Update events domain with 3 ontologies

README.md

@@ -7,7 +7,7 @@ tags:
 - OntoLearner
 - ontology-learning
 - events
-pretty_name: Agricultural
+pretty_name: Events
 ---
 <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;">Events 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 events domain encompasses ontologies designed to systematically represent and model occurrences, temporal structures, and scheduling phenomena within various contexts. This domain is pivotal in knowledge representation as it facilitates the semantic integration and interoperability of event-related data across diverse systems, enabling precise temporal reasoning and efficient information retrieval. By providing a structured framework for capturing the complexities of events and their temporal dimensions, it supports advanced applications in areas such as planning, coordination, and historical analysis.
+The events domain encompasses the structured representation and semantic modeling of occurrences in time, including their temporal, spatial, and contextual attributes. This domain is pivotal in knowledge representation as it facilitates the interoperability and integration of event-related data across diverse systems, enabling precise scheduling, planning, and historical analysis. By providing a framework for understanding and linking events, this domain supports advanced applications in areas such as artificial intelligence, information retrieval, and decision support systems.
 
 ## Ontologies
 | Ontology ID | Full Name | Classes | Properties | Last Updated |
@@ -34,5 +42,38 @@ 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/).
     

conference/term_typings.json

@@ -1,224 +1,224 @@
 [
   {
-    "ID": "TT_08b97270",
-    "term": "Participant",
+    "ID": "TT_791cdb9d",
+    "term": "Proceedings chair",
     "types": [
-      "Role"
+      "Organising role"
     ]
   },
   {
-    "ID": "TT_13b88428",
-    "term": "Publicity chair",
+    "ID": "TT_e51b2bbb",
+    "term": "Demos chair",
     "types": [
       "Organising role"
     ]
   },
   {
-    "ID": "TT_6aef87c7",
-    "term": "Metadata coordinator",
+    "ID": "TT_39b2c40e",
+    "term": "Organising committee member",
     "types": [
       "Organising role"
     ]
   },
   {
-    "ID": "TT_16eceacb",
-    "term": "Track chair",
+    "ID": "TT_b762d009",
+    "term": "Industry chair",
     "types": [
       "Organising role"
     ]
   },
   {
-    "ID": "TT_a79b8e4e",
-    "term": "Chair",
+    "ID": "TT_d220b419",
+    "term": "General chair",
     "types": [
       "Organising role"
     ]
   },
   {
-    "ID": "TT_3219dd8c",
-    "term": "Panel chair",
+    "ID": "TT_73000eac",
+    "term": "Workshops chair",
     "types": [
       "Organising role"
     ]
   },
   {
-    "ID": "TT_d1d9af5e",
-    "term": "Sponsorship chair",
+    "ID": "TT_fcee036e",
+    "term": "Poster chair",
     "types": [
       "Organising role"
     ]
   },
   {
-    "ID": "TT_4c3ec996",
-    "term": "Tutorials chair",
+    "ID": "TT_f7babc35",
+    "term": "PhD symposium chair",
     "types": [
       "Organising role"
     ]
   },
   {
-    "ID": "TT_03c26695",
-    "term": "Industry chair",
+    "ID": "TT_aa599ace",
+    "term": "Sponsor",
     "types": [
       "Organising role"
     ]
   },
   {
-    "ID": "TT_9cca8d9b",
-    "term": "Poster chair",
+    "ID": "TT_939768a4",
+    "term": "Tutorials chair",
     "types": [
       "Organising role"
     ]
   },
   {
-    "ID": "TT_e9aaa112",
-    "term": "Treasurer",
+    "ID": "TT_ee9aa6e9",
+    "term": "Local organiser",
     "types": [
       "Organising role"
     ]
   },
   {
