diff --git a/.github/workflows/main.yaml b/.github/workflows/main.yaml
index e7241d42d..7cef8e779 100644
--- a/.github/workflows/main.yaml
+++ b/.github/workflows/main.yaml
@@ -92,7 +92,7 @@ jobs:
 
       - name: Get Gilda resources
         run: |
-          poetry run python -c "import nltk; nltk.download('punkt'); nltk.download('stopwords')"
+          poetry run python -c "import nltk; nltk.download('punkt_tab'); nltk.download('stopwords')"
           poetry run python -m adeft.download
 
       #----------------------------------------------
diff --git a/docs/datamodels/obograph/Axiom.md b/docs/datamodels/obograph/Axiom.md
index c5f8ff41f..37218dd91 100644
--- a/docs/datamodels/obograph/Axiom.md
+++ b/docs/datamodels/obograph/Axiom.md
@@ -1,6 +1,12 @@
+
+
 # Class: Axiom
-_A generic grouping for any OWL axiom or group of axioms that is not captured by existing constructs in this standard.
-_
+
+
+_A generic grouping for any OWL axiom or group of axioms that is not captured by existing constructs in this standard._
+
+__
+
 
 
 
@@ -11,17 +17,32 @@ URI: [owl:Axiom](http://www.w3.org/2002/07/owl#Axiom)
 
 
 
-```{mermaid}
+
+
+
+```mermaid
  classDiagram
     class Axiom
+    click Axiom href "../Axiom"
       Axiom <|-- DomainRangeAxiom
+        click DomainRangeAxiom href "../DomainRangeAxiom"
       Axiom <|-- EquivalentNodesSet
+        click EquivalentNodesSet href "../EquivalentNodesSet"
       Axiom <|-- LogicalDefinitionAxiom
+        click LogicalDefinitionAxiom href "../LogicalDefinitionAxiom"
+      Axiom <|-- DisjointClassExpressionsAxiom
+        click DisjointClassExpressionsAxiom href "../DisjointClassExpressionsAxiom"
       Axiom <|-- PropertyChainAxiom
+        click PropertyChainAxiom href "../PropertyChainAxiom"
       
       Axiom : meta
         
-          Axiom ..> Meta : meta
+          
+    
+    
+    Axiom --> "0..1" Meta : meta
+    click Meta href "../Meta"
+
         
       
 ```
@@ -35,6 +56,7 @@ URI: [owl:Axiom](http://www.w3.org/2002/07/owl#Axiom)
     * [DomainRangeAxiom](DomainRangeAxiom.md)
     * [EquivalentNodesSet](EquivalentNodesSet.md)
     * [LogicalDefinitionAxiom](LogicalDefinitionAxiom.md)
+    * [DisjointClassExpressionsAxiom](DisjointClassExpressionsAxiom.md)
     * [PropertyChainAxiom](PropertyChainAxiom.md)
 
 
@@ -69,7 +91,6 @@ URI: [owl:Axiom](http://www.w3.org/2002/07/owl#Axiom)
 
 
 
-
 ## Mappings
 
 | Mapping Type | Mapped Value |
@@ -81,6 +102,8 @@ URI: [owl:Axiom](http://www.w3.org/2002/07/owl#Axiom)
 
 
 
+
+
 ## LinkML Source
 
 <!-- TODO: investigate https://stackoverflow.com/questions/37606292/how-to-create-tabbed-code-blocks-in-mkdocs-or-sphinx -->
@@ -95,7 +118,6 @@ description: 'A generic grouping for any OWL axiom or group of axioms that is no
 
   '
 from_schema: https://github.com/geneontology/obographs
-rank: 1000
 abstract: true
 slots:
 - meta
@@ -114,7 +136,6 @@ description: 'A generic grouping for any OWL axiom or group of axioms that is no
 
   '
 from_schema: https://github.com/geneontology/obographs
-rank: 1000
 abstract: true
 attributes:
   meta:
diff --git a/docs/datamodels/obograph/BasicPropertyValue.md b/docs/datamodels/obograph/BasicPropertyValue.md
index f7512fdb2..4910034a5 100644
--- a/docs/datamodels/obograph/BasicPropertyValue.md
+++ b/docs/datamodels/obograph/BasicPropertyValue.md
@@ -1,23 +1,38 @@
+
+
 # Class: BasicPropertyValue
+
+
 _A property value that represents an assertion about an entity that is not a definition, synonym, or xref_
 
 
 
 
+
 URI: [obographs:BasicPropertyValue](https://github.com/geneontology/obographs/BasicPropertyValue)
 
 
 
-```{mermaid}
+
+
+
+```mermaid
  classDiagram
     class BasicPropertyValue
+    click BasicPropertyValue href "../BasicPropertyValue"
       PropertyValue <|-- BasicPropertyValue
+        click PropertyValue href "../PropertyValue"
       
       BasicPropertyValue : lang
         
       BasicPropertyValue : meta
         
-          BasicPropertyValue ..> Meta : meta
+          
+    
+    
+    BasicPropertyValue --> "0..1" Meta : meta
+    click Meta href "../Meta"
+
         
       BasicPropertyValue : pred
         
@@ -46,7 +61,7 @@ URI: [obographs:BasicPropertyValue](https://github.com/geneontology/obographs/Ba
 | ---  | --- | --- | --- |
 | [pred](pred.md) | 0..1 <br/> [String](String.md) | the predicate of an edge | [PropertyValue](PropertyValue.md) |
 | [val](val.md) | 0..1 <br/> [String](String.md) | the value of a property | [PropertyValue](PropertyValue.md) |
-| [xrefs](xrefs.md) | 0..* <br/> [XrefString](XrefString.md) | A list of cross references to other entities represented in other ontologies,... | [PropertyValue](PropertyValue.md) |
+| [xrefs](xrefs.md) | * <br/> [XrefString](XrefString.md) | A list of cross references to other entities represented in other ontologies,... | [PropertyValue](PropertyValue.md) |
 | [meta](meta.md) | 0..1 <br/> [Meta](Meta.md) | A collection of metadata about either an ontology (graph), an entity, or an a... | [PropertyValue](PropertyValue.md) |
 | [valType](valType.md) | 0..1 <br/> [String](String.md) | the datatype of a property value | [PropertyValue](PropertyValue.md) |
 | [lang](lang.md) | 0..1 <br/> [String](String.md) | the language of a property value | [PropertyValue](PropertyValue.md) |
@@ -82,7 +97,6 @@ URI: [obographs:BasicPropertyValue](https://github.com/geneontology/obographs/Ba
 
 
 
-
 ## Mappings
 
 | Mapping Type | Mapped Value |
@@ -94,6 +108,8 @@ URI: [obographs:BasicPropertyValue](https://github.com/geneontology/obographs/Ba
 
 
 
+
+
 ## LinkML Source
 
 <!-- TODO: investigate https://stackoverflow.com/questions/37606292/how-to-create-tabbed-code-blocks-in-mkdocs-or-sphinx -->
@@ -106,7 +122,6 @@ name: BasicPropertyValue
 description: A property value that represents an assertion about an entity that is
   not a definition, synonym, or xref
 from_schema: https://github.com/geneontology/obographs
-rank: 1000
 is_a: PropertyValue
 
 ```
@@ -120,7 +135,6 @@ name: BasicPropertyValue
 description: A property value that represents an assertion about an entity that is
   not a definition, synonym, or xref
 from_schema: https://github.com/geneontology/obographs
-rank: 1000
 is_a: PropertyValue
 attributes:
   pred:
@@ -161,13 +175,13 @@ attributes:
     close_mappings:
     - rdfs:seeAlso
     rank: 1000
-    multivalued: true
     alias: xrefs
     owner: BasicPropertyValue
     domain_of:
     - Meta
     - PropertyValue
     range: XrefString
+    multivalued: true
   meta:
     name: meta
     description: A collection of metadata about either an ontology (graph), an entity,
diff --git a/docs/datamodels/obograph/DefinitionPropertyValue.md b/docs/datamodels/obograph/DefinitionPropertyValue.md
index 151bebe9c..2e52720b8 100644
--- a/docs/datamodels/obograph/DefinitionPropertyValue.md
+++ b/docs/datamodels/obograph/DefinitionPropertyValue.md
@@ -1,23 +1,38 @@
+
+
 # Class: DefinitionPropertyValue
+
+
 _A property value that represents an assertion about the textual definition of an entity_
 
 
 
 
+
 URI: [obographs:DefinitionPropertyValue](https://github.com/geneontology/obographs/DefinitionPropertyValue)
 
 
 
-```{mermaid}
+
+
+
+```mermaid
  classDiagram
     class DefinitionPropertyValue
+    click DefinitionPropertyValue href "../DefinitionPropertyValue"
       PropertyValue <|-- DefinitionPropertyValue
+        click PropertyValue href "../PropertyValue"
       
       DefinitionPropertyValue : lang
         
       DefinitionPropertyValue : meta
         
-          DefinitionPropertyValue ..> Meta : meta
+          
+    
+    
+    DefinitionPropertyValue --> "0..1" Meta : meta
+    click Meta href "../Meta"
+
         
       DefinitionPropertyValue : pred
         
@@ -46,7 +61,7 @@ URI: [obographs:DefinitionPropertyValue](https://github.com/geneontology/obograp
 | ---  | --- | --- | --- |
 | [pred](pred.md) | 0..1 <br/> [String](String.md) | the predicate of an edge | [PropertyValue](PropertyValue.md) |
 | [val](val.md) | 0..1 <br/> [String](String.md) | The textual string representing the definition | [PropertyValue](PropertyValue.md) |
-| [xrefs](xrefs.md) | 0..* <br/> [XrefString](XrefString.md) | A list of identifiers that support the definition | [PropertyValue](PropertyValue.md) |
+| [xrefs](xrefs.md) | * <br/> [XrefString](XrefString.md) | A list of identifiers that support the definition | [PropertyValue](PropertyValue.md) |
 | [meta](meta.md) | 0..1 <br/> [Meta](Meta.md) | A collection of metadata about either an ontology (graph), an entity, or an a... | [PropertyValue](PropertyValue.md) |
 | [valType](valType.md) | 0..1 <br/> [String](String.md) | the datatype of a property value | [PropertyValue](PropertyValue.md) |
 | [lang](lang.md) | 0..1 <br/> [String](String.md) | the language of a property value | [PropertyValue](PropertyValue.md) |
@@ -82,7 +97,6 @@ URI: [obographs:DefinitionPropertyValue](https://github.com/geneontology/obograp
 
 
 
-
 ## Mappings
 
 | Mapping Type | Mapped Value |
@@ -94,6 +108,8 @@ URI: [obographs:DefinitionPropertyValue](https://github.com/geneontology/obograp
 
 
 
+
+
 ## LinkML Source
 
 <!-- TODO: investigate https://stackoverflow.com/questions/37606292/how-to-create-tabbed-code-blocks-in-mkdocs-or-sphinx -->
@@ -106,7 +122,6 @@ name: DefinitionPropertyValue
 description: A property value that represents an assertion about the textual definition
   of an entity
 from_schema: https://github.com/geneontology/obographs
-rank: 1000
 is_a: PropertyValue
 slot_usage:
   val:
@@ -138,7 +153,6 @@ name: DefinitionPropertyValue
 description: A property value that represents an assertion about the textual definition
   of an entity
 from_schema: https://github.com/geneontology/obographs
-rank: 1000
 is_a: PropertyValue
 slot_usage:
   val:
@@ -194,7 +208,6 @@ attributes:
       a contributing role in the definition.
     from_schema: https://github.com/geneontology/obographs
     rank: 1000
-    multivalued: true
     alias: xrefs
     owner: DefinitionPropertyValue
     domain_of:
@@ -202,6 +215,7 @@ attributes:
     - PropertyValue
     role: supporting identifiers
     range: XrefString
+    multivalued: true
   meta:
     name: meta
     description: A collection of metadata about either an ontology (graph), an entity,
diff --git a/docs/datamodels/obograph/DomainRangeAxiom.md b/docs/datamodels/obograph/DomainRangeAxiom.md
index 6b201d6db..7d22c2d6c 100644
--- a/docs/datamodels/obograph/DomainRangeAxiom.md
+++ b/docs/datamodels/obograph/DomainRangeAxiom.md
@@ -1,27 +1,47 @@
+
+
 # Class: DomainRangeAxiom
+
+
 _This groups potentially multiple axioms that constrain the usage of a property depending on some combination of domain and range._
 
 
 
 
+
 URI: [obographs:DomainRangeAxiom](https://github.com/geneontology/obographs/DomainRangeAxiom)
 
 
 
-```{mermaid}
+
+
+
+```mermaid
  classDiagram
     class DomainRangeAxiom
+    click DomainRangeAxiom href "../DomainRangeAxiom"
       Axiom <|-- DomainRangeAxiom
+        click Axiom href "../Axiom"
       
       DomainRangeAxiom : allValuesFromEdges
         
-          DomainRangeAxiom ..> Edge : allValuesFromEdges
+          
+    
+    
+    DomainRangeAxiom --> "*" Edge : allValuesFromEdges
+    click Edge href "../Edge"
+
         
       DomainRangeAxiom : domainClassIds
         
       DomainRangeAxiom : meta
         
-          DomainRangeAxiom ..> Meta : meta
+          
+    
+    
+    DomainRangeAxiom --> "0..1" Meta : meta
+    click Meta href "../Meta"
+
         
       DomainRangeAxiom : predicateId
         
@@ -45,9 +65,9 @@ URI: [obographs:DomainRangeAxiom](https://github.com/geneontology/obographs/Doma
 | Name | Cardinality and Range | Description | Inheritance |
 | ---  | --- | --- | --- |
 | [predicateId](predicateId.md) | 0..1 <br/> [String](String.md) |  | direct |
-| [domainClassIds](domainClassIds.md) | 0..* <br/> [String](String.md) |  | direct |
-| [rangeClassIds](rangeClassIds.md) | 0..* <br/> [String](String.md) |  | direct |
-| [allValuesFromEdges](allValuesFromEdges.md) | 0..* <br/> [Edge](Edge.md) | A list of edges that represent subclasses of universal restrictions | direct |
+| [domainClassIds](domainClassIds.md) | * <br/> [String](String.md) |  | direct |
+| [rangeClassIds](rangeClassIds.md) | * <br/> [String](String.md) |  | direct |
+| [allValuesFromEdges](allValuesFromEdges.md) | * <br/> [Edge](Edge.md) | A list of edges that represent subclasses of universal restrictions | direct |
 | [meta](meta.md) | 0..1 <br/> [Meta](Meta.md) | A collection of metadata about either an ontology (graph), an entity, or an a... | [Axiom](Axiom.md) |
 
 
@@ -85,7 +105,6 @@ URI: [obographs:DomainRangeAxiom](https://github.com/geneontology/obographs/Doma
 
 
 
-
 ## Mappings
 
 | Mapping Type | Mapped Value |
@@ -97,6 +116,8 @@ URI: [obographs:DomainRangeAxiom](https://github.com/geneontology/obographs/Doma
 
 
 
+
+
 ## LinkML Source
 
 <!-- TODO: investigate https://stackoverflow.com/questions/37606292/how-to-create-tabbed-code-blocks-in-mkdocs-or-sphinx -->
@@ -114,7 +135,6 @@ comments:
   to a DomainRangeAxiom with a rangeClassIds, and no domainClassIds. But translations
   may merge these, but only when semantically valid.
 from_schema: https://github.com/geneontology/obographs
-rank: 1000
 is_a: Axiom
 slots:
 - predicateId
@@ -138,7 +158,6 @@ comments:
   to a DomainRangeAxiom with a rangeClassIds, and no domainClassIds. But translations
   may merge these, but only when semantically valid.
 from_schema: https://github.com/geneontology/obographs
-rank: 1000
 is_a: Axiom
 attributes:
   predicateId:
@@ -155,34 +174,34 @@ attributes:
     name: domainClassIds
     from_schema: https://github.com/geneontology/obographs
     rank: 1000
-    multivalued: true
     alias: domainClassIds
     owner: DomainRangeAxiom
     domain_of:
     - DomainRangeAxiom
     range: string
+    multivalued: true
   rangeClassIds:
     name: rangeClassIds
     from_schema: https://github.com/geneontology/obographs
     rank: 1000
-    multivalued: true
     alias: rangeClassIds
     owner: DomainRangeAxiom
     domain_of:
     - DomainRangeAxiom
     range: string
+    multivalued: true
   allValuesFromEdges:
     name: allValuesFromEdges
     description: A list of edges that represent subclasses of universal restrictions
     from_schema: https://github.com/geneontology/obographs
     rank: 1000
-    multivalued: true
     alias: allValuesFromEdges
     owner: DomainRangeAxiom
     domain_of:
     - Graph
     - DomainRangeAxiom
     range: Edge
+    multivalued: true
   meta:
     name: meta
     description: A collection of metadata about either an ontology (graph), an entity,
diff --git a/docs/datamodels/obograph/Edge.md b/docs/datamodels/obograph/Edge.md
index c923647b5..b762f6dd0 100644
--- a/docs/datamodels/obograph/Edge.md
+++ b/docs/datamodels/obograph/Edge.md
@@ -1,19 +1,33 @@
+
+
 # Class: Edge
+
+
 _An edge is a simple typed relationship between two nodes. When mapping to OWL, an edge represents either (a) s SubClassOf o (b) s SubClassOf p some o (c) s p o (where s and o are individuals) (d) s SubPropertyOf o (e) s EquivalentTo o (f) s type o_
 
 
 
 
+
 URI: [obographs:Edge](https://github.com/geneontology/obographs/Edge)
 
 
 
-```{mermaid}
+
+
+
+```mermaid
  classDiagram
     class Edge
+    click Edge href "../Edge"
       Edge : meta
         
-          Edge ..> Meta : meta
+          
+    
+    
+    Edge --> "0..1" Meta : meta
+    click Meta href "../Meta"
+
         
       Edge : obj
         
@@ -72,7 +86,6 @@ URI: [obographs:Edge](https://github.com/geneontology/obographs/Edge)
 
 
 
-
 ## Mappings
 
 | Mapping Type | Mapped Value |
@@ -84,6 +97,8 @@ URI: [obographs:Edge](https://github.com/geneontology/obographs/Edge)
 
 
 
+
+
 ## LinkML Source
 
 <!-- TODO: investigate https://stackoverflow.com/questions/37606292/how-to-create-tabbed-code-blocks-in-mkdocs-or-sphinx -->
@@ -98,7 +113,6 @@ description: An edge is a simple typed relationship between two nodes. When mapp
   s p o (where s and o are individuals) (d) s SubPropertyOf o (e) s EquivalentTo o
   (f) s type o
 from_schema: https://github.com/geneontology/obographs
-rank: 1000
 slots:
 - sub
 - pred
@@ -118,7 +132,6 @@ description: An edge is a simple typed relationship between two nodes. When mapp
   s p o (where s and o are individuals) (d) s SubPropertyOf o (e) s EquivalentTo o
   (f) s type o
 from_schema: https://github.com/geneontology/obographs
-rank: 1000
 attributes:
   sub:
     name: sub
diff --git a/docs/datamodels/obograph/EquivalentNodesSet.md b/docs/datamodels/obograph/EquivalentNodesSet.md
index 05d2c53a4..a5fc72ad0 100644
--- a/docs/datamodels/obograph/EquivalentNodesSet.md
+++ b/docs/datamodels/obograph/EquivalentNodesSet.md
@@ -1,21 +1,36 @@
+
+
 # Class: EquivalentNodesSet
+
+
 _A clique of nodes that are all mutually equivalent_
 
 
 
 
+
 URI: [owl:equivalentClass](http://www.w3.org/2002/07/owl#equivalentClass)
 
 
 
-```{mermaid}
+
+
+
+```mermaid
  classDiagram
     class EquivalentNodesSet
+    click EquivalentNodesSet href "../EquivalentNodesSet"
       Axiom <|-- EquivalentNodesSet
+        click Axiom href "../Axiom"
       
       EquivalentNodesSet : meta
         
-          EquivalentNodesSet ..> Meta : meta
+          
+    
+    
+    EquivalentNodesSet --> "0..1" Meta : meta
+    click Meta href "../Meta"
+
         
       EquivalentNodesSet : nodeIds
         
@@ -39,7 +54,7 @@ URI: [owl:equivalentClass](http://www.w3.org/2002/07/owl#equivalentClass)
 | Name | Cardinality and Range | Description | Inheritance |
 | ---  | --- | --- | --- |
 | [representativeNodeId](representativeNodeId.md) | 0..1 <br/> [String](String.md) | The identifier of a node that represents the class in an OWL equivalence cliq... | direct |
-| [nodeIds](nodeIds.md) | 0..* <br/> [String](String.md) |  | direct |
+| [nodeIds](nodeIds.md) | * <br/> [String](String.md) |  | direct |
 | [meta](meta.md) | 0..1 <br/> [Meta](Meta.md) | A collection of metadata about either an ontology (graph), an entity, or an a... | [Axiom](Axiom.md) |
 
