Update law domain with 1 ontologies

README.md

@@ -7,7 +7,7 @@ tags:
 - OntoLearner
 - ontology-learning
 - law
-pretty_name: Agricultural
+pretty_name: Law
 ---
 <div>
   <img  src="https://raw.githubusercontent.com/sciknoworg/OntoLearner/main/images/logo.png"  alt="OntoLearner"
@@ -15,8 +15,16 @@ pretty_name: Agricultural
   <h1 style="text-align: center; margin-top: 1em;">Law Domain Ontologies</h1>
 </div>
 
+<div align="center">
+  
+[![GitHub](https://img.shields.io/badge/GitHub-OntoLearner-blue?logo=github)](https://github.com/sciknoworg/OntoLearner)
+[![PyPI](https://img.shields.io/badge/PyPI-OntoLearner-blue?logo=pypi)](https://pypi.org/project/OntoLearner/)
+[![Documentation](https://img.shields.io/badge/Docs-ReadTheDocs-blue)](https://ontolearner.readthedocs.io/benchmarking/benchmark.html)
+
+</div>
+
 ## Overview
-The law domain encompasses ontologies that systematically represent the complex structures and interrelations of legal concepts, processes, regulations, and rights. This domain is pivotal in knowledge representation as it facilitates the formalization and interoperability of legal information, enabling precise reasoning and decision-making across diverse legal systems. By capturing the intricacies of legal language and frameworks, these ontologies support the automation and enhancement of legal research, compliance, and policy development.
+The law domain encompasses ontologies that systematically represent the complex structures and interrelations of legal concepts, processes, regulations, and rights. This domain is pivotal in knowledge representation as it facilitates the formalization and interoperability of legal information, enabling precise reasoning and decision-making across diverse legal systems. By capturing the intricacies of legal language and practice, these ontologies support the automation and enhancement of legal services and research.
 
 ## Ontologies
 | Ontology ID | Full Name | Classes | Properties | Last Updated |
@@ -32,5 +40,38 @@ Each ontology directory contains the following files:
 5. `<ontology_id>.rst` - Documentation describing the ontology
 
 ## Usage
-These datasets are intended for ontology learning research and applications.
+These datasets are intended for ontology learning research and applications. Here's how to use them with OntoLearner:
+
+```python
+from ontolearner.ontology import Wine
+from ontolearner.utils.train_test_split import train_test_split
+from ontolearner.learner_pipeline import LearnerPipeline
+
+ontology = Wine()
+ontology.load()  # Automatically downloads from Hugging Face
+
+# Extract the dataset
+data = ontology.extract()
+
+# Split into train and test sets
+train_data, test_data = train_test_split(data, test_size=0.2)
+
+# Create a learning pipeline (for RAG-based learning)
+pipeline = LearnerPipeline(
+    task="term-typing",  # Other options: "taxonomy-discovery" or "non-taxonomy-discovery"
+    retriever_id="sentence-transformers/all-MiniLM-L6-v2", 
+    llm_id="mistralai/Mistral-7B-Instruct-v0.1",
+    hf_token="your_huggingface_token"  # Only needed for gated models
+)
+
+# Train and evaluate
+results, metrics = pipeline.fit_predict_evaluate(
+    train_data=train_data,
+    test_data=test_data,
+    top_k=3,
+    test_limit=10
+)
+```
+
+For more detailed examples, see the [OntoLearner documentation](https://ontolearner.readthedocs.io/).
     

copyrightonto/term_typings.json

@@ -1,49 +1,49 @@
 [
   {
-    "ID": "TT_f55e7eb6",
-    "term": "non-commercial",
+    "ID": "TT_812d7200",
+    "term": "information",
     "types": [
       "Aim"
     ]
   },
   {
-    "ID": "TT_a2d4a395",
+    "ID": "TT_b3ea1a5b",
     "term": "private",
     "types": [
       "Aim"
     ]
   },
   {
-    "ID": "TT_013d4693",
-    "term": "legal",
+    "ID": "TT_5e5a6888",
+    "term": "parody",
     "types": [
       "Aim"
     ]
   },
   {
-    "ID": "TT_64854c44",
+    "ID": "TT_dea76bf3",
     "term": "research",
     "types": [
       "Aim"
     ]
   },
   {
-    "ID": "TT_dd3923ca",
-    "term": "information",
+    "ID": "TT_a5f2bdfe",
+    "term": "legal",
     "types": [
       "Aim"
     ]
   },
   {
-    "ID": "TT_4aaf2c97",
-    "term": "parody",
+    "ID": "TT_b577ef43",
+    "term": "education",
     "types": [
       "Aim"
     ]
   },
   {
-    "ID": "TT_7ed2a4e1",
-    "term": "education",
+    "ID": "TT_243f774d",
+    "term": "non-commercial",
     "types": [
       "Aim"
     ]

