/language/ref/RandomPolyhedron.en.md) — generate random polygons of different classes

[`PolyhedronDecomposition`](https://reference.wolfram.com/language/ref/PolyhedronDecomposition.en.md) — decompose a polyhedron into simple, convex, etc. polyhedra

[`EulerCharacteristic`](https://reference.wolfram.com/language/ref/EulerCharacteristic.en.md) — give Euler invariant characteristic of a polyhedron

[`PolyhedronGenus`](https://reference.wolfram.com/language/ref/PolyhedronGenus.en.md) — give the genus or tunnels in a polyhedron

* [`SimplePolyhedronQ`](https://reference.wolfram.com/language/ref/SimplePolyhedronQ.en.md)
* [`ConvexPolyhedronQ`](https://reference.wolfram.com/language/ref/ConvexPolyhedronQ.en.md)
* [`PolyhedronAngle`](https://reference.wolfram.com/language/ref/PolyhedronAngle.en.md)

### Polyhedral Operations

[`DualPolyhedron`](https://reference.wolfram.com/language/ref/DualPolyhedron.en.md) — dual polyhedron

[`BeveledPolyhedron`](https://reference.wolfram.com/language/ref/BeveledPolyhedron.en.md) — beveled polyhedron by beveling each edge

[`TruncatedPolyhedron`](https://reference.wolfram.com/language/ref/TruncatedPolyhedron.en.md)  — truncated polyhedron by truncating vertices

[`AugmentedPolyhedron`](https://reference.wolfram.com/language/ref/AugmentedPolyhedron.en.md) — augmented polyhedron by augmenting pyramids on faces

[`SnubPolyhedron`](https://reference.wolfram.com/language/ref/SnubPolyhedron.en.md) — snub polyhedron by partial truncation and beveling

### Geometric Angles

[`PlanarAngle`](https://reference.wolfram.com/language/ref/PlanarAngle.en.md) — the angle between two half-lines, or three points in the plane

[`DihedralAngle`](https://reference.wolfram.com/language/ref/DihedralAngle.en.md) — the angle between two half-planes

[`SolidAngle`](https://reference.wolfram.com/language/ref/SolidAngle.en.md) — the general higher-dimensional angle of a cone

### Geometric Regions

[`SurfaceArea`](https://reference.wolfram.com/language/ref/SurfaceArea.en.md) — give the boundary surface area of a solid

[`ArcLength`](https://reference.wolfram.com/language/ref/ArcLength.en.md), [`Area`](https://reference.wolfram.com/language/ref/Area.en.md), [`Volume`](https://reference.wolfram.com/language/ref/Volume.en.md) (updated) — now have options for parameters and numerical evaluation

[`DiscretizeGraphics`](https://reference.wolfram.com/language/ref/DiscretizeGraphics.en.md) (updated) — can now discretize all graphics primitives

## Synthetic Geometry

[`GeometricScene`](https://reference.wolfram.com/language/ref/GeometricScene.en.md) — symbolic representation of a geometric scene defined by constraints

[`RandomInstance`](https://reference.wolfram.com/language/ref/RandomInstance.en.md) — find and display a random instance of a geometric scene

[`FindGeometricConjectures`](https://reference.wolfram.com/language/ref/FindGeometricConjectures.en.md) — find conjectures about a geometric scene

### Assertions in Geometric Scenes

[`GeometricAssertion`](https://reference.wolfram.com/language/ref/GeometricAssertion.en.md) — assert geometric properties or relations (convex, parallel, congruent, ...)

[`UnconstrainedParameters`](https://reference.wolfram.com/language/ref/UnconstrainedParameters.en.md) — option defining unconstrained points or quantities in a scene

### Triangle Functions

[`TriangleCenter`](https://reference.wolfram.com/language/ref/TriangleCenter.en.md) — orthocenter, circumcenter, incenter, ... of triangles

[`TriangleConstruct`](https://reference.wolfram.com/language/ref/TriangleConstruct.en.md) — incircle, circumcircle, altitude, ... of triangles

[`TriangleMeasurement`](https://reference.wolfram.com/language/ref/TriangleMeasurement.en.md) — circumradius, height, ... of triangles

### Objects Created by Geometric Constructions

[`CircleThrough`](https://reference.wolfram.com/language/ref/CircleThrough.en.md) — circle through specified points

[`Midpoint`](https://reference.wolfram.com/language/ref/Midpoint.en.md) — midpoint of a line

[`PerpendicularBisector`](https://reference.wolfram.com/language/ref/PerpendicularBisector.en.md) — infinite perpendicular at the midpoint of a line

[`AngleBisector`](https://reference.wolfram.com/language/ref/AngleBisector.en.md) — infinite line bisecting an angle

## Graphs & Networks

### Graph Visualization

[`GraphPlot`](https://reference.wolfram.com/language/ref/GraphPlot.en.md) (updated) — new look, design and capabilities

* [`GraphPlot3D`](https://reference.wolfram.com/language/ref/GraphPlot3D.en.md)
* [`LayeredGraphPlot`](https://reference.wolfram.com/language/ref/LayeredGraphPlot.en.md)
* [`TreePlot`](https://reference.wolfram.com/language/ref/TreePlot.en.md)

[`GraphLayout`](https://reference.wolfram.com/language/ref/GraphLayout.en.md) (updated) — additional force-directed embedding "GravityEmbedding"

[`PlotTheme`](https://reference.wolfram.com/language/ref/PlotTheme.en.md) (updated) — new "IndexLabeled" theme for graphs

### Graph Property Inheritance

* [`Subgraph`](https://reference.wolfram.com/language/ref/Subgraph.en.md)
* [`NeighborhoodGraph`](https://reference.wolfram.com/language/ref/NeighborhoodGraph.en.md)
* [`EdgeAdd`](https://reference.wolfram.com/language/ref/EdgeAdd.en.md)
* [`EdgeDelete`](https://reference.wolfram.com/language/ref/EdgeDelete.en.md)
* [`VertexAdd`](https://reference.wolfram.com/language/ref/VertexAdd.en.md)
* [`VertexDelete`](https://reference.wolfram.com/language/ref/VertexDelete.en.md)
* [`EdgeContract`](https://reference.wolfram.com/language/ref/EdgeContract.en.md)
* [`VertexContract`](https://reference.wolfram.com/language/ref/VertexContract.en.md)
* [`VertexReplace`](https://reference.wolfram.com/language/ref/VertexReplace.en.md)
* [`SimpleGraph`](https://reference.wolfram.com/language/ref/SimpleGraph.en.md)
* [`ReverseGraph`](https://reference.wolfram.com/language/ref/ReverseGraph.en.md)
* [`IndexGraph`](https://reference.wolfram.com/language/ref/IndexGraph.en.md)
* [`ConnectedGraphComponents`](https://reference.wolfram.com/language/ref/ConnectedGraphComponents.en.md)
* [`WeaklyConnectedGraphComponents`](https://reference.wolfram.com/language/ref/WeaklyConnectedGraphComponents.en.md)
* [`LineGraph`](https://reference.wolfram.com/language/ref/LineGraph.en.md)
* [`DirectedGraph`](https://reference.wolfram.com/language/ref/DirectedGraph.en.md)
* [`UndirectedGraph`](https://reference.wolfram.com/language/ref/UndirectedGraph.en.md)
* [`GraphIntersection`](https://reference.wolfram.com/language/ref/GraphIntersection.en.md)
* [`GraphUnion`](https://reference.wolfram.com/language/ref/GraphUnion.en.md)
* [`GraphDisjointUnion`](https://reference.wolfram.com/language/ref/GraphDisjointUnion.en.md)
* [`GraphDifference`](https://reference.wolfram.com/language/ref/GraphDifference.en.md)
* [`GraphComplement`](https://reference.wolfram.com/language/ref/GraphComplement.en.md)
* [`GraphPower`](https://reference.wolfram.com/language/ref/GraphPower.en.md)
* [`BooleanGraph`](https://reference.wolfram.com/language/ref/BooleanGraph.en.md)
* [`FindSpanningTree`](https://reference.wolfram.com/language/ref/FindSpanningTree.en.md)
* [`TransitiveClosureGraph`](https://reference.wolfram.com/language/ref/TransitiveClosureGraph.en.md)
* [`TransitiveReductionGraph`](https://reference.wolfram.com/language/ref/TransitiveReductionGraph.en.md)

### Extended Capabilities

[`Graph`](https://reference.wolfram.com/language/ref/Graph.en.md) (updated) — added support for graph entities

[`EdgeWeightedGraphQ`](https://reference.wolfram.com/language/ref/EdgeWeightedGraphQ.en.md), [`VertexWeightedGraphQ`](https://reference.wolfram.com/language/ref/VertexWeightedGraphQ.en.md) — test whether a graph is edge or vertex weighted