-    "ID": "TT_a68286cc",
-    "term": "Workshops chair",
+    "ID": "TT_0bfb983d",
+    "term": "Posters chair",
     "types": [
       "Organising role"
     ]
   },
   {
-    "ID": "TT_b2ca02b9",
-    "term": "Volunteers chair",
+    "ID": "TT_18d60ff4",
+    "term": "Metadata coordinator",
     "types": [
       "Organising role"
     ]
   },
   {
-    "ID": "TT_1b1f8a0c",
-    "term": "Proceedings chair",
+    "ID": "TT_26e3de07",
+    "term": "Webmaster",
     "types": [
       "Organising role"
     ]
   },
   {
-    "ID": "TT_f51f4cdb",
-    "term": "Organising committee member",
+    "ID": "TT_2ddcb472",
+    "term": "Session chair",
     "types": [
       "Organising role"
     ]
   },
   {
-    "ID": "TT_174c31f2",
-    "term": "Session chair",
+    "ID": "TT_9f3065c0",
+    "term": "Publicity chair",
     "types": [
       "Organising role"
     ]
   },
   {
-    "ID": "TT_e665d9ac",
-    "term": "Programme chair",
+    "ID": "TT_77e8afa5",
+    "term": "Volunteers chair",
     "types": [
       "Organising role"
     ]
   },
   {
-    "ID": "TT_cf73e6f6",
-    "term": "Sponsor",
+    "ID": "TT_94e4d4ca",
+    "term": "Workshop organiser",
     "types": [
       "Organising role"
     ]
   },
   {
-    "ID": "TT_6da971f7",
-    "term": "Challenge chair",
+    "ID": "TT_7304fb82",
+    "term": "Panel chair",
     "types": [
       "Organising role"
     ]
   },
   {
-    "ID": "TT_f97f3d87",
-    "term": "Exhibition chair",
+    "ID": "TT_6b7e007f",
+    "term": "Chair",
     "types": [
       "Organising role"
     ]
   },
   {
-    "ID": "TT_efa068a7",
-    "term": "Demos chair",
+    "ID": "TT_165f1ffc",
+    "term": "Track chair",
     "types": [
       "Organising role"
     ]
   },
   {
-    "ID": "TT_f5344f16",
-    "term": "Webmaster",
+    "ID": "TT_00ce4c3c",
+    "term": "Sponsorship chair",
     "types": [
       "Organising role"
     ]
   },
   {
-    "ID": "TT_8241de6d",
-    "term": "General chair",
+    "ID": "TT_a813c315",
+    "term": "Fellowship chair",
     "types": [
       "Organising role"
     ]
   },
   {
-    "ID": "TT_c2092ceb",
-    "term": "Fellowship chair",
+    "ID": "TT_948b3b57",
+    "term": "Exhibition chair",
     "types": [
       "Organising role"
     ]
   },
   {
-    "ID": "TT_0214780c",
-    "term": "PhD symposium chair",
+    "ID": "TT_17f49f0c",
+    "term": "Treasurer",
     "types": [
       "Organising role"
     ]
   },
   {
-    "ID": "TT_0d9a8fbc",
-    "term": "Workshop organiser",
+    "ID": "TT_aedd6a8f",
+    "term": "Programme chair",
     "types": [
       "Organising role"
     ]
   },
   {
-    "ID": "TT_8ce76bec",
-    "term": "Posters chair",
+    "ID": "TT_7654b03b",
+    "term": "Challenge chair",
     "types": [
       "Organising role"
     ]
   },
   {
-    "ID": "TT_264b64a5",
-    "term": "Local organiser",
+    "ID": "TT_157a39d4",
+    "term": "Participant",
     "types": [
-      "Organising role"
+      "Role"
     ]
   },
   {
-    "ID": "TT_454d897f",
-    "term": "Presenter",
+    "ID": "TT_1adcb2cb",
+    "term": "Reviewer",
     "types": [
       "Publishing role"
     ]
   },
   {
-    "ID": "TT_3b253cb6",
-    "term": "Author",
+    "ID": "TT_4715d5a1",
+    "term": "Programme committee member",
     "types": [
       "Publishing role"
     ]
   },
   {
-    "ID": "TT_13f7b3ec",
-    "term": "Reviewer",
+    "ID": "TT_b7313a45",
+    "term": "Author",
     "types": [
       "Publishing role"
     ]
   },
   {
-    "ID": "TT_e7989dd4",
-    "term": "Programme committee member",
+    "ID": "TT_78f4a2a9",
+    "term": "Presenter",
     "types": [
       "Publishing role"
     ]