copyrightonto/type_non_taxonomic_relations.json

@@ -13,37 +13,37 @@
   ],
   "non_taxonomies": [
     {
-      "ID": "NR_ba9380ca",
-      "head": "Public Place",
-      "tail": "Action",
+      "ID": "NR_491a6cdc",
+      "head": "Make Available",
+      "tail": "Broadcast",
       "relation": "disjointWith"
     },
     {
-      "ID": "NR_4e9b752c",
+      "ID": "NR_8e37e593",
+      "head": "Action",
+      "tail": "Action",
+      "relation": "equivalentClass"
+    },
+    {
+      "ID": "NR_15ce19c0",
       "head": "Public Place",
       "tail": "Legal Person",
       "relation": "disjointWith"
     },
     {
-      "ID": "NR_6111af26",
+      "ID": "NR_d959210f",
       "head": "Broadcast",
       "tail": "Make Available",
       "relation": "disjointWith"
     },
     {
-      "ID": "NR_6e2dbb83",
-      "head": "Make Available",
-      "tail": "Broadcast",
-      "relation": "disjointWith"
-    },
-    {
-      "ID": "NR_92590ab9",
-      "head": "Action",
+      "ID": "NR_760b6dcd",
+      "head": "Public Place",
       "tail": "Action",
-      "relation": "equivalentClass"
+      "relation": "disjointWith"
     },
     {
-      "ID": "NR_4b955730",
+      "ID": "NR_0964771b",
       "head": "Public Place",
       "tail": "Aim",
       "relation": "disjointWith"