 
@@ -73,7 +88,6 @@ URI: [owl:equivalentClass](http://www.w3.org/2002/07/owl#equivalentClass)
 
 
 
-
 ## Mappings
 
 | Mapping Type | Mapped Value |
@@ -85,6 +99,8 @@ URI: [owl:equivalentClass](http://www.w3.org/2002/07/owl#equivalentClass)
 
 
 
+
+
 ## LinkML Source
 
 <!-- TODO: investigate https://stackoverflow.com/questions/37606292/how-to-create-tabbed-code-blocks-in-mkdocs-or-sphinx -->
@@ -96,7 +112,6 @@ URI: [owl:equivalentClass](http://www.w3.org/2002/07/owl#equivalentClass)
 name: EquivalentNodesSet
 description: A clique of nodes that are all mutually equivalent
 from_schema: https://github.com/geneontology/obographs
-rank: 1000
 is_a: Axiom
 slots:
 - representativeNodeId
@@ -113,7 +128,6 @@ class_uri: owl:equivalentClass
 name: EquivalentNodesSet
 description: A clique of nodes that are all mutually equivalent
 from_schema: https://github.com/geneontology/obographs
-rank: 1000
 is_a: Axiom
 attributes:
   representativeNodeId:
@@ -131,12 +145,12 @@ attributes:
     name: nodeIds
     from_schema: https://github.com/geneontology/obographs
     rank: 1000
-    multivalued: true
     alias: nodeIds
     owner: EquivalentNodesSet
     domain_of:
     - EquivalentNodesSet
     range: string
+    multivalued: true
   meta:
     name: meta
     description: A collection of metadata about either an ontology (graph), an entity,
diff --git a/docs/datamodels/obograph/ExistentialRestrictionExpression.md b/docs/datamodels/obograph/ExistentialRestrictionExpression.md
index 881977ce0..737440af6 100644
--- a/docs/datamodels/obograph/ExistentialRestrictionExpression.md
+++ b/docs/datamodels/obograph/ExistentialRestrictionExpression.md
@@ -1,16 +1,25 @@
+
+
 # Class: ExistentialRestrictionExpression
+
+
 _An existential restriction (OWL some values from) expression_
 
 
 
 
+
 URI: [owl:Restriction](http://www.w3.org/2002/07/owl#Restriction)
 
 
 
-```{mermaid}
+
+
+
+```mermaid
  classDiagram
     class ExistentialRestrictionExpression
+    click ExistentialRestrictionExpression href "../ExistentialRestrictionExpression"
       ExistentialRestrictionExpression : fillerId
         
       ExistentialRestrictionExpression : propertyId
@@ -40,6 +49,8 @@ URI: [owl:Restriction](http://www.w3.org/2002/07/owl#Restriction)
 | used by | used in | type | used |
 | ---  | --- | --- | --- |
 | [LogicalDefinitionAxiom](LogicalDefinitionAxiom.md) | [restrictions](restrictions.md) | range | [ExistentialRestrictionExpression](ExistentialRestrictionExpression.md) |
+| [DisjointClassExpressionsAxiom](DisjointClassExpressionsAxiom.md) | [classExpressions](classExpressions.md) | range | [ExistentialRestrictionExpression](ExistentialRestrictionExpression.md) |
+| [DisjointClassExpressionsAxiom](DisjointClassExpressionsAxiom.md) | [unionEquivalentToExpression](unionEquivalentToExpression.md) | range | [ExistentialRestrictionExpression](ExistentialRestrictionExpression.md) |
 
 
 
@@ -77,7 +88,6 @@ URI: [owl:Restriction](http://www.w3.org/2002/07/owl#Restriction)
 
 
 
-
 ## Mappings
 
 | Mapping Type | Mapped Value |
@@ -89,6 +99,8 @@ URI: [owl:Restriction](http://www.w3.org/2002/07/owl#Restriction)
 
 
 
+
+
 ## LinkML Source
 
 <!-- TODO: investigate https://stackoverflow.com/questions/37606292/how-to-create-tabbed-code-blocks-in-mkdocs-or-sphinx -->
@@ -110,7 +122,6 @@ comments:
 from_schema: https://github.com/geneontology/obographs
 aliases:
 - some values from expression
-rank: 1000
 slots:
 - fillerId
 - propertyId
@@ -136,7 +147,6 @@ comments:
 from_schema: https://github.com/geneontology/obographs
 aliases:
 - some values from expression
-rank: 1000
 attributes:
   fillerId:
     name: fillerId
diff --git a/docs/datamodels/obograph/Graph.md b/docs/datamodels/obograph/Graph.md
index 2011649b0..e02256829 100644
--- a/docs/datamodels/obograph/Graph.md
+++ b/docs/datamodels/obograph/Graph.md
@@ -1,31 +1,60 @@
+
+
 # Class: Graph
+
+
 _A graph is a collection of nodes and edges and other axioms that represents a single ontology._
 
 
 
 
+
 URI: [owl:Ontology](http://www.w3.org/2002/07/owl#Ontology)
 
 
 
-```{mermaid}
+
+
+
+```mermaid
  classDiagram
     class Graph
+    click Graph href "../Graph"
       Graph : allValuesFromEdges
         
-          Graph ..> Edge : allValuesFromEdges
+          
+    
+    
+    Graph --> "*" Edge : allValuesFromEdges
+    click Edge href "../Edge"
+
         
       Graph : domainRangeAxioms
         
-          Graph ..> DomainRangeAxiom : domainRangeAxioms
+          
+    
+    
+    Graph --> "*" DomainRangeAxiom : domainRangeAxioms
+    click DomainRangeAxiom href "../DomainRangeAxiom"
+
         
       Graph : edges
         
-          Graph ..> Edge : edges
+          
+    
+    
+    Graph --> "*" Edge : edges
+    click Edge href "../Edge"
+
         
       Graph : equivalentNodesSets
         
-          Graph ..> EquivalentNodesSet : equivalentNodesSets
+          
+    
+    
+    Graph --> "*" EquivalentNodesSet : equivalentNodesSets
+    click EquivalentNodesSet href "../EquivalentNodesSet"
+
         
       Graph : id
         
@@ -33,31 +62,66 @@ URI: [owl:Ontology](http://www.w3.org/2002/07/owl#Ontology)
         
       Graph : logicalDefinitionAxioms
         
-          Graph ..> LogicalDefinitionAxiom : logicalDefinitionAxioms
+          
+    
+    
+    Graph --> "*" LogicalDefinitionAxiom : logicalDefinitionAxioms
+    click LogicalDefinitionAxiom href "../LogicalDefinitionAxiom"
+
         
       Graph : meta
         
-          Graph ..> Meta : meta
+          
+    
+    
+    Graph --> "0..1" Meta : meta
+    click Meta href "../Meta"
+
         
       Graph : nodes
         
-          Graph ..> Node : nodes
+          
+    
+    
+    Graph --> "*" Node : nodes
+    click Node href "../Node"
+
         
       Graph : prefixes
         
-          Graph ..> PrefixDeclaration : prefixes
+          
+    
+    
+    Graph --> "*" PrefixDeclaration : prefixes
+    click PrefixDeclaration href "../PrefixDeclaration"
+
         
       Graph : propertyChainAxioms
         
-          Graph ..> PropertyChainAxiom : propertyChainAxioms
+          
+    
+    
+    Graph --> "*" PropertyChainAxiom : propertyChainAxioms
+    click PropertyChainAxiom href "../PropertyChainAxiom"
+
         
       Graph : subsetDefinitions
         
-          Graph ..> SubsetDefinition : subsetDefinitions
+          
+    
+    
+    Graph --> "*" SubsetDefinition : subsetDefinitions
+    click SubsetDefinition href "../SubsetDefinition"
+
         
       Graph : synonymTypeDefinitions
         
-          Graph ..> SynonymTypeDefinition : synonymTypeDefinitions
+          
+    
+    
+    Graph --> "*" SynonymTypeDefinition : synonymTypeDefinitions
+    click SynonymTypeDefinition href "../SynonymTypeDefinition"
+
         
       
 ```
@@ -72,19 +136,19 @@ URI: [owl:Ontology](http://www.w3.org/2002/07/owl#Ontology)
 
 | Name | Cardinality and Range | Description | Inheritance |
 | ---  | --- | --- | --- |
-| [id](id.md) | 1..1 <br/> [OboIdentifierString](OboIdentifierString.md) | The unique identifier of the entity | direct |
+| [id](id.md) | 1 <br/> [OboIdentifierString](OboIdentifierString.md) | The unique identifier of the entity | direct |
 | [lbl](lbl.md) | 0..1 <br/> [String](String.md) | the human-readable label of a node | direct |
-| [prefixes](prefixes.md) | 0..* <br/> [PrefixDeclaration](PrefixDeclaration.md) | A collection of mappings between prefixes and namespaces, used to map CURIEs ... | direct |
-| [subsetDefinitions](subsetDefinitions.md) | 0..* <br/> [SubsetDefinition](SubsetDefinition.md) |  | direct |
-| [synonymTypeDefinitions](synonymTypeDefinitions.md) | 0..* <br/> [SynonymTypeDefinition](SynonymTypeDefinition.md) |  | direct |
+| [prefixes](prefixes.md) | * <br/> [PrefixDeclaration](PrefixDeclaration.md) | A collection of mappings between prefixes and namespaces, used to map CURIEs ... | direct |
+| [subsetDefinitions](subsetDefinitions.md) | * <br/> [SubsetDefinition](SubsetDefinition.md) |  | direct |
+| [synonymTypeDefinitions](synonymTypeDefinitions.md) | * <br/> [SynonymTypeDefinition](SynonymTypeDefinition.md) |  | direct |
 | [meta](meta.md) | 0..1 <br/> [Meta](Meta.md) | A collection of metadata about either an ontology (graph), an entity, or an a... | direct |
-| [nodes](nodes.md) | 0..* <br/> [Node](Node.md) | All nodes present in a graph | direct |
-| [edges](edges.md) | 0..* <br/> [Edge](Edge.md) | All edges present in a graph | direct |
-| [equivalentNodesSets](equivalentNodesSets.md) | 0..* <br/> [EquivalentNodesSet](EquivalentNodesSet.md) | A list of sets of nodes that form equivalence cliques | direct |
-| [logicalDefinitionAxioms](logicalDefinitionAxioms.md) | 0..* <br/> [LogicalDefinitionAxiom](LogicalDefinitionAxiom.md) | A list of logical definition axioms that define the meaning of a class in ter... | direct |
-| [domainRangeAxioms](domainRangeAxioms.md) | 0..* <br/> [DomainRangeAxiom](DomainRangeAxiom.md) | A list of axioms that define the domain and range of a property | direct |
-| [allValuesFromEdges](allValuesFromEdges.md) | 0..* <br/> [Edge](Edge.md) | A list of edges that represent subclasses of universal restrictions | direct |
-| [propertyChainAxioms](propertyChainAxioms.md) | 0..* <br/> [PropertyChainAxiom](PropertyChainAxiom.md) | A list of axioms that define an OWL property chain | direct |
+| [nodes](nodes.md) | * <br/> [Node](Node.md) | All nodes present in a graph | direct |
+| [edges](edges.md) | * <br/> [Edge](Edge.md) | All edges present in a graph | direct |
+| [equivalentNodesSets](equivalentNodesSets.md) | * <br/> [EquivalentNodesSet](EquivalentNodesSet.md) | A list of sets of nodes that form equivalence cliques | direct |
+| [logicalDefinitionAxioms](logicalDefinitionAxioms.md) | * <br/> [LogicalDefinitionAxiom](LogicalDefinitionAxiom.md) | A list of logical definition axioms that define the meaning of a class in ter... | direct |
+| [domainRangeAxioms](domainRangeAxioms.md) | * <br/> [DomainRangeAxiom](DomainRangeAxiom.md) | A list of axioms that define the domain and range of a property | direct |
+| [allValuesFromEdges](allValuesFromEdges.md) | * <br/> [Edge](Edge.md) | A list of edges that represent subclasses of universal restrictions | direct |
+| [propertyChainAxioms](propertyChainAxioms.md) | * <br/> [PropertyChainAxiom](PropertyChainAxiom.md) | A list of axioms that define an OWL property chain | direct |
 
 
 
@@ -117,7 +181,6 @@ URI: [owl:Ontology](http://www.w3.org/2002/07/owl#Ontology)
 
 
 
-
 ## Mappings
 
 | Mapping Type | Mapped Value |
@@ -129,6 +192,8 @@ URI: [owl:Ontology](http://www.w3.org/2002/07/owl#Ontology)
 
 
 
+
+
 ## LinkML Source
 
 <!-- TODO: investigate https://stackoverflow.com/questions/37606292/how-to-create-tabbed-code-blocks-in-mkdocs-or-sphinx -->
@@ -141,7 +206,6 @@ name: Graph
 description: A graph is a collection of nodes and edges and other axioms that represents
   a single ontology.
 from_schema: https://github.com/geneontology/obographs
-rank: 1000
 slots:
 - id
 - lbl
@@ -169,7 +233,6 @@ name: Graph
 description: A graph is a collection of nodes and edges and other axioms that represents
   a single ontology.
 from_schema: https://github.com/geneontology/obographs
-rank: 1000
 attributes:
   id:
     name: id
@@ -187,6 +250,7 @@ attributes:
     - SubsetDefinition
     - SynonymTypeDefinition
     range: OboIdentifierString
+    required: true
   lbl:
     name: lbl
     description: the human-readable label of a node
@@ -214,35 +278,35 @@ attributes:
     from_schema: https://github.com/geneontology/obographs
     rank: 1000
     slot_uri: sh:declare
-    multivalued: true
     alias: prefixes
     owner: Graph
     domain_of:
     - GraphDocument
     - Graph
     range: PrefixDeclaration
+    multivalued: true
     inlined: true
   subsetDefinitions:
     name: subsetDefinitions
     from_schema: https://github.com/geneontology/obographs
     rank: 1000
-    multivalued: true
     alias: subsetDefinitions
     owner: Graph
     domain_of:
     - Graph
     range: SubsetDefinition
+    multivalued: true
     inlined: true
   synonymTypeDefinitions:
     name: synonymTypeDefinitions
     from_schema: https://github.com/geneontology/obographs
     rank: 1000
-    multivalued: true
     alias: synonymTypeDefinitions
     owner: Graph
     domain_of:
     - Graph
     range: SynonymTypeDefinition
+    multivalued: true
     inlined: true
   meta:
     name: meta
@@ -269,12 +333,12 @@ attributes:
       annotation properties, etc
     from_schema: https://github.com/geneontology/obographs
     rank: 1000
-    multivalued: true
     alias: nodes
     owner: Graph
     domain_of:
     - Graph
     range: Node
+    multivalued: true
     inlined: true
     inlined_as_list: true
   edges:
@@ -286,12 +350,12 @@ attributes:
       and a simple existential axiom (d) ObjectPropertyAssertions
     from_schema: https://github.com/geneontology/obographs
     rank: 1000
-    multivalued: true
     alias: edges
     owner: Graph
     domain_of:
     - Graph
     range: Edge
+    multivalued: true
     inlined: true
     inlined_as_list: true
   equivalentNodesSets:
@@ -299,24 +363,24 @@ attributes:
     description: A list of sets of nodes that form equivalence cliques
     from_schema: https://github.com/geneontology/obographs
     rank: 1000
-    multivalued: true
     alias: equivalentNodesSets
     owner: Graph
     domain_of:
     - Graph
     range: EquivalentNodesSet
+    multivalued: true
   logicalDefinitionAxioms:
     name: logicalDefinitionAxioms
     description: A list of logical definition axioms that define the meaning of a
       class in terms of other classes.
     from_schema: https://github.com/geneontology/obographs
     rank: 1000
-    multivalued: true
     alias: logicalDefinitionAxioms
     owner: Graph
     domain_of:
     - Graph
     range: LogicalDefinitionAxiom
+    multivalued: true
     inlined: true
     inlined_as_list: true
   domainRangeAxioms:
@@ -324,35 +388,35 @@ attributes:
     description: A list of axioms that define the domain and range of a property
     from_schema: https://github.com/geneontology/obographs
     rank: 1000
-    multivalued: true
     alias: domainRangeAxioms
     owner: Graph
     domain_of:
     - Graph
     range: DomainRangeAxiom
+    multivalued: true
   allValuesFromEdges:
     name: allValuesFromEdges
     description: A list of edges that represent subclasses of universal restrictions
     from_schema: https://github.com/geneontology/obographs
     rank: 1000
-    multivalued: true
     alias: allValuesFromEdges
     owner: Graph
     domain_of:
     - Graph
     - DomainRangeAxiom
     range: Edge
+    multivalued: true
   propertyChainAxioms:
     name: propertyChainAxioms
     description: A list of axioms that define an OWL property chain
     from_schema: https://github.com/geneontology/obographs
     rank: 1000
-    multivalued: true
     alias: propertyChainAxioms
     owner: Graph
     domain_of:
     - Graph
     range: PropertyChainAxiom
+    multivalued: true
 class_uri: owl:Ontology
 
 ```
diff --git a/docs/datamodels/obograph/GraphDocument.md b/docs/datamodels/obograph/GraphDocument.md
index 8faf7ec14..449d5b77a 100644
--- a/docs/datamodels/obograph/GraphDocument.md
+++ b/docs/datamodels/obograph/GraphDocument.md
@@ -1,27 +1,51 @@
+
+
 # Class: GraphDocument
+
+
 _A graph document is a collection of graphs together with a set of prefixes that apply across all of them_
 
 
 
 
+
 URI: [obographs:GraphDocument](https://github.com/geneontology/obographs/GraphDocument)
 
 
 
-```{mermaid}
+
+
+
+```mermaid
  classDiagram
     class GraphDocument
+    click GraphDocument href "../GraphDocument"
       GraphDocument : graphs
         
-          GraphDocument ..> Graph : graphs
+          
+    
+    
+    GraphDocument --> "*" Graph : graphs
+    click Graph href "../Graph"
+
         
       GraphDocument : meta
         
-          GraphDocument ..> Meta : meta
+          
+    
+    
+    GraphDocument --> "0..1" Meta : meta
+    click Meta href "../Meta"
+
         
       GraphDocument : prefixes
         
-          GraphDocument ..> PrefixDeclaration : prefixes
+          
+    
+    
+    GraphDocument --> "*" PrefixDeclaration : prefixes
+    click PrefixDeclaration href "../PrefixDeclaration"
+
         
       
 ```
@@ -37,8 +61,8 @@ URI: [obographs:GraphDocument](https://github.com/geneontology/obographs/GraphDo
 | Name | Cardinality and Range | Description | Inheritance |
 | ---  | --- | --- | --- |
 | [meta](meta.md) | 0..1 <br/> [Meta](Meta.md) | A collection of metadata about either an ontology (graph), an entity, or an a... | direct |
-| [graphs](graphs.md) | 0..* <br/> [Graph](Graph.md) | A list of all graphs (ontologies) in an ontology document | direct |
-| [prefixes](prefixes.md) | 0..* <br/> [PrefixDeclaration](PrefixDeclaration.md) | A collection of mappings between prefixes and namespaces, used to map CURIEs ... | direct |
+| [graphs](graphs.md) | * <br/> [Graph](Graph.md) | A list of all graphs (ontologies) in an ontology document | direct |
+| [prefixes](prefixes.md) | * <br/> [PrefixDeclaration](PrefixDeclaration.md) | A collection of mappings between prefixes and namespaces, used to map CURIEs ... | direct |
 
 
 
@@ -68,7 +92,6 @@ URI: [obographs:GraphDocument](https://github.com/geneontology/obographs/GraphDo
 
 
 
-
 ## Mappings
 
 | Mapping Type | Mapped Value |
@@ -80,6 +103,8 @@ URI: [obographs:GraphDocument](https://github.com/geneontology/obographs/GraphDo
 
 
 
+
+
 ## LinkML Source
 
 <!-- TODO: investigate https://stackoverflow.com/questions/37606292/how-to-create-tabbed-code-blocks-in-mkdocs-or-sphinx -->
@@ -95,7 +120,6 @@ comments:
 - A graph document frequently has a single graph but a multi-graph document can be
   used to represent multiple ontologies in an import closure in a single file.
 from_schema: https://github.com/geneontology/obographs
-rank: 1000
 slots:
 - meta
 - graphs
@@ -115,7 +139,6 @@ comments:
 - A graph document frequently has a single graph but a multi-graph document can be
   used to represent multiple ontologies in an import closure in a single file.
 from_schema: https://github.com/geneontology/obographs
-rank: 1000
 attributes:
   meta:
     name: meta
@@ -140,12 +163,12 @@ attributes:
     description: A list of all graphs (ontologies) in an ontology document.
     from_schema: https://github.com/geneontology/obographs
     rank: 1000
-    multivalued: true
     alias: graphs
     owner: GraphDocument
     domain_of:
     - GraphDocument
     range: Graph
+    multivalued: true
     inlined: true
     inlined_as_list: true
   prefixes:
@@ -155,13 +178,13 @@ attributes:
     from_schema: https://github.com/geneontology/obographs
     rank: 1000
     slot_uri: sh:declare
-    multivalued: true
     alias: prefixes
     owner: GraphDocument
     domain_of:
     - GraphDocument
     - Graph
     range: PrefixDeclaration
+    multivalued: true
     inlined: true
 
