:sparkles: Added MDSOnto ontology!

README.md

@@ -5,78 +5,81 @@ language:
 - en
 tags:
 - OntoLearner
-- ontology-learning
-- materials-science-and-engineering
+- Ontology-Learning
+- Materials-Science-And-Engineering
+- Benchmark-Ontologies
 pretty_name: Materials Science And Engineering
 ---
+
 <div align="center">
-  <img  src="https://raw.githubusercontent.com/sciknoworg/OntoLearner/main/images/logo.png"  alt="OntoLearner"
-    style="display: block; margin: 0 auto; width: 500px; height: auto;">
-  <h1 style="text-align: center; margin-top: 1em;">Materials Science And Engineering Domain Ontologies</h1>
-  <a href="https://github.com/sciknoworg/OntoLearner"><img src="https://img.shields.io/badge/GitHub-OntoLearner-blue?logo=github" /></a>
+    <img  src="https://raw.githubusercontent.com/sciknoworg/OntoLearner/main/images/logo.png"  alt="OntoLearner"
+        style="display: block; margin: 0 auto; width: 500px; height: auto;">
+    <h1 style="text-align: center; margin-top: 1em;">Materials Science And Engineering Domain Ontologies</h1>
+    <a href="https://github.com/sciknoworg/OntoLearner"><img src="https://img.shields.io/badge/GitHub-OntoLearner-blue?logo=github" /></a>
 </div>
 
-
 ## Overview
 Materials Science and Engineering is a multidisciplinary domain that focuses on the study and application of materials, emphasizing their structure, properties, processing, and performance in engineering contexts. This field is pivotal for advancing knowledge representation, as it integrates principles from physics, chemistry, and engineering to innovate and optimize materials for diverse technological applications. By systematically categorizing and modeling material-related data, this domain facilitates the development of new materials and enhances the understanding of their behavior under various conditions.
 