copyrightonto/type_taxonomies.json

@@ -1,630 +1,630 @@
 {
   "types": [
-    "Adapt",
-    "Use",
-    "Agree",
+    "AgreeAction",
+    "Public Place",
+    "Offer",
+    "Derive",
+    "LendAction",
+    "Access",
     "Attribute",
+    "Agree",
+    "Lend",
+    "Copy",
+    "Rent",
+    "Tune",
+    "Adapt",
+    "Disagree",
     "Translate",
+    "Action",
+    "Attend",
+    "CreateAction",
+    "Use",
     "SellAction",
-    "Disagree",
+    "Place",
     "Improvise",
+    "DisagreeAction",
+    "Communicate",
+    "Perform",
     "Manifest",
+    "RentAction",
     "Make Available",
-    "ConsumeAction",
     "Sell",
-    "Attend",
     "Distribute",
-    "Place",
+    "Synchronize",
     "Broadcast",
-    "DisagreeAction",
-    "Copy",
-    "Exploit",
-    "AgreeAction",
-    "Action",
-    "Perform",
-    "Offer",
-    "LendAction",
-    "Lend",
     "Perform in public",
-    "Synchronize",
-    "CreateAction",
     "Record",
-    "Derive",
-    "Public Place",
-    "RentAction",
-    "Access",
-    "Rent",
-    "Communicate",
-    "Tune"
+    "Exploit",
+    "ConsumeAction"
   ],
   "taxonomies": [
     {
-      "ID": "TR_a8735d0b",
+      "ID": "TR_0e42ca9f",
       "parent": "Use",
       "child": "Access"
     },
     {
-      "ID": "TR_6af6fdf7",
+      "ID": "TR_4fb3f4b4",
       "parent": "Use",
       "child": "Attend"
     },
     {
-      "ID": "TR_ee7388dc",
+      "ID": "TR_22f0bf6d",
       "parent": "Use",
       "child": "Tune"
     },
     {
-      "ID": "TR_7486496d",
+      "ID": "TR_3a2581c7",
       "parent": "Use",
       "child": "Access"
     },
     {
-      "ID": "TR_ded89db7",
+      "ID": "TR_d0246228",
       "parent": "Use",
       "child": "Access"
     },
     {
-      "ID": "TR_06e31b55",
+      "ID": "TR_176eaf2d",
       "parent": "Derive",
       "child": "Adapt"
     },
     {
-      "ID": "TR_7c13b7a6",
+      "ID": "TR_930f59a2",
       "parent": "Derive",
       "child": "Synchronize"
     },
     {
-      "ID": "TR_82b659c9",
+      "ID": "TR_53d6b42f",
       "parent": "Derive",
       "child": "Translate"
     },
     {
-      "ID": "TR_cc232bc3",
+      "ID": "TR_96d08426",
       "parent": "Action",
       "child": "Agree"
     },
     {
-      "ID": "TR_8386b3c8",
+      "ID": "TR_3b7fc955",
       "parent": "AgreeAction",
       "child": "Agree"
     },
     {
-      "ID": "TR_a0946c8c",
+      "ID": "TR_a35f0b69",
       "parent": "Action",
       "child": "Attribute"
     },
     {
-      "ID": "TR_8a6511e1",
+      "ID": "TR_8af6e09d",
       "parent": "Action",
       "child": "Disagree"
     },
     {
-      "ID": "TR_20971c83",
+      "ID": "TR_8a1a6fc6",
       "parent": "DisagreeAction",
       "child": "Disagree"
     },
     {
-      "ID": "TR_2ef7e005",
+      "ID": "TR_97326619",
       "parent": "Action",
       "child": "Exploit"
     },
     {
-      "ID": "TR_5b353e60",
+      "ID": "TR_27d358e7",
       "parent": "Action",
       "child": "Improvise"
     },
     {
-      "ID": "TR_8c01f389",
+      "ID": "TR_1cd683f8",
       "parent": "Action",
       "child": "Manifest"
     },
     {
-      "ID": "TR_53e92588",
+      "ID": "TR_9d4b75a3",
       "parent": "CreateAction",
       "child": "Manifest"
     },
     {
-      "ID": "TR_41abbe9a",
+      "ID": "TR_ec24b51e",
       "parent": "Action",
       "child": "Offer"
     },
     {
-      "ID": "TR_ad14863e",
+      "ID": "TR_dc70137a",
       "parent": "Action",
       "child": "Use"
     },
     {
-      "ID": "TR_176d102c",
+      "ID": "TR_f96a5f6e",
       "parent": "ConsumeAction",
       "child": "Use"
     },
     {
-      "ID": "TR_47a7355b",
+      "ID": "TR_6e02073f",
       "parent": "Action",
       "child": "Agree"
     },
     {
-      "ID": "TR_c5736057",
+      "ID": "TR_c09a795f",
       "parent": "AgreeAction",
       "child": "Agree"
     },
     {
-      "ID": "TR_2fb28916",
+      "ID": "TR_2902f49f",
       "parent": "Use",
       "child": "Attend"
     },
     {
-      "ID": "TR_fd4ec452",
+      "ID": "TR_0b8a2c22",
       "parent": "Use",
       "child": "Attend"
     },
     {
-      "ID": "TR_3b007a71",
+      "ID": "TR_ce9d7e9a",
       "parent": "Communicate",
       "child": "Broadcast"
     },
     {
-      "ID": "TR_65dd8637",