 ```
diff --git a/docs/datamodels/obograph/Meta.md b/docs/datamodels/obograph/Meta.md
index 3032b5c84..4f2319ff7 100644
--- a/docs/datamodels/obograph/Meta.md
+++ b/docs/datamodels/obograph/Meta.md
@@ -1,52 +1,122 @@
-# Slot: meta
-_A collection of metadata about either an ontology (graph), an entity, or an axiom_
 
 
-URI: [obographs:meta](https://github.com/geneontology/obographs/meta)
+# Class: Meta
+
+
+_A collection of annotations on an entity or ontology or edge or axiom. Metadata typically does not affect the logical interpretation of the container but provides useful information to humans or machines._
+
+
+
+
+
+URI: [obographs:Meta](https://github.com/geneontology/obographs/Meta)
+
 
 
 
-<!-- no inheritance hierarchy -->
 
 
+```mermaid
+ classDiagram
+    class Meta
+    click Meta href "../Meta"
+      Meta : basicPropertyValues
+        
+          
+    
+    
+    Meta --> "*" BasicPropertyValue : basicPropertyValues
+    click BasicPropertyValue href "../BasicPropertyValue"
 
+        
+      Meta : comments
+        
+      Meta : definition
+        
+          
+    
+    
+    Meta --> "0..1" DefinitionPropertyValue : definition
+    click DefinitionPropertyValue href "../DefinitionPropertyValue"
 
-## Applicable Classes
+        
+      Meta : deprecated
+        
+      Meta : subsets
+        
+      Meta : synonyms
+        
+          
+    
+    
+    Meta --> "*" SynonymPropertyValue : synonyms
+    click SynonymPropertyValue href "../SynonymPropertyValue"
+
+        
+      Meta : version
+        
+      Meta : xrefs
+        
+          
+    
+    
+    Meta --> "*" XrefPropertyValue : xrefs
+    click XrefPropertyValue href "../XrefPropertyValue"
+
+        
+      
+```
 
-| Name | Description |
-| --- | --- |
-[GraphDocument](GraphDocument.md) | A graph document is a collection of graphs together with a set of prefixes th...
-[Graph](Graph.md) | A graph is a collection of nodes and edges and other axioms that represents a...
-[Node](Node.md) | A node is a class, property, or other entity in an ontology
-[Edge](Edge.md) | An edge is a simple typed relationship between two nodes
-[PropertyValue](PropertyValue.md) | A generic grouping for the different kinds of key-value associations on objec...
-[Axiom](Axiom.md) | A generic grouping for any OWL axiom or group of axioms that is not captured ...
-[DefinitionPropertyValue](DefinitionPropertyValue.md) | A property value that represents an assertion about the textual definition of...
-[BasicPropertyValue](BasicPropertyValue.md) | A property value that represents an assertion about an entity that is not a d...
-[XrefPropertyValue](XrefPropertyValue.md) | A property value that represents an assertion about an external reference to ...
-[SynonymPropertyValue](SynonymPropertyValue.md) | A property value that represents an assertion about a synonym of an entity
-[DomainRangeAxiom](DomainRangeAxiom.md) | This groups potentially multiple axioms that constrain the usage of a propert...
-[EquivalentNodesSet](EquivalentNodesSet.md) | A clique of nodes that are all mutually equivalent
-[LogicalDefinitionAxiom](LogicalDefinitionAxiom.md) | An axiom that defines a class in terms of a genus or set of genus classes and...
-[PropertyChainAxiom](PropertyChainAxiom.md) | An axiom that represents an OWL property chain, e
 
 
 
+<!-- no inheritance hierarchy -->
+
 
+## Slots
 
+| Name | Cardinality and Range | Description | Inheritance |
+| ---  | --- | --- | --- |
+| [subsets](subsets.md) | * <br/> [String](String.md) | A list of subsets to which this entity belongs | direct |
+| [version](version.md) | 0..1 <br/> [String](String.md) |  | direct |
+| [comments](comments.md) | * <br/> [String](String.md) | A list of comments about the entity | direct |
+| [definition](definition.md) | 0..1 <br/> [DefinitionPropertyValue](DefinitionPropertyValue.md) | A definition of an entity | direct |
+| [xrefs](xrefs.md) | * <br/> [XrefPropertyValue](XrefPropertyValue.md) | A list of cross references to other entities represented in other ontologies,... | direct |
+| [synonyms](synonyms.md) | * <br/> [SynonymPropertyValue](SynonymPropertyValue.md) | A list of synonym property value assertions for an entity | direct |
+| [basicPropertyValues](basicPropertyValues.md) | * <br/> [BasicPropertyValue](BasicPropertyValue.md) | A list of open-ended property values that does not correspond to those predef... | direct |
+| [deprecated](deprecated.md) | 0..1 <br/> [Boolean](Boolean.md) |  | direct |
 
-## Properties
 
-* Range: [Meta](Meta.md)
 
 
 
+## Usages
+
+| used by | used in | type | used |
+| ---  | --- | --- | --- |
+| [GraphDocument](GraphDocument.md) | [meta](meta.md) | range | [Meta](Meta.md) |
+| [Graph](Graph.md) | [meta](meta.md) | range | [Meta](Meta.md) |
+| [Node](Node.md) | [meta](meta.md) | range | [Meta](Meta.md) |
+| [Edge](Edge.md) | [meta](meta.md) | range | [Meta](Meta.md) |
+| [DefinitionPropertyValue](DefinitionPropertyValue.md) | [meta](meta.md) | range | [Meta](Meta.md) |
+| [BasicPropertyValue](BasicPropertyValue.md) | [meta](meta.md) | range | [Meta](Meta.md) |
+| [XrefPropertyValue](XrefPropertyValue.md) | [meta](meta.md) | range | [Meta](Meta.md) |
+| [SynonymPropertyValue](SynonymPropertyValue.md) | [meta](meta.md) | range | [Meta](Meta.md) |
+| [PropertyValue](PropertyValue.md) | [meta](meta.md) | range | [Meta](Meta.md) |
+| [Axiom](Axiom.md) | [meta](meta.md) | range | [Meta](Meta.md) |
+| [DomainRangeAxiom](DomainRangeAxiom.md) | [meta](meta.md) | range | [Meta](Meta.md) |
+| [EquivalentNodesSet](EquivalentNodesSet.md) | [meta](meta.md) | range | [Meta](Meta.md) |
+| [LogicalDefinitionAxiom](LogicalDefinitionAxiom.md) | [meta](meta.md) | range | [Meta](Meta.md) |
+| [DisjointClassExpressionsAxiom](DisjointClassExpressionsAxiom.md) | [meta](meta.md) | range | [Meta](Meta.md) |
+| [PropertyChainAxiom](PropertyChainAxiom.md) | [meta](meta.md) | range | [Meta](Meta.md) |
+
+
 
 
 ## Aliases
 
 
-* annotations
+* annotation collection
 
 
 
@@ -66,26 +136,171 @@ URI: [obographs:meta](https://github.com/geneontology/obographs/meta)
 
 
 
+## Mappings
+
+| Mapping Type | Mapped Value |
+| ---  | ---  |
+| self | obographs:Meta |
+| native | obographs:Meta |
+
+
+
+
+
+
+
 ## LinkML Source
 
+<!-- TODO: investigate https://stackoverflow.com/questions/37606292/how-to-create-tabbed-code-blocks-in-mkdocs-or-sphinx -->
+
+### Direct
+
+<details>
+```yaml
+name: Meta
+description: A collection of annotations on an entity or ontology or edge or axiom.
+  Metadata typically does not affect the logical interpretation of the container but
+  provides useful information to humans or machines.
+from_schema: https://github.com/geneontology/obographs
+aliases:
+- annotation collection
+slots:
+- subsets
+- version
+- comments
+- definition
+- xrefs
+- synonyms
+- basicPropertyValues
+- deprecated
+slot_usage:
+  xrefs:
+    name: xrefs
+    domain_of:
+    - Meta
+    - PropertyValue
+    range: XrefPropertyValue
+    multivalued: true
+
+```
+</details>
+
+### Induced
+
 <details>
 ```yaml
-name: meta
-description: A collection of metadata about either an ontology (graph), an entity,
-  or an axiom
+name: Meta
+description: A collection of annotations on an entity or ontology or edge or axiom.
+  Metadata typically does not affect the logical interpretation of the container but
+  provides useful information to humans or machines.
 from_schema: https://github.com/geneontology/obographs
 aliases:
-- annotations
-rank: 1000
-alias: meta
-domain_of:
-- GraphDocument
-- Graph
-- Node
-- Edge
-- PropertyValue
-- Axiom
-range: Meta
+- annotation collection
+slot_usage:
+  xrefs:
+    name: xrefs
+    domain_of:
+    - Meta
+    - PropertyValue
+    range: XrefPropertyValue
+    multivalued: true
+attributes:
+  subsets:
+    name: subsets
+    description: A list of subsets to which this entity belongs
+    from_schema: https://github.com/geneontology/obographs
+    rank: 1000
+    slot_uri: oio:inSubset
+    alias: subsets
+    owner: Meta
+    domain_of:
+    - Meta
+    range: string
+    multivalued: true
+  version:
+    name: version
+    from_schema: https://github.com/geneontology/obographs
+    rank: 1000
+    slot_uri: owl:versionInfo
+    alias: version
+    owner: Meta
+    domain_of:
+    - Meta
+    range: string
+  comments:
+    name: comments
+    description: A list of comments about the entity
+    comments:
+    - for historic reasons obo format only supports a single comment per entity. This
+      limitation is not carried over here, but users should be aware that multiple
+      comments will not be supported in converting back to obo format.
+    from_schema: https://github.com/geneontology/obographs
+    rank: 1000
+    slot_uri: rdfs:comment
+    alias: comments
+    owner: Meta
+    domain_of:
+    - Meta
+    range: string
+    multivalued: true
+  definition:
+    name: definition
+    description: A definition of an entity
+    from_schema: https://github.com/geneontology/obographs
+    rank: 1000
+    slot_uri: IAO:0000115
+    alias: definition
+    owner: Meta
+    domain_of:
+    - Meta
+    range: DefinitionPropertyValue
+  xrefs:
+    name: xrefs
+    description: A list of cross references to other entities represented in other
+      ontologies, vocabularies, databases, or websites. The semantics of xrefs are
+      intentionally weak, and most closely align with rdfs:seeAlso
+    from_schema: https://github.com/geneontology/obographs
+    rank: 1000
+    alias: xrefs
+    owner: Meta
+    domain_of:
+    - Meta
+    - PropertyValue
+    range: XrefPropertyValue
+    multivalued: true
+  synonyms:
+    name: synonyms
+    description: A list of synonym property value assertions for an entity
+    from_schema: https://github.com/geneontology/obographs
+    rank: 1000
+    alias: synonyms
+    owner: Meta
+    domain_of:
+    - Meta
+    range: SynonymPropertyValue
+    multivalued: true
+  basicPropertyValues:
+    name: basicPropertyValues
+    description: A list of open-ended property values that does not correspond to
+      those predefined in this standard, i.e xref, synonyms, definition
+    from_schema: https://github.com/geneontology/obographs
+    rank: 1000
+    alias: basicPropertyValues
+    owner: Meta
+    domain_of:
+    - Meta
+    range: BasicPropertyValue
+    multivalued: true
+  deprecated:
+    name: deprecated
+    from_schema: https://github.com/geneontology/obographs
+    rank: 1000
+    slot_uri: owl:deprecated
+    alias: deprecated
+    owner: Meta
+    domain_of:
+    - Meta
+    range: boolean
 
 ```
 </details>
\ No newline at end of file
diff --git a/docs/datamodels/obograph/Node.md b/docs/datamodels/obograph/Node.md
index bdbf83e57..fb2600409 100644
--- a/docs/datamodels/obograph/Node.md
+++ b/docs/datamodels/obograph/Node.md
@@ -1,23 +1,46 @@
+
+
 # Class: Node
+
+
 _A node is a class, property, or other entity in an ontology_
 
 
 
 
+
 URI: [rdf:Resource](http://www.w3.org/1999/02/22-rdf-syntax-ns#Resource)
 
 
 
-```{mermaid}
+
+
+
+```mermaid
  classDiagram
     class Node
+    click Node href "../Node"
       Node : id
         
       Node : lbl
         
       Node : meta
         
-          Node ..> Meta : meta
+          
+    
+    
+    Node --> "0..1" Meta : meta
+    click Meta href "../Meta"
+
+        
+      Node : propertyType
+        
+          
+    
+    
+    Node --> "0..1" PropertyTypeEnum : propertyType
+    click PropertyTypeEnum href "../PropertyTypeEnum"
+
         
       Node : type
         
@@ -34,9 +57,10 @@ URI: [rdf:Resource](http://www.w3.org/1999/02/22-rdf-syntax-ns#Resource)
 
 | Name | Cardinality and Range | Description | Inheritance |
 | ---  | --- | --- | --- |
-| [id](id.md) | 1..1 <br/> [OboIdentifierString](OboIdentifierString.md) | The unique identifier of the entity | direct |
+| [id](id.md) | 1 <br/> [OboIdentifierString](OboIdentifierString.md) | The unique identifier of the entity | direct |
 | [lbl](lbl.md) | 0..1 <br/> [String](String.md) | the human-readable label of a node | direct |
 | [type](type.md) | 0..1 <br/> [String](String.md) |  | direct |
+| [propertyType](propertyType.md) | 0..1 <br/> [PropertyTypeEnum](PropertyTypeEnum.md) |  | direct |
 | [meta](meta.md) | 0..1 <br/> [Meta](Meta.md) | A collection of metadata about either an ontology (graph), an entity, or an a... | direct |
 
 
@@ -70,7 +94,6 @@ URI: [rdf:Resource](http://www.w3.org/1999/02/22-rdf-syntax-ns#Resource)
 
 
 
-
 ## Mappings
 
 | Mapping Type | Mapped Value |
@@ -82,6 +105,8 @@ URI: [rdf:Resource](http://www.w3.org/1999/02/22-rdf-syntax-ns#Resource)
 
 
 
+
+
 ## LinkML Source
 
 <!-- TODO: investigate https://stackoverflow.com/questions/37606292/how-to-create-tabbed-code-blocks-in-mkdocs-or-sphinx -->
@@ -93,11 +118,11 @@ URI: [rdf:Resource](http://www.w3.org/1999/02/22-rdf-syntax-ns#Resource)
 name: Node
 description: A node is a class, property, or other entity in an ontology
 from_schema: https://github.com/geneontology/obographs
-rank: 1000
 slots:
 - id
 - lbl
 - type
+- propertyType
 - meta
 class_uri: rdf:Resource
 
@@ -111,7 +136,6 @@ class_uri: rdf:Resource
 name: Node
 description: A node is a class, property, or other entity in an ontology
 from_schema: https://github.com/geneontology/obographs
-rank: 1000
 attributes:
   id:
     name: id
@@ -129,6 +153,7 @@ attributes:
     - SubsetDefinition
     - SynonymTypeDefinition
     range: OboIdentifierString
+    required: true
   lbl:
     name: lbl
     description: the human-readable label of a node
@@ -158,6 +183,15 @@ attributes:
     domain_of:
     - Node
     range: string
+  propertyType:
+    name: propertyType
+    from_schema: https://github.com/geneontology/obographs
+    rank: 1000
+    alias: propertyType
+    owner: Node
+    domain_of:
+    - Node
+    range: PropertyTypeEnum
   meta:
     name: meta
     description: A collection of metadata about either an ontology (graph), an entity,
diff --git a/docs/datamodels/obograph/PropertyValue.md b/docs/datamodels/obograph/PropertyValue.md
index cd680d0fb..8aa993f9a 100644
--- a/docs/datamodels/obograph/PropertyValue.md
+++ b/docs/datamodels/obograph/PropertyValue.md
@@ -1,8 +1,13 @@
+
+
 # Class: PropertyValue
+
+
 _A generic grouping for the different kinds of key-value associations on object. Minimally, a property value has a predicate and a value. It can also have a list of xrefs indicating provenance, as well as a metadata object._
 
 
 
+
 * __NOTE__: this is an abstract class and should not be instantiated directly
 
 
@@ -10,19 +15,32 @@ URI: [obographs:PropertyValue](https://github.com/geneontology/obographs/Propert
 
 
 
-```{mermaid}
+
+
+
+```mermaid
  classDiagram
     class PropertyValue
+    click PropertyValue href "../PropertyValue"
       PropertyValue <|-- DefinitionPropertyValue
+        click DefinitionPropertyValue href "../DefinitionPropertyValue"
       PropertyValue <|-- BasicPropertyValue
+        click BasicPropertyValue href "../BasicPropertyValue"
       PropertyValue <|-- XrefPropertyValue
+        click XrefPropertyValue href "../XrefPropertyValue"
       PropertyValue <|-- SynonymPropertyValue
+        click SynonymPropertyValue href "../SynonymPropertyValue"
       
       PropertyValue : lang
         
       PropertyValue : meta
         
-          PropertyValue ..> Meta : meta
+          
+    
+    
+    PropertyValue --> "0..1" Meta : meta
+    click Meta href "../Meta"
+
         
       PropertyValue : pred
         
@@ -54,7 +72,7 @@ URI: [obographs:PropertyValue](https://github.com/geneontology/obographs/Propert
 | ---  | --- | --- | --- |
 | [pred](pred.md) | 0..1 <br/> [String](String.md) | the predicate of an edge | direct |
 | [val](val.md) | 0..1 <br/> [String](String.md) | the value of a property | direct |
-| [xrefs](xrefs.md) | 0..* <br/> [XrefString](XrefString.md) | A list of cross references to other entities represented in other ontologies,... | direct |
+| [xrefs](xrefs.md) | * <br/> [XrefString](XrefString.md) | A list of cross references to other entities represented in other ontologies,... | direct |
 | [meta](meta.md) | 0..1 <br/> [Meta](Meta.md) | A collection of metadata about either an ontology (graph), an entity, or an a... | direct |
 | [valType](valType.md) | 0..1 <br/> [String](String.md) | the datatype of a property value | direct |
 | [lang](lang.md) | 0..1 <br/> [String](String.md) | the language of a property value | direct |
@@ -92,7 +110,6 @@ URI: [obographs:PropertyValue](https://github.com/geneontology/obographs/Propert
 
 
 
-
 ## Mappings
 
 | Mapping Type | Mapped Value |
@@ -104,6 +121,8 @@ URI: [obographs:PropertyValue](https://github.com/geneontology/obographs/Propert
 
 
 
+
+
 ## LinkML Source
 
 <!-- TODO: investigate https://stackoverflow.com/questions/37606292/how-to-create-tabbed-code-blocks-in-mkdocs-or-sphinx -->
@@ -123,7 +142,6 @@ comments:
 from_schema: https://github.com/geneontology/obographs
 aliases:
 - annotation
-rank: 1000
 abstract: true
 slots:
 - pred
@@ -151,7 +169,6 @@ comments:
 from_schema: https://github.com/geneontology/obographs
 aliases:
 - annotation
-rank: 1000
 abstract: true
 attributes:
   pred:
@@ -192,13 +209,13 @@ attributes:
     close_mappings:
     - rdfs:seeAlso
     rank: 1000
-    multivalued: true
     alias: xrefs
     owner: PropertyValue
     domain_of:
     - Meta
     - PropertyValue
     range: XrefString
+    multivalued: true
   meta:
     name: meta
     description: A collection of metadata about either an ontology (graph), an entity,
diff --git a/docs/datamodels/obograph/SynonymPropertyValue.md b/docs/datamodels/obograph/SynonymPropertyValue.md
index fb6603b3e..b1838437b 100644
--- a/docs/datamodels/obograph/SynonymPropertyValue.md
+++ b/docs/datamodels/obograph/SynonymPropertyValue.md
@@ -1,17 +1,27 @@
+
+
 # Class: SynonymPropertyValue
+
+
 _A property value that represents an assertion about a synonym of an entity_
 
 
 
 
+
 URI: [obographs:SynonymPropertyValue](https://github.com/geneontology/obographs/SynonymPropertyValue)
 
 
 