-## Ontologies
+
 | Ontology ID | Full Name | Classes | Properties | Last Updated |
-|-------------|-----------|---------|------------|--------------|
-| AMOntology | Additive Manufacturing Ontology (AMOntology) | 328 | 21 | 2023-05-10|
-| ASMO | Atomistic Simulation Methods Ontology (ASMO) | 99 | 41 | None|
-| Atomistic | Atomistic Ontology (Atomistic) | 12 | 2 | None|
-| BattINFO | Battery Interface Ontology (BattINFO) | 4431 | 304 | None|
-| BMO | Building Material Ontology (BMO) | 24 | 62 | 2019-12-10|
-| BVCO | Battery Value Chain Ontology (BVCO) | 262 | 6 | None|
-| CDCO | Crystallographic Defect Core Ontology (CDCO) | 7 | 2 | None|
-| CHAMEO | Characterisation Methodology Domain Ontology (CHAMEO) | 203 | 52 | 2024-04-12|
-| CIFCore | Crystallographic Information Framework Core Dictionary (CIFCore) | 1182 | 0 | May 24, 2023|
-| CMSO | Computational Material Sample Ontology (CMSO) | 45 | 51 | None|
-| DISO | Dislocation Ontology (DISO) | 62 | 45 | 21.03.202|
-| DSIM | Dislocation Simulation and Model Ontology (DSIM) | 47 | 78 | 17.08.2023|
+|-------------|-----------|---------|------------|-------------|
+| BattINFO | Battery Interface Ontology (BattINFO) | 4431 | 304 | nan|
+| SSN | Semantic Sensor Network Ontology (SSN) | 22 | 38 | 2017-04-17|
 | EMMO | The Elementary Multiperspective Material Ontology (EMMO) | 2448 | 181 | 2024-03|
-| EMMOCrystallography | Crystallography Ontology (EMMOCrystallography) | 61 | 5 | None|
-| FSO | Flow Systems Ontology (FSO) | 14 | 22 | 2020-08-06|
-| GPO | General Process Ontology (GPO) | 187 | 17 | None|
-| HPOnt | The Heat Pump Ontology (HPOnt) | 4 | 12 | None|
-| LDO | Line Defect Ontology (LDO) | 30 | 11 | None|
+| PRIMA | PRovenance Information in MAterials science (PRIMA) | 67 | 67 | 2024-01-29|
+| CIFCore | Crystallographic Information Framework Core Dictionary (CIFCore) | 1182 | 0 | May 24, 2023|
 | LPBFO | Laser Powder Bed Fusion Ontology (LPBFO) | 508 | 38 | 2022-09-20|
-| MAMBO | Molecules And Materials Basic Ontology (MAMBO) | 57 | 104 | None|
-| MAT | Material Properties Ontology (MAT) | 140 | 21 | None|
-| MaterialInformation | Material Information Ontology (MaterialInformation) | 548 | 98 | None|
-| MatOnto | Material Ontology (MatOnto) | 1307 | 95 | None|
-| MatVoc | Materials Vocabulary (MatVoc) | 28 | 15 | 2022-12-12|
-| MatWerk | NFDI MatWerk Ontology (MatWerk) | 449 | 129 | 2025-03-01|
-| MDO | Materials Design Ontology (MDO) | 13 | 13 | 2022-08-02|
-| MDS | Materials Data Science Ontology (MDS) | 363 | 10 | 03/24/2024|
-| MechanicalTesting | Mechanical Testing Ontology (MechanicalTesting) | 369 | 5 | None|
-| MicroStructures | EMMO-based ontology for microstructures (MicroStructures) | 43 | 0 | None|
-| MMO | Materials Mechanics Ontology (MMO) | 428 | 17 | 2024-01-30|
+| MDSOnto | The Modular Ontology for Materials and Data Science (MDS-Onto) | 1710 | 169 | 2026-02-03|
+| VIMMP | Virtual Materials Marketplace Ontologies (VIMMP) | 1234 | 771 | 2021-01-02|
 | MOLBRINELL | MatoLab Brinell Test Ontology (MOL_BRINELL) | 37 | 21 | 05/05/2022|
+| MatOnto | Material Ontology (MatOnto) | 1307 | 95 | nan|
+| PMDco | The Platform MaterialDigital core ontology (PMDco) | 1002 | 66 | 2025-03-20|
+| MatWerk | NFDI MatWerk Ontology (MatWerk) | 449 | 129 | 2025-03-01|
+| MaterialInformation | Material Information Ontology (MaterialInformation) | 548 | 98 | nan|
 | MOLTENSILE | Matolab Tensile Test Ontology (MOL_TENSILE) | 371 | 95 | 04/16/2021|
-| MSEO | Materials Science and Engineering Ontology (MSEO) | 138 | 2 | None|
+| AMOntology | Additive Manufacturing Ontology (AMOntology) | 328 | 21 | 2023-05-10|
+| MMO | Materials Mechanics Ontology (MMO) | 428 | 17 | 2024-01-30|