## Visualization

### Complex Function Visualization

[`ComplexPlot`](https://reference.wolfram.com/language/ref/ComplexPlot.en.md) — plot the abs and arg of a complex function over a complex domain

[`ComplexPlot3D`](https://reference.wolfram.com/language/ref/ComplexPlot3D.en.md) — plot the abs and arg of a complex function in 3D over a complex domain

[`AbsArgPlot`](https://reference.wolfram.com/language/ref/AbsArgPlot.en.md) — plot the abs and arg of a complex function over a real domain

[`ReImPlot`](https://reference.wolfram.com/language/ref/ReImPlot.en.md) — plot the real and imaginary parts of a complex function over a real domain

* [`ComplexListPlot`](https://reference.wolfram.com/language/ref/ComplexListPlot.en.md)
* [`ReImLabels`](https://reference.wolfram.com/language/ref/ReImLabels.en.md)
* [`ReImStyle`](https://reference.wolfram.com/language/ref/ReImStyle.en.md)

### Geo Vector Plots

[`GeoVectorPlot`](https://reference.wolfram.com/language/ref/GeoVectorPlot.en.md) — plot geo vectors as individual arrows on a map

[`GeoStreamPlot`](https://reference.wolfram.com/language/ref/GeoStreamPlot.en.md) — plot geo vectors as extended streams on a map

[`GeoVector`](https://reference.wolfram.com/language/ref/GeoVector.en.md), [`GeoVectorENU`](https://reference.wolfram.com/language/ref/GeoVectorENU.en.md), … — representations of geo vectors

[`GeoMarker`](https://reference.wolfram.com/language/ref/GeoMarker.en.md) (updated) — extended to display geo vectors in maps

### Labeling

[`LabelVisibility`](https://reference.wolfram.com/language/ref/LabelVisibility.en.md) — option to weight labels relative to each other

[`Callout`](https://reference.wolfram.com/language/ref/Callout.en.md), [`Labeled`](https://reference.wolfram.com/language/ref/Labeled.en.md) (updated) — added labeling support to many functions

* [`Plot3D`](https://reference.wolfram.com/language/ref/Plot3D.en.md)
* [`ListPlot3D`](https://reference.wolfram.com/language/ref/ListPlot3D.en.md)
* [`ParametricPlot`](https://reference.wolfram.com/language/ref/ParametricPlot.en.md)
* [`ParametricPlot3D`](https://reference.wolfram.com/language/ref/ParametricPlot3D.en.md)
* [`PolarPlot`](https://reference.wolfram.com/language/ref/PolarPlot.en.md)
* [`ListPolarPlot`](https://reference.wolfram.com/language/ref/ListPolarPlot.en.md)
* [`RevolutionPlot3D`](https://reference.wolfram.com/language/ref/RevolutionPlot3D.en.md)
* [`SphericalPlot3D`](https://reference.wolfram.com/language/ref/SphericalPlot3D.en.md)
* [`DiscretePlot`](https://reference.wolfram.com/language/ref/DiscretePlot.en.md)
* [`DiscretePlot3D`](https://reference.wolfram.com/language/ref/DiscretePlot3D.en.md)
* [`RegionPlot`](https://reference.wolfram.com/language/ref/RegionPlot.en.md)
* [`DensityPlot`](https://reference.wolfram.com/language/ref/DensityPlot.en.md)
* [`ListDensityPlot`](https://reference.wolfram.com/language/ref/ListDensityPlot.en.md)

### Multipanel Plots

[`PlotLayout`](https://reference.wolfram.com/language/ref/PlotLayout.en.md) (updated) — layout option extended to allow multiple plots in a grid

* [`ListPlot`](https://reference.wolfram.com/language/ref/ListPlot.en.md)
* [`ListLinePlot`](https://reference.wolfram.com/language/ref/ListLinePlot.en.md)
* [`DateListPlot`](https://reference.wolfram.com/language/ref/DateListPlot.en.md)
* [`ListStepPlot`](https://reference.wolfram.com/language/ref/ListStepPlot.en.md)
* [`ListLogPlot`](https://reference.wolfram.com/language/ref/ListLogPlot.en.md)
* [`ListLogLogPlot`](https://reference.wolfram.com/language/ref/ListLogLogPlot.en.md)
* [`ListLogLinearPlot`](https://reference.wolfram.com/language/ref/ListLogLinearPlot.en.md)
* [`DateListStepPlot`](https://reference.wolfram.com/language/ref/DateListStepPlot.en.md)
* [`DateListLogPlot`](https://reference.wolfram.com/language/ref/DateListLogPlot.en.md)

### Uncertainty Visualization

[`IntervalMarkers`](https://reference.wolfram.com/language/ref/IntervalMarkers.en.md) — option for how to display uncertainty intervals

[`IntervalMarkersStyle`](https://reference.wolfram.com/language/ref/IntervalMarkersStyle.en.md) — option for how to style uncertainty intervals

* [`ListPlot`](https://reference.wolfram.com/language/ref/ListPlot.en.md)
* [`ListLinePlot`](https://reference.wolfram.com/language/ref/ListLinePlot.en.md)
* [`ListStepPlot`](https://reference.wolfram.com/language/ref/ListStepPlot.en.md)
* [`DateListPlot`](https://reference.wolfram.com/language/ref/DateListPlot.en.md)
* [`BarChart`](https://reference.wolfram.com/language/ref/BarChart.en.md)
* [`ListLogPlot`](https://reference.wolfram.com/language/ref/ListLogPlot.en.md)
* [`ListLogLogPlot`](https://reference.wolfram.com/language/ref/ListLogLogPlot.en.md)
* [`ListLogLinearPlot`](https://reference.wolfram.com/language/ref/ListLogLinearPlot.en.md)
* [`DateListLogPlot`](https://reference.wolfram.com/language/ref/DateListLogPlot.en.md)
* [`DateListStepPlot`](https://reference.wolfram.com/language/ref/DateListStepPlot.en.md)

### General Improvements

[`PlotMarkers`](https://reference.wolfram.com/language/ref/PlotMarkers.en.md) (updated) — now follow the plot style

[`DiscretePlot`](https://reference.wolfram.com/language/ref/DiscretePlot.en.md), [`DiscretePlot3D`](https://reference.wolfram.com/language/ref/DiscretePlot3D.en.md) (updated) — support scaling functions

## Audio & Signal Processing

[`WebAudioSearch`](https://reference.wolfram.com/language/ref/WebAudioSearch.en.md) — search for and download audio tracks from external providers

[`AudioIdentify`](https://reference.wolfram.com/language/ref/AudioIdentify.en.md) — identify what an audio signal is a recording of

[`PitchRecognize`](https://reference.wolfram.com/language/ref/PitchRecognize.en.md) — recognize the pitch of an audio signal

### Speech

[`SpeechRecognize`](https://reference.wolfram.com/language/ref/SpeechRecognize.en.md) — convert speech to text

[`SpeechSynthesize`](https://reference.wolfram.com/language/ref/SpeechSynthesize.en.md) (updated) — synthesize speech in different languages

[`VoiceStyleData`](https://reference.wolfram.com/language/ref/VoiceStyleData.en.md) — access list of available voices and their properties

### Machine Learning Integration

[`FeatureExtractor`](https://reference.wolfram.com/language/ref/FeatureExtractor.en.md) (updated) — better audio feature extractor based on [`AudioIdentify`](https://reference.wolfram.com/language/ref/AudioIdentify.en.md)

[`"Audio"`](https://reference.wolfram.com/language/ref/netencoder/Audio.en.md), [`"AudioMFCC"`](https://reference.wolfram.com/language/ref/netencoder/AudioMFCC.en.md),  [`…`](https://reference.wolfram.com/language/ref/NetEncoder.en.md) — improved audio net encoders

### Annotations

[`AudioAnnotate`](https://reference.wolfram.com/language/ref/AudioAnnotate.en.md) — add annotations to an audio object

[`AnnotationRules`](https://reference.wolfram.com/language/ref/AnnotationRules.en.md) — an option to store annotations in an audio object

[`AnnotationDelete`](https://reference.wolfram.com/language/ref/AnnotationDelete.en.md) — delete annotations

[`AudioAnnotationLookup`](https://reference.wolfram.com/language/ref/AudioAnnotationLookup.en.md) — lookup for specific annotations in an audio object

### Short-Time Fourier Transform (STFT)

[`ShortTimeFourier`](https://reference.wolfram.com/language/ref/ShortTimeFourier.en.md) — compute short-time Fourier transform (STFT)