-```{mermaid}
+
+
+
+```mermaid
  classDiagram
     class SynonymPropertyValue
+    click SynonymPropertyValue href "../SynonymPropertyValue"
       PropertyValue <|-- SynonymPropertyValue
+        click PropertyValue href "../PropertyValue"
       
       SynonymPropertyValue : isExact
         
@@ -19,11 +29,21 @@ URI: [obographs:SynonymPropertyValue](https://github.com/geneontology/obographs/
         
       SynonymPropertyValue : meta
         
-          SynonymPropertyValue ..> Meta : meta
+          
+    
+    
+    SynonymPropertyValue --> "0..1" Meta : meta
+    click Meta href "../Meta"
+
         
       SynonymPropertyValue : pred
         
-          SynonymPropertyValue ..> ScopeEnum : pred
+          
+    
+    
+    SynonymPropertyValue --> "0..1" ScopeEnum : pred
+    click ScopeEnum href "../ScopeEnum"
+
         
       SynonymPropertyValue : synonymType
         
@@ -52,9 +72,9 @@ URI: [obographs:SynonymPropertyValue](https://github.com/geneontology/obographs/
 | ---  | --- | --- | --- |
 | [synonymType](synonymType.md) | 0..1 <br/> [SynonymTypeIdentifierString](SynonymTypeIdentifierString.md) | This standard follows oboInOwl in allowing an open ended list of synonym type... | direct |
 | [isExact](isExact.md) | 0..1 <br/> [Boolean](Boolean.md) |  | direct |
-| [pred](pred.md) | 0..1 <br/> [String](String.md) | the predicate of an edge | direct |
+| [pred](pred.md) | 0..1 <br/> [ScopeEnum](ScopeEnum.md) | the predicate of an edge | direct |
 | [val](val.md) | 0..1 <br/> [String](String.md) | The textual string representing the synonym | [PropertyValue](PropertyValue.md) |
-| [xrefs](xrefs.md) | 0..* <br/> [XrefString](XrefString.md) | A list of cross references to other entities represented in other ontologies,... | [PropertyValue](PropertyValue.md) |
+| [xrefs](xrefs.md) | * <br/> [XrefString](XrefString.md) | A list of cross references to other entities represented in other ontologies,... | [PropertyValue](PropertyValue.md) |
 | [meta](meta.md) | 0..1 <br/> [Meta](Meta.md) | A collection of metadata about either an ontology (graph), an entity, or an a... | [PropertyValue](PropertyValue.md) |
 | [valType](valType.md) | 0..1 <br/> [String](String.md) | the datatype of a property value | [PropertyValue](PropertyValue.md) |
 | [lang](lang.md) | 0..1 <br/> [String](String.md) | the language of a property value | [PropertyValue](PropertyValue.md) |
@@ -90,7 +110,6 @@ URI: [obographs:SynonymPropertyValue](https://github.com/geneontology/obographs/
 
 
 
-
 ## Mappings
 
 | Mapping Type | Mapped Value |
@@ -102,6 +121,8 @@ URI: [obographs:SynonymPropertyValue](https://github.com/geneontology/obographs/
 
 
 
+
+
 ## LinkML Source
 
 <!-- TODO: investigate https://stackoverflow.com/questions/37606292/how-to-create-tabbed-code-blocks-in-mkdocs-or-sphinx -->
@@ -113,7 +134,6 @@ URI: [obographs:SynonymPropertyValue](https://github.com/geneontology/obographs/
 name: SynonymPropertyValue
 description: A property value that represents an assertion about a synonym of an entity
 from_schema: https://github.com/geneontology/obographs
-rank: 1000
 is_a: PropertyValue
 slots:
 - synonymType
@@ -145,7 +165,6 @@ slot_usage:
 name: SynonymPropertyValue
 description: A property value that represents an assertion about a synonym of an entity
 from_schema: https://github.com/geneontology/obographs
-rank: 1000
 is_a: PropertyValue
 slot_usage:
   pred:
@@ -221,13 +240,13 @@ attributes:
     close_mappings:
     - rdfs:seeAlso
     rank: 1000
-    multivalued: true
     alias: xrefs
     owner: SynonymPropertyValue
     domain_of:
     - Meta
     - PropertyValue
     range: XrefString
+    multivalued: true
   meta:
     name: meta
     description: A collection of metadata about either an ontology (graph), an entity,
diff --git a/docs/datamodels/obograph/XrefPropertyValue.md b/docs/datamodels/obograph/XrefPropertyValue.md
index cfa4d08fe..79dce84de 100644
--- a/docs/datamodels/obograph/XrefPropertyValue.md
+++ b/docs/datamodels/obograph/XrefPropertyValue.md
@@ -1,23 +1,38 @@
+
+
 # Class: XrefPropertyValue
+
+
 _A property value that represents an assertion about an external reference to an entity_
 
 
 
 
+
 URI: [obographs:XrefPropertyValue](https://github.com/geneontology/obographs/XrefPropertyValue)
 
 
 
-```{mermaid}
+
+
+
+```mermaid
  classDiagram
     class XrefPropertyValue
+    click XrefPropertyValue href "../XrefPropertyValue"
       PropertyValue <|-- XrefPropertyValue
+        click PropertyValue href "../PropertyValue"
       
       XrefPropertyValue : lang
         
       XrefPropertyValue : meta
         
-          XrefPropertyValue ..> Meta : meta
+          
+    
+    
+    XrefPropertyValue --> "0..1" Meta : meta
+    click Meta href "../Meta"
+
         
       XrefPropertyValue : pred
         
@@ -46,7 +61,7 @@ URI: [obographs:XrefPropertyValue](https://github.com/geneontology/obographs/Xre
 | ---  | --- | --- | --- |
 | [pred](pred.md) | 0..1 <br/> [String](String.md) | the predicate of an edge | [PropertyValue](PropertyValue.md) |
 | [val](val.md) | 0..1 <br/> [String](String.md) | The textual representation of the external reference, e | [PropertyValue](PropertyValue.md) |
-| [xrefs](xrefs.md) | 0..* <br/> [XrefString](XrefString.md) | A list of cross references to other entities represented in other ontologies,... | [PropertyValue](PropertyValue.md) |
+| [xrefs](xrefs.md) | * <br/> [XrefString](XrefString.md) | A list of cross references to other entities represented in other ontologies,... | [PropertyValue](PropertyValue.md) |
 | [meta](meta.md) | 0..1 <br/> [Meta](Meta.md) | A collection of metadata about either an ontology (graph), an entity, or an a... | [PropertyValue](PropertyValue.md) |
 | [valType](valType.md) | 0..1 <br/> [String](String.md) | the datatype of a property value | [PropertyValue](PropertyValue.md) |
 | [lang](lang.md) | 0..1 <br/> [String](String.md) | the language of a property value | [PropertyValue](PropertyValue.md) |
@@ -82,7 +97,6 @@ URI: [obographs:XrefPropertyValue](https://github.com/geneontology/obographs/Xre
 
 
 
-
 ## Mappings
 
 | Mapping Type | Mapped Value |
@@ -94,6 +108,8 @@ URI: [obographs:XrefPropertyValue](https://github.com/geneontology/obographs/Xre
 
 
 
+
+
 ## LinkML Source
 
 <!-- TODO: investigate https://stackoverflow.com/questions/37606292/how-to-create-tabbed-code-blocks-in-mkdocs-or-sphinx -->
@@ -106,7 +122,6 @@ name: XrefPropertyValue
 description: A property value that represents an assertion about an external reference
   to an entity
 from_schema: https://github.com/geneontology/obographs
-rank: 1000
 is_a: PropertyValue
 slot_usage:
   val:
@@ -127,7 +142,6 @@ name: XrefPropertyValue
 description: A property value that represents an assertion about an external reference
   to an entity
 from_schema: https://github.com/geneontology/obographs
-rank: 1000
 is_a: PropertyValue
 slot_usage:
   val:
@@ -174,13 +188,13 @@ attributes:
     close_mappings:
     - rdfs:seeAlso
     rank: 1000
-    multivalued: true
     alias: xrefs
     owner: XrefPropertyValue
     domain_of:
     - Meta
     - PropertyValue
     range: XrefString
+    multivalued: true
   meta:
     name: meta
     description: A collection of metadata about either an ontology (graph), an entity,
diff --git a/docs/datamodels/obograph/index.md b/docs/datamodels/obograph/index.md
index a16acccf0..14d01f9c3 100644
--- a/docs/datamodels/obograph/index.md
+++ b/docs/datamodels/obograph/index.md
@@ -5,6 +5,7 @@ The principle elements of a Graph are Node objects and Edge objects. A Node repr
 Not everything in an ontology can be represented as nodes and edges. More complex axioms have specialized structures such as DomainRangeAxiom objects and LogicalDefinitionAxiom.
 
 URI: https://github.com/geneontology/obographs
+
 Name: obographs_datamodel
 
 
@@ -13,25 +14,28 @@ Name: obographs_datamodel
 
 | Class | Description |
 | --- | --- |
-| [Axiom](Axiom.md) | A generic grouping for any OWL axiom or group of axioms that is not captured ... |
-| [BasicPropertyValue](BasicPropertyValue.md) | A property value that represents an assertion about an entity that is not a d... |
-| [DefinitionPropertyValue](DefinitionPropertyValue.md) | A property value that represents an assertion about the textual definition of... |
-| [DomainRangeAxiom](DomainRangeAxiom.md) | This groups potentially multiple axioms that constrain the usage of a propert... |
-| [Edge](Edge.md) | An edge is a simple typed relationship between two nodes |
-| [EquivalentNodesSet](EquivalentNodesSet.md) | A clique of nodes that are all mutually equivalent |
+| [Axiom](Axiom.md) | A generic grouping for any OWL axiom or group of axioms that is not captured by existing constructs in this standard.
+ |
+| &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[DisjointClassExpressionsAxiom](DisjointClassExpressionsAxiom.md) | An axiom that defines a set of classes or class expressions as being mutually disjoint. Formally, there exists no instance that instantiates more that one of the union of classIds and classExpressions. |
+| &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[DomainRangeAxiom](DomainRangeAxiom.md) | This groups potentially multiple axioms that constrain the usage of a property depending on some combination of domain and range. |
+| &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[EquivalentNodesSet](EquivalentNodesSet.md) | A clique of nodes that are all mutually equivalent |
+| &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[LogicalDefinitionAxiom](LogicalDefinitionAxiom.md) | An axiom that defines a class in terms of a genus or set of genus classes and a set of differentia |
+| &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[PropertyChainAxiom](PropertyChainAxiom.md) | An axiom that represents an OWL property chain, e.g. R <- R1 o ... o Rn |
+| [Edge](Edge.md) | An edge is a simple typed relationship between two nodes. When mapping to OWL, an edge represents either (a) s SubClassOf o (b) s SubClassOf p some o (c) s p o (where s and o are individuals) (d) s SubPropertyOf o (e) s EquivalentTo o (f) s type o |
 | [ExistentialRestrictionExpression](ExistentialRestrictionExpression.md) | An existential restriction (OWL some values from) expression |
-| [Graph](Graph.md) | A graph is a collection of nodes and edges and other axioms that represents a... |
-| [GraphDocument](GraphDocument.md) | A graph document is a collection of graphs together with a set of prefixes th... |
-| [LogicalDefinitionAxiom](LogicalDefinitionAxiom.md) | An axiom that defines a class in terms of a genus or set of genus classes and... |
-| [Meta](Meta.md) | A collection of annotations on an entity or ontology or edge or axiom |
+| [Graph](Graph.md) | A graph is a collection of nodes and edges and other axioms that represents a single ontology. |
+| [GraphDocument](GraphDocument.md) | A graph document is a collection of graphs together with a set of prefixes that apply across all of them |
+| [Meta](Meta.md) | A collection of annotations on an entity or ontology or edge or axiom. Metadata typically does not affect the logical interpretation of the container but provides useful information to humans or machines. |
 | [Node](Node.md) | A node is a class, property, or other entity in an ontology |
-| [PrefixDeclaration](PrefixDeclaration.md) | A mapping between an individual prefix (e |
-| [PropertyChainAxiom](PropertyChainAxiom.md) | An axiom that represents an OWL property chain, e |
-| [PropertyValue](PropertyValue.md) | A generic grouping for the different kinds of key-value associations on objec... |
-| [SubsetDefinition](SubsetDefinition.md) |  |
-| [SynonymPropertyValue](SynonymPropertyValue.md) | A property value that represents an assertion about a synonym of an entity |
-| [SynonymTypeDefinition](SynonymTypeDefinition.md) |  |
-| [XrefPropertyValue](XrefPropertyValue.md) | A property value that represents an assertion about an external reference to ... |
+| [PrefixDeclaration](PrefixDeclaration.md) | A mapping between an individual prefix (e.g. GO) and a namespace (e.g. http://purl.obolibrary.org/obo/GO_) |
+| [PropertyValue](PropertyValue.md) | A generic grouping for the different kinds of key-value associations on object. Minimally, a property value has a predicate and a value. It can also have a list of xrefs indicating provenance, as well as a metadata object. |
+| &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[BasicPropertyValue](BasicPropertyValue.md) | A property value that represents an assertion about an entity that is not a definition, synonym, or xref |
+| &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[DefinitionPropertyValue](DefinitionPropertyValue.md) | A property value that represents an assertion about the textual definition of an entity |
+| &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[SynonymPropertyValue](SynonymPropertyValue.md) | A property value that represents an assertion about a synonym of an entity |
+| &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[XrefPropertyValue](XrefPropertyValue.md) | A property value that represents an assertion about an external reference to an entity |
+| [SubsetDefinition](SubsetDefinition.md) | None |
+| [SynonymTypeDefinition](SynonymTypeDefinition.md) | None |
+
 
 
 ## Slots
@@ -41,10 +45,13 @@ Name: obographs_datamodel
 | [allValuesFromEdges](allValuesFromEdges.md) | A list of edges that represent subclasses of universal restrictions |
 | [basicPropertyValues](basicPropertyValues.md) | A list of open-ended property values that does not correspond to those predef... |
 | [chainPredicateIds](chainPredicateIds.md) | A list of identifiers of predicates that form the precedent clause of a prope... |
+| [classExpressions](classExpressions.md) | The set of class expressions that are mutually disjoint |
+| [classIds](classIds.md) | The set of named classes that are mutually disjoint |
 | [comments](comments.md) | A list of comments about the entity |
 | [definedClassId](definedClassId.md) | The class that is defined by this axiom |
 | [definition](definition.md) | A definition of an entity |
 | [deprecated](deprecated.md) |  |
+| [disjointClassExpressionsAxioms](disjointClassExpressionsAxioms.md) | A list of logical disjointness axioms that specify that a class or class expr... |
 | [domainClassIds](domainClassIds.md) |  |
 | [domainRangeAxioms](domainRangeAxioms.md) | A list of axioms that define the domain and range of a property |
 | [edges](edges.md) | All edges present in a graph |
@@ -68,6 +75,7 @@ Name: obographs_datamodel
 | [prefixes](prefixes.md) | A collection of mappings between prefixes and namespaces, used to map CURIEs ... |
 | [propertyChainAxioms](propertyChainAxioms.md) | A list of axioms that define an OWL property chain |
 | [propertyId](propertyId.md) | in an OWL restriction expression, this is the predicate |
+| [propertyType](propertyType.md) |  |
 | [rangeClassIds](rangeClassIds.md) |  |
 | [representativeNodeId](representativeNodeId.md) | The identifier of a node that represents the class in an OWL equivalence cliq... |
 | [restrictions](restrictions.md) | The set of restrictions that are the differentiating features of the defined ... |
@@ -78,6 +86,8 @@ Name: obographs_datamodel
 | [synonymType](synonymType.md) | This standard follows oboInOwl in allowing an open ended list of synonym type... |
 | [synonymTypeDefinitions](synonymTypeDefinitions.md) |  |
 | [type](type.md) |  |
+| [unionEquivalentTo](unionEquivalentTo.md) | If present, this equates to an OWL DisjointUnion expression |
+| [unionEquivalentToExpression](unionEquivalentToExpression.md) | if present, this class expression is equivalent ot the (disjoint) union of th... |
 | [val](val.md) | the value of a property |
 | [valType](valType.md) | the datatype of a property value |
 | [version](version.md) |  |
@@ -88,6 +98,8 @@ Name: obographs_datamodel
 
 | Enumeration | Description |
 | --- | --- |
+| [NodeTypeEnum](NodeTypeEnum.md) | The main type of a node |
+| [PropertyTypeEnum](PropertyTypeEnum.md) | The node subtype for property nodes |
 | [ScopeEnum](ScopeEnum.md) | A vocabulary of terms that can be used to "scope" a synonym |
 