conference/type_non_taxonomic_relations.json

@@ -12,21 +12,21 @@
   ],
   "non_taxonomies": [
     {
-      "ID": "NR_aa870ac4",
-      "head": "Organising role",
-      "tail": "Publishing role",
+      "ID": "NR_0cbd2a85",
+      "head": "Affiliation during event",
+      "tail": "Role during event",
       "relation": "disjointWith"
     },
     {
-      "ID": "NR_884887d3",
+      "ID": "NR_af794490",
       "head": "Organisational role during event",
       "tail": "Publishing role during event",
       "relation": "disjointWith"
     },
     {
-      "ID": "NR_f671467f",
-      "head": "Affiliation during event",
-      "tail": "Role during event",
+      "ID": "NR_9948db6c",
+      "head": "Organising role",
+      "tail": "Publishing role",
       "relation": "disjointWith"
     }
   ]

conference/type_taxonomies.json

@@ -1,282 +1,282 @@
 {
   "types": [
-    "Non academic event",
-    "Document",
-    "Publishing role during event",
-    "Organisation",
-    "Role",
-    "Social event",
     "Organisational role during event",
+    "Affiliation role",
+    "Break",
+    "Meal",
+    "Proceedings",
+    "Publishing role during event",
+    "Agent",
+    "Role during event",
     "Panel",
+    "Tutorial",
     "In proceedings",
-    "Tutorial series",
     "Time indexed situation",
-    "Track",
-    "Workshop series",
-    "Agent",
-    "Person",
-    "Organising role",
     "Academic event",
-    "Session",
-    "Break",
-    "Event series",
-    "Conference",
+    "Workshop series",
+    "Affiliation during event",
+    "Role",
     "Organised event",
-    "Affiliation role",
-    "Role during event",
+    "Event series",
+    "Organising role",
+    "Talk",
     "Workshop",
-    "Meal",
-    "Tutorial",
-    "Affiliation during event",
-    "Publishing role",
+    "Track",
+    "Person",
     "AffiliationAtTimeOfSubmission",
-    "Talk",
-    "Proceedings",
-    "Conference series"
+    "Session",
+    "Publishing role",
+    "Conference",
+    "Non academic event",
+    "Tutorial series",
+    "Conference series",
+    "Organisation",
+    "Document",
+    "Social event"
   ],
   "taxonomies": [
     {
-      "ID": "TR_c9550edf",
+      "ID": "TR_efb835d1",
       "parent": "Organised event",
       "child": "Academic event"
     },
     {
-      "ID": "TR_1420fad7",
+      "ID": "TR_d884cc67",
       "parent": "Organised event",
       "child": "Non academic event"
     },
     {
-      "ID": "TR_52e8509e",
+      "ID": "TR_3171e755",
       "parent": "Time indexed situation",
       "child": "AffiliationAtTimeOfSubmission"
     },
     {
-      "ID": "TR_f6ee7d1f",
+      "ID": "TR_56fa5892",
       "parent": "Time indexed situation",
       "child": "Affiliation during event"
     },
     {
-      "ID": "TR_04702618",
+      "ID": "TR_39af57c2",
       "parent": "Time indexed situation",
       "child": "Role during event"
     },
     {
-      "ID": "TR_5d8c4bff",
+      "ID": "TR_396bcc2b",
       "parent": "Time indexed situation",
       "child": "AffiliationAtTimeOfSubmission"
     },
     {
-      "ID": "TR_65330dc1",
+      "ID": "TR_6cdd9afd",
       "parent": "Time indexed situation",
       "child": "AffiliationAtTimeOfSubmission"
     },
     {