[`InverseSpectrogram`](https://reference.wolfram.com/language/ref/InverseSpectrogram.en.md) — approximate a signal from magnitude spectrogram

* [`InverseShortTimeFourier`](https://reference.wolfram.com/language/ref/InverseShortTimeFourier.en.md)
* [`ShortTimeFourierData`](https://reference.wolfram.com/language/ref/ShortTimeFourierData.en.md)

### General Improvements

[`AudioBlockMap`](https://reference.wolfram.com/language/ref/AudioBlockMap.en.md) (updated) — major speed improvement, support for named arguments

[`HannWindow`](https://reference.wolfram.com/language/ref/HannWindow.en.md), [`HammingWindow`](https://reference.wolfram.com/language/ref/HammingWindow.en.md), ``…`` (updated) — major speed improvement

* [`AudioLocalMeasurements`](https://reference.wolfram.com/language/ref/AudioLocalMeasurements.en.md) (updated)
* [`AudioIntervals`](https://reference.wolfram.com/language/ref/AudioIntervals.en.md) (updated)
* [`Spectrogram`](https://reference.wolfram.com/language/ref/Spectrogram.en.md) (updated)

## Image Processing

### Computer Vision

[`ImageCases`](https://reference.wolfram.com/language/ref/ImageCases.en.md) — find subimages identified as being an instance of an object

* [`ImageContainsQ`](https://reference.wolfram.com/language/ref/ImageContainsQ.en.md)
* [`ImageContents`](https://reference.wolfram.com/language/ref/ImageContents.en.md)
* [`ImagePosition`](https://reference.wolfram.com/language/ref/ImagePosition.en.md)
* [`ImageBoundingBoxes`](https://reference.wolfram.com/language/ref/ImageBoundingBoxes.en.md)

### Facial Computation

[`FindFaces`](https://reference.wolfram.com/language/ref/FindFaces.en.md) (updated) — improved face detection

[`FacialFeatures`](https://reference.wolfram.com/language/ref/FacialFeatures.en.md) (updated) — improved feature detection, with smaller networks

### Image Pyramids

[`ImagePyramid`](https://reference.wolfram.com/language/ref/ImagePyramid.en.md) — construct a multi-resolution image pyramid

[`InverseImagePyramid`](https://reference.wolfram.com/language/ref/InverseImagePyramid.en.md) — reconstruct the image from an image pyramid

[`ImagePyramidApply`](https://reference.wolfram.com/language/ref/ImagePyramidApply.en.md) — apply a function to images of an image pyramid

### Color Processing

[`FindMatchingColor`](https://reference.wolfram.com/language/ref/FindMatchingColor.en.md) — find the shade of a color present in an image

[`ColorsNear`](https://reference.wolfram.com/language/ref/ColorsNear.en.md) — symbolic representation of a region in color space

[`ChromaticityPlot3D`](https://reference.wolfram.com/language/ref/ChromaticityPlot3D.en.md) (updated) — support for specifying color neighborhoods

[`ColorDetect`](https://reference.wolfram.com/language/ref/ColorDetect.en.md) — find a region with pixel values similar to a given color

[`ImageRecolor`](https://reference.wolfram.com/language/ref/ImageRecolor.en.md) — recolor regions of an image

[`ColorQuantize`](https://reference.wolfram.com/language/ref/ColorQuantize.en.md) (updated) — now can guess the number of colors to use for quantization

## Text & Language Processing

### Natural Language Processing

[`TextCases`](https://reference.wolfram.com/language/ref/TextCases.en.md) (updated) — greatly expanded coverage of types of elements and entities

[`TextContents`](https://reference.wolfram.com/language/ref/TextContents.en.md) — generate a dataset of identified elements in text

[`VerifyInterpretation`](https://reference.wolfram.com/language/ref/VerifyInterpretation.en.md) — option for [`TextCases`](https://reference.wolfram.com/language/ref/TextCases.en.md) etc. to check results with [`Interpreter`](https://reference.wolfram.com/language/ref/Interpreter.en.md)

### Natural Language Interpreter Types

* [`"ColorSet"`](https://reference.wolfram.com/language/ref/interpreter/ColorSet.en.md)
* [`"ComputedColorSet"`](https://reference.wolfram.com/language/ref/interpreter/ComputedColorSet.en.md)
* [`"ComputedLaser"`](https://reference.wolfram.com/language/ref/interpreter/ComputedLaser.en.md)
* [`"ComputedLightColor"`](https://reference.wolfram.com/language/ref/interpreter/ComputedLightColor.en.md)
* [`"Laser"`](https://reference.wolfram.com/language/ref/interpreter/Laser.en.md)
* [`"LaserClass"`](https://reference.wolfram.com/language/ref/interpreter/LaserClass.en.md)
* [`"LightColor"`](https://reference.wolfram.com/language/ref/interpreter/LightColor.en.md)

### Word Properties

* [`Synonyms`](https://reference.wolfram.com/language/ref/Synonyms.en.md)
* [`Antonyms`](https://reference.wolfram.com/language/ref/Antonyms.en.md)

### Text Searching

[`AddToSearchIndex`](https://reference.wolfram.com/language/ref/AddToSearchIndex.en.md) — add content to an existing search index

## Machine Learning & Neural Networks

### Machine Learning Applications

* [`SpeechRecognize`](https://reference.wolfram.com/language/ref/SpeechRecognize.en.md)
* [`AudioIdentify`](https://reference.wolfram.com/language/ref/AudioIdentify.en.md)
* [`FindFaces`](https://reference.wolfram.com/language/ref/FindFaces.en.md) (updated)
* [`FeatureExtractor`](https://reference.wolfram.com/language/ref/FeatureExtractor.en.md) (updated)
* [`VerifyInterpretation`](https://reference.wolfram.com/language/ref/VerifyInterpretation.en.md)

### Supervised Machine Learning

[`Classify`](https://reference.wolfram.com/language/ref/Classify.en.md), [`Predict`](https://reference.wolfram.com/language/ref/Predict.en.md) (updated) — improved [`"NeuralNetwork"`](https://reference.wolfram.com/language/ref/method/NeuralNetwork.en.md) method using self-normalizing neural networks

[`ClassifierMeasurements`](https://reference.wolfram.com/language/ref/ClassifierMeasurements.en.md) (updated) — uncertainty computation & multiclass averaging

### Unsupervised Machine Learning

[`LearnDistribution`](https://reference.wolfram.com/language/ref/LearnDistribution.en.md) — learn a generalized probability distribution from arbitrary data

[`SynthesizeMissingValues`](https://reference.wolfram.com/language/ref/SynthesizeMissingValues.en.md) — replace missing values in data by generated values

[`FindAnomalies`](https://reference.wolfram.com/language/ref/FindAnomalies.en.md) — find anomalous examples in data

* [`LearnedDistribution`](https://reference.wolfram.com/language/ref/LearnedDistribution.en.md)
* [`DeleteAnomalies`](https://reference.wolfram.com/language/ref/DeleteAnomalies.en.md)
* [`AnomalyDetection`](https://reference.wolfram.com/language/ref/AnomalyDetection.en.md)
* [`AnomalyDetectorFunction`](https://reference.wolfram.com/language/ref/AnomalyDetectorFunction.en.md)
* [`RarerProbability`](https://reference.wolfram.com/language/ref/RarerProbability.en.md)
* [`MissingValuePattern`](https://reference.wolfram.com/language/ref/MissingValuePattern.en.md)

* [`"ContingencyTable"`](https://reference.wolfram.com/language/ref/method/ContingencyTable.en.md)
* [`"GaussianMixture"`](https://reference.wolfram.com/language/ref/method/GaussianMixture.en.md)
* [`"KernelDensityEstimation"`](https://reference.wolfram.com/language/ref/method/KernelDensityEstimation.en.md)
* [`"Multinormal"`](https://reference.wolfram.com/language/ref/method/Multinormal.en.md)

### Neural Network Framework

[`NetTrain`](https://reference.wolfram.com/language/ref/NetTrain.en.md) (updated) — multi-GPU support, automatic early stopping and [`NumericArray`](https://reference.wolfram.com/language/ref/NumericArray.en.md) support

[`TrainingProgressMeasurements`](https://reference.wolfram.com/language/ref/TrainingProgressMeasurements.en.md) — measure performance metrics during training

[`NetMeasurements`](https://reference.wolfram.com/language/ref/NetMeasurements.en.md) — measure performance metrics after training

[`NetEncoder`](https://reference.wolfram.com/language/ref/NetEncoder.en.md) (updated) — new encoders & multi-language support with [`"BPESubwordTokens"`](https://reference.wolfram.com/language/ref/netencoder/BPESubwordTokens.en.md)