+| MechanicalTesting | Mechanical Testing Ontology (MechanicalTesting) | 369 | 5 | nan|
+| CHAMEO | Characterisation Methodology Domain Ontology (CHAMEO) | 203 | 52 | 2024-04-12|
+| MDS | Materials Data Science Ontology (MDS) | 363 | 10 | 03/24/2024|
+| PeriodicTable | Periodic Table of the Elements Ontology (PeriodicTable) | 6 | 13 | 2004/02/05|
+| BVCO | Battery Value Chain Ontology (BVCO) | 262 | 6 | nan|
+| ASMO | Atomistic Simulation Methods Ontology (ASMO) | 99 | 41 | nan|
+| NanoMine | NanoMine Ontology (NanoMine) | 157 | 0 | nan|
+| OIEManufacturing | Open Innovation Environment Manufacturing (OIEManufacturing) | 222 | 3 | nan|
+| MSEO | Materials Science and Engineering Ontology (MSEO) | 138 | 2 | nan|
+| MAT | Material Properties Ontology (MAT) | 140 | 21 | nan|
+| GPO | General Process Ontology (GPO) | 187 | 17 | nan|
+| DISO | Dislocation Ontology (DISO) | 62 | 45 | 21.03.202|
 | MSLE | Material Science Lab Equipment Ontology (MSLE) | 45 | 10 | Sep 15, 2022|
-| NanoMine | NanoMine Ontology (NanoMine) | 157 | 0 | None|
-| OIEManufacturing | Open Innovation Environment Manufacturing (OIEManufacturing) | 222 | 3 | None|
-| OIEMaterials | Open Innovation Environment Materials (OIEMaterials) | 119 | 0 | None|
-| OIEModels | Open Innovation Environment Models (OIEModels) | 108 | 1 | None|
-| OIESoftware | Open Innovation Environment Software (OIESoftware) | 155 | 0 | None|
+| DSIM | Dislocation Simulation and Model Ontology (DSIM) | 47 | 78 | 17.08.2023|
 | ONTORULE | Ontology for the Steel Domain (ONTORULE) | 24 | 37 | 2010-05-31|
-| PeriodicTable | Periodic Table of the Elements Ontology (PeriodicTable) | 6 | 13 | 2004/02/05|
-| Photovoltaics | EMMO Domain Ontology for Photovoltaics (Photovoltaics) | 47 | 3 | None|
-| PLDO | Planar Defects Ontology (PLDO) | 27 | 15 | None|
-| PMDco | The Platform MaterialDigital core ontology (PMDco) | 1002 | 66 | 2025-03-20|
-| PODO | Point Defects Ontology (PODO) | 12 | 5 | None|
-| PRIMA | PRovenance Information in MAterials science (PRIMA) | 67 | 67 | 2024-01-29|
-| SSN | Semantic Sensor Network Ontology (SSN) | 22 | 38 | 2017-04-17|
+| OIEMaterials | Open Innovation Environment Materials (OIEMaterials) | 119 | 0 | nan|
+| OIESoftware | Open Innovation Environment Software (OIESoftware) | 155 | 0 | nan|
+| MAMBO | Molecules And Materials Basic Ontology (MAMBO) | 57 | 104 | nan|
+| CMSO | Computational Material Sample Ontology (CMSO) | 45 | 51 | nan|
+| EMMOCrystallography | Crystallography Ontology (EMMOCrystallography) | 61 | 5 | nan|
+| MicroStructures | EMMO-based ontology for microstructures (MicroStructures) | 43 | 0 | nan|
+| OIEModels | Open Innovation Environment Models (OIEModels) | 108 | 1 | nan|
 | SystemCapabilities | System Capabilities Ontology (SystemCapabilities) | 25 | 8 | 2017-05-14|
-| VIMMP | Virtual Materials Marketplace Ontologies (VIMMP) | 1234 | 771 | 2021-01-02|
+| PLDO | Planar Defects Ontology (PLDO) | 27 | 15 | nan|
+| Photovoltaics | EMMO Domain Ontology for Photovoltaics (Photovoltaics) | 47 | 3 | nan|
+| BMO | Building Material Ontology (BMO) | 24 | 62 | 2019-12-10|
+| FSO | Flow Systems Ontology (FSO) | 14 | 22 | 2020-08-06|
+| PODO | Point Defects Ontology (PODO) | 12 | 5 | nan|
+| LDO | Line Defect Ontology (LDO) | 30 | 11 | nan|
+| MatVoc | Materials Vocabulary (MatVoc) | 28 | 15 | 2022-12-12|
+| OIECharacterisation | Open Innovation Environment Characterisation (OIECharacterisation) | 42 | 0 | nan|
+| HPOnt | The Heat Pump Ontology (HPOnt) | 4 | 12 | nan|
+| MDO | Materials Design Ontology (MDO) | 13 | 13 | 2022-08-02|
+| CDCO | Crystallographic Defect Core Ontology (CDCO) | 7 | 2 | nan|
+| Atomistic | Atomistic Ontology (Atomistic) | 12 | 2 | nan|
 