 
@@ -104,10 +116,13 @@ Name: obographs_datamodel
 | [Double](Double.md) | A real number that conforms to the xsd:double specification |
 | [Float](Float.md) | A real number that conforms to the xsd:float specification |
 | [Integer](Integer.md) | An integer |
+| [Jsonpath](Jsonpath.md) | A string encoding a JSON Path |
+| [Jsonpointer](Jsonpointer.md) | A string encoding a JSON Pointer |
 | [Ncname](Ncname.md) | Prefix part of CURIE |
 | [Nodeidentifier](Nodeidentifier.md) | A URI, CURIE or BNODE that represents a node in a model |
 | [Objectidentifier](Objectidentifier.md) | A URI or CURIE that represents an object in the model |
 | [OboIdentifierString](OboIdentifierString.md) | A string that represents an OBO identifier |
+| [Sparqlpath](Sparqlpath.md) | A string encoding a SPARQL Property Path |
 | [String](String.md) | A character string |
 | [SynonymTypeIdentifierString](SynonymTypeIdentifierString.md) | A string that represents a synonym type |
 | [Time](Time.md) | A time object represents a (local) time of day, independent of any particular... |
diff --git a/notebooks/OBO/CHEBI-Slimmer.ipynb b/notebooks/OBO/CHEBI-Slimmer.ipynb
new file mode 100644
index 000000000..6161b3b4c
--- /dev/null
+++ b/notebooks/OBO/CHEBI-Slimmer.ipynb
@@ -0,0 +1,4353 @@
+{
+ "cells": [
+  {
+   "metadata": {},
+   "cell_type": "markdown",
+   "source": [
+    "# CHEBI Slimmer\n",
+    "\n",
+    "Creates a simplified version of CHEBI by conflating all members of a conjugate clique."
+   ],
+   "id": "882b63db7629f552"
+  },
+  {
+   "metadata": {},
+   "cell_type": "markdown",
+   "source": [
+    "## Initial setup\n",
+    "\n",
+    "Imports and use OAK to get an adapter to CHEBI sqlite database."
+   ],
+   "id": "74787c2d9005dc21"
+  },
+  {
+   "metadata": {
+    "collapsed": true,
+    "ExecuteTime": {
+     "end_time": "2024-08-20T18:49:39.288308Z",
+     "start_time": "2024-08-20T18:49:39.270787Z"
+    }
+   },
+   "cell_type": "code",
+   "source": [
+    "from typing import Optional, List\n",
+    "from collections import defaultdict\n",
+    "\n",
+    "import pandas as pd\n",
+    "\n",
+    "from oaklib import get_adapter\n",
+    "from oaklib.utilities.obograph_utils import reflexive\n",
+    "from tests.test_converters.test_obo_format import canonical_path\n",
+    "\n",
+    "chebi = get_adapter(\"sqlite:obo:chebi\")\n",
+    "# session = get_adapter(\"sqlite:obo:chebi\").session\n",
+    "session = chebi.session"
+   ],
+   "id": "initial_id",
+   "outputs": [],
+   "execution_count": 103
+  },
+  {
+   "metadata": {
+    "collapsed": false,
+    "ExecuteTime": {
+     "end_time": "2024-08-20T18:49:39.364397Z",
+     "start_time": "2024-08-20T18:49:39.360986Z"
+    }
+   },
+   "cell_type": "code",
+   "source": [
+    "from oaklib.datamodels.vocabulary import IS_A\n",
+    "from oaklib.interfaces import OboGraphInterface\n",
+    "\n",
+    "assert isinstance(chebi, OboGraphInterface)\n"
+   ],
+   "id": "237c5d0906ac560c",
+   "outputs": [],
+   "execution_count": 104
+  },
+  {
+   "metadata": {},
+   "cell_type": "markdown",
+   "source": "## Set up vocabulary constants",
+   "id": "64e69d5dbfbdc79b"
+  },
+  {
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2024-08-20T18:49:40.515475Z",
+     "start_time": "2024-08-20T18:49:40.512240Z"
+    }
+   },
+   "cell_type": "code",
+   "source": [
+    "# Relations\n",
+    "CBO = \"obo:chebi#is_conjugate_base_of\"\n",
+    "CAO = \"obo:chebi#is_conjugate_acid_of\"\n",
+    "TAUTOMER_OF = \"obo:chebi#is_tautomer_of\""
+   ],
+   "id": "703ad334757e40df",
+   "outputs": [],
+   "execution_count": 105
+  },
+  {
+   "metadata": {
+    "collapsed": false,
+    "ExecuteTime": {
+     "end_time": "2024-08-20T18:49:40.530940Z",
+     "start_time": "2024-08-20T18:49:40.528328Z"
+    }
+   },
+   "cell_type": "code",
+   "source": [
+    "\n",
+    "CHEMICAL_ENTITY = \"CHEBI:24431\""
+   ],
+   "id": "4538a10374439f3b",
+   "outputs": [],
+   "execution_count": 106
+  },
+  {
+   "metadata": {
+    "collapsed": false,
+    "ExecuteTime": {
+     "end_time": "2024-08-20T18:49:41.401110Z",
+     "start_time": "2024-08-20T18:49:41.398242Z"
+    }
+   },
+   "cell_type": "code",
+   "source": [
+    "# modify this for testing\n",
+    "# ROOT = AMINO_ACID\n",
+    "ROOT = CHEMICAL_ENTITY"
+   ],
+   "id": "d9a11b7b7e44919a",
+   "outputs": [],
+   "execution_count": 107
+  },
+  {
+   "metadata": {
+    "collapsed": false,
+    "ExecuteTime": {
+     "end_time": "2024-08-20T18:49:41.426154Z",
+     "start_time": "2024-08-20T18:49:41.422566Z"
+    }
+   },
+   "cell_type": "code",
+   "source": [
+    "AMINO_ACID = \"CHEBI:33709\"\n",
+    "AMINO_ACID_ANION = \"CHEBI:37022\"\n",
+    "ION = \"CHEBI:24870\" \n",
+    "ALPHA_AMINO_ACID = \"CHEBI:33704\"\n",
+    "ALPHA_AMINO_ACID_ANION = \"CHEBI:33558\"\n",
+    "ALPHA_AMINO_ACID_ZWITTERION = \"CHEBI:78608\"\n",
+    "CYSTEINE_ZWITTERION = \"CHEBI:35237\"\n",
+    "L_CYSTEINE_ZWITTERION = \"CHEBI:35235\"\n",
+    "CYSTEINATE_1_MINUS = \"CHEBI:32456\"\n",
+    "CYSTEINIUM = \"CHEBI:32458\"\n",
+    "CORD_E = \"CHEBI:213754\"\n",
+    "AAAE = \"CHEBI:46874\"\n",
+    "CITRIC_ACID = \"CHEBI:30769\"\n"
+   ],
+   "id": "6b59749828d83578",
+   "outputs": [],
+   "execution_count": 108
+  },
+  {
+   "metadata": {},
+   "cell_type": "markdown",
+   "source": "## All labels",
+   "id": "16ad1bd007f1dd6f"
+  },
+  {
+   "metadata": {
+    "collapsed": false,
+    "ExecuteTime": {
+     "end_time": "2024-08-20T18:50:01.773393Z",
+     "start_time": "2024-08-20T18:49:41.785756Z"
+    }
+   },
+   "cell_type": "code",
+   "source": [
+    "labels = {k: v for k, v in chebi.labels(chebi.entities())}\n",
+    "len(labels)"
+   ],
+   "id": "bb9da82d69bf53ff",
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "200879"
+      ]
+     },
+     "execution_count": 109,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "execution_count": 109
+  },
+  {
+   "metadata": {},
+   "cell_type": "markdown",
+   "source": "## Mappings",
+   "id": "ab80728e19185a45"
+  },
+  {
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2024-08-20T18:50:15.416210Z",
+     "start_time": "2024-08-20T18:50:02.431525Z"
+    }
+   },
+   "cell_type": "code",
+   "source": [
+    "from semsql.sqla.semsql import Statements, HasDbxrefStatement\n",
+    "q = session.query(HasDbxrefStatement)\n",
+    "xrefs = defaultdict(list)\n",
+    "for row in q:\n",
+    "    if row.subject.startswith(\"CHEBI:\"):\n",
+    "        xrefs[row.subject].append(row.value)\n",
+    "len(xrefs)"
+   ],
+   "id": "9f9bba0c78606429",
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "161106"
+      ]
+     },
+     "execution_count": 110,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "execution_count": 110
+  },
+  {
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2024-08-20T18:50:17.607713Z",
+     "start_time": "2024-08-20T18:50:15.833094Z"
+    }
+   },
+   "cell_type": "code",
+   "source": [
+    "q = session.query(Statements).filter(Statements.predicate == \"obo:chebi/inchi\")\n",
+    "inchis = {row.subject: row.value for row in q}\n",
+    "len(inchis)"
+   ],
+   "id": "8bb68491d1485660",
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "177462"
+      ]
+     },
+     "execution_count": 111,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "execution_count": 111
+  },
+  {
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2024-08-20T18:50:17.665229Z",
+     "start_time": "2024-08-20T18:50:17.662032Z"
+    }
+   },
+   "cell_type": "code",
+   "source": [
+    "S3H = \"CHEBI:113373\"\n",
+    "inchis[S3H]"
+   ],
+   "id": "12371488c8dad5e6",
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "'InChI=1S/C4H8O3.Na/c1-3(5)2-4(6)7;/h3,5H,2H2,1H3,(H,6,7);/q;+1/p-1'"
+      ]
+     },
+     "execution_count": 112,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "execution_count": 112
+  },
+  {
+   "metadata": {},
+   "cell_type": "markdown",
+   "source": "",
+   "id": "79ff715a10f5ee8c"
+  },
+  {
+   "metadata": {},
+   "cell_type": "markdown",
+   "source": "## Retrieve all Charge States\n",
+   "id": "f7763be85ede7b0a"
+  },
+  {
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2024-08-20T18:50:17.994829Z",
+     "start_time": "2024-08-20T18:50:17.992869Z"
+    }
+   },
+   "cell_type": "code",
+   "source": "",
+   "id": "2c57db8dcdc42d30",
+   "outputs": [],
+   "execution_count": null
+  },
+  {
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2024-08-20T18:50:20.236870Z",
+     "start_time": "2024-08-20T18:50:18.333154Z"
+    }
+   },
+   "cell_type": "code",
+   "source": [
+    "from semsql.sqla.semsql import Statements, HasDbxrefStatement\n",
+    "\n",
+    "session = get_adapter(\"sqlite:obo:chebi\").session\n",
+    "q = session.query(Statements).filter(Statements.predicate == \"obo:chebi/charge\")\n",
+    "charges = {row.subject: int(row.value) for row in q if row.value is not None}"
+   ],
+   "id": "481dce997828261a",
+   "outputs": [],
+   "execution_count": 113
+  },
+  {
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2024-08-20T18:50:20.567488Z",
+     "start_time": "2024-08-20T18:50:20.563444Z"
+    }
+   },
+   "cell_type": "code",
+   "source": "len(charges)",
+   "id": "5ee9f24a01966ac0",
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "189057"
+      ]
+     },
+     "execution_count": 114,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "execution_count": 114
+  },
+  {
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2024-08-20T18:50:20.895644Z",
+     "start_time": "2024-08-20T18:50:20.893113Z"
+    }
+   },
+   "cell_type": "code",
+   "source": "assert charges[L_CYSTEINE_ZWITTERION] == 0",
+   "id": "6c387597c60290a2",
+   "outputs": [],
+   "execution_count": 115
+  },
+  {
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2024-08-20T18:50:21.231594Z",
+     "start_time": "2024-08-20T18:50:21.229170Z"
+    }
+   },
+   "cell_type": "code",
+   "source": "assert charges[CYSTEINATE_1_MINUS] == -1",
+   "id": "58b92eac4c3aea65",
+   "outputs": [],
+   "execution_count": 116
+  },
+  {
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2024-08-20T18:50:21.557913Z",
+     "start_time": "2024-08-20T18:50:21.555625Z"
+    }
+   },
+   "cell_type": "code",
+   "source": "assert charges[CITRIC_ACID] == 0",
+   "id": "c55e6cb12a37ea60",
+   "outputs": [],
+   "execution_count": 117
+  },
+  {
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2024-08-20T18:50:21.891293Z",
+     "start_time": "2024-08-20T18:50:21.888851Z"
+    }
+   },
+   "cell_type": "code",
+   "source": "assert AMINO_ACID_ANION not in charges, \"X anion terms are agnostic to a SPECIFIC charge\"",
+   "id": "e7d7762146973a0e",
+   "outputs": [],
+   "execution_count": 118
+  },
+  {
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2024-08-20T18:50:22.910361Z",
+     "start_time": "2024-08-20T18:50:22.552993Z"
+    }
+   },
+   "cell_type": "code",
+   "source": [
+    "# check against inchis\n",
+    "inchi_skip = {}\n",
+    "charges_by_inchi = {}\n",
+    "for id, inchi in inchis.items():\n",
+    "    toks = inchi.split(\"/\")\n",
+    "    # q is charge\n",
+    "    qtoks = [tok for tok in toks if tok.startswith(\"q\")]\n",
+    "    if qtoks:\n",
+    "        qtok = qtoks[0]\n",
+    "        if \";\" in qtok:\n",
+    "            qtok = qtok.replace(\";\", \"\")\n",
+    "            inchi_skip[id] = qtok\n",
+    "            continue\n",
+    "        if \"*\" in qtok:\n",
+    "            # print(qtok)\n",
+    "            mparts= qtok[1:].split(\"*\")\n",
+    "            charge = 1\n",
+    "            try:\n",
+    "                for mpart in mparts:\n",
+    "                    charge *= int(mpart)\n",
+    "            except:\n",
+    "                odd.append(id)\n",
+    "                continue\n",
+    "        else:\n",
+    "            try:\n",
+    "                charge = int(qtok[1:])\n",
+    "                charges_by_inchi[id] = charge\n",
+    "            except:\n",
+    "                odd.append(id)\n",
+    "                continue\n",
+    "    # p is protonation\n",
+    "    ptoks = [tok for tok in toks if tok.startswith(\"p\")]\n",
+    "    if ptoks and True:\n",
+    "        ptok = ptoks[0]\n",
+    "        try:\n",
+    "            charge = int(ptok[1:])\n",
+    "            \n",
+    "            if id in charges_by_inchi:\n",
+    "                charges_by_inchi[id] = charge + charges_by_inchi[id]\n",
+    "            else:\n",
+    "                charges_by_inchi[id] = charge\n",
+    "        except:\n",
+    "            pass\n",
+    "        \n",
+    "len(charges_by_inchi)"
+   ],
+   "id": "da085426a91c079a",
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "10687"
+      ]
+     },
+     "execution_count": 119,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "execution_count": 119
+  },
+  {
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2024-08-20T18:50:22.969774Z",
+     "start_time": "2024-08-20T18:50:22.959082Z"
+    }
+   },
+   "cell_type": "code",
+   "source": [
+    "errs = []\n",
+    "for id, charge in charges_by_inchi.items():\n",
+    "    if id not in charges:\n",
+    "        errs.append({\"id\": id, \"inchi_charge\": charge, \"asserted_charge\": None, \"type\": \"MISSING\"})\n",
+    "    elif charges[id] != charge:\n",
+    "        errs.append({\"id\": id, \"inchi_charge\": charge, \"asserted_charge\": charges[id], \"type\": \"MISMATCH\"})\n",
+    "\n",
+    "cedf = pd.DataFrame(errs)\n",
+    "cedf"
+   ],
+   "id": "b46c92961495ac6c",
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Empty DataFrame\n",
+       "Columns: []\n",
+       "Index: []"
+      ],
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ]
+     },
+     "execution_count": 120,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "execution_count": 120
+  },
+  {
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2024-08-20T18:50:23.332540Z",
+     "start_time": "2024-08-20T18:50:23.330433Z"
+    }
+   },
+   "cell_type": "code",
+   "source": "# charges_by_inchi[L_CYSTEINE_ZWITTERION]",
+   "id": "4b25096456c81bdf",
+   "outputs": [],
+   "execution_count": 121
+  },
+  {
+   "metadata": {},
+   "cell_type": "markdown",
+   "source": "## Find Conjugate Cliques",
+   "id": "9e690eb32a60624"
+  },
+  {
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2024-08-20T18:50:25.315969Z",
+     "start_time": "2024-08-20T18:50:23.352768Z"
+    }
+   },
+   "cell_type": "code",
+   "source": [
+    "conjrels = list(chebi.relationships(predicates=[CBO, CAO, TAUTOMER_OF]))\n",
+    "\n",
+    "assert len(conjrels) > 15000\n",
+    "assert len([r for r in conjrels if r[1] == CBO]) > 8000\n",
+    "assert len([r for r in conjrels if r[1] == TAUTOMER_OF]) > 1500"
+   ],
+   "id": "3cb9284c0f7ba8b1",
+   "outputs": [],
+   "execution_count": 122
+  },
+  {
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2024-08-20T18:50:26.014858Z",
+     "start_time": "2024-08-20T18:50:26.012780Z"
+    }
+   },
+   "cell_type": "code",
+   "source": "",
+   "id": "12ccc4842a4a2204",
+   "outputs": [],
+   "execution_count": null
+  },
+  {
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2024-08-20T18:50:26.035169Z",
+     "start_time": "2024-08-20T18:50:26.024989Z"
+    }
+   },
+   "cell_type": "code",
+   "source": [
+    "conjrels_by_subject = defaultdict(list)\n",
+    "for s, p, o in conjrels:\n",
+    "    conjrels_by_subject[s].append((p, o))"
+   ],
+   "id": "73446b9fa82786fd",
+   "outputs": [],
+   "execution_count": 123
+  },
+  {
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2024-08-20T18:50:26.379666Z",
+     "start_time": "2024-08-20T18:50:26.376Z"
+    }
+   },
+   "cell_type": "code",
+   "source": "conjrels_by_subject[\"CHEBI:142854\"]",
+   "id": "efb8614663ba2054",
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[('obo:chebi#is_conjugate_acid_of', 'CHEBI:142858'),\n",
+       " ('obo:chebi#is_tautomer_of', 'CHEBI:142853')]"
+      ]
+     },
+     "execution_count": 124,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "execution_count": 124
+  },
+  {
+   "metadata": {},
+   "cell_type": "markdown",
+   "source": "## Calculate conjugate graph and strongly connected components",
+   "id": "13e159ee4a9c8964"
+  },
+  {
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2024-08-20T18:50:26.813512Z",
+     "start_time": "2024-08-20T18:50:26.711296Z"
+    }
+   },
+   "cell_type": "code",
+   "source": [
+    "from typing import Tuple\n",
+    "import networkx as nx\n",
+    "# find strongly connected components using cbos\n",
+    "\n",
+    "def calculate_conj_graph(conjrels: List[Tuple[str, str, str]]) -> nx.DiGraph:\n",
+    "    conj_graph = nx.DiGraph()\n",
+    "    for s, _, o in conjrels:\n",
+    "        conj_graph.add_edge(s, o)\n",
+    "        conj_graph.add_edge(o, s)\n",
+    "    return conj_graph\n",
+    "\n",
+    "conj_graph = calculate_conj_graph(conjrels)\n",
+    "sccs = list(nx.strongly_connected_components(conj_graph))\n",
+    "assert len(sccs) > 8000\n",
+    "\n"
+   ],
+   "id": "5d1bc9a29166f020",
+   "outputs": [],
+   "execution_count": 125
+  },
+  {
+   "metadata": {},
+   "cell_type": "markdown",
+   "source": [
+    "## Label analysis\n",
+    "\n",
+    "The CHEBI conjugate relationships are incomplete - here we aim to complete them doing a lexical analysis of the labels.\n",
+    "\n",
+    "For example,\n",
+    "\n",
+    "- foo acid anion\n",
+    "- foo acid(1-)\n",
+    "- foo acid zwitterion\n",
+    "\n",
+    "should be in a clique"
+   ],
+   "id": "c84b70bcca329c02"
+  },
+  {
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2024-08-20T18:50:27.151161Z",
+     "start_time": "2024-08-20T18:50:27.145953Z"
+    }
+   },
+   "cell_type": "code",
+   "source": [
+    "# ensure ordering is such that greedy matching works\n",
+    "suffixes = {\n",
+    "    # odd edge cases - e.g. (2R)-glufosinate zwitterion(1-)\n",
+    "    \"zwitterion(1-)\": -1,\n",
+    "    \"zwitterion(2-)\": -2,\n",
+    "    \"anion(1-)\": -1,\n",
+    "    # standard\n",
+    "    \"zwitterion\": None, \"anion\": (-99, -1), \"cation\": (1, 99), \"ion\": None, \n",
+    "    \"ate\": None,\n",
+    "    \"acid\": None,\n",
+    "    \n",
+    "}\n",
+    "for i in range(1, 10):\n",
+    "    for sign in [\"+\", \"-\"]:\n",
+    "        suffixes[f\"({i}{sign})\"] = int(f\"{sign}{i}\")\n",
+    "suffixes"
+   ],
+   "id": "5fd4bf68445f7b11",
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{'zwitterion(1-)': -1,\n",
+       " 'zwitterion(2-)': -2,\n",
+       " 'anion(1-)': -1,\n",
+       " 'zwitterion': None,\n",
+       " 'anion': (-99, -1),\n",
+       " 'cation': (1, 99),\n",
+       " 'ion': None,\n",
+       " 'ate': None,\n",
+       " 'acid': None,\n",
+       " '(1+)': 1,\n",
+       " '(1-)': -1,\n",
+       " '(2+)': 2,\n",
+       " '(2-)': -2,\n",
+       " '(3+)': 3,\n",
+       " '(3-)': -3,\n",
+       " '(4+)': 4,\n",
+       " '(4-)': -4,\n",
+       " '(5+)': 5,\n",
+       " '(5-)': -5,\n",
+       " '(6+)': 6,\n",
+       " '(6-)': -6,\n",
+       " '(7+)': 7,\n",
+       " '(7-)': -7,\n",
+       " '(8+)': 8,\n",
+       " '(8-)': -8,\n",
+       " '(9+)': 9,\n",
+       " '(9-)': -9}"
+      ]
+     },
+     "execution_count": 126,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "execution_count": 126
+  },
+  {
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2024-08-20T18:50:30.995745Z",
+     "start_time": "2024-08-20T18:50:27.501511Z"
+    }
+   },
+   "cell_type": "code",
+   "source": "roles = list(chebi.descendants(\"CHEBI:50906\", [IS_A]))",
+   "id": "c10c64db4580a7ee",
+   "outputs": [],
+   "execution_count": 127
+  },
+  {
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2024-08-20T18:50:31.390691Z",
+     "start_time": "2024-08-20T18:50:31.388205Z"
+    }
+   },
+   "cell_type": "code",
+   "source": [
+    "# https://github.com/ebi-chebi/ChEBI/issues/4528\n",
+    "EXCLUDE_STEMS = [\"disulfide\", \"tartr\", \"tartar\"]"
+   ],
+   "id": "8400b3213240d61b",
+   "outputs": [],
+   "execution_count": 128
+  },
+  {
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2024-08-20T18:50:37.180635Z",
+     "start_time": "2024-08-20T18:50:31.730095Z"
+    }
+   },
+   "cell_type": "code",
+   "source": [
+    "from typing import Dict\n",
+    "\n",
+    "# stem to chem is a mapping between a stem (e.g. \"L-lysine\")\n",
+    "# and a dictionary of suffixes to CHEBI IDs\n",
+    "stem_to_chem: Dict[str, Dict[str, str]] = {}\n",
+    "stem_to_chem = defaultdict(dict)\n",
+    "\n",
+    "def _norm(label: str) -> str:\n",
+    "    # CHEBI is inconsistent, e.g. \"amino-acid\" vs \"amino acid\"\n",