-      "ID": "TR_b17f0b91",
+      "ID": "TR_410379c2",
       "parent": "Time indexed situation",
       "child": "AffiliationAtTimeOfSubmission"
     },
     {
-      "ID": "TR_149fdb1d",
+      "ID": "TR_d969991c",
       "parent": "Time indexed situation",
       "child": "Affiliation during event"
     },
     {
-      "ID": "TR_5516f364",
+      "ID": "TR_10dc1b45",
       "parent": "Time indexed situation",
       "child": "Affiliation during event"
     },
     {
-      "ID": "TR_cfaaaa50",
+      "ID": "TR_fad0261a",
       "parent": "Time indexed situation",
       "child": "Affiliation during event"
     },
     {
-      "ID": "TR_f4bb649f",
+      "ID": "TR_f420e933",
       "parent": "Role",
       "child": "Affiliation role"
     },
     {
-      "ID": "TR_541d8333",
+      "ID": "TR_85e0ddad",
       "parent": "Role",
       "child": "Organising role"
     },
     {
-      "ID": "TR_20e5e218",
+      "ID": "TR_53badd9a",
       "parent": "Role",
       "child": "Publishing role"
     },
     {
-      "ID": "TR_b9c0962e",
+      "ID": "TR_90932676",
       "parent": "Non academic event",
       "child": "Break"
     },
     {
-      "ID": "TR_3ec56353",
+      "ID": "TR_50541d36",
       "parent": "Non academic event",
       "child": "Meal"
     },
     {
-      "ID": "TR_e66ee8f9",
+      "ID": "TR_e70fd35a",
       "parent": "Non academic event",
       "child": "Social event"
     },
     {
-      "ID": "TR_077fcc72",
+      "ID": "TR_083f2161",
       "parent": "Academic event",
       "child": "Conference"
     },
     {
-      "ID": "TR_d0b0a873",
+      "ID": "TR_27a52c8b",
       "parent": "Academic event",
       "child": "Panel"
     },
     {
-      "ID": "TR_4df4e8cc",
+      "ID": "TR_46580139",
       "parent": "Academic event",
       "child": "Session"
     },
     {
-      "ID": "TR_47551e60",
+      "ID": "TR_5dfc205f",
       "parent": "Academic event",
       "child": "Talk"
     },
     {
-      "ID": "TR_9f2a23c6",
+      "ID": "TR_f3b0c77e",
       "parent": "Academic event",
       "child": "Track"
     },
     {
-      "ID": "TR_eefaa52b",
+      "ID": "TR_4392b600",
       "parent": "Academic event",
       "child": "Tutorial"
     },
     {
-      "ID": "TR_404aea0d",
+      "ID": "TR_76b53d7e",
       "parent": "Academic event",
       "child": "Workshop"
     },
     {
-      "ID": "TR_cfabde21",
+      "ID": "TR_f1cb09a2",
       "parent": "Academic event",
       "child": "Conference"
     },
     {
-      "ID": "TR_df231eb6",
+      "ID": "TR_468464fb",
       "parent": "Event series",
       "child": "Conference series"
     },
     {
-      "ID": "TR_4649f9c7",
+      "ID": "TR_3899f378",
       "parent": "Event series",
       "child": "Tutorial series"
     },
     {
-      "ID": "TR_bae6d2ca",
+      "ID": "TR_c16c68c1",
       "parent": "Event series",
       "child": "Workshop series"
     },
     {
-      "ID": "TR_5f927178",
+      "ID": "TR_b3b463dc",
       "parent": "Event series",
       "child": "Conference series"
     },
     {
-      "ID": "TR_83644e4f",
+      "ID": "TR_3d073317",
       "parent": "Document",
       "child": "In proceedings"
     },
     {
-      "ID": "TR_33d1a745",
+      "ID": "TR_04da7dad",
