fix: unify namespace to syscred.uqam.ca/ontology#, fix NER/E-E-A-T/ontology permissions

- graph_rag.py: 3 SPARQL queries → syscred.uqam.ca/ontology#
- ontology_manager.py: namespace + os.makedirs for save
- verification_system.py: NER uses original text, E-E-A-T domain_age guard
- Dockerfile: chmod 777 /app/ontology, copy .env
- Added sysCRED_data.ttl (4739 lines, Sandbox copy)

Dockerfile

@@ -28,6 +28,10 @@ RUN python -m spacy download fr_core_news_md || true
 # Copy application code
 COPY syscred/ /app/syscred/
 COPY ontology/ /app/ontology/
+COPY .env /app/.env
+
+# Make ontology directory writable (fix Permission denied for TTL export)
+RUN chmod -R 777 /app/ontology
 
 # Create user for HF Spaces (required)
 RUN useradd -m -u 1000 user

syscred/graph_rag.py

@@ -65,7 +65,7 @@ class GraphRAG:
             
         # We reuse the specific query logic but tailored for retrieval
         query = """
-        PREFIX cred: <https://github.com/DominiqueLoyer/systemFactChecking#>
+        PREFIX cred: <https://syscred.uqam.ca/ontology#>
         
         SELECT ?score ?level ?timestamp
         WHERE {
@@ -128,7 +128,7 @@ class GraphRAG:
         regex_pattern = "|".join(clean_kws)
         
         query = """
-        PREFIX cred: <https://github.com/DominiqueLoyer/systemFactChecking#>
+        PREFIX cred: <https://syscred.uqam.ca/ontology#>
         
         SELECT ?report ?content ?score ?level ?timestamp
         WHERE {
@@ -256,7 +256,7 @@ class GraphRAG:
             return {'count': 0, 'avg_score': 0.5, 'scores': []}
             
         query = """
-        PREFIX cred: <https://github.com/DominiqueLoyer/systemFactChecking#>
+        PREFIX cred: <https://syscred.uqam.ca/ontology#>
         
         SELECT ?score ?level ?timestamp
         WHERE {

syscred/ontology_manager.py

@@ -46,8 +46,8 @@ class OntologyManager:
     - Exporting enriched ontology
     """
     
-    # Namespace for the credibility ontology
-    CRED_NS = "https://github.com/DominiqueLoyer/systemFactChecking#"
+    # Namespace for the credibility ontology (unified)
+    CRED_NS = "https://syscred.uqam.ca/ontology#"
     
     def __init__(self, base_ontology_path: Optional[str] = None, data_path: Optional[str] = None):
         """
@@ -254,7 +254,7 @@ class OntologyManager:
         
         # SPARQL query to find all evaluations for this URL
         query = """
-        PREFIX cred: <http://www.dic9335.uqam.ca/ontologies/credibility-verification#>
+        PREFIX cred: <https://syscred.uqam.ca/ontology#>
         PREFIX xsd: <http://www.w3.org/2001/XMLSchema#>
         
         SELECT ?report ?score ?level ?timestamp ?content
@@ -298,7 +298,7 @@ class OntologyManager:
         
         # Count evaluations
         query = """
-        PREFIX cred: <http://www.dic9335.uqam.ca/ontologies/credibility-verification#>
+        PREFIX cred: <https://syscred.uqam.ca/ontology#>
         SELECT (COUNT(?report) as ?count) WHERE {
             ?report a cred:RapportEvaluation .
         }
@@ -321,7 +321,7 @@ class OntologyManager:
         
         # Get the latest report ID
         latest_query = """
-        PREFIX cred: <https://github.com/DominiqueLoyer/systemFactChecking#>
+        PREFIX cred: <https://syscred.uqam.ca/ontology#>
         SELECT ?report ?timestamp WHERE {
             ?report a cred:RapportEvaluation .
             ?report cred:completionTimestamp ?timestamp .
@@ -355,7 +355,7 @@ class OntologyManager:
         
         # Query triples related to this report (Level 1)
         related_query = """
-        PREFIX cred: <https://github.com/DominiqueLoyer/systemFactChecking#>
+        PREFIX cred: <https://syscred.uqam.ca/ontology#>
         SELECT ?p ?o ?oType ?oLabel WHERE {
             <%s> ?p ?o .
             OPTIONAL { ?o a ?oType } .
@@ -454,6 +454,10 @@ class OntologyManager:
     def save_data(self) -> bool:
         """Save the data graph to its configured path."""
         if self.data_path:
+            # Ensure directory exists (fix Permission denied on HF Space)
+            data_dir = os.path.dirname(self.data_path)
+            if data_dir:
+                os.makedirs(data_dir, exist_ok=True)
             return self.export_to_ttl(self.data_path, include_base=False)
         return False
 

syscred/verification_system.py

@@ -974,10 +974,12 @@ class CredibilityVerificationSystem:
         nlp_results = self.nlp_analysis(cleaned_text)
         
         # 6.5 [NER] Named Entity Recognition
+        # IMPORTANT: Use original text (not preprocessed) — NER needs capitalization
         ner_entities = {}
-        if self.ner_analyzer and cleaned_text:
+        ner_input_text = text_to_analyze if text_to_analyze else input_data
+        if self.ner_analyzer and ner_input_text:
             try:
-                ner_entities = self.ner_analyzer.extract_entities(cleaned_text)
+                ner_entities = self.ner_analyzer.extract_entities(ner_input_text)
                 total = sum(len(v) for v in ner_entities.values() if isinstance(v, list))
                 print(f"[SysCRED] NER: {total} entites detectees")
             except Exception as e:
@@ -989,8 +991,8 @@ class CredibilityVerificationSystem:
             try:
                 url_for_eeat = input_data if is_url else ""
                 domain_age_years = None
-                if external_data.domain_age_days:
-                    domain_age_years = external_data.domain_age_days / 365.0
+                if external_data.domain_age_days is not None and external_data.domain_age_days > 0:
+                    domain_age_years = float(external_data.domain_age_days) / 365.0
                 
                 eeat_raw = self.eeat_calculator.calculate(
                     url=url_for_eeat,