 ## Dataset Files
 Each ontology directory contains the following files:
 1. `<ontology_id>.<format>` - The original ontology file
-2. `term_typings.json` - A Dataset of term-to-type mappings
+2. `term_typings.json` - Dataset of term to type mappings
 3. `taxonomies.json` - Dataset of taxonomic relations
 4. `non_taxonomic_relations.json` - Dataset of non-taxonomic relations
 5. `<ontology_id>.rst` - Documentation describing the ontology
@@ -92,30 +95,29 @@ pip install ontolearner
 
 **How to load an ontology or LLM4OL Paradigm tasks datasets?**
 ``` python
-from ontolearner import AMOntology
+from ontolearner import BattINFO
 
-ontology = AMOntology()
+ontology = BattINFO()
 
 # Load an ontology.
-ontology.load()  
+ontology.load()
 
 # Load (or extract) LLMs4OL Paradigm tasks datasets
 data = ontology.extract()
 ```
 
-
 **How use the loaded dataset for LLM4OL Paradigm task settings?**
 ``` python
 # Import core modules from the OntoLearner library
-from ontolearner import AMOntology, LearnerPipeline, train_test_split
+from ontolearner import BattINFO, LearnerPipeline, train_test_split
 
-# Load the AMOntology ontology, which contains concepts related to wines, their properties, and categories
-ontology = AMOntology()
+# Load the BattINFO ontology, which contains concepts related to wines, their properties, and categories
+ontology = BattINFO()
 ontology.load()  # Load entities, types, and structured term annotations from the ontology
-data = ontology.extract()
+ontological_data = ontology.extract()
 
-# Split into train and test sets
-train_data, test_data = train_test_split(data, test_size=0.2, random_state=42)
+# Split instances into train and test sets
+train_data, test_data = train_test_split(ontological_data, test_size=0.2, random_state=42)
 
 # Initialize a multi-component learning pipeline (retriever + LLM)
 # This configuration enables a Retrieval-Augmented Generation (RAG) setup
@@ -148,16 +150,14 @@ print(outputs)
 
 For more detailed documentation, see the [![Documentation](https://img.shields.io/badge/Documentation-ontolearner.readthedocs.io-blue)](https://ontolearner.readthedocs.io)
 
-
 ## Citation
 
 If you find our work helpful, feel free to give us a cite.
 
-
 ```bibtex
 @inproceedings{babaei2023llms4ol,
   title={LLMs4OL: Large language models for ontology learning},
-  author={Babaei Giglou, Hamed and D’Souza, Jennifer and Auer, S{\"o}ren},
+  author={Babaei Giglou, Hamed and D’Souza, Jennifer and Auer, S{"o}ren},
   booktitle={International Semantic Web Conference},
   pages={408--427},
   year={2023},