       "parent": "Document",
       "child": "Proceedings"
     },
     {
-      "ID": "TR_3879d048",
+      "ID": "TR_6bba5935",
       "parent": "Document",
       "child": "In proceedings"
     },
     {
-      "ID": "TR_e7cb146d",
+      "ID": "TR_d1a7131a",
       "parent": "Agent",
       "child": "Organisation"
     },
     {
-      "ID": "TR_82fcc692",
+      "ID": "TR_c92f9f03",
       "parent": "Agent",
       "child": "Person"
     },
     {
-      "ID": "TR_2c4969fb",
+      "ID": "TR_d8db42bc",
       "parent": "Agent",
       "child": "Organisation"
     },
     {
-      "ID": "TR_78a3cfe5",
+      "ID": "TR_130504fe",
       "parent": "Role during event",
       "child": "Organisational role during event"
     },
     {
-      "ID": "TR_f333889e",
+      "ID": "TR_4a6fb90a",
       "parent": "Role during event",
       "child": "Publishing role during event"
     },
     {
-      "ID": "TR_ff04698f",
+      "ID": "TR_1dab2ae1",
       "parent": "Role during event",
       "child": "Organisational role during event"
     },
     {
-      "ID": "TR_e10c0942",
+      "ID": "TR_32f8ee95",
       "parent": "Agent",
       "child": "Person"
     },
     {
-      "ID": "TR_6ee7ccbe",
+      "ID": "TR_872a992c",
       "parent": "Agent",
       "child": "Person"
     },
     {
-      "ID": "TR_55d66073",
+      "ID": "TR_79891924",
       "parent": "Document",
       "child": "Proceedings"
     },
     {
-      "ID": "TR_952802e1",
+      "ID": "TR_1df410d5",
       "parent": "Role during event",
       "child": "Publishing role during event"
     },
     {
-      "ID": "TR_4d025485",
+      "ID": "TR_c751d5ec",
       "parent": "Time indexed situation",
       "child": "Role during event"
     },
     {
-      "ID": "TR_be526297",
+      "ID": "TR_d8539e22",
       "parent": "Time indexed situation",
       "child": "Role during event"
     },
     {
-      "ID": "TR_4a717377",
+      "ID": "TR_e922e093",
       "parent": "Time indexed situation",
       "child": "Role during event"
     },
     {
-      "ID": "TR_b0cc2a17",
+      "ID": "TR_064e40fd",
       "parent": "Academic event",
       "child": "Tutorial"
     },
     {
-      "ID": "TR_c72e06d4",
+      "ID": "TR_d250f1e8",
       "parent": "Event series",
       "child": "Tutorial series"
     },
     {
-      "ID": "TR_fbc44eeb",
+      "ID": "TR_cdf5fa51",
       "parent": "Academic event",
       "child": "Workshop"
     },
     {
-      "ID": "TR_cd8d6780",
+      "ID": "TR_9bf665d0",
       "parent": "Event series",
       "child": "Workshop series"
     }

lode/type_taxonomies.json

@@ -1,26 +1,26 @@
 {
   "types": [
-    "Event",
-    "E2_Temporal_Entity"
+    "E2_Temporal_Entity",
+    "Event"
   ],
   "taxonomies": [
     {
-      "ID": "TR_f1b8586a",
+      "ID": "TR_84eaee8a",
       "parent": "Event",
       "child": "Event"
     },
     {
-      "ID": "TR_ccce0935",
+      "ID": "TR_cc904816",
       "parent": "E2_Temporal_Entity",
       "child": "Event"
     },
     {
-      "ID": "TR_37ed901f",
+      "ID": "TR_9038abf4",
       "parent": "Event",
       "child": "Event"
     },
     {
-      "ID": "TR_06cfe9b9",
+      "ID": "TR_6f08bea0",
       "parent": "E2_Temporal_Entity",
       "child": "Event"
     }