[`NetDecoder`](https://reference.wolfram.com/language/ref/NetDecoder.en.md) (updated) — new decoders & custom decoding with [`"Function"`](https://reference.wolfram.com/language/ref/netencoder/Function.en.md)

[`NetModel`](https://reference.wolfram.com/language/ref/NetModel.en.md) (updated) — new models & access to parameterized families of models

* [`LearningRate`](https://reference.wolfram.com/language/ref/LearningRate.en.md)
* [`TrainingStoppingCriterion`](https://reference.wolfram.com/language/ref/TrainingStoppingCriterion.en.md)

[`"OpenAIGym"`](https://reference.wolfram.com/language/ref/device/OpenAIGym.en.md), [`"SimulatedCartPole"`](https://reference.wolfram.com/language/ref/device/SimulatedCartPole.en.md) — interfaces to reinforcement learning environments

### Neural Network Layers

[`AttentionLayer`](https://reference.wolfram.com/language/ref/AttentionLayer.en.md) — general attention layer over sequences, enabling transformer architecture

[`NormalizationLayer`](https://reference.wolfram.com/language/ref/NormalizationLayer.en.md) — perform normalization and rescaling over arbitrary axes

[`NetMapThreadOperator`](https://reference.wolfram.com/language/ref/NetMapThreadOperator.en.md) — map a subnetwork over multiple sequences

[`NetFoldOperator`](https://reference.wolfram.com/language/ref/NetFoldOperator.en.md) (updated) — generalization to multiple sequences and constant inputs

* [`PrependLayer`](https://reference.wolfram.com/language/ref/PrependLayer.en.md)
* [`OrderingLayer`](https://reference.wolfram.com/language/ref/OrderingLayer.en.md)
* [`ExtractLayer`](https://reference.wolfram.com/language/ref/ExtractLayer.en.md)

## Geographic & Date Computation

[`RandomGeoPosition`](https://reference.wolfram.com/language/ref/RandomGeoPosition.en.md) — generate pseudorandom geo positions in a region

### Projection Scale & Distortion

[`GeoGridUnitDistance`](https://reference.wolfram.com/language/ref/GeoGridUnitDistance.en.md) — local geo distance corresponding to a unit of map distance

[`GeoGridUnitArea`](https://reference.wolfram.com/language/ref/GeoGridUnitArea.en.md) — local geo area corresponding to a unit of map area

[`GeoGridDirectionDifference`](https://reference.wolfram.com/language/ref/GeoGridDirectionDifference.en.md) — local angular change under projection

### Geodetic Vectors & Vector Frames

[`GeoVector`](https://reference.wolfram.com/language/ref/GeoVector.en.md) — geodetic vector specified by modulus and direction

[`GeoGridVector`](https://reference.wolfram.com/language/ref/GeoGridVector.en.md) — vector specified by components in the projected coordinates frame

* [`GeoVectorXYZ`](https://reference.wolfram.com/language/ref/GeoVectorXYZ.en.md)
* [`GeoVectorENU`](https://reference.wolfram.com/language/ref/GeoVectorENU.en.md)

### Core Improvements

[`GeoImage`](https://reference.wolfram.com/language/ref/GeoImage.en.md) (updated) — more flexible specification of ranges, resolution and other input parameters

[`GeoElevationData`](https://reference.wolfram.com/language/ref/GeoElevationData.en.md) (updated) — transform elevation data under geo projections

* [`GeoGridRange`](https://reference.wolfram.com/language/ref/GeoGridRange.en.md)
* [`GeoGridRangePadding`](https://reference.wolfram.com/language/ref/GeoGridRangePadding.en.md)
* [`GeoResolution`](https://reference.wolfram.com/language/ref/GeoResolution.en.md)
* [`GeoArraySize`](https://reference.wolfram.com/language/ref/GeoArraySize.en.md)

### Date Manipulation

[`DateObject`](https://reference.wolfram.com/language/ref/DateObject.en.md) (updated) — support for objects with no time zone information

[`TimeObject`](https://reference.wolfram.com/language/ref/TimeObject.en.md) (updated) — improved consistency with [`DateObject`](https://reference.wolfram.com/language/ref/DateObject.en.md)

[`PreviousDate`](https://reference.wolfram.com/language/ref/PreviousDate.en.md), [`CurrentDate`](https://reference.wolfram.com/language/ref/CurrentDate.en.md), [`NextDate`](https://reference.wolfram.com/language/ref/NextDate.en.md) (updated) — added support to day type (e.g. "Weekday", "Weekend", etc.)

## Molecular Structure & Computation

### Symbolic Molecule Representation

[`Molecule`](https://reference.wolfram.com/language/ref/Molecule.en.md) — a molecule specified by atoms and bonds, name or SMILES string

[`Atom`](https://reference.wolfram.com/language/ref/Atom.en.md) — symbolic representation of an atom in a molecule

[`Bond`](https://reference.wolfram.com/language/ref/Bond.en.md) — symbolic representation of single, double, aromatic, etc. bond

### Molecular Structure

[`MoleculeQ`](https://reference.wolfram.com/language/ref/MoleculeQ.en.md) — test for a valid molecule

* [`AtomList`](https://reference.wolfram.com/language/ref/AtomList.en.md)
* [`AtomCount`](https://reference.wolfram.com/language/ref/AtomCount.en.md)
* [`BondList`](https://reference.wolfram.com/language/ref/BondList.en.md)
* [`BondCount`](https://reference.wolfram.com/language/ref/BondCount.en.md)
* [`BondQ`](https://reference.wolfram.com/language/ref/BondQ.en.md)

### Molecular Visualization

[`MoleculePlot`](https://reference.wolfram.com/language/ref/MoleculePlot.en.md) — annotatable 2D molecular structure diagram with automatic layout

[`MoleculePlot3D`](https://reference.wolfram.com/language/ref/MoleculePlot3D.en.md) — 3D molecular rendering allowing automatically generated coordinates

### Molecular Graphs

[`MoleculeGraph`](https://reference.wolfram.com/language/ref/MoleculeGraph.en.md) — get an annotated graph for a molecule

[`ConnectedMoleculeQ`](https://reference.wolfram.com/language/ref/ConnectedMoleculeQ.en.md) — test for a single covalently bound structure

[`ConnectedMoleculeComponents`](https://reference.wolfram.com/language/ref/ConnectedMoleculeComponents.en.md) — give a list of independent covalently bound structures

### Molecular Property Computation

[`MoleculeValue`](https://reference.wolfram.com/language/ref/MoleculeValue.en.md) — find structural or computed properties of molecules

[`MoleculeProperty`](https://reference.wolfram.com/language/ref/MoleculeProperty.en.md) — symbolic representation of a molecular property

### Molecular Comparison & Substructure

[`MoleculeContainsQ`](https://reference.wolfram.com/language/ref/MoleculeContainsQ.en.md) — test whether a molecule contains a specified structure

[`FindMoleculeSubstructure`](https://reference.wolfram.com/language/ref/FindMoleculeSubstructure.en.md) — find where a substructure occurs in a molecule

[`MoleculePattern`](https://reference.wolfram.com/language/ref/MoleculePattern.en.md) — symbolic or SMARTS pattern representing a molecular substructure

### Modifying Molecules

[`MoleculeModify`](https://reference.wolfram.com/language/ref/MoleculeModify.en.md) — create a new molecule by editing an existing molecule

## Relational Databases

### Connecting to Databases

[`DatabaseReference`](https://reference.wolfram.com/language/ref/DatabaseReference.en.md) — reference to an external database (with authentication etc.)