mdsonto/mdsonto.rst

@@ -0,0 +1,134 @@
+The Modular Ontology for Materials and Data Science (MDS-Onto)
+==============================================================================
+
+.. sidebar::
+
+    .. list-table:: **Ontology Card**
+       :header-rows: 0
+
+       * - **Domain**
+         - Materials Science and Engineering
+       * - **Category**
+         - Materials Data Science
+       * - **Current Version**
+         - 0.3.1.16
+       * - **Last Updated**
+         - 2026-02-03
+       * - **Creator**
+         - SDLE Research Center
+       * - **License**
+         - CC BY-SA 4.0
+       * - **Format**
+         - owl
+       * - **Download**
+         - `Download The Modular Ontology for Materials and Data Science (MDS-Onto) <https://cwrusdle.bitbucket.io/files/MDS_Onto/index-en.html>`_
+
+MDS-Onto is a domain (low) level ontology that describes terms in Materials Data Science. It is divided into six     large modules: BuiltEnv, Exposure, Chemistry, Manufacture, Characterization, and Geospatial. Under each module,     there are multiple sub-modules such as FTIR, AFM, Chem-Rxn, PV-Module, Accelerated Exposure, etc.
+
+Metrics & Statistics
+--------------------------
+
+.. tab:: Graph
+
+
+    .. list-table:: Graph Statistics
+        :widths: 50 50
+        :header-rows: 0
+
+        * - **Total Nodes**
+          - 4362
+        * - **Total Edges**
+          - 13095
+        * - **Root Nodes**
+          - 92
+        * - **Leaf Nodes**
+          - 2226
+    ::
+
+
+.. tab:: Coverage
+
+
+    .. list-table:: Knowledge Coverage Statistics
+        :widths: 50 50
+        :header-rows: 0
+
+        * - **Classes**
+          - 1710
+        * - **Individuals**
+          - 1
+        * - **Properties**
+          - 169
+
+    ::
+
+.. tab:: Hierarchy
+
+
+    .. list-table:: Hierarchical Metrics
+        :widths: 50 50
+        :header-rows: 0
+
+        * - **Maximum Depth**
+          - 7
+        * - **Minimum Depth**
+          - 0
+        * - **Average Depth**
+          - 1.03
+        * - **Depth Variance**
+          - 2.01
+    ::
+
+
+.. tab:: Breadth
+
+
+    .. list-table:: Breadth Metrics
+        :widths: 50 50
+        :header-rows: 0
+
+        * - **Maximum Breadth**
+          - 92
+        * - **Minimum Breadth**
+          - 1
+        * - **Average Breadth**
+          - 25.75
+        * - **Breadth Variance**
+          - 1093.94
+    ::
+
+.. tab:: LLMs4OL
+
+
+    .. list-table:: LLMs4OL Dataset Statistics
+        :widths: 50 50
+        :header-rows: 0
+
+        * - **Term Types**
+          - 1
+        * - **Taxonomic Relations**
+          - 1648
+        * - **Non-taxonomic Relations**
+          - 259
+        * - **Average Terms per Type**
+          - 1.00
+    ::
+
+Usage Example
+-------------
+Use the following code to import this ontology programmatically:
+
+.. code-block:: python
+
+    from ontolearner.ontology import MDSOnto
+
+    ontology = MDSOnto()
+    ontology.load("path/to/MDSOnto-ontology.owl")
+
+    # Extract datasets
+    data = ontology.extract()
+
+    # Access specific relations
+    term_types = data.term_typings
+    taxonomic_relations = data.type_taxonomies
+    non_taxonomic_relations = data.type_non_taxonomic_relations

mdsonto/term_typings.json

@@ -0,0 +1,9 @@
+[
+  {
+    "ID": "TT_3b0d4b8e",
+    "term": "Directly precedes",
+    "types": [
+      "IrreflectiveProperty"
+    ]
+  }
+]

