diff --git a/ontoScorer/ontology.py b/ontoScorer/ontology.py
index c5769c174058eff8c50e82efb6626db130b6a255..942993dc24ad86c7cd60a30f6099560c9a96ff09 100644
--- a/ontoScorer/ontology.py
+++ b/ontoScorer/ontology.py
@@ -4,7 +4,7 @@
 #==============================================================================
 # Ontology Analyzer
 #------------------------------------------------------------------------------
-# Extracts various elements (Classes, Object Properties, Data Properties, 
+# Extracts various entities (Classes, Object Properties, Data Properties, 
 # Individuals, Annotations) from RDF/OWL ontologies. Enables foundational 
 # comparisons between different ontologies.
 #==============================================================================
@@ -14,7 +14,7 @@ from rdflib import URIRef, BNode
 from rdflib.namespace import split_uri
 
 from ontology_metadata import Metadata
-from ontology_element import Element, NamedElement, BlankElement
+from ontology_entity import Entity, NamedEntity, BlankEntity
 
 #==============================================================================
 # Class: Ontology
@@ -32,7 +32,6 @@ class Ontology:
         self.graph = self.load_ontology(ontology_path)
         self.classes = self.get_classes()
 
-
     #--------------------------------------------------------------------------
     # Base Method(s)
     #--------------------------------------------------------------------------
@@ -44,15 +43,14 @@ class Ontology:
         return g
     
     def _get_elements_of_type(self, rdf_type):
-        """Extract all elements of a specific RDF type from the ontology."""
-        elements = []
+        """Extract all entities of a specific RDF type from the ontology."""
+        entities = []
         for s, _, o in self.graph.triples((None, RDF.type, rdf_type)):
             if isinstance(s, BNode):
-                elements.append(BlankElement(s, self.graph))
+                entities.append(BlankEntity(s, self.graph))
             elif isinstance(s, URIRef):
-                elements.append(NamedElement(s, self.graph))
-        return elements
-
+                entities.append(NamedEntity(s, self.graph))
+        return entities
 
     #--------------------------------------------------------------------------
     # Metadata and Annotation Extraction
@@ -68,17 +66,15 @@ class Ontology:
         pass # TODO
         return -1
 
-
     def get_annotations(self):
         """Extract all annotation comments from the ontology."""
         annotations = set()
         for _, _, o in self.graph.triples((None, RDFS.label, None)):
             annotations.add(str(o))
         return annotations
-    
 
     #--------------------------------------------------------------------------
-    # Element Extraction
+    # Entity Extraction
     #--------------------------------------------------------------------------
     
     def get_classes(self):
@@ -94,22 +90,19 @@ class Ontology:
         return self._get_elements_of_type(OWL.DatatypeProperty)
 
     def get_individuals(self) -> list:
-        """Extract all individuals from the ontology, including elements explicitly typed as owl:Individual, 
+        """Extract all individuals from the ontology, including entities explicitly typed as owl:Individual, 
         owl:NamedIndividual or any class."""
         
-        # Getting elements of type owl:NamedIndividual and owl:Individual
         individuals = self._get_elements_of_type(OWL.NamedIndividual)
         individuals += self._get_elements_of_type(URIRef("http://www.w3.org/2002/07/owl#Individual"))
     
-        # Getting all elements typed as one of the classes
         all_classes = {cls.reference for cls in self.get_classes()}
         for cls in all_classes:
-            individuals += [NamedElement(s, self.graph) if isinstance(s, URIRef) else BlankElement(s, self.graph)
+            individuals += [NamedEntity(s, self.graph) if isinstance(s, URIRef) else BlankEntity(s, self.graph)
                             for s, _, o in self.graph.triples((None, RDF.type, cls))]
     
         return list(set(individuals))  # Ensuring uniqueness
     
-
     #--------------------------------------------------------------------------
     # Taxonomic Relation Extraction (Hierarchical Structure)
     #--------------------------------------------------------------------------
@@ -125,7 +118,6 @@ class Ontology:
         """Extract all restrictons from the ontology."""
         return self._get_elements_of_type(OWL.Restriction)
 
-
     #--------------------------------------------------------------------------
     # Comparison Method(s)
     #--------------------------------------------------------------------------
@@ -135,7 +127,6 @@ class Ontology:
         self_classes = {c.name() for c in self.classes}
         other_classes = {c.name() for c in other_ontology.classes}
         
-        # Pour des comparaisons plus avancées, ajustez ce code
         unique_to_self = self_classes - other_classes
         unique_to_other = other_classes - self_classes
         
diff --git a/ontoScorer/ontology_element.py b/ontoScorer/ontology_entity.py
similarity index 78%
rename from ontoScorer/ontology_element.py
rename to ontoScorer/ontology_entity.py
index 8e5e80ffff47818529877305256724cf402f39df..2b2ae8e1066c1d7f44ae0f884d612f5f3980d73f 100644
--- a/ontoScorer/ontology_element.py
+++ b/ontoScorer/ontology_entity.py
@@ -2,28 +2,28 @@
 # -*-coding:Utf-8 -*
 
 #==============================================================================
-# Ontology Elements
+# Ontology Entities
 #------------------------------------------------------------------------------
-# Represents various elements (Classes, Object Properties, Data Properties, 
+# Represents various entities (Classes, Object Properties, Data Properties, 
 # Individuals) within an ontology.
 #==============================================================================
 
 from rdflib import URIRef, BNode
 from rdflib.namespace import split_uri
 
-class Element:
+class Entity:
     def __init__(self, reference, graph):
         self.reference = reference
         self.graph = graph
 
     def properties(self):
-        """Retrieve properties associated with the element."""
+        """Retrieve properties associated with the entity."""
         return list(self.graph.predicate_objects(subject=self.reference))
 
     def name(self):
         raise NotImplementedError("The method name() must be implemented by subclasses.")
 
-class NamedElement(Element):
+class NamedEntity(Entity):
     def __init__(self, uri, graph):
         super().__init__(uri, graph)
         self.uri = uri
@@ -32,10 +32,10 @@ class NamedElement(Element):
         return str(self.uri)
 
     def name(self):
-        _, element_name = split_uri(self.uri)
-        return element_name
+        _, entity_name = split_uri(self.uri)
+        return entity_name
 
-class BlankElement(Element):
+class BlankEntity(Entity):
     def __init__(self, bnode, graph):
         super().__init__(bnode, graph)
         self.id = str(bnode)
@@ -45,4 +45,3 @@ class BlankElement(Element):
 
     def name(self):
         return self.id
- 
diff --git a/tests/context.py b/tests/context.py
index c611d6eb47e6caafe8cabd172b8a49d061a56587..3eb163fbe0b14e8a12364c1baffa3da66a952ed7 100644
--- a/tests/context.py
+++ b/tests/context.py
@@ -3,7 +3,7 @@ import sys
 
 CURRENT_DIRPATH = os.path.dirname(os.path.abspath(__file__))
 LIB_PATH = os.path.dirname(f'{CURRENT_DIRPATH}/../..')
-print(f'Test Context: {LIB_PATH}')
+# print(f'Test Context: {LIB_PATH}')
 sys.path.insert(0, os.path.abspath(LIB_PATH))
 
 import ontoScorer