[`RelationalDatabase`](https://reference.wolfram.com/language/ref/RelationalDatabase.en.md) — symbolic representation of a relational database and its schema

[`DatabaseConnect`](https://reference.wolfram.com/language/ref/DatabaseConnect.en.md), [`DatabaseDisconnect`](https://reference.wolfram.com/language/ref/DatabaseDisconnect.en.md) — manually connect, disconnect

### Registering Database Content

[`EntityStore`](https://reference.wolfram.com/language/ref/EntityStore.en.md) (updated) — symbolic representation of a database through an entity store

[`EntityFunction`](https://reference.wolfram.com/language/ref/EntityFunction.en.md) — pure function representation of a database expression or subquery

### Representations of Transformations on Entity Classes

[`FilteredEntityClass`](https://reference.wolfram.com/language/ref/FilteredEntityClass.en.md) — entity class filtered by a criterion

[`SortedEntityClass`](https://reference.wolfram.com/language/ref/SortedEntityClass.en.md) — entity class sorted by properties or functions

[`SampledEntityClass`](https://reference.wolfram.com/language/ref/SampledEntityClass.en.md) — entity class formed by sampling a number of entities

[`AggregatedEntityClass`](https://reference.wolfram.com/language/ref/AggregatedEntityClass.en.md) — entity class formed by aggregating entities

[`ExtendedEntityClass`](https://reference.wolfram.com/language/ref/ExtendedEntityClass.en.md) — entity class with properties added for each entity

[`CombinedEntityClass`](https://reference.wolfram.com/language/ref/CombinedEntityClass.en.md) — entity class formed by combining properties across entity classes

## Graph Databases

[RDFTriple](https://reference.wolfram.com/language/GraphStore/ref/RDFTriple.en.md) — a triple in an RDF graph

[SPARQLQuery](https://reference.wolfram.com/language/GraphStore/ref/SPARQLQuery.en.md) — represent a SPARQL query

[SPARQLExecute](https://reference.wolfram.com/language/GraphStore/ref/SPARQLExecute.en.md) — execute a query on a SPARQL endpoint

[SPARQLSelect](https://reference.wolfram.com/language/GraphStore/ref/SPARQLSelect.en.md) — return a list of bindings of variables to their values

[SPARQLUpdate](https://reference.wolfram.com/language/GraphStore/ref/SPARQLUpdate.en.md) — represent a SPARQL update request

* [RDFStore](https://reference.wolfram.com/language/GraphStore/ref/RDFStore.en.md)
* [SPARQLConstruct](https://reference.wolfram.com/language/GraphStore/ref/SPARQLConstruct.en.md)
* [SPARQLAsk](https://reference.wolfram.com/language/GraphStore/ref/SPARQLAsk.en.md)
* [SPARQLAggregate](https://reference.wolfram.com/language/GraphStore/ref/SPARQLAggregate.en.md)

## Systems-Level & External Operations

### External Evaluation

[`ExternalEvaluate`](https://reference.wolfram.com/language/ref/ExternalEvaluate.en.md) (updated) — improved performance

[`ExternalFunction`](https://reference.wolfram.com/language/ref/ExternalFunction.en.md) — direct evaluation of a function in another programming language

[`ExternalValue`](https://reference.wolfram.com/language/ref/ExternalValue.en.md) — symbol values in another programming language

### Controlling Web Browsers

[`StartWebSession`](https://reference.wolfram.com/language/ref/StartWebSession.en.md) — start an automated web browser session

[`WebSessionObject`](https://reference.wolfram.com/language/ref/WebSessionObject.en.md) — symbolic representation of a web browser session

[`WebExecute`](https://reference.wolfram.com/language/ref/WebExecute.en.md) — execute a wide range of commands in a web browser

[`WebImage`](https://reference.wolfram.com/language/ref/WebImage.en.md) — capture an image of a webpage

* [`WebElementObject`](https://reference.wolfram.com/language/ref/WebElementObject.en.md)
* [`WebWindowObject`](https://reference.wolfram.com/language/ref/WebWindowObject.en.md)
* [`WebSessions`](https://reference.wolfram.com/language/ref/WebSessions.en.md)
* [`\$CurrentWebSession`](https://reference.wolfram.com/language/ref/$CurrentWebSession.en.md)

### Low-Level Network Operations

[`NetworkPacketTrace`](https://reference.wolfram.com/language/ref/NetworkPacketTrace.en.md) — record packets during the evaluation of an expression

### File Operations

[`CopyFile`](https://reference.wolfram.com/language/ref/CopyFile.en.md) (updated) — support for remote file copying

[`RemoteFile`](https://reference.wolfram.com/language/ref/RemoteFile.en.md) — symbolic representation of a file on a remote machine

[`\$TestFileName`](https://reference.wolfram.com/language/ref/$TestFileName.en.md) — filename of the currently executing test file

## Cloud & Web Operations

### Cloud Object Naming & URL Mapping

[`\$CloudObjectNameFormat`](https://reference.wolfram.com/language/ref/$CloudObjectNameFormat.en.md) — format for naming cloud object (UUIDs, user names, etc.)

[`\$CloudObjectURLType`](https://reference.wolfram.com/language/ref/$CloudObjectURLType.en.md) — base type of URL for new cloud objects (/obj, /env)

* [`CloudObjectNameFormat`](https://reference.wolfram.com/language/ref/CloudObjectNameFormat.en.md)
* [`CloudObjectURLType`](https://reference.wolfram.com/language/ref/CloudObjectURLType.en.md)

## Blockchains

### Blockchain Information

[`BlockchainTokenData`](https://reference.wolfram.com/language/ref/BlockchainTokenData.en.md) — get information about the usage of a smart contract–defined token

[`BlockchainAddressData`](https://reference.wolfram.com/language/ref/BlockchainAddressData.en.md) — get information connected with a blockchain address

[`BlockchainContractValue`](https://reference.wolfram.com/language/ref/BlockchainContractValue.en.md) — get a value from a contract (e.g. a function or Wolfram expression result)

[`BlockchainKeyEncode`](https://reference.wolfram.com/language/ref/BlockchainKeyEncode.en.md) — encode a key to get an address, WIF, etc.

### Blockchain Transactions

[`BlockchainTransaction`](https://reference.wolfram.com/language/ref/BlockchainTransaction.en.md) — symbolic representation of a blockchain transaction

[`BlockchainTransactionSign`](https://reference.wolfram.com/language/ref/BlockchainTransactionSign.en.md) — use a private key to sign a blockchain transaction

[`BlockchainTransactionSubmit`](https://reference.wolfram.com/language/ref/BlockchainTransactionSubmit.en.md) — submit a transaction for inclusion on a blockchain

[`BlockchainTransactionData`](https://reference.wolfram.com/language/ref/BlockchainTransactionData.en.md) (updated) — additional properties for Ethereum transactions

## Cryptography

[`Hash`](https://reference.wolfram.com/language/ref/Hash.en.md) (updated) — additional hash code types

[`PublicKey`](https://reference.wolfram.com/language/ref/PublicKey.en.md), [`PrivateKey`](https://reference.wolfram.com/language/ref/PrivateKey.en.md) (updated) — support for elliptic curves

[`GenerateSymmetricKey`](https://reference.wolfram.com/language/ref/GenerateSymmetricKey.en.md) (updated) — support for [`DerivedKey`](https://reference.wolfram.com/language/ref/DerivedKey.en.md)

[`GenerateAsymmetricKeyPair`](https://reference.wolfram.com/language/ref/GenerateAsymmetricKeyPair.en.md) (updated) — support for elliptic curves

### Key Derivation

[`GenerateDerivedKey`](https://reference.wolfram.com/language/ref/GenerateDerivedKey.en.md) — derive a key from a password

[`VerifyDerivedKey`](https://reference.wolfram.com/language/ref/VerifyDerivedKey.en.md) — verify a password from a derived key

[`DerivedKey`](https://reference.wolfram.com/language/ref/DerivedKey.en.md) — representation of a derived key

### Digital Signatures

[`GenerateDigitalSignature`](https://reference.wolfram.com/language/ref/GenerateDigitalSignature.en.md) — generate a digital signature using a private key

[`VerifyDigitalSignature`](https://reference.wolfram.com/language/ref/VerifyDigitalSignature.en.md) — verify a digital signature using a public key

[`DigitalSignature`](https://reference.wolfram.com/language/ref/DigitalSignature.en.md) — symbolic representation of a digital signature

## Import, Export & External Services

[`FileConvert`](https://reference.wolfram.com/language/ref/FileConvert.en.md) — convert between compatible file formats

[`ByteArrayFormat`](https://reference.wolfram.com/language/ref/ByteArrayFormat.en.md) — guess the format of a byte array representing a file content

[`Export`](https://reference.wolfram.com/language/ref/Export.en.md) (updated) — now has various overwriting modes

### Scientific Formats

[`"HDF5"`](https://reference.wolfram.com/language/ref/format/HDF5.en.md) (updated) — major export improvement

[`"FITS"`](https://reference.wolfram.com/language/ref/format/FITS.en.md) (updated) — various improvements

### Spreadsheet

[`"CSV"`](https://reference.wolfram.com/language/ref/format/CSV.en.md), [`"TSV"`](https://reference.wolfram.com/language/ref/format/TSV.en.md) (updated) — improved partial access

[`"XLS"`](https://reference.wolfram.com/language/ref/format/XLS.en.md), [`"XLSX"`](https://reference.wolfram.com/language/ref/format/XLSX.en.md) (updated) — improved partial access

### Text

[`"Character32"`](https://reference.wolfram.com/language/ref/format/Character32.en.md) — support for 32-bit characters