mdsonto/type_non_taxonomic_relations.json

@@ -0,0 +1,1857 @@
+{
+  "types": [
+    "AFMInstrumentModel",
+    "Act of Artifact Processing",
+    "Act of Data Transformation",
+    "ActOfCharacterizing",
+    "ActOfPowderBedFusion",
+    "ActOfPowderBedFusionLaserBeamMetal",
+    "Ad2",
+    "Agent",
+    "Algorithm",
+    "Alloy",
+    "AmorphousMetal",
+    "AmorphousPhase",
+    "Amount",
+    "AnalyticalResult",
+    "Artifact Identifier",
+    "BackscatterFoil",
+    "Backsheet",
+    "BacksheetCoreLayer",
+    "BacksheetInnerLayer",
+    "BacksheetOuterLayer",
+    "BatchNumber",
+    "BoardType",
+    "BuildJobName",
+    "CantileverForceConstant",
+    "CantileverMaterial",
+    "CantileverResonanceFrequency",
+    "CaptureRateMax",
+    "CaptureRateMin",
+    "Cell",
+    "CellCutType",
+    "CellTechnologyType",
+    "CeramicMaterial",
+    "CeramicMatrixComposite",
+    "Cleanliness",
+    "Code Identifier",
+    "CompositeMaterial",
+    "CompressionStage",
+    "CompressionStageTiltX",
+    "CompressionStageTiltXInfo",
+    "CompressionStageTiltXOffset",
+    "CompressionStageTiltXOffsetInfo",
+    "CompressionStageTiltZ",
+    "CompressionStageTiltZInfo",
+    "CompressionStageTiltZOffset",
+    "CompressionStageTiltZOffsetInfo",
+    "CompressionStageX",
+    "CompressionStageXInfo",
+    "CompressionStageY",
+    "CompressionStageYInfo",
+    "CompressionStageZ",
+    "CompressionStageZInfo",
+    "Computer",
+    "Computing Artifact Function",
+    "Continent",
+    "CrystallineAlloy",
+    "CrystallineCeramicMaterial",
+    "CrystallinePhase",
+    "CurrentVoltageRecipe",
+    "Data Range Interval Estimate Information Content Entity",
+    "Date Identifier",
+    "Depth",
+    "Descriptive Information Content Entity",
+    "Designative Information Content Entity",
+    "Designative Name",
+    "DetectionWavelength",
+    "DetectorType",
+    "Directive Information Content Entity",
+    "DistanceFromSample",
+    "Encapsulant",
+    "EnergyUsed",
+    "ExposureTime",
+    "Facility",
+    "FileExtension",
+    "FilterType",
+    "FingerAmount",
+    "FocalDistance",
+    "FoilInfo",
+    "FrameRate",
+    "Frequency",
+    "Gap",
+    "Geometry",
+    "Geospatial Coordinate Reference System",
+    "Geospatial Polygon",
+    "Geospatial Region",
+    "Geospatial Region Bounding Box",
+    "Glass",
+    "HatchDistance",
+    "Height",
+    "HotStage",
+    "HotStageDiameter",
+    "HotStageTemperature",
+    "Image",
+    "Information Bearing Artifact",
+    "Information Bearing Entity",
+    "Information Content Entity",
+    "InstrumentID",
+    "InstrumentName",
+    "IntegralGain",
+    "Intensity",
+    "InterFeatureCoolingTime",
+    "InterSampleGap",
+    "InterdigitatedCombIdentifier",
+    "LPBFO_00746",
+    "LPBFO_00809",
+    "LaserPower",
+    "Length",
+    "LineDefect",
+    "Magnification",
+    "ManufacturingMethod",
+    "Masking",
+    "Mass Density",
+    "Material Artifact",
+    "MaterialComposition",
+    "MaterialName",
+    "Maximum Ordinal Measurement Information Content Entity",
+    "Measurement Information Content Entity",
+    "Measurement Unit",
+    "Mechanical Process",
+    "MetadataFormat",
+    "MetalMatrixComposite",
+    "MetallicMaterial",
+    "Non-Name Identifier",
+    "Objective",
+    "One Dimensional Extent",
+    "Organization",
+    "PhotovoltaicModule",
+    "PiezoelectricSensor",
+    "PiezoelectricSensorLocation",
+    "PilatusAmbientTemp",
+    "PilatusAmbientTempInfo",
+    "PilatusDewPoint",
+    "PilatusDewPointInfo",
+    "PilatusExposeTime",
+    "PilatusExposeTimeInfo",
+    "PilatusFrameIndex",
+    "PilatusFrameIndexInfo",
+    "PilatusFrameTotal",