+    "    label = label.replace(\"-acid\", \" acid\")\n",
+    "    # label = label.replace(\" acid\", \"\")\n",
+    "    return label\n",
+    "\n",
+    "def _de_acid(label: str) -> str:\n",
+    "    if label.endswith(\" acid\"):\n",
+    "        label = label.replace(\" acid\", \"\")\n",
+    "    if label.endswith(\"ic\"):\n",
+    "        label = label.replace(\"ic\", \"\")\n",
+    "    if label.endswith(\"ate\"):\n",
+    "        label = label.replace(\"ate\", \"\")\n",
+    "    return label\n",
+    "\n",
+    "for id, label in labels.items():\n",
+    "    if not label:\n",
+    "        # TODO: eliminate non-classes\n",
+    "        continue\n",
+    "    if id in roles:\n",
+    "        continue\n",
+    "    label = _norm(label)\n",
+    "    for suffix in suffixes.keys():\n",
+    "        if label.endswith(suffix):\n",
+    "            stem = label.replace(suffix, \"\")\n",
+    "            stem = stem.strip()\n",
+    "            stem_to_chem[_de_acid(stem)][suffix] = id\n",
+    "            break\n",
+    "for id, label in labels.items():\n",
+    "    if not label:\n",
+    "        continue\n",
+    "    label = _norm(label)\n",
+    "    if label in stem_to_chem:\n",
+    "        stem_to_chem[_de_acid(label)][\"\"] = id\n",
+    "        \n",
+    "for stem in EXCLUDE_STEMS:\n",
+    "    if stem in stem_to_chem:\n",
+    "        del stem_to_chem[stem]\n",
+    "\n",
+    "assert len(stem_to_chem) > 30000"
+   ],
+   "id": "191d0cca5fcbbcaf",
+   "outputs": [],
+   "execution_count": 129
+  },
+  {
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2024-08-20T18:50:37.518592Z",
+     "start_time": "2024-08-20T18:50:37.515037Z"
+    }
+   },
+   "cell_type": "code",
+   "source": "stem_to_chem[\"amino\"]",
+   "id": "8655db99a49e3963",
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{'cation': 'CHEBI:33703',\n",
+       " 'acid': 'CHEBI:33709',\n",
+       " 'zwitterion': 'CHEBI:35238',\n",
+       " 'anion': 'CHEBI:37022'}"
+      ]
+     },
+     "execution_count": 130,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "execution_count": 130
+  },
+  {
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2024-08-20T18:50:37.860090Z",
+     "start_time": "2024-08-20T18:50:37.856322Z"
+    }
+   },
+   "cell_type": "code",
+   "source": "stem_to_chem[\"citr\"]",
+   "id": "e9866728e7812eb3",
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{'(4-)': 'CHEBI:132362',\n",
+       " 'anion': 'CHEBI:133748',\n",
+       " '(3-)': 'CHEBI:16947',\n",
+       " 'acid': 'CHEBI:30769',\n",
+       " '(1-)': 'CHEBI:35804',\n",
+       " '(2-)': 'CHEBI:35808'}"
+      ]
+     },
+     "execution_count": 131,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "execution_count": 131
+  },
+  {
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2024-08-20T18:50:38.194184Z",
+     "start_time": "2024-08-20T18:50:38.191684Z"
+    }
+   },
+   "cell_type": "code",
+   "source": "assert not stem_to_chem[\"citrate\"]",
+   "id": "218adb893354594a",
+   "outputs": [],
+   "execution_count": 132
+  },
+  {
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2024-08-20T18:50:38.532569Z",
+     "start_time": "2024-08-20T18:50:38.529049Z"
+    }
+   },
+   "cell_type": "code",
+   "source": "stem_to_chem[\"(2R)-glufosin\"]",
+   "id": "7f2dc8de7ba44920",
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{'ate': 'CHEBI:142853',\n",
+       " 'zwitterion': 'CHEBI:142854',\n",
+       " 'zwitterion(1-)': 'CHEBI:142858'}"
+      ]
+     },
+     "execution_count": 133,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "execution_count": 133
+  },
+  {
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2024-08-20T18:50:38.871513Z",
+     "start_time": "2024-08-20T18:50:38.869077Z"
+    }
+   },
+   "cell_type": "code",
+   "source": [
+    "# ensure edge case of (2R)-glufosinate zwitterion(1-) is taken care of\n",
+    "assert not stem_to_chem[\"(2R)-glufosinate zwitterion\"]"
+   ],
+   "id": "4c64ccc7e2241c4c",
+   "outputs": [],
+   "execution_count": 134
+  },
+  {
+   "metadata": {},
+   "cell_type": "markdown",
+   "source": [
+    "## Analysis: Consistency check between lexically inferred cliques and asserted relationships\n",
+    "\n",
+    "Some of this is reported here:\n",
+    "\n",
+    "- https://github.com/ebi-chebi/ChEBI/issues/4524\n"
+   ],
+   "id": "d18ca068f686eb8e"
+  },
+  {
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2024-08-20T18:50:39.228166Z",
+     "start_time": "2024-08-20T18:50:39.211098Z"
+    }
+   },
+   "cell_type": "code",
+   "source": [
+    "import numpy as np\n",
+    "\n",
+    "NO_REL = \"NO_REL\"\n",
+    "INVERSES = {\n",
+    "    CBO: CAO,\n",
+    "    CAO: CBO,\n",
+    "    TAUTOMER_OF: TAUTOMER_OF,\n",
+    "    NO_REL: NO_REL\n",
+    "}\n",
+    "\n",
+    "charge_problems = []\n",
+    "def make_conjrefs(clique_suffix_dict: dict, stem=None) -> List:\n",
+    "    results = []\n",
+    "    for suffix1, chem1 in clique_suffix_dict.items():\n",
+    "        ch1 = suffixes.get(suffix1, None)\n",
+    "        actual_ch1 = charges.get(chem1, None)\n",
+    "        chem1_label = labels.get(chem1, chem1)\n",
+    "        if isinstance(ch1, int):\n",
+    "            if actual_ch1 is None:\n",
+    "                charge_problems.append({\"id\": chem1, \"label\": chem1_label, \"expected\": ch1, \"asserted\": None, \"problem\": \"MISSING_CHARGE\"})\n",
+    "                # raise ValueError(f\"Missing charge for {chem1}\")\n",
+    "            elif ch1 != actual_ch1:\n",
+    "                charge_problems.append({\"id\": chem1, \"label\": chem1_label, \"expected\": ch1, \"asserted\": actual_ch1, \"problem\": \"CONFLICTING_CHARGE\"})\n",
+    "                # raise ValueError(f\"Charge mismatch for {chem1}: {ch1} vs {actual_ch1}\")\n",
+    "        elif isinstance(ch1, tuple):\n",
+    "            if actual_ch1 is not None:\n",
+    "                if actual_ch1 < ch1[0] or actual_ch1 > ch1[1]:\n",
+    "                    charge_problems.append({\"id\": chem1, \"label\": chem1_label, \"expected\": ch1, \"asserted\": actual_ch1, \"problem\": \"OUTSIDE_RANGE\"})\n",
+    "                    # raise ValueError(f\"Charge mismatch for {chem1}: {ch1} vs {actual_ch1}\")\n",
+    "        rels = conjrels_by_subject.get(chem1, [])\n",
+    "        for suffix2, chem2 in clique_suffix_dict.items():\n",
+    "            if suffix1 == suffix2:\n",
+    "                continue\n",
+    "            messages = []\n",
+    "            matched_preds = set()\n",
+    "            actual_p = \"NO_REL\"\n",
+    "            for p, o in rels:\n",
+    "                if o == chem2:\n",
+    "                    actual_p = p\n",
+    "                    matched_preds.add(p)\n",
+    "            if len(matched_preds) > 1:\n",
+    "                messages.append(f\"Multiple matched preds: {matched_preds}\")\n",
+    "            \n",
+    "            rev_matched_preds = set()\n",
+    "            rels2 = conjrels_by_subject.get(chem2, [])\n",
+    "            for p, o in rels2:\n",
+    "                if o == chem1:\n",
+    "                    inv_p = INVERSES[p]\n",
+    "                    rev_matched_preds.add(inv_p)\n",
+    "                    if actual_p:\n",
+    "                        if inv_p != actual_p:\n",
+    "                            messages.append(f\"Preds mismatch: {actual_p} vs {inv_p}\")\n",
+    "                    else:\n",
+    "                        actual_p = inv_p\n",
+    "            if len(rev_matched_preds) > 1:\n",
+    "                messages.append(f\"Multiple matched inv preds: {rev_matched_preds}\")\n",
+    "            if matched_preds != rev_matched_preds:\n",
+    "                messages.append(f\"Preds mismatch: {matched_preds} vs {rev_matched_preds}\")\n",
+    "            if messages:\n",
+    "                raise ValueError(f\"Error in clique {clique_suffix_dict}: {messages}\")\n",
+    "            ch2 = suffixes.get(suffix2, None)\n",
+    "            if ch1 is None or ch2 is None:\n",
+    "                charge_diff = None\n",
+    "                charge_diff_sign = None\n",
+    "            else:\n",
+    "                if isinstance(ch1, int) and isinstance(ch2, int):\n",
+    "                    charge_diff = ch1 - ch2\n",
+    "                    charge_diff_sign = np.sign(charge_diff)\n",
+    "                elif isinstance(ch1, int) and isinstance(ch2, tuple):\n",
+    "                    charge_diff = None\n",
+    "                    if ch1 < ch2[0]:\n",
+    "                        charge_diff_sign = -1\n",
+    "                    elif ch1 > ch2[1]:\n",
+    "                        charge_diff_sign = 1\n",
+    "                    else:\n",
+    "                        charge_diff_sign = 0\n",
+    "                elif isinstance(ch1, tuple) and isinstance(ch2, int):\n",
+    "                    charge_diff = None\n",
+    "                    if ch1[0] < ch2:\n",
+    "                        charge_diff_sign = -1\n",
+    "                    elif ch1[1] > ch2:\n",
+    "                        charge_diff_sign = 1\n",
+    "                    else:\n",
+    "                        charge_diff_sign = 0\n",
+    "                else:\n",
+    "                    charge_diff = None\n",
+    "                    charge_diff_sign = None\n",
+    "            results.append({\"suffix1\": suffix1 or \"NO_SUFFIX\",\n",
+    "                            \"suffix2\": suffix2 or \"NO_SUFFIX\",\n",
+    "                            \"predicate\": actual_p,\n",
+    "                            \"chem1\": chem1,\n",
+    "                            \"chem2\": chem2,\n",
+    "                            \"charge_diff\": charge_diff,\n",
+    "                            \"charge_diff_sign\": charge_diff_sign,\n",
+    "                            \"stem\": stem,\n",
+    "                            })\n",
+    "    return results\n",
+    "            \n",
+    "make_conjrefs(stem_to_chem[\"amino\"])"
+   ],
+   "id": "f82ad334be85fe9f",
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[{'suffix1': 'cation',\n",
+       "  'suffix2': 'acid',\n",
+       "  'predicate': 'obo:chebi#is_conjugate_acid_of',\n",
+       "  'chem1': 'CHEBI:33703',\n",
+       "  'chem2': 'CHEBI:33709',\n",
+       "  'charge_diff': None,\n",
+       "  'charge_diff_sign': None,\n",
+       "  'stem': None},\n",
+       " {'suffix1': 'cation',\n",
+       "  'suffix2': 'zwitterion',\n",
+       "  'predicate': 'NO_REL',\n",
+       "  'chem1': 'CHEBI:33703',\n",
+       "  'chem2': 'CHEBI:35238',\n",
+       "  'charge_diff': None,\n",
+       "  'charge_diff_sign': None,\n",
+       "  'stem': None},\n",
+       " {'suffix1': 'cation',\n",
+       "  'suffix2': 'anion',\n",
+       "  'predicate': 'NO_REL',\n",
+       "  'chem1': 'CHEBI:33703',\n",
+       "  'chem2': 'CHEBI:37022',\n",
+       "  'charge_diff': None,\n",
+       "  'charge_diff_sign': None,\n",
+       "  'stem': None},\n",
+       " {'suffix1': 'acid',\n",
+       "  'suffix2': 'cation',\n",
+       "  'predicate': 'obo:chebi#is_conjugate_base_of',\n",
+       "  'chem1': 'CHEBI:33709',\n",
+       "  'chem2': 'CHEBI:33703',\n",
+       "  'charge_diff': None,\n",
+       "  'charge_diff_sign': None,\n",
+       "  'stem': None},\n",
+       " {'suffix1': 'acid',\n",
+       "  'suffix2': 'zwitterion',\n",
+       "  'predicate': 'NO_REL',\n",
+       "  'chem1': 'CHEBI:33709',\n",
+       "  'chem2': 'CHEBI:35238',\n",
+       "  'charge_diff': None,\n",
+       "  'charge_diff_sign': None,\n",
+       "  'stem': None},\n",
+       " {'suffix1': 'acid',\n",
+       "  'suffix2': 'anion',\n",
+       "  'predicate': 'obo:chebi#is_conjugate_acid_of',\n",
+       "  'chem1': 'CHEBI:33709',\n",
+       "  'chem2': 'CHEBI:37022',\n",
+       "  'charge_diff': None,\n",
+       "  'charge_diff_sign': None,\n",
+       "  'stem': None},\n",
+       " {'suffix1': 'zwitterion',\n",
+       "  'suffix2': 'cation',\n",
+       "  'predicate': 'NO_REL',\n",
+       "  'chem1': 'CHEBI:35238',\n",
+       "  'chem2': 'CHEBI:33703',\n",
+       "  'charge_diff': None,\n",
+       "  'charge_diff_sign': None,\n",
+       "  'stem': None},\n",
+       " {'suffix1': 'zwitterion',\n",
+       "  'suffix2': 'acid',\n",
+       "  'predicate': 'NO_REL',\n",
+       "  'chem1': 'CHEBI:35238',\n",
+       "  'chem2': 'CHEBI:33709',\n",
+       "  'charge_diff': None,\n",
+       "  'charge_diff_sign': None,\n",
+       "  'stem': None},\n",
+       " {'suffix1': 'zwitterion',\n",
+       "  'suffix2': 'anion',\n",
+       "  'predicate': 'NO_REL',\n",
+       "  'chem1': 'CHEBI:35238',\n",
+       "  'chem2': 'CHEBI:37022',\n",
+       "  'charge_diff': None,\n",
+       "  'charge_diff_sign': None,\n",
+       "  'stem': None},\n",
+       " {'suffix1': 'anion',\n",
+       "  'suffix2': 'cation',\n",
+       "  'predicate': 'NO_REL',\n",
+       "  'chem1': 'CHEBI:37022',\n",
+       "  'chem2': 'CHEBI:33703',\n",
+       "  'charge_diff': None,\n",
+       "  'charge_diff_sign': None,\n",
+       "  'stem': None},\n",
+       " {'suffix1': 'anion',\n",
+       "  'suffix2': 'acid',\n",
+       "  'predicate': 'obo:chebi#is_conjugate_base_of',\n",
+       "  'chem1': 'CHEBI:37022',\n",
+       "  'chem2': 'CHEBI:33709',\n",
+       "  'charge_diff': None,\n",
+       "  'charge_diff_sign': None,\n",
+       "  'stem': None},\n",
+       " {'suffix1': 'anion',\n",
+       "  'suffix2': 'zwitterion',\n",
+       "  'predicate': 'NO_REL',\n",
+       "  'chem1': 'CHEBI:37022',\n",
+       "  'chem2': 'CHEBI:35238',\n",
+       "  'charge_diff': None,\n",
+       "  'charge_diff_sign': None,\n",
+       "  'stem': None}]"
+      ]
+     },
+     "execution_count": 135,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "execution_count": 135
+  },
+  {
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2024-08-20T18:50:39.945773Z",
+     "start_time": "2024-08-20T18:50:39.941374Z"
+    }
+   },
+   "cell_type": "code",
+   "source": "make_conjrefs(stem_to_chem[\"(2R)-glufosin\"])",
+   "id": "be092eb65d52d565",
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[{'suffix1': 'ate',\n",
+       "  'suffix2': 'zwitterion',\n",
+       "  'predicate': 'obo:chebi#is_tautomer_of',\n",
+       "  'chem1': 'CHEBI:142853',\n",
+       "  'chem2': 'CHEBI:142854',\n",
+       "  'charge_diff': None,\n",
+       "  'charge_diff_sign': None,\n",
+       "  'stem': None},\n",
+       " {'suffix1': 'ate',\n",
+       "  'suffix2': 'zwitterion(1-)',\n",
+       "  'predicate': 'NO_REL',\n",
+       "  'chem1': 'CHEBI:142853',\n",
+       "  'chem2': 'CHEBI:142858',\n",
+       "  'charge_diff': None,\n",
+       "  'charge_diff_sign': None,\n",
+       "  'stem': None},\n",
+       " {'suffix1': 'zwitterion',\n",
+       "  'suffix2': 'ate',\n",
+       "  'predicate': 'obo:chebi#is_tautomer_of',\n",
+       "  'chem1': 'CHEBI:142854',\n",
+       "  'chem2': 'CHEBI:142853',\n",
+       "  'charge_diff': None,\n",
+       "  'charge_diff_sign': None,\n",
+       "  'stem': None},\n",
+       " {'suffix1': 'zwitterion',\n",
+       "  'suffix2': 'zwitterion(1-)',\n",
+       "  'predicate': 'obo:chebi#is_conjugate_acid_of',\n",
+       "  'chem1': 'CHEBI:142854',\n",
+       "  'chem2': 'CHEBI:142858',\n",
+       "  'charge_diff': None,\n",
+       "  'charge_diff_sign': None,\n",
+       "  'stem': None},\n",
+       " {'suffix1': 'zwitterion(1-)',\n",
+       "  'suffix2': 'ate',\n",
+       "  'predicate': 'NO_REL',\n",
+       "  'chem1': 'CHEBI:142858',\n",
+       "  'chem2': 'CHEBI:142853',\n",
+       "  'charge_diff': None,\n",
+       "  'charge_diff_sign': None,\n",
+       "  'stem': None},\n",
+       " {'suffix1': 'zwitterion(1-)',\n",
+       "  'suffix2': 'zwitterion',\n",
+       "  'predicate': 'obo:chebi#is_conjugate_base_of',\n",
+       "  'chem1': 'CHEBI:142858',\n",
+       "  'chem2': 'CHEBI:142854',\n",
+       "  'charge_diff': None,\n",
+       "  'charge_diff_sign': None,\n",
+       "  'stem': None}]"
+      ]
+     },
+     "execution_count": 136,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "execution_count": 136
+  },
+  {
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2024-08-20T18:50:40.059494Z",
+     "start_time": "2024-08-20T18:50:39.975188Z"
+    }
+   },
+   "cell_type": "code",
+   "source": [
+    "charge_problems = []  ## warning - global\n",
+    "rows = []\n",
+    "for stem, clique in stem_to_chem.items():\n",
+    "    rows += make_conjrefs(clique, stem)\n",
+    "\n",
+    "# Reported here: https://github.com/ebi-chebi/ChEBI/issues/4525\n",
+    "pd.DataFrame(charge_problems).to_csv(\"tmp/charge_problems.csv\", index=False)\n",
+    "\n",
+    "len(rows)"
+   ],
+   "id": "c5ef02e4ed64a4d3",
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "17170"
+      ]
+     },
+     "execution_count": 137,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "execution_count": 137
+  },
+  {
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2024-08-20T18:50:40.412838Z",
+     "start_time": "2024-08-20T18:50:40.395220Z"
+    }
+   },
+   "cell_type": "code",
+   "source": [
+    "import pandas as pd\n",
+    "df = pd.DataFrame(rows)"
+   ],
+   "id": "ce0321a0c59abbe8",
+   "outputs": [],
+   "execution_count": 138
+  },
+  {
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2024-08-20T18:50:40.747808Z",
+     "start_time": "2024-08-20T18:50:40.739794Z"
+    }
+   },
+   "cell_type": "code",
+   "source": "df",
+   "id": "b3d677f09cff4d7e",
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "         suffix1    suffix2                       predicate         chem1  \\\n",
+       "0           acid      anion  obo:chebi#is_conjugate_acid_of  CHEBI:100147   \n",
+       "1          anion       acid  obo:chebi#is_conjugate_base_of   CHEBI:62070   \n",
+       "2           acid  NO_SUFFIX                          NO_REL   CHEBI:10046   \n",
+       "3      NO_SUFFIX       acid                          NO_REL   CHEBI:10045   \n",
+       "4           acid        ate  obo:chebi#is_conjugate_acid_of   CHEBI:10072   \n",
+       "...          ...        ...                             ...           ...   \n",
+       "17165  NO_SUFFIX       (1-)  obo:chebi#is_conjugate_acid_of  CHEBI:130073   \n",
+       "17166       (1-)  NO_SUFFIX  obo:chebi#is_conjugate_base_of    CHEBI:9162   \n",
+       "17167  NO_SUFFIX       (1-)  obo:chebi#is_conjugate_acid_of   CHEBI:79317   \n",
+       "17168        ate       acid  obo:chebi#is_conjugate_base_of     CHEBI:994   \n",
+       "17169       acid        ate  obo:chebi#is_conjugate_acid_of     CHEBI:995   \n",
+       "\n",
+       "              chem2  charge_diff  charge_diff_sign  \\\n",
+       "0       CHEBI:62070          NaN               NaN   \n",
+       "1      CHEBI:100147          NaN               NaN   \n",
+       "2       CHEBI:10045          NaN               NaN   \n",
+       "3       CHEBI:10046          NaN               NaN   \n",
+       "4       CHEBI:71201          NaN               NaN   \n",
+       "...             ...          ...               ...   \n",
+       "17165   CHEBI:91301          NaN               NaN   \n",
+       "17166   CHEBI:79317          NaN               NaN   \n",
+       "17167    CHEBI:9162          NaN               NaN   \n",
+       "17168     CHEBI:995          NaN               NaN   \n",
+       "17169     CHEBI:994          NaN               NaN   \n",
+       "\n",
+       "                                                   stem  \n",
+       "0                                               nalidix  \n",
+       "1                                               nalidix  \n",
+       "2                                               Wyerone  \n",
+       "3                                               Wyerone  \n",
+       "4                                             xanthuren  \n",
+       "...                                                 ...  \n",
+       "17165                                       5,20-diHEPE  \n",
+       "17166                                          sinigrin  \n",
+       "17167                                          sinigrin  \n",
+       "17168  cis,cis-2-amino-3-(3-oxoprop-1-enyl)but-2-enedio  \n",
+       "17169  cis,cis-2-amino-3-(3-oxoprop-1-enyl)but-2-enedio  \n",
+       "\n",
+       "[17170 rows x 8 columns]"
+      ],
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>suffix1</th>\n",
+       "      <th>suffix2</th>\n",
+       "      <th>predicate</th>\n",
+       "      <th>chem1</th>\n",