+      "ID": "TR_adc7ec47",
       "parent": "Communicate",
       "child": "Make Available"
     },
     {
-      "ID": "TR_85d31b1f",
+      "ID": "TR_66cb1a64",
       "parent": "Communicate",
       "child": "Broadcast"
     },
     {
-      "ID": "TR_5f7f98c3",
+      "ID": "TR_7ccb0a4c",
       "parent": "Communicate",
       "child": "Broadcast"
     },
     {
-      "ID": "TR_09c71fcd",
+      "ID": "TR_f9b22df4",
       "parent": "Exploit",
       "child": "Communicate"
     },
     {
-      "ID": "TR_a9cbf9f3",
+      "ID": "TR_94da1b58",
       "parent": "Exploit",
       "child": "Copy"
     },
     {
-      "ID": "TR_1b87b472",
+      "ID": "TR_03b70f0f",
       "parent": "Exploit",
       "child": "Derive"
     },
     {
-      "ID": "TR_1634d9de",
+      "ID": "TR_42f1e137",
       "parent": "Exploit",
       "child": "Distribute"
     },
     {
-      "ID": "TR_dd769c0a",
+      "ID": "TR_8d2b6a13",
       "parent": "Exploit",
       "child": "Perform"
     },
     {
-      "ID": "TR_64ac55e9",
+      "ID": "TR_5c604ef3",
       "parent": "Exploit",
       "child": "Record"
     },
     {
-      "ID": "TR_0c25ab43",
+      "ID": "TR_82fc2fb0",
       "parent": "Exploit",
       "child": "Communicate"
     },
     {
-      "ID": "TR_3a10ccc9",
+      "ID": "TR_45b9befa",
       "parent": "Exploit",
       "child": "Copy"
     },
     {
-      "ID": "TR_5233e52f",
+      "ID": "TR_fd5ebeda",
       "parent": "Exploit",
       "child": "Copy"
     },
     {
-      "ID": "TR_ddc3ef3e",
+      "ID": "TR_4971cf95",
       "parent": "Exploit",
       "child": "Derive"
     },
     {
-      "ID": "TR_78ff0c07",
+      "ID": "TR_893dfd1e",
       "parent": "Exploit",
       "child": "Derive"
     },
     {
-      "ID": "TR_978ce6f0",
+      "ID": "TR_89107b9c",
       "parent": "Exploit",
       "child": "Derive"
     },
     {
-      "ID": "TR_6bf05769",
+      "ID": "TR_c12b75e4",
       "parent": "Exploit",
       "child": "Derive"
     },
     {
-      "ID": "TR_4bcdf027",
+      "ID": "TR_54614743",
       "parent": "Action",
       "child": "Disagree"
     },
     {
-      "ID": "TR_34819bc6",
+      "ID": "TR_4a819899",
       "parent": "DisagreeAction",
       "child": "Disagree"
     },
     {
-      "ID": "TR_2aea80de",
+      "ID": "TR_d2a12e7d",
       "parent": "Exploit",
       "child": "Distribute"
     },
     {
-      "ID": "TR_c2cdbb81",
+      "ID": "TR_79179019",
       "parent": "Exploit",
       "child": "Distribute"
     },
     {
-      "ID": "TR_b225a439",
+      "ID": "TR_de58e8ee",
       "parent": "Action",
       "child": "Improvise"
     },
     {
-      "ID": "TR_b70ec7cd",
+      "ID": "TR_8ee14e58",
       "parent": "Action",
       "child": "Improvise"
     },
     {
-      "ID": "TR_7b7a10c5",
+      "ID": "TR_983d1dad",
       "parent": "Action",
       "child": "Improvise"
     },
     {
-      "ID": "TR_81290cc1",
+      "ID": "TR_bbb595b8",
       "parent": "Action",
       "child": "Improvise"
     },
     {
-      "ID": "TR_669faa54",
+      "ID": "TR_2df8e8fe",
       "parent": "Action",
       "child": "Improvise"
     },
     {
-      "ID": "TR_b49f788e",
+      "ID": "TR_d65d26c6",
       "parent": "Action",
       "child": "Improvise"
     },
     {
-      "ID": "TR_731496bb",
+      "ID": "TR_ad3a82f9",
       "parent": "Action",
       "child": "Improvise"
     },
     {
-      "ID": "TR_263e3f66",
+      "ID": "TR_e54c7d2b",
       "parent": "Action",
       "child": "Improvise"
     },
     {
-      "ID": "TR_c61e48b2",
+      "ID": "TR_f445e3ec",
       "parent": "Distribute",
       "child": "Lend"
     },
     {
-      "ID": "TR_a9a90286",
+      "ID": "TR_c9bcc871",
       "parent": "LendAction",
       "child": "Lend"
     },
     {
-      "ID": "TR_2a1a7024",
+      "ID": "TR_24ec25c7",
       "parent": "Distribute",
       "child": "Rent"
     },
     {
-      "ID": "TR_ea6236c2",
+      "ID": "TR_c4ed2696",
       "parent": "RentAction",
       "child": "Rent"
     },
     {
-      "ID": "TR_69587bea",
+      "ID": "TR_32ab89da",
       "parent": "Distribute",
       "child": "Sell"
     },
     {
-      "ID": "TR_73975adb",
+      "ID": "TR_9ec6a53a",
       "parent": "SellAction",
       "child": "Sell"
     },
     {