+    "PilatusFrameTotalInfo",
+    "PilatusHumidity",
+    "PilatusHumidityInfo",
+    "PilatusReadTemp",
+    "PilatusReadTempInfo",
+    "PilatusSetTemp",
+    "PilatusSetTempInfo",
+    "PlanarDefect",
+    "PlateNumber",
+    "Plating",
+    "PointDefect",
+    "PointDistance",
+    "PolymerMatrixComposite",
+    "PolymericMaterial",
+    "Position",
+    "PreFiltration",
+    "PreparedSurface",
+    "PrimaryPowder",
+    "ProcessingMethod",
+    "ProfilometryInstrument",
+    "ProfilometryModel",
+    "PureMetal",
+    "Ratio Measurement Information Content Entity",
+    "Recipe",
+    "Recording Device",
+    "Resolution",
+    "ResonanceFrequency",
+    "RunEndDate",
+    "RunStartDate",
+    "SAXSFrameNumber",
+    "SAXSFrameNumberInfo",
+    "SAXSPeltierPower",
+    "SAXSPeltierPowerInfo",
+    "Sample",
+    "SampleHolder",
+    "SampleHolderID",
+    "SampleHolderOrientation",
+    "SampleID",
+    "SampleIndexOnSampleHolder",
+    "SampleRate",
+    "SampleSize",
+    "Scale",
+    "ScanAngle",
+    "ScanLines",
+    "ScanParameters",
+    "ScanRate",
+    "ScanSpeed",
+    "SecondaryPowder",
+    "SensorPosition",
+    "SensorType",
+    "Sequence Position Ordinality",
+    "SerialNumber",
+    "Size",
+    "SliceLayerInterfaceFile",
+    "SliceLinesPerLayerFile",
+    "Software",
+    "SolventType",
+    "Spatial Reference System",
+    "SpincoaterInstrument",
+    "SpincoatingParameters",
+    "SpotSize",
+    "StorageConditions",
+    "StorageRingCurrent",
+    "StorageRingCurrentInfo",
+    "StorageRingHAngle",
+    "StorageRingHAngleInfo",
+    "StorageRingHPos",
+    "StorageRingHPosInfo",
+    "StorageRingVPos",
+    "StorageRingVPosInfo",
+    "Substrate",
+    "SubstrateDimensions",
+    "SubstrateMaterial",
+    "SubstrateType",
+    "TTLTrigger",
+    "TTLTriggerInfo",
+    "Thermocouple",
+    "ThermocoupleInfo",
+    "Thermoplastics",
+    "Thermosets",
+    "Thickness",
+    "TipMaterial",
+    "TomographyFrameNumber",
+    "TomographyFrameNumberInfo",
+    "Tool",
+    "ToolID",
+    "TraceMaterial",
+    "Turn",
+    "Undulator",
+    "UndulatorCurrent",
+    "UndulatorCurrentInfo",
+    "UndulatorGap",
+    "UndulatorGapInfo",
+    "VolumeDefect",
+    "WavelengthRange",
+    "Weight",
+    "Width",
+    "WorldAngle",
+    "WorldAngleInfo",
+    "XRayBeamHPos",
+    "XrayBeam",
+    "XrayBeamAttenuation",
+    "XrayBeamAttenuationInfo",
+    "XrayBeamDeviation",
+    "XrayBeamDeviationInfo",
+    "XrayBeamHAngle",
+    "XrayBeamHPosInfo",
+    "XrayBeamVAngle",
+    "XrayBeamVAngleInfo",
+    "XrayBeamVPos",
+    "XrayBeamVPosInfo",
+    "XraybeamHAngleInfo",
+    "ZCoordinate",
+    "ZSensor",
+    "assay",
+    "cuvette",
+    "deuterium lamp",
+    "electrical energy",
+    "fiat object part",
+    "has object",
+    "license",
+    "monochromator",
+    "non-contact probe",
+    "object aggregate",
+    "probe",
+    "process",
+    "quality",
+    "temporal region"
+  ],
+  "relations": [
+    "altLabel",
+    "broader",
+    "closeMatch",
+    "designates",
+    "disjointWith",
+    "exactMatch",
+    "has participant",
+    "hasBatchNumber",
+    "hasBuildJobName",
+    "hasDepth",
+    "hasExposureTime",
+    "hasGapDistance",
+    "hasHatchDistance",
+    "hasHeight",
+    "hasIdentifier",
+    "hasIndex",
+    "hasLaserPower",
+    "hasManufacturingMethod",
+    "hasMaterialComposition",
+    "hasName",
+    "hasOrientation",
+    "hasPointDistance",
+    "hasPreparedSurface",
+    "hasStorageCondition",
+    "hasTimeInterval",
+    "hasWeight",
+    "hasWidth",
+    "holds",
+    "inheres in",
+    "located in"
+  ],
+  "non_taxonomies": [
+    {
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