### Financial Data Service Connections (Wolfram Finance Platform only)

[`"BloombergTerminal"`](https://reference.wolfram.com/language/ref/service/BloombergTerminal.en.md) — access to real-time Bloomberg Terminal data (Windows only)

[`"BloombergDataLicense"`](https://reference.wolfram.com/language/ref/service/BloombergDataLicense.en.md) — access to stored Bloomberg Data License data (all platforms)

[`"Reuters"`](https://reference.wolfram.com/language/ref/service/Reuters.en.md) — access to real-time Reuters data (Windows and Linux only)

### Asynchronous Access to External Services

[`ServiceSubmit`](https://reference.wolfram.com/language/ref/ServiceSubmit.en.md) — submit an asynchronous request to any external service

[`ServiceRequest`](https://reference.wolfram.com/language/ref/ServiceRequest.en.md) — symbolic representation of a service request

## Code Compilation

### Creating Compiled Code

[`FunctionCompile`](https://reference.wolfram.com/language/ref/FunctionCompile.en.md) — create a compiled version of a pure function

[`CompiledCodeFunction`](https://reference.wolfram.com/language/ref/CompiledCodeFunction.en.md) — representation of a function implemented with compiled code

### Code Annotation

[`KernelFunction`](https://reference.wolfram.com/language/ref/KernelFunction.en.md) — function to be executed in the kernel rather than in compiled code

[`Annotation`](https://reference.wolfram.com/language/ref/Annotation.en.md) — specify arbitrary hints and annotations for code

### Type Specification

[`Typed`](https://reference.wolfram.com/language/ref/Typed.en.md) — define what type an object is to be taken to have

[`TypeSpecifier`](https://reference.wolfram.com/language/ref/TypeSpecifier.en.md) — elements used to construct type specifications

* [`"Boolean"`](https://reference.wolfram.com/language/ref/compiledtype/Boolean.en.md)
* [`"UnsignedInteger32"`](https://reference.wolfram.com/language/ref/compiledtype/UnsignedInteger32.en.md)
* [`"UnsignedInteger64"`](https://reference.wolfram.com/language/ref/compiledtype/UnsignedInteger64.en.md)
* [`"Integer32"`](https://reference.wolfram.com/language/ref/compiledtype/Integer32.en.md)
* [`"Integer64"`](https://reference.wolfram.com/language/ref/compiledtype/Integer64.en.md)
* [`"MachineInteger"`](https://reference.wolfram.com/language/ref/compiledtype/MachineInteger.en.md)
* [`"Real64"`](https://reference.wolfram.com/language/ref/compiledtype/Real64.en.md)
* [`"ComplexReal64"`](https://reference.wolfram.com/language/ref/compiledtype/ComplexReal64.en.md)
* ...

### Exporting Compiled Code

[`FunctionCompileExport`](https://reference.wolfram.com/language/ref/FunctionCompileExport.en.md) — create an object file by compiling a pure function

[`FunctionCompileExportLibrary`](https://reference.wolfram.com/language/ref/FunctionCompileExportLibrary.en.md) — create a shared library by compiling a pure function

[`FunctionCompileExportString`](https://reference.wolfram.com/language/ref/FunctionCompileExportString.en.md) — give a string of compiled code for a given pure function

[`FunctionCompileExportByteArray`](https://reference.wolfram.com/language/ref/FunctionCompileExportByteArray.en.md) — give a binary form of compiled code

### Compilation Options

[`TargetSystem`](https://reference.wolfram.com/language/ref/TargetSystem.en.md) — the [`\$SystemID`](https://reference.wolfram.com/language/ref/$SystemID.en.md) of the target architecture for external code

[`CompilerOptions`](https://reference.wolfram.com/language/ref/CompilerOptions.en.md) — detailed options to be passed into the compilation pipeline

## Wolfram Function Repository

[https://resources.wolframcloud.com/FunctionRepository](https://resources.wolframcloud.com/FunctionRepository) — function repository home page

[`ResourceFunction`](https://reference.wolfram.com/language/ref/ResourceFunction.en.md) — symbolic representation of a resource function

[`DefineResourceFunction`](https://reference.wolfram.com/language/ref/DefineResourceFunction.en.md) — create a new resource function

File ▶ New ▶ Repository Item ▶ Function Repository Item — create a notebook for defining a function resource

## Knowledgebase Entity Types

### [Geographic Entities](https://reference.wolfram.com/language/guide/GeographicData.en.md)

* [`"Country"`](https://reference.wolfram.com/language/ref/entity/Country.en.md)
* ▪ [`"AdministrativeDivision"`](https://reference.wolfram.com/language/ref/entity/AdministrativeDivision.en.md)
* ▪ [`"City"`](https://reference.wolfram.com/language/ref/entity/City.en.md)
* ▪ [`"ZIPCode"`](https://reference.wolfram.com/language/ref/entity/ZIPCode.en.md)
* ...

* [`"Ocean"`](https://reference.wolfram.com/language/ref/entity/Ocean.en.md)
* ▪ [`"Island"`](https://reference.wolfram.com/language/ref/entity/Island.en.md)
* ▪ [`"Mountain"`](https://reference.wolfram.com/language/ref/entity/Mountain.en.md)
* ▪ [`"River"`](https://reference.wolfram.com/language/ref/entity/River.en.md)
* ▪ [`"Desert"`](https://reference.wolfram.com/language/ref/entity/Desert.en.md)
* ...

▪ [`"GeographicRegion"`](https://reference.wolfram.com/language/ref/entity/GeographicRegion.en.md) ▪

* [`"Airport"`](https://reference.wolfram.com/language/ref/entity/Airport.en.md)
* ▪ [`"Park"`](https://reference.wolfram.com/language/ref/entity/Park.en.md)
* ▪ [`"AmusementPark"`](https://reference.wolfram.com/language/ref/entity/AmusementPark.en.md)
* ▪ [`"Stadium"`](https://reference.wolfram.com/language/ref/entity/Stadium.en.md)
* ...

* [`"Bridge"`](https://reference.wolfram.com/language/ref/entity/Bridge.en.md)
* ▪ [`"Building"`](https://reference.wolfram.com/language/ref/entity/Building.en.md)
* ▪ [`"Tunnel"`](https://reference.wolfram.com/language/ref/entity/Tunnel.en.md)
* ▪ [`"Dam"`](https://reference.wolfram.com/language/ref/entity/Dam.en.md)
* ▪ [`"HistoricalSite"`](https://reference.wolfram.com/language/ref/entity/HistoricalSite.en.md)
* ...

* [`"University"`](https://reference.wolfram.com/language/ref/entity/University.en.md)
* ▪ [`"SchoolDistrict"`](https://reference.wolfram.com/language/ref/entity/SchoolDistrict.en.md)
* ▪ [`"Museum"`](https://reference.wolfram.com/language/ref/entity/Museum.en.md)
* ▪ [`"LibrarySystem"`](https://reference.wolfram.com/language/ref/entity/LibrarySystem.en.md)
* ...

* [`"WeatherStation"`](https://reference.wolfram.com/language/ref/entity/WeatherStation.en.md)
* ▪ [`"AstronomicalObservatory"`](https://reference.wolfram.com/language/ref/entity/AstronomicalObservatory.en.md)
* ▪ [`"ParticleAccelerator"`](https://reference.wolfram.com/language/ref/entity/ParticleAccelerator.en.md)
* ▪ [`"NuclearReactor"`](https://reference.wolfram.com/language/ref/entity/NuclearReactor.en.md)
* ...