-      "ID": "TR_bd879ee8",
+      "ID": "TR_f43716fe",
       "parent": "Distribute",
       "child": "Lend"
     },
     {
-      "ID": "TR_dadca1df",
+      "ID": "TR_358b980a",
       "parent": "LendAction",
       "child": "Lend"
     },
     {
-      "ID": "TR_dabb285e",
+      "ID": "TR_abef3184",
       "parent": "Distribute",
       "child": "Lend"
     },
     {
-      "ID": "TR_7607384d",
+      "ID": "TR_9aa13700",
       "parent": "LendAction",
       "child": "Lend"
     },
     {
-      "ID": "TR_bf5c71af",
+      "ID": "TR_642edfde",
       "parent": "Distribute",
       "child": "Lend"
     },
     {
-      "ID": "TR_5b625d1f",
+      "ID": "TR_5ed8f2c3",
       "parent": "LendAction",
       "child": "Lend"
     },
     {
-      "ID": "TR_411468d7",
+      "ID": "TR_7f935691",
       "parent": "Communicate",
       "child": "Make Available"
     },
     {
-      "ID": "TR_61596f95",
+      "ID": "TR_5db70a79",
       "parent": "Communicate",
       "child": "Make Available"
     },
     {
-      "ID": "TR_55ac4b00",
+      "ID": "TR_fd47c91c",
       "parent": "Action",
       "child": "Manifest"
     },
     {
-      "ID": "TR_39c6084c",
+      "ID": "TR_5510df46",
       "parent": "CreateAction",
       "child": "Manifest"
     },
     {
-      "ID": "TR_2eb1d0b3",
+      "ID": "TR_f1a0d805",
       "parent": "Action",
       "child": "Manifest"
     },
     {
-      "ID": "TR_a59a801e",
+      "ID": "TR_1097f729",
       "parent": "CreateAction",
       "child": "Manifest"
     },
     {
-      "ID": "TR_e6e2f435",
+      "ID": "TR_2c71c9d4",
       "parent": "Action",
       "child": "Manifest"
     },
     {
-      "ID": "TR_5f80963f",
+      "ID": "TR_63314d1e",
       "parent": "CreateAction",
       "child": "Manifest"
     },
     {
-      "ID": "TR_dde5f830",
+      "ID": "TR_67c70404",
       "parent": "Action",
       "child": "Manifest"
     },
     {
-      "ID": "TR_3a7713c5",
+      "ID": "TR_7f1489c9",
       "parent": "CreateAction",
       "child": "Manifest"
     },
     {
-      "ID": "TR_510b429d",
+      "ID": "TR_5803423b",
       "parent": "Action",
       "child": "Manifest"
     },
     {
-      "ID": "TR_476e48e7",
+      "ID": "TR_57874037",
       "parent": "CreateAction",
       "child": "Manifest"
     },
     {
-      "ID": "TR_6dd416a4",
+      "ID": "TR_280b1b09",
       "parent": "Action",
       "child": "Manifest"
     },
     {
-      "ID": "TR_954ca477",
+      "ID": "TR_efff9a80",
       "parent": "CreateAction",
       "child": "Manifest"
     },
     {
-      "ID": "TR_c9c13151",
+      "ID": "TR_c32f4948",
       "parent": "Action",
       "child": "Manifest"
     },
     {
-      "ID": "TR_d8f0e072",
+      "ID": "TR_cbd7bb95",
       "parent": "CreateAction",
       "child": "Manifest"
     },
     {
-      "ID": "TR_d3d264d6",
+      "ID": "TR_c918a28e",
       "parent": "Action",
       "child": "Manifest"
     },
     {
-      "ID": "TR_74fd9f2a",
+      "ID": "TR_dde9513e",
       "parent": "CreateAction",
       "child": "Manifest"
     },
     {
-      "ID": "TR_e972209f",
+      "ID": "TR_db7d6942",
       "parent": "Action",
       "child": "Manifest"
     },
     {
-      "ID": "TR_eef2bb6b",
+      "ID": "TR_1de47849",
       "parent": "CreateAction",
       "child": "Manifest"
     },
     {
-      "ID": "TR_5b32930c",
+      "ID": "TR_76a41cce",
       "parent": "Exploit",
       "child": "Perform"
     },
     {
-      "ID": "TR_a46f488f",
+      "ID": "TR_a718e27a",
       "parent": "Exploit",
       "child": "Perform"
     },
     {
-      "ID": "TR_e2746c87",
+      "ID": "TR_cec54c2c",
       "parent": "Perform",
       "child": "Perform in public"
     },
     {
-      "ID": "TR_f45ae2ea",
+      "ID": "TR_2256b251",
       "parent": "Perform",
       "child": "Perform in public"
     },
     {
-      "ID": "TR_8b98ab0f",
+      "ID": "TR_4a53172b",
       "parent": "Place",
       "child": "Public Place"
     },
     {
-      "ID": "TR_2bac57a8",
+      "ID": "TR_1c61b9e4",
       "parent": "Exploit",
       "child": "Record"
     },
     {
-      "ID": "TR_13d71506",
+      "ID": "TR_04c196cd",
       "parent": "Exploit",
       "child": "Record"
     },
     {
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