Updated d4d

fairscape_models/conversion/mapping/AIReady.py

@@ -181,6 +181,33 @@ def _score_characterization(characterization: CharacterizationScore, root_data:
             has_content=True,
             details=str(bias)[:200] + ("..." if len(str(bias)) > 200 else "")
         )
+
+    missDataDoc = root_data.get("rai:dataCollectionMissingData", "")
+    if missDataDoc and str(missDataDoc).strip():
+        characterization.data_quality = SubCriterionScore(
+            has_content=True,
+            details=str(missDataDoc)[:200] + ("..." if len(str(missDataDoc)) > 200 else "")
+        )
+
+    schema_count = root_data.get("evi:schemaCount")
+
+    if schema_count is not None:
+       pass
+    else:
+        # Fall back to counting in metadata_graph (for backwards compatibility)
+        schema_count = 0
+
+        for entity in metadata_graph:
+            entity_type = _get_type(entity)
+
+            if "schema" in entity_type:
+                schema_count += 1
+
+    if schema_count > 0:
+        characterization.standards = SubCriterionScore(
+            has_content=True,
+            details=f"{schema_count} schema(s) documented"
+        )
 
     # Check for aggregated metrics first
     total_size_bytes = root_data.get("evi:totalContentSizeBytes")
@@ -409,6 +436,12 @@ def _score_computability(computability: ComputabilityScore, root_data: Dict[str,
             has_content=True,
             details=f"Formats: {', '.join(fmt_list)}{suffix}"
         )
+
+    if root_data.get("publisher"):
+        computability.computationally_accessible = SubCriterionScore(
+            has_content=True,
+            details=f"Publisher: {root_data.get('publisher')}"
+        )
 
 def _build_ai_ready_score(value: Any, *, converter_instance) -> AIReadyScore:
     """Builder function for use with ROCToTargetConverter."""

fairscape_models/conversion/mapping/FairscapeDatasheet.py

@@ -112,9 +112,27 @@ def _extract_id(value: Any) -> Optional[str]:
 USECASES_MAPPING = {
     "intended_use":          {"source_key": "rai:dataUseCases"},
     "limitations":           {"source_key": "rai:dataLimitations"},
-    "prohibited_uses":        {"source_key": "additionalProperty", "parser": from_additional_property("Prohibited Uses")}, 
+    "prohibited_uses":        {"source_key": "additionalProperty", "parser": from_additional_property("Prohibited Uses")},
     "potential_sources_of_bias": {"source_key": "rai:dataBiases"},
-    "maintenance_plan":      {"source_key": "rai:dataMaintenancePlan"},
+    "maintenance_plan":      {"source_key": "rai:dataReleaseMaintenancePlan"},
+
+    # Additional RAI fields
+    "data_collection":              {"source_key": "rai:dataCollection"},
+    "data_collection_type":         {"source_key": "rai:dataCollectionType", "parser": _list_to_str},
+    "data_collection_missing_data": {"source_key": "rai:dataCollectionMissingData"},
+    "data_collection_raw_data":     {"source_key": "rai:dataCollectionRawData"},
+    "data_collection_timeframe":    {"source_key": "rai:dataCollectionTimeframe", "parser": _list_to_str},
+    "data_imputation_protocol":     {"source_key": "rai:dataImputationProtocol"},
+    "data_manipulation_protocol":   {"source_key": "rai:dataManipulationProtocol"},
+    "data_preprocessing_protocol":  {"source_key": "rai:dataPreprocessingProtocol", "parser": _list_to_str},
+    "data_annotation_protocol":     {"source_key": "rai:dataAnnotationProtocol"},
+    "data_annotation_platform":     {"source_key": "rai:dataAnnotationPlatform", "parser": _list_to_str},
+    "data_annotation_analysis":     {"source_key": "rai:dataAnnotationAnalysis", "parser": _list_to_str},
+    "personal_sensitive_information": {"source_key": "rai:personalSensitiveInformation", "parser": _list_to_str},
+    "data_social_impact":           {"source_key": "rai:dataSocialImpact"},
+    "annotations_per_item":         {"source_key": "rai:annotationsPerItem"},
+    "annotator_demographics":       {"source_key": "rai:annotatorDemographics", "parser": _list_to_str},
+    "machine_annotation_tools":     {"source_key": "rai:machineAnnotationTools", "parser": _list_to_str},
 }
 
 USECASES_MAPPING_CONFIGURATION = {