▪ [`"TimeZone"`](https://reference.wolfram.com/language/ref/entity/TimeZone.en.md) ▪

### [Cultural and Historical Entities](https://reference.wolfram.com/language/guide/CulturalData.en.md)

* [`"Language"`](https://reference.wolfram.com/language/ref/entity/Language.en.md)
* ▪ [`"Religion"`](https://reference.wolfram.com/language/ref/entity/Religion.en.md)
* ▪ [`"Mythology"`](https://reference.wolfram.com/language/ref/entity/Mythology.en.md)

* [`"Person"`](https://reference.wolfram.com/language/ref/entity/Person.en.md)
* ▪ [`"PersonTitle"`](https://reference.wolfram.com/language/ref/entity/PersonTitle.en.md)
* ▪ [`"GivenName"`](https://reference.wolfram.com/language/ref/entity/GivenName.en.md)
* ▪ [`"Surname"`](https://reference.wolfram.com/language/ref/entity/Surname.en.md)

* [`"HistoricalCountry"`](https://reference.wolfram.com/language/ref/entity/HistoricalCountry.en.md)
* ▪ [`"HistoricalEvent"`](https://reference.wolfram.com/language/ref/entity/HistoricalEvent.en.md)
* ▪ [`"HistoricalSite"`](https://reference.wolfram.com/language/ref/entity/HistoricalSite.en.md)
* [`...`](https://reference.wolfram.com/language/guide/CulturalData.en.md)

▪ [`"MilitaryConflict"`](https://reference.wolfram.com/language/ref/entity/MilitaryConflict.en.md) ▪

* [`"Movie"`](https://reference.wolfram.com/language/ref/entity/Movie.en.md)
* ▪ [`"MusicAct"`](https://reference.wolfram.com/language/ref/entity/MusicAct.en.md)
* ▪ [`"MusicAlbum"`](https://reference.wolfram.com/language/ref/entity/MusicAlbum.en.md)
* ▪ [`"MusicWork"`](https://reference.wolfram.com/language/ref/entity/MusicWork.en.md)
* [`...`](https://reference.wolfram.com/language/guide/CulturalData.en.md)

* [`"Book"`](https://reference.wolfram.com/language/ref/entity/Book.en.md)
* ▪ [`"Artwork"`](https://reference.wolfram.com/language/ref/entity/Artwork.en.md)
* ▪ [`"Periodical"`](https://reference.wolfram.com/language/ref/entity/Periodical.en.md)
* ▪ [`"FictionalCharacter"`](https://reference.wolfram.com/language/ref/entity/FictionalCharacter.en.md)

* [`"BroadcastStation"`](https://reference.wolfram.com/language/ref/entity/BroadcastStation.en.md)
* ▪ [`"BroadcastStationClassification"`](https://reference.wolfram.com/language/ref/entity/BroadcastStationClassification.en.md)

* [`"Museum"`](https://reference.wolfram.com/language/ref/entity/Museum.en.md)
* ▪ [`"LibraryBranch"`](https://reference.wolfram.com/language/ref/entity/LibraryBranch.en.md)
* ▪ [`"LibrarySystem"`](https://reference.wolfram.com/language/ref/entity/LibrarySystem.en.md)

* [`"SportObject"`](https://reference.wolfram.com/language/ref/entity/SportObject.en.md)
* ▪ [`"SportMatch"`](https://reference.wolfram.com/language/ref/entity/SportMatch.en.md)

* [`"MusicalInstrument"`](https://reference.wolfram.com/language/ref/entity/MusicalInstrument.en.md)
* ▪ [`"BoardGame"`](https://reference.wolfram.com/language/ref/entity/BoardGame.en.md)
* ▪ [`"PopularCurve"`](https://reference.wolfram.com/language/ref/entity/PopularCurve.en.md)

* [`"YogaPose"`](https://reference.wolfram.com/language/ref/entity/YogaPose.en.md)
* ▪ [`"YogaPosition"`](https://reference.wolfram.com/language/ref/entity/YogaPosition.en.md)
* ▪ [`"YogaSequence"`](https://reference.wolfram.com/language/ref/entity/YogaSequence.en.md)
* ▪ [`"PilatesExercise"`](https://reference.wolfram.com/language/ref/entity/PilatesExercise.en.md)
* [`...`](https://reference.wolfram.com/language/guide/CulturalData.en.md)

* [`"Pokemon"`](https://reference.wolfram.com/language/ref/entity/Pokemon.en.md)
* ▪ [`"Digimon"`](https://reference.wolfram.com/language/ref/entity/Digimon.en.md)

* [`"Gender"`](https://reference.wolfram.com/language/ref/entity/Gender.en.md)
* ▪ [`"Emotion"`](https://reference.wolfram.com/language/ref/entity/Emotion.en.md)

### [Life Science– and Medical-Related Entities](https://reference.wolfram.com/language/guide/LifeSciencesAndMedicineDataAndComputation.en.md)

* [`"Species"`](https://reference.wolfram.com/language/ref/entity/Species.en.md)
* ▪ [`"Plant"`](https://reference.wolfram.com/language/ref/entity/Plant.en.md)
* ▪ [`"DogBreed"`](https://reference.wolfram.com/language/ref/entity/DogBreed.en.md)
* ▪ [`"CatBreed"`](https://reference.wolfram.com/language/ref/entity/CatBreed.en.md)
* ▪ [`"Dinosaur"`](https://reference.wolfram.com/language/ref/entity/Dinosaur.en.md)

* [`"AnatomicalStructure"`](https://reference.wolfram.com/language/ref/entity/AnatomicalStructure.en.md)
* ▪ [`"AnimalAnatomicalStructure"`](https://reference.wolfram.com/language/ref/entity/AnimalAnatomicalStructure.en.md)
* [`...`](https://reference.wolfram.com/language/guide/LifeSciencesAndMedicineDataAndComputation.en.md)

* [`"Disease"`](https://reference.wolfram.com/language/ref/entity/Disease.en.md)
* ▪ [`"MedicalTest"`](https://reference.wolfram.com/language/ref/entity/MedicalTest.en.md)

### [Finance-Related Entities](https://reference.wolfram.com/language/guide/Finance.en.md)

* [`"Financial"`](https://reference.wolfram.com/language/ref/entity/Financial.en.md)
* ▪ [`"Company"`](https://reference.wolfram.com/language/ref/entity/Company.en.md)
* ▪ [`"CurrencyDenomination"`](https://reference.wolfram.com/language/ref/entity/CurrencyDenomination.en.md)

### [Astronomical Entities](https://reference.wolfram.com/language/guide/AstronomicalComputationAndData.en.md)

* [`"Planet"`](https://reference.wolfram.com/language/ref/entity/Planet.en.md)
* ▪ [`"PlanetaryMoon"`](https://reference.wolfram.com/language/ref/entity/PlanetaryMoon.en.md)
* ▪ [`"Comet"`](https://reference.wolfram.com/language/ref/entity/Comet.en.md)
* ▪ [`"SolarSystemFeature"`](https://reference.wolfram.com/language/ref/entity/SolarSystemFeature.en.md)
* [`...`](https://reference.wolfram.com/language/guide/AstronomicalComputationAndData.en.md)

* [`"Star"`](https://reference.wolfram.com/language/ref/entity/Star.en.md)
* ▪ [`"Galaxy"`](https://reference.wolfram.com/language/ref/entity/Galaxy.en.md)
* ▪ [`"Nebula"`](https://reference.wolfram.com/language/ref/entity/Nebula.en.md)
* ▪ [`"Supernova"`](https://reference.wolfram.com/language/ref/entity/Supernova.en.md)
* ▪ [`"Constellation"`](https://reference.wolfram.com/language/ref/entity/Constellation.en.md)
* [`...`](https://reference.wolfram.com/language/guide/AstronomicalComputationAndData.en.md)

* [`"Satellite"`](https://reference.wolfram.com/language/ref/entity/Satellite.en.md)
* ▪ [`"DeepSpaceProbe"`](https://reference.wolfram.com/language/ref/entity/DeepSpaceProbe.en.md)
* ▪ [`"MannedSpaceMission"`](https://reference.wolfram.com/language/ref/entity/MannedSpaceMission.en.md)
* [`...`](https://reference.wolfram.com/language/guide/AstronomicalComputationAndData.en.md)

### [Earth Science–Related Entities](https://reference.wolfram.com/language/guide/EarthSciencesDataAndComputation.en.md)

* [`"WeatherStation"`](https://reference.wolfram.com/language/ref/entity/WeatherStation.en.md)
* ▪ [`"TropicalStorm"`](https://reference.wolfram.com/language/ref/entity/TropicalStorm.en.md)
* ▪ [`"Cloud"`](https://reference.wolfram.com/language/ref/entity/Cloud.en.md)
* ▪ [`"AtmosphericLayer"`](https://reference.wolfram.com/language/ref/entity/AtmosphericLayer.en.md)

* [`"GeologicalLayer"`](https://reference.wolfram.com/language/ref/entity/GeologicalLayer.en.md)
* ▪ [`"GeologicalPeriod"`](https://reference.wolfram.com/language/ref/entity/GeologicalPeriod.en.md)
* ▪ [`"Mineral"`](https://reference.wolfram.com/language/ref/entity/Mineral.en.md)
* ▪ [`"FamousGem"`](https://reference.wolfram.com/language/ref/entity/FamousGem.en.md)

### [Transportation-Related Entities](https://reference.wolfram.com/language/guide/TransportationData.en.md)

* [`"Aircraft"`](https://reference.wolfram.com/language/ref/entity/Aircraft.en.md)
* ▪ [`"Airline"`](https://reference.wolfram.com/language/ref/entity/Airline.en.md)
* ▪ [`"Airport"`](https://reference.wolfram.com/language/ref/entity/Airport.en.md)
* ▪ [`"Ship"`](https://reference.wolfram.com/language/ref/entity/Ship.en.md)