+       "      <th>chem2</th>\n",
+       "      <th>charge_diff</th>\n",
+       "      <th>charge_diff_sign</th>\n",
+       "      <th>stem</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>acid</td>\n",
+       "      <td>anion</td>\n",
+       "      <td>obo:chebi#is_conjugate_acid_of</td>\n",
+       "      <td>CHEBI:100147</td>\n",
+       "      <td>CHEBI:62070</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>nalidix</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>anion</td>\n",
+       "      <td>acid</td>\n",
+       "      <td>obo:chebi#is_conjugate_base_of</td>\n",
+       "      <td>CHEBI:62070</td>\n",
+       "      <td>CHEBI:100147</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>nalidix</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>acid</td>\n",
+       "      <td>NO_SUFFIX</td>\n",
+       "      <td>NO_REL</td>\n",
+       "      <td>CHEBI:10046</td>\n",
+       "      <td>CHEBI:10045</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Wyerone</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>NO_SUFFIX</td>\n",
+       "      <td>acid</td>\n",
+       "      <td>NO_REL</td>\n",
+       "      <td>CHEBI:10045</td>\n",
+       "      <td>CHEBI:10046</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Wyerone</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>acid</td>\n",
+       "      <td>ate</td>\n",
+       "      <td>obo:chebi#is_conjugate_acid_of</td>\n",
+       "      <td>CHEBI:10072</td>\n",
+       "      <td>CHEBI:71201</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>xanthuren</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17165</th>\n",
+       "      <td>NO_SUFFIX</td>\n",
+       "      <td>(1-)</td>\n",
+       "      <td>obo:chebi#is_conjugate_acid_of</td>\n",
+       "      <td>CHEBI:130073</td>\n",
+       "      <td>CHEBI:91301</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>5,20-diHEPE</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17166</th>\n",
+       "      <td>(1-)</td>\n",
+       "      <td>NO_SUFFIX</td>\n",
+       "      <td>obo:chebi#is_conjugate_base_of</td>\n",
+       "      <td>CHEBI:9162</td>\n",
+       "      <td>CHEBI:79317</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>sinigrin</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17167</th>\n",
+       "      <td>NO_SUFFIX</td>\n",
+       "      <td>(1-)</td>\n",
+       "      <td>obo:chebi#is_conjugate_acid_of</td>\n",
+       "      <td>CHEBI:79317</td>\n",
+       "      <td>CHEBI:9162</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>sinigrin</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17168</th>\n",
+       "      <td>ate</td>\n",
+       "      <td>acid</td>\n",
+       "      <td>obo:chebi#is_conjugate_base_of</td>\n",
+       "      <td>CHEBI:994</td>\n",
+       "      <td>CHEBI:995</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>cis,cis-2-amino-3-(3-oxoprop-1-enyl)but-2-enedio</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17169</th>\n",
+       "      <td>acid</td>\n",
+       "      <td>ate</td>\n",
+       "      <td>obo:chebi#is_conjugate_acid_of</td>\n",
+       "      <td>CHEBI:995</td>\n",
+       "      <td>CHEBI:994</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>cis,cis-2-amino-3-(3-oxoprop-1-enyl)but-2-enedio</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>17170 rows × 8 columns</p>\n",
+       "</div>"
+      ]
+     },
+     "execution_count": 139,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "execution_count": 139
+  },
+  {
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2024-08-20T18:50:41.120173Z",
+     "start_time": "2024-08-20T18:50:41.111065Z"
+    }
+   },
+   "cell_type": "code",
+   "source": "df[(df[\"charge_diff_sign\"] < 0) & (df[\"predicate\"] == CAO)]",
+   "id": "4f5986951d764fa1",
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "      suffix1 suffix2                       predicate        chem1  \\\n",
+       "15589    (1+)    (5+)  obo:chebi#is_conjugate_acid_of  CHEBI:83553   \n",
+       "\n",
+       "             chem2  charge_diff  charge_diff_sign  \\\n",
+       "15589  CHEBI:82771         -4.0              -1.0   \n",
+       "\n",
+       "                                  stem  \n",
+       "15589  N(4)-bis(aminopropyl)spermidine  "
+      ],
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>suffix1</th>\n",
+       "      <th>suffix2</th>\n",
+       "      <th>predicate</th>\n",
+       "      <th>chem1</th>\n",
+       "      <th>chem2</th>\n",
+       "      <th>charge_diff</th>\n",
+       "      <th>charge_diff_sign</th>\n",
+       "      <th>stem</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>15589</th>\n",
+       "      <td>(1+)</td>\n",
+       "      <td>(5+)</td>\n",
+       "      <td>obo:chebi#is_conjugate_acid_of</td>\n",
+       "      <td>CHEBI:83553</td>\n",
+       "      <td>CHEBI:82771</td>\n",
+       "      <td>-4.0</td>\n",
+       "      <td>-1.0</td>\n",
+       "      <td>N(4)-bis(aminopropyl)spermidine</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ]
+     },
+     "execution_count": 140,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "execution_count": 140
+  },
+  {
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2024-08-20T18:50:41.198931Z",
+     "start_time": "2024-08-20T18:50:41.189397Z"
+    }
+   },
+   "cell_type": "code",
+   "source": "df[(df[\"charge_diff_sign\"] > 0) & (df[\"predicate\"] == CBO)]",
+   "id": "577c5ec2b5fe7e60",
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "      suffix1 suffix2                       predicate        chem1  \\\n",
+       "15588    (5+)    (1+)  obo:chebi#is_conjugate_base_of  CHEBI:82771   \n",
+       "\n",
+       "             chem2  charge_diff  charge_diff_sign  \\\n",
+       "15588  CHEBI:83553          4.0               1.0   \n",
+       "\n",
+       "                                  stem  \n",
+       "15588  N(4)-bis(aminopropyl)spermidine  "
+      ],
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>suffix1</th>\n",
+       "      <th>suffix2</th>\n",
+       "      <th>predicate</th>\n",
+       "      <th>chem1</th>\n",
+       "      <th>chem2</th>\n",
+       "      <th>charge_diff</th>\n",
+       "      <th>charge_diff_sign</th>\n",
+       "      <th>stem</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>15588</th>\n",
+       "      <td>(5+)</td>\n",
+       "      <td>(1+)</td>\n",
+       "      <td>obo:chebi#is_conjugate_base_of</td>\n",
+       "      <td>CHEBI:82771</td>\n",
+       "      <td>CHEBI:83553</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>N(4)-bis(aminopropyl)spermidine</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ]
+     },
+     "execution_count": 141,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "execution_count": 141
+  },
+  {
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2024-08-20T18:50:41.313133Z",
+     "start_time": "2024-08-20T18:50:41.306184Z"
+    }
+   },
+   "cell_type": "code",
+   "source": " df.groupby([\"predicate\"]).size()",
+   "id": "b381a47bce47eda3",
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "predicate\n",
+       "NO_REL                            3260\n",
+       "obo:chebi#is_conjugate_acid_of    6378\n",
+       "obo:chebi#is_conjugate_base_of    6378\n",
+       "obo:chebi#is_tautomer_of          1154\n",
+       "dtype: int64"
+      ]
+     },
+     "execution_count": 142,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "execution_count": 142
+  },
+  {
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2024-08-20T18:50:41.476203Z",
+     "start_time": "2024-08-20T18:50:41.422225Z"
+    }
+   },
+   "cell_type": "code",
+   "source": "df.to_csv(\"tmp/conjrels.csv\", index=False)\n",
+   "id": "5ee58eef65ddbc9d",
+   "outputs": [],
+   "execution_count": 143
+  },
+  {
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2024-08-20T18:50:41.558828Z",
+     "start_time": "2024-08-20T18:50:41.548557Z"
+    }
+   },
+   "cell_type": "code",
+   "source": [
+    "# group by suffix1, suffix2, predicate, and count the number of rows\n",
+    "summary = df.groupby([\"suffix1\", \"suffix2\", \"predicate\"]).size()\n",
+    "summary.sort_values(ascending=False)"
+   ],
+   "id": "f1be2d07a0d5ce95",
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "suffix1         suffix2     predicate                     \n",
+       "acid            ate         obo:chebi#is_conjugate_acid_of    1522\n",
+       "ate             acid        obo:chebi#is_conjugate_base_of    1522\n",
+       "NO_SUFFIX       (1-)        obo:chebi#is_conjugate_acid_of    1332\n",
+       "(1-)            NO_SUFFIX   obo:chebi#is_conjugate_base_of    1332\n",
+       "NO_SUFFIX       (4-)        obo:chebi#is_conjugate_acid_of     673\n",
+       "                                                              ... \n",
+       "anion(1-)       acid        NO_REL                               1\n",
+       "(6-)            (2-)        NO_REL                               1\n",
+       "                (3-)        NO_REL                               1\n",
+       "                (4-)        NO_REL                               1\n",
+       "zwitterion(2-)  zwitterion  obo:chebi#is_conjugate_base_of       1\n",
+       "Length: 424, dtype: int64"
+      ]
+     },
+     "execution_count": 144,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "execution_count": 144
+  },
+  {
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2024-08-20T18:50:42.149304Z",
+     "start_time": "2024-08-20T18:50:41.621761Z"
+    }
+   },
+   "cell_type": "code",
+   "source": [
+    "import matplotlib.pyplot as plt\n",
+    "import seaborn as sns\n",
+    "from scipy.stats import entropy\n",
+    "\n",
+    "data = df\n",
+    "\n",
+    "# Display the first few rows of the data to understand its structure\n",
+    "data.head()\n",
+    "\n",
+    "# Create a function to calculate entropy for each group\n",
+    "def calculate_entropy(group):\n",
+    "    counts = group.value_counts(normalize=True)\n",
+    "    return entropy(counts)\n",
+    "\n",
+    "# Grouping the data by suffix1 and suffix2, then calculating entropy for the predicates\n",
+    "entropy_data = data.groupby(['suffix1', 'suffix2'])['predicate'].apply(calculate_entropy).unstack(fill_value=0)\n",
+    "\n",
+    "# Plotting the entropy heatmap with reversed x-axis\n",
+    "plt.figure(figsize=(10, 8))\n",
+    "sns.heatmap(entropy_data.loc[:, ::-1], annot=True, cmap=\"coolwarm\")\n",
+    "plt.title('Entropy of Predicate Distribution by Suffix1 and Suffix2 (Reversed X-Axis)')\n",
+    "plt.xlabel('Suffix2')\n",
+    "plt.ylabel('Suffix1')\n",
+    "plt.show()\n"
+   ],
+   "id": "b15618246ffb5c58",
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<Figure size 1000x800 with 2 Axes>"
+      ],
+      "image/png": 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"
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "execution_count": 145
+  },
+  {
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2024-08-20T18:50:42.195926Z",
+     "start_time": "2024-08-20T18:50:42.180216Z"
+    }
+   },
+   "cell_type": "code",
+   "source": [
+    "pivot_table = df.pivot_table(index=['suffix1', 'suffix2'], columns='predicate', aggfunc='size', fill_value=0).reset_index()\n",
+    "pivot_table.to_csv(\"tmp/pivot_table.csv\", index=False)\n",
+    "pivot_table"
+   ],
+   "id": "575eb6dbb6024008",
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "predicate         suffix1     suffix2  NO_REL  obo:chebi#is_conjugate_acid_of  \\\n",
+       "0                    (1+)        (1-)       2                               2   \n",
+       "1                    (1+)        (2+)      19                               0   \n",
+       "2                    (1+)        (2-)       3                               2   \n",
+       "3                    (1+)        (3+)      11                               0   \n",
+       "4                    (1+)        (3-)       2                               0   \n",
+       "..                    ...         ...     ...                             ...   \n",
+       "271        zwitterion(1-)         ate       1                               0   \n",
+       "272        zwitterion(1-)  zwitterion       0                               0   \n",
+       "273        zwitterion(2-)        (3-)       0                               1   \n",
+       "274        zwitterion(2-)        acid       1                               0   \n",
+       "275        zwitterion(2-)  zwitterion       0                               0   \n",
+       "\n",
+       "predicate  obo:chebi#is_conjugate_base_of  obo:chebi#is_tautomer_of  \n",
+       "0                                       0                         0  \n",
+       "1                                      19                         0  \n",
+       "2                                       0                         0  \n",
+       "3                                       0                         0  \n",
+       "4                                       0                         0  \n",
+       "..                                    ...                       ...  \n",
+       "271                                     0                         0  \n",
+       "272                                     3                         0  \n",
+       "273                                     0                         0  \n",
+       "274                                     0                         0  \n",
+       "275                                     1                         0  \n",
+       "\n",
+       "[276 rows x 6 columns]"
+      ],
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th>predicate</th>\n",
+       "      <th>suffix1</th>\n",
+       "      <th>suffix2</th>\n",
+       "      <th>NO_REL</th>\n",
+       "      <th>obo:chebi#is_conjugate_acid_of</th>\n",
+       "      <th>obo:chebi#is_conjugate_base_of</th>\n",
+       "      <th>obo:chebi#is_tautomer_of</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>(1+)</td>\n",
+       "      <td>(1-)</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>(1+)</td>\n",
+       "      <td>(2+)</td>\n",
+       "      <td>19</td>\n",
+       "      <td>0</td>\n",
+       "      <td>19</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>(1+)</td>\n",
+       "      <td>(2-)</td>\n",
+       "      <td>3</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>(1+)</td>\n",
+       "      <td>(3+)</td>\n",
+       "      <td>11</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>(1+)</td>\n",
+       "      <td>(3-)</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>271</th>\n",
+       "      <td>zwitterion(1-)</td>\n",
+       "      <td>ate</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>272</th>\n",
+       "      <td>zwitterion(1-)</td>\n",
+       "      <td>zwitterion</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>3</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>273</th>\n",
+       "      <td>zwitterion(2-)</td>\n",
+       "      <td>(3-)</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>274</th>\n",
+       "      <td>zwitterion(2-)</td>\n",
+       "      <td>acid</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>275</th>\n",
+       "      <td>zwitterion(2-)</td>\n",
+       "      <td>zwitterion</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>276 rows × 6 columns</p>\n",
+       "</div>"
+      ]
+     },
+     "execution_count": 146,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "execution_count": 146
+  },
+  {
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2024-08-20T18:50:42.282446Z",
+     "start_time": "2024-08-20T18:50:42.269431Z"
+    }
+   },
+   "cell_type": "code",
+   "source": "df[(df[\"suffix1\"] == \"(1+)\") & (df[\"suffix2\"] == \"NO_SUFFIX\") & (df[\"predicate\"] == CBO)]",
+   "id": "ecff73edc212adaa",
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "      suffix1    suffix2                       predicate         chem1  \\\n",
+       "3026     (1+)  NO_SUFFIX  obo:chebi#is_conjugate_base_of  CHEBI:141055   \n",
+       "10940    (1+)  NO_SUFFIX  obo:chebi#is_conjugate_base_of   CHEBI:58644   \n",
+       "12234    (1+)  NO_SUFFIX  obo:chebi#is_conjugate_base_of   CHEBI:64003   \n",
+       "12334    (1+)  NO_SUFFIX  obo:chebi#is_conjugate_base_of   CHEBI:64364   \n",
+       "13410    (1+)  NO_SUFFIX  obo:chebi#is_conjugate_base_of   CHEBI:72567   \n",
+       "14212    (1+)  NO_SUFFIX  obo:chebi#is_conjugate_base_of   CHEBI:75297   \n",
+       "14386    (1+)  NO_SUFFIX  obo:chebi#is_conjugate_base_of   CHEBI:76278   \n",
+       "14676    (1+)  NO_SUFFIX  obo:chebi#is_conjugate_base_of   CHEBI:76819   \n",
+       "14702    (1+)  NO_SUFFIX  obo:chebi#is_conjugate_base_of   CHEBI:76922   \n",
+       "16430    (1+)  NO_SUFFIX  obo:chebi#is_conjugate_base_of   CHEBI:86083   \n",
+       "16456    (1+)  NO_SUFFIX  obo:chebi#is_conjugate_base_of   CHEBI:86380   \n",
+       "\n",
+       "              chem2  charge_diff  charge_diff_sign  \\\n",
+       "3026   CHEBI:141057          NaN               NaN   \n",
+       "10940   CHEBI:32818          NaN               NaN   \n",
+       "12234   CHEBI:64004          NaN               NaN   \n",
+       "12334   CHEBI:10650          NaN               NaN   \n",
+       "13410    CHEBI:6438          NaN               NaN   \n",
+       "14212   CHEBI:31057          NaN               NaN   \n",
+       "14386   CHEBI:16299          NaN               NaN   \n",
+       "14676   CHEBI:15906          NaN               NaN   \n",
+       "14702   CHEBI:77055          NaN               NaN   \n",
+       "16430   CHEBI:86085          NaN               NaN   \n",
+       "16456  CHEBI:599440          NaN               NaN   \n",
+       "\n",
+       "                                                    stem  \n",
+       "3026                                    validoxylamine B  \n",
+       "10940                                p-coumaroylagmatine  \n",
+       "12234  N-allyl-6-chloro-1-(3-methylphenyl)-2,3,4,5-te...  \n",
+       "12334                                        sumatriptan  \n",
+       "13410                                        levobunolol  \n",
+       "14212                               13-deoxydaunorubicin  \n",
+       "14386                                  dehydrocoformycin  \n",
+       "14676                                   demethylmacrocin  \n",
+       "14702                                         argemonine  \n",
+       "16430                            (Z)-p-coumaroylagmatine  \n",
+       "16456                                         amorolfine  "
+      ],
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
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+       "\n",
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+       "        vertical-align: top;\n",
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+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>suffix1</th>\n",
+       "      <th>suffix2</th>\n",
+       "      <th>predicate</th>\n",
+       "      <th>chem1</th>\n",
+       "      <th>chem2</th>\n",
+       "      <th>charge_diff</th>\n",
+       "      <th>charge_diff_sign</th>\n",
+       "      <th>stem</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>3026</th>\n",
+       "      <td>(1+)</td>\n",
+       "      <td>NO_SUFFIX</td>\n",
+       "      <td>obo:chebi#is_conjugate_base_of</td>\n",
+       "      <td>CHEBI:141055</td>\n",
+       "      <td>CHEBI:141057</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>validoxylamine B</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10940</th>\n",
+       "      <td>(1+)</td>\n",
+       "      <td>NO_SUFFIX</td>\n",
+       "      <td>obo:chebi#is_conjugate_base_of</td>\n",
+       "      <td>CHEBI:58644</td>\n",
+       "      <td>CHEBI:32818</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>p-coumaroylagmatine</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12234</th>\n",
+       "      <td>(1+)</td>\n",
+       "      <td>NO_SUFFIX</td>\n",
+       "      <td>obo:chebi#is_conjugate_base_of</td>\n",
+       "      <td>CHEBI:64003</td>\n",
+       "      <td>CHEBI:64004</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>N-allyl-6-chloro-1-(3-methylphenyl)-2,3,4,5-te...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12334</th>\n",
+       "      <td>(1+)</td>\n",
+       "      <td>NO_SUFFIX</td>\n",
+       "      <td>obo:chebi#is_conjugate_base_of</td>\n",
+       "      <td>CHEBI:64364</td>\n",