### [Engineering-Related Entities](https://reference.wolfram.com/language/guide/EngineeringData.en.md)

* [`"Building"`](https://reference.wolfram.com/language/ref/entity/Building.en.md)
* ▪ [`"Bridge"`](https://reference.wolfram.com/language/ref/entity/Bridge.en.md)
* ▪ [`"Tunnel"`](https://reference.wolfram.com/language/ref/entity/Tunnel.en.md)
* ▪ [`"Dam"`](https://reference.wolfram.com/language/ref/entity/Dam.en.md)
* ▪ [`"Mine"`](https://reference.wolfram.com/language/ref/entity/Mine.en.md)

* [`"FrequencyAllocation"`](https://reference.wolfram.com/language/ref/entity/FrequencyAllocation.en.md)
* ▪ [`"BroadcastStation"`](https://reference.wolfram.com/language/ref/entity/BroadcastStation.en.md)
* ▪ [`"MeasurementDevice"`](https://reference.wolfram.com/language/ref/entity/MeasurementDevice.en.md)

### [Linguistic-Related Entities](https://reference.wolfram.com/language/guide/LinguisticData.en.md)

* [`"Language"`](https://reference.wolfram.com/language/ref/entity/Language.en.md)
* ▪ [`"Word"`](https://reference.wolfram.com/language/ref/entity/Word.en.md)
* ▪ [`"Alphabet"`](https://reference.wolfram.com/language/ref/entity/Alphabet.en.md)
* ▪ [`"WritingScript"`](https://reference.wolfram.com/language/ref/entity/WritingScript.en.md)
* [`...`](https://reference.wolfram.com/language/guide/LinguisticData.en.md)

### [Mathematical Entities](https://reference.wolfram.com/language/guide/MathematicalData.en.md)

* [`"FiniteGroup"`](https://reference.wolfram.com/language/ref/entity/FiniteGroup.en.md)
* ▪ [`"Knot"`](https://reference.wolfram.com/language/ref/entity/Knot.en.md)
* ▪ [`"Polyhedron"`](https://reference.wolfram.com/language/ref/entity/Polyhedron.en.md)
* ▪ [`"Graph"`](https://reference.wolfram.com/language/ref/entity/Graph.en.md)
* ▪ [`"Lattice"`](https://reference.wolfram.com/language/ref/entity/Lattice.en.md)

* [`"Solid"`](https://reference.wolfram.com/language/ref/entity/Solid.en.md)
* ▪ [`"Surface"`](https://reference.wolfram.com/language/ref/entity/Surface.en.md)
* ▪ [`"Lamina"`](https://reference.wolfram.com/language/ref/entity/Lamina.en.md)
* ▪ [`"PlaneCurve"`](https://reference.wolfram.com/language/ref/entity/PlaneCurve.en.md)
* ▪ [`"SpaceCurve"`](https://reference.wolfram.com/language/ref/entity/SpaceCurve.en.md)

* [`"LatticeSystem"`](https://reference.wolfram.com/language/ref/entity/LatticeSystem.en.md)
* ▪ [`"PeriodicTiling"`](https://reference.wolfram.com/language/ref/entity/PeriodicTiling.en.md)
* ▪ [`"NonperiodicTiling"`](https://reference.wolfram.com/language/ref/entity/NonperiodicTiling.en.md)

* [`"CrystalFamily"`](https://reference.wolfram.com/language/ref/entity/CrystalFamily.en.md)
* ▪ [`"CrystalSystem"`](https://reference.wolfram.com/language/ref/entity/CrystalSystem.en.md)
* ▪ [`"CrystallographicSpaceGroup"`](https://reference.wolfram.com/language/ref/entity/CrystallographicSpaceGroup.en.md)

* [`"MathematicalFunction"`](https://reference.wolfram.com/language/ref/entity/MathematicalFunction.en.md)
* ▪ [`"IntegerSequence"`](https://reference.wolfram.com/language/ref/entity/IntegerSequence.en.md)
* ▪ [`"ContinuedFraction"`](https://reference.wolfram.com/language/ref/entity/ContinuedFraction.en.md)

* [`"FunctionSpace"`](https://reference.wolfram.com/language/ref/entity/FunctionSpace.en.md)
* ▪ [`"TopologicalSpaceType"`](https://reference.wolfram.com/language/ref/entity/TopologicalSpaceType.en.md)
* ▪ [`"ComputationalComplexityClass"`](https://reference.wolfram.com/language/ref/entity/ComputationalComplexityClass.en.md)

## Microcontroller Kit

[MicrocontrollerEmbedCode](https://reference.wolfram.com/language/MicrocontrollerKit/ref/MicrocontrollerEmbedCode.en.md) — generate, compile and deploy code to microcontrollers

[MicrocontrollerCodeData](https://reference.wolfram.com/language/MicrocontrollerKit/ref/MicrocontrollerEmbedCode.en.md) — data from the microcontroller code

## Interface to Unity Game Engine

### Direct Control & Interaction

[UnityOpen](https://reference.wolfram.com/language/UnityLink/ref/UnityOpen.en.md), [UnityPlay](https://reference.wolfram.com/language/UnityLink/ref/UnityPlay.en.md), [UnityBuild](https://reference.wolfram.com/language/UnityLink/ref/UnityBuild.en.md), [...](https://reference.wolfram.com/language/UnityLink/guide/UnityLink.en.md) — open, set play mode and build games

"Wolfram" — custom editor menu items in Unity editor

### Interface Functions in Wolfram Language

[UnityGameObject](https://reference.wolfram.com/language/UnityLink/ref/UnityGameObject.en.md) — represent a Unity game object

* [UnityScene](https://reference.wolfram.com/language/UnityLink/ref/UnityScene.en.md)
* [UnityMesh](https://reference.wolfram.com/language/UnityLink/ref/UnityMesh.en.md)
* [UnityCamera](https://reference.wolfram.com/language/UnityLink/ref/UnityCamera.en.md)
* [UnityTransform](https://reference.wolfram.com/language/UnityLink/ref/UnityTransform.en.md)
* ...

[CreateUnityGameObject](https://reference.wolfram.com/language/UnityLink/ref/CreateUnityGameObject.en.md) — create a Unity game object

* [DeleteUnityGameObject](https://reference.wolfram.com/language/UnityLink/ref/DeleteUnityGameObject.en.md)
* [FindUnityGameObject](https://reference.wolfram.com/language/UnityLink/ref/FindUnityGameObject.en.md)
* ...

### Interface Functions in Unity

[WolframLanguage](https://reference.wolfram.com/language/UnityLink/ref/csharp/WolframLanguage.en.md) — evaluate Wolfram Language code in Unity

* [Evaluate()](https://reference.wolfram.com/language/UnityLink/ref/csharp/WolframLanguageEvaluate.en.md)
* [CloudEvaluate()](https://reference.wolfram.com/language/UnityLink/ref/csharp/WolframLanguageCloudEvaluate.en.md)
* [Information()](https://reference.wolfram.com/language/UnityLink/ref/csharp/WolframLanguageInformation.en.md)
* ...

## Notebook Interface

Mac notebook interface updated to utilize the 64-bit Cocoa API

Linux notebook interface updated to fully integrate Qt 5, allowing all rendering operations to take place without an X server

[`\[FormalCapitalA]`](https://reference.wolfram.com/language/ref/character/FormalCapitalA.en.md)—[`\[FormalCapitalZ]`](https://reference.wolfram.com/language/ref/character/FormalCapitalZ.en.md) (updated) — improved font appearance

[`Iconize`](https://reference.wolfram.com/language/ref/Iconize.en.md) (updated) — improved typeset appearance

## Related Guides

* [Summary of New Features in 12.0](https://reference.wolfram.com/language/guide/SummaryOfNewFeaturesIn12.en.md)
* [Summary of New Features from 11.2 to 11.3](https://reference.wolfram.com/language/guide/SummaryOfNewFeaturesIn113.en.md)
* [Summary of New Features from 11.1 to 11.2](https://reference.wolfram.com/language/guide/SummaryOfNewFeaturesIn112.en.md)
* [Summary of New Features from 11.0 to 11.1](https://reference.wolfram.com/language/guide/SummaryOfNewFeaturesIn111.en.md)
* [Summary of New Features in 11.0](https://reference.wolfram.com/language/guide/SummaryOfNewFeaturesIn11.en.md)
* [Summary of Recently Added Features](https://reference.wolfram.com/language/guide/RecentlyAddedFeatures.en.md)
* [Full Revision History](https://www.wolfram.com/language/quick-revision-history/)
* [Full Legacy Documentation](https://reference.wolfram.com/history/)