+       "      <td>CHEBI:10650</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>sumatriptan</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13410</th>\n",
+       "      <td>(1+)</td>\n",
+       "      <td>NO_SUFFIX</td>\n",
+       "      <td>obo:chebi#is_conjugate_base_of</td>\n",
+       "      <td>CHEBI:72567</td>\n",
+       "      <td>CHEBI:6438</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>levobunolol</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14212</th>\n",
+       "      <td>(1+)</td>\n",
+       "      <td>NO_SUFFIX</td>\n",
+       "      <td>obo:chebi#is_conjugate_base_of</td>\n",
+       "      <td>CHEBI:75297</td>\n",
+       "      <td>CHEBI:31057</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>13-deoxydaunorubicin</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14386</th>\n",
+       "      <td>(1+)</td>\n",
+       "      <td>NO_SUFFIX</td>\n",
+       "      <td>obo:chebi#is_conjugate_base_of</td>\n",
+       "      <td>CHEBI:76278</td>\n",
+       "      <td>CHEBI:16299</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>dehydrocoformycin</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14676</th>\n",
+       "      <td>(1+)</td>\n",
+       "      <td>NO_SUFFIX</td>\n",
+       "      <td>obo:chebi#is_conjugate_base_of</td>\n",
+       "      <td>CHEBI:76819</td>\n",
+       "      <td>CHEBI:15906</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>demethylmacrocin</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14702</th>\n",
+       "      <td>(1+)</td>\n",
+       "      <td>NO_SUFFIX</td>\n",
+       "      <td>obo:chebi#is_conjugate_base_of</td>\n",
+       "      <td>CHEBI:76922</td>\n",
+       "      <td>CHEBI:77055</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>argemonine</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16430</th>\n",
+       "      <td>(1+)</td>\n",
+       "      <td>NO_SUFFIX</td>\n",
+       "      <td>obo:chebi#is_conjugate_base_of</td>\n",
+       "      <td>CHEBI:86083</td>\n",
+       "      <td>CHEBI:86085</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>(Z)-p-coumaroylagmatine</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16456</th>\n",
+       "      <td>(1+)</td>\n",
+       "      <td>NO_SUFFIX</td>\n",
+       "      <td>obo:chebi#is_conjugate_base_of</td>\n",
+       "      <td>CHEBI:86380</td>\n",
+       "      <td>CHEBI:599440</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>amorolfine</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ]
+     },
+     "execution_count": 147,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "execution_count": 147
+  },
+  {
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2024-08-20T18:50:42.368542Z",
+     "start_time": "2024-08-20T18:50:42.360114Z"
+    }
+   },
+   "cell_type": "code",
+   "source": "df",
+   "id": "d20d7eb6fce43eb1",
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "         suffix1    suffix2                       predicate         chem1  \\\n",
+       "0           acid      anion  obo:chebi#is_conjugate_acid_of  CHEBI:100147   \n",
+       "1          anion       acid  obo:chebi#is_conjugate_base_of   CHEBI:62070   \n",
+       "2           acid  NO_SUFFIX                          NO_REL   CHEBI:10046   \n",
+       "3      NO_SUFFIX       acid                          NO_REL   CHEBI:10045   \n",
+       "4           acid        ate  obo:chebi#is_conjugate_acid_of   CHEBI:10072   \n",
+       "...          ...        ...                             ...           ...   \n",
+       "17165  NO_SUFFIX       (1-)  obo:chebi#is_conjugate_acid_of  CHEBI:130073   \n",
+       "17166       (1-)  NO_SUFFIX  obo:chebi#is_conjugate_base_of    CHEBI:9162   \n",
+       "17167  NO_SUFFIX       (1-)  obo:chebi#is_conjugate_acid_of   CHEBI:79317   \n",
+       "17168        ate       acid  obo:chebi#is_conjugate_base_of     CHEBI:994   \n",
+       "17169       acid        ate  obo:chebi#is_conjugate_acid_of     CHEBI:995   \n",
+       "\n",
+       "              chem2  charge_diff  charge_diff_sign  \\\n",
+       "0       CHEBI:62070          NaN               NaN   \n",
+       "1      CHEBI:100147          NaN               NaN   \n",
+       "2       CHEBI:10045          NaN               NaN   \n",
+       "3       CHEBI:10046          NaN               NaN   \n",
+       "4       CHEBI:71201          NaN               NaN   \n",
+       "...             ...          ...               ...   \n",
+       "17165   CHEBI:91301          NaN               NaN   \n",
+       "17166   CHEBI:79317          NaN               NaN   \n",
+       "17167    CHEBI:9162          NaN               NaN   \n",
+       "17168     CHEBI:995          NaN               NaN   \n",
+       "17169     CHEBI:994          NaN               NaN   \n",
+       "\n",
+       "                                                   stem  \n",
+       "0                                               nalidix  \n",
+       "1                                               nalidix  \n",
+       "2                                               Wyerone  \n",
+       "3                                               Wyerone  \n",
+       "4                                             xanthuren  \n",
+       "...                                                 ...  \n",
+       "17165                                       5,20-diHEPE  \n",
+       "17166                                          sinigrin  \n",
+       "17167                                          sinigrin  \n",
+       "17168  cis,cis-2-amino-3-(3-oxoprop-1-enyl)but-2-enedio  \n",
+       "17169  cis,cis-2-amino-3-(3-oxoprop-1-enyl)but-2-enedio  \n",
+       "\n",
+       "[17170 rows x 8 columns]"
+      ],
+      "text/html": [
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+       "\n",
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+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>suffix1</th>\n",
+       "      <th>suffix2</th>\n",
+       "      <th>predicate</th>\n",
+       "      <th>chem1</th>\n",
+       "      <th>chem2</th>\n",
+       "      <th>charge_diff</th>\n",
+       "      <th>charge_diff_sign</th>\n",
+       "      <th>stem</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>acid</td>\n",
+       "      <td>anion</td>\n",
+       "      <td>obo:chebi#is_conjugate_acid_of</td>\n",
+       "      <td>CHEBI:100147</td>\n",
+       "      <td>CHEBI:62070</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>nalidix</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>anion</td>\n",
+       "      <td>acid</td>\n",
+       "      <td>obo:chebi#is_conjugate_base_of</td>\n",
+       "      <td>CHEBI:62070</td>\n",
+       "      <td>CHEBI:100147</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>nalidix</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>acid</td>\n",
+       "      <td>NO_SUFFIX</td>\n",
+       "      <td>NO_REL</td>\n",
+       "      <td>CHEBI:10046</td>\n",
+       "      <td>CHEBI:10045</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Wyerone</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>NO_SUFFIX</td>\n",
+       "      <td>acid</td>\n",
+       "      <td>NO_REL</td>\n",
+       "      <td>CHEBI:10045</td>\n",
+       "      <td>CHEBI:10046</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Wyerone</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>acid</td>\n",
+       "      <td>ate</td>\n",
+       "      <td>obo:chebi#is_conjugate_acid_of</td>\n",
+       "      <td>CHEBI:10072</td>\n",
+       "      <td>CHEBI:71201</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>xanthuren</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17165</th>\n",
+       "      <td>NO_SUFFIX</td>\n",
+       "      <td>(1-)</td>\n",
+       "      <td>obo:chebi#is_conjugate_acid_of</td>\n",
+       "      <td>CHEBI:130073</td>\n",
+       "      <td>CHEBI:91301</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>5,20-diHEPE</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17166</th>\n",
+       "      <td>(1-)</td>\n",
+       "      <td>NO_SUFFIX</td>\n",
+       "      <td>obo:chebi#is_conjugate_base_of</td>\n",
+       "      <td>CHEBI:9162</td>\n",
+       "      <td>CHEBI:79317</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>sinigrin</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17167</th>\n",
+       "      <td>NO_SUFFIX</td>\n",
+       "      <td>(1-)</td>\n",
+       "      <td>obo:chebi#is_conjugate_acid_of</td>\n",
+       "      <td>CHEBI:79317</td>\n",
+       "      <td>CHEBI:9162</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>sinigrin</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17168</th>\n",
+       "      <td>ate</td>\n",
+       "      <td>acid</td>\n",
+       "      <td>obo:chebi#is_conjugate_base_of</td>\n",
+       "      <td>CHEBI:994</td>\n",
+       "      <td>CHEBI:995</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>cis,cis-2-amino-3-(3-oxoprop-1-enyl)but-2-enedio</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17169</th>\n",
+       "      <td>acid</td>\n",
+       "      <td>ate</td>\n",
+       "      <td>obo:chebi#is_conjugate_acid_of</td>\n",
+       "      <td>CHEBI:995</td>\n",
+       "      <td>CHEBI:994</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>cis,cis-2-amino-3-(3-oxoprop-1-enyl)but-2-enedio</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>17170 rows × 8 columns</p>\n",
+       "</div>"
+      ]
+     },
+     "execution_count": 148,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "execution_count": 148
+  },
+  {
+   "metadata": {},
+   "cell_type": "markdown",
+   "source": "## Create is-a map",
+   "id": "d17e17831c235596"
+  },
+  {
+   "metadata": {
+    "collapsed": false,
+    "ExecuteTime": {
+     "end_time": "2024-08-20T18:50:49.574648Z",
+     "start_time": "2024-08-20T18:50:42.471703Z"
+    }
+   },
+   "cell_type": "code",
+   "source": "is_as = list(chebi.relationships(predicates=[IS_A]))",
+   "id": "5a77f734fba5ae24",
+   "outputs": [],
+   "execution_count": 149
+  },
+  {
+   "metadata": {
+    "collapsed": false,
+    "ExecuteTime": {
+     "end_time": "2024-08-20T18:50:49.714569Z",
+     "start_time": "2024-08-20T18:50:49.607491Z"
+    }
+   },
+   "cell_type": "code",
+   "source": [
+    "is_a_map = defaultdict(list)\n",
+    "for s, _, o in is_as:\n",
+    "    is_a_map[s].append(o)"
+   ],
+   "id": "7a7a9eb7c9110c39",
+   "outputs": [],
+   "execution_count": 150
+  },
+  {
+   "metadata": {},
+   "cell_type": "markdown",
+   "source": [
+    "## Fetch Uniprot Synonyms\n",
+    "\n",
+    "These are bio-friendly synonyms."
+   ],
+   "id": "2e35a6a093aae65c"
+  },
+  {
+   "metadata": {
+    "collapsed": false,
+    "ExecuteTime": {
+     "end_time": "2024-08-20T18:51:06.708351Z",
+     "start_time": "2024-08-20T18:50:49.719652Z"
+    }
+   },
+   "cell_type": "code",
+   "source": [
+    "from semsql.sqla.semsql import OwlAxiomAnnotation\n",
+    "\n",
+    "q = session.query(OwlAxiomAnnotation)\n",
+    "axiom_anns = list(q)"
+   ],
+   "id": "6ac6247a4be899da",
+   "outputs": [],
+   "execution_count": 151
+  },
+  {
+   "metadata": {
+    "collapsed": false,
+    "ExecuteTime": {
+     "end_time": "2024-08-20T18:51:07.045609Z",
+     "start_time": "2024-08-20T18:51:07.042271Z"
+    }
+   },
+   "cell_type": "code",
+   "source": "len(axiom_anns)",
+   "id": "c2c109cbfa2e46a5",
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "716075"
+      ]
+     },
+     "execution_count": 152,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "execution_count": 152
+  },
+  {
+   "metadata": {
+    "collapsed": false,
+    "ExecuteTime": {
+     "end_time": "2024-08-20T18:51:07.758052Z",
+     "start_time": "2024-08-20T18:51:07.386204Z"
+    }
+   },
+   "cell_type": "code",
+   "source": "up_axiom_anns = [row for row in axiom_anns if row.annotation_predicate == \"oio:hasDbXref\" and row.annotation_value == \"UniProt\"]",
+   "id": "6132886244ebdbe",
+   "outputs": [],
+   "execution_count": 153
+  },
+  {
+   "metadata": {
+    "collapsed": false,
+    "ExecuteTime": {
+     "end_time": "2024-08-20T18:51:08.470347Z",
+     "start_time": "2024-08-20T18:51:08.095353Z"
+    }
+   },
+   "cell_type": "code",
+   "source": [
+    "bio_syn_map = {row.subject: row.value for row in axiom_anns if row.annotation_predicate == \"oio:hasDbXref\" and row.annotation_value == \"UniProt\"}\n",
+    "len(bio_syn_map)"
+   ],
+   "id": "a021b7d4e91c99e0",
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "16393"
+      ]
+     },
+     "execution_count": 154,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "execution_count": 154
+  },
+  {
+   "metadata": {
+    "collapsed": false,
+    "ExecuteTime": {
+     "end_time": "2024-08-20T18:51:08.808603Z",
+     "start_time": "2024-08-20T18:51:08.805412Z"
+    }
+   },
+   "cell_type": "code",
+   "source": "len(bio_syn_map)",
+   "id": "8ad8345e0db49f7a",
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "16393"
+      ]
+     },
+     "execution_count": 155,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "execution_count": 155
+  },
+  {
+   "metadata": {},
+   "cell_type": "markdown",
+   "source": "",
+   "id": "fc455907eee67b8a"
+  },
+  {
+   "metadata": {},
+   "cell_type": "markdown",
+   "source": [
+    "## RHEA pH Mapping\n",
+    "\n",
+    "RHEA provides a table that maps CHEBI IDs to their pH 7.3 stable forms. The mapping may be reflexive\n",
+    "print((e.g.a stable form will map to itself))\n",
+    "\n",
+    "The mappings may not be complete - in particular only leaf nodes are mapped."
+   ],
+   "id": "d67387abc3bd9dc7"
+  },
+  {
+   "metadata": {
+    "collapsed": false,
+    "ExecuteTime": {
+     "end_time": "2024-08-20T18:51:09.141745Z",
+     "start_time": "2024-08-20T18:51:09.139985Z"
+    }
+   },
+   "cell_type": "code",
+   "source": "\n",
+   "id": "9ab37d9db461f843",
+   "outputs": [],
+   "execution_count": 155
+  },
+  {
+   "metadata": {
+    "collapsed": false,
+    "ExecuteTime": {
+     "end_time": "2024-08-20T18:51:09.472235Z",
+     "start_time": "2024-08-20T18:51:09.470545Z"
+    }
+   },
+   "cell_type": "code",
+   "source": "",
+   "id": "6c6c70e637f11eb9",
+   "outputs": [],
+   "execution_count": null
+  },
+  {
+   "metadata": {
+    "collapsed": false,
+    "ExecuteTime": {
+     "end_time": "2024-08-20T18:51:09.906415Z",
+     "start_time": "2024-08-20T18:51:09.812191Z"
+    }
+   },
+   "cell_type": "code",
+   "source": [
+    "import pystow\n",
+    "ph_mapping_df = pystow.ensure_csv(\"rhea\", url=\"https://ftp.expasy.org/databases/rhea/tsv/chebi_pH7_3_mapping.tsv\")\n",
+    "for col in [\"CHEBI\", \"CHEBI_PH7_3\"]:\n",
+    "    ph_mapping_df[col] = \"CHEBI:\" + ph_mapping_df[col].astype(str)\n",
+    "\n"
+   ],
+   "id": "e5792b2c75c4a675",
+   "outputs": [],
+   "execution_count": 156
+  },
+  {
+   "metadata": {
+    "collapsed": false,
+    "ExecuteTime": {
+     "end_time": "2024-08-20T18:51:10.244098Z",
+     "start_time": "2024-08-20T18:51:10.237797Z"
+    }
+   },
+   "cell_type": "code",
+   "source": "ph_mapping_df",
+   "id": "7cc020b7576cc449",
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "               CHEBI   CHEBI_PH7_3       ORIGIN\n",
+       "0            CHEBI:3       CHEBI:3  computation\n",
+       "1            CHEBI:7       CHEBI:7  computation\n",
+       "2            CHEBI:8       CHEBI:8  computation\n",
+       "3           CHEBI:19      CHEBI:19  computation\n",
+       "4           CHEBI:20      CHEBI:20  computation\n",
+       "...              ...           ...          ...\n",
+       "119802  CHEBI:691037  CHEBI:691037  computation\n",
+       "119803  CHEBI:691622  CHEBI:691622  computation\n",
+       "119804  CHEBI:741548  CHEBI:132939  computation\n",
+       "119805  CHEBI:744019  CHEBI:744019  computation\n",
+       "119806  CHEBI:746859  CHEBI:746859  computation\n",
+       "\n",
+       "[119807 rows x 3 columns]"
+      ],
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>CHEBI</th>\n",
+       "      <th>CHEBI_PH7_3</th>\n",
+       "      <th>ORIGIN</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>CHEBI:3</td>\n",
+       "      <td>CHEBI:3</td>\n",
+       "      <td>computation</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>CHEBI:7</td>\n",
+       "      <td>CHEBI:7</td>\n",
+       "      <td>computation</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>CHEBI:8</td>\n",
+       "      <td>CHEBI:8</td>\n",
+       "      <td>computation</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>CHEBI:19</td>\n",
+       "      <td>CHEBI:19</td>\n",
+       "      <td>computation</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>CHEBI:20</td>\n",
+       "      <td>CHEBI:20</td>\n",
+       "      <td>computation</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>119802</th>\n",
+       "      <td>CHEBI:691037</td>\n",
+       "      <td>CHEBI:691037</td>\n",
+       "      <td>computation</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>119803</th>\n",
+       "      <td>CHEBI:691622</td>\n",
+       "      <td>CHEBI:691622</td>\n",
+       "      <td>computation</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>119804</th>\n",
+       "      <td>CHEBI:741548</td>\n",
+       "      <td>CHEBI:132939</td>\n",
+       "      <td>computation</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>119805</th>\n",
+       "      <td>CHEBI:744019</td>\n",
+       "      <td>CHEBI:744019</td>\n",
+       "      <td>computation</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>119806</th>\n",
+       "      <td>CHEBI:746859</td>\n",
+       "      <td>CHEBI:746859</td>\n",
+       "      <td>computation</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>119807 rows × 3 columns</p>\n",
+       "</div>"
+      ]
+     },
+     "execution_count": 157,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "execution_count": 157
+  },
+  {
+   "metadata": {
+    "collapsed": false,
+    "ExecuteTime": {
+     "end_time": "2024-08-20T18:51:10.660646Z",
+     "start_time": "2024-08-20T18:51:10.628401Z"
+    }
+   },
+   "cell_type": "code",
+   "source": "ph_mapping = dict(zip(ph_mapping_df['CHEBI'], ph_mapping_df['CHEBI_PH7_3']))",
+   "id": "afd7468af0f9a848",
+   "outputs": [],
+   "execution_count": 158
+  },
+  {
+   "metadata": {
+    "collapsed": false,
+    "ExecuteTime": {
+     "end_time": "2024-08-20T18:51:10.694812Z",
+     "start_time": "2024-08-20T18:51:10.691763Z"
+    }
+   },
+   "cell_type": "code",
+   "source": "len(ph_mapping)",
+   "id": "feb64fe9e36bbdec",
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "119807"
+      ]
+     },
+     "execution_count": 159,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "execution_count": 159
+  },
+  {
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2024-08-20T18:51:10.711784Z",
+     "start_time": "2024-08-20T18:51:10.709198Z"
+    }
+   },
+   "cell_type": "code",
+   "source": [
+    "# we expected leaf and leaf-y nodes to be mapped\n",
+    "assert ph_mapping[CYSTEINATE_1_MINUS] == CYSTEINE_ZWITTERION"
+   ],
+   "id": "f960fab3cbd8c968",
+   "outputs": [],
+   "execution_count": 160
+  },
+  {
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2024-08-20T18:51:11.058399Z",
+     "start_time": "2024-08-20T18:51:11.055872Z"
+    }
+   },
+   "cell_type": "code",
+   "source": "assert ph_mapping[CITRIC_ACID] != CITRIC_ACID",
+   "id": "5d984c637fc464a6",
+   "outputs": [],
+   "execution_count": 161
+  },
+  {
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2024-08-20T18:51:11.722648Z",
+     "start_time": "2024-08-20T18:51:11.720017Z"
+    }
+   },
+   "cell_type": "code",
+   "source": [
+    "# reflexivity\n",
+    "assert ph_mapping[L_CYSTEINE_ZWITTERION] == L_CYSTEINE_ZWITTERION\n",
+    "assert ph_mapping[CYSTEINE_ZWITTERION] == CYSTEINE_ZWITTERION"
+   ],
+   "id": "6215936dbaf1e9f7",
+   "outputs": [],
+   "execution_count": 162
+  },
+  {
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2024-08-20T18:51:11.733231Z",
+     "start_time": "2024-08-20T18:51:11.730857Z"
+    }
+   },
+   "cell_type": "code",
+   "source": [
+    "# groupings are not mapped\n",
+    "assert AMINO_ACID not in ph_mapping"
+   ],
+   "id": "41959f4eb1f532e7",
+   "outputs": [],
+   "execution_count": 163
+  },
+  {
+   "metadata": {
+    "collapsed": false,
+    "ExecuteTime": {
+     "end_time": "2024-08-20T18:51:12.111452Z",
+     "start_time": "2024-08-20T18:51:12.068035Z"
+    }
+   },
+   "cell_type": "code",
+   "source": [
+    "# create a reverse mapping\n",
+    "\n",
+    "rev_ph_mapping = defaultdict(list)\n",
+    "for k, v in ph_mapping.items():\n",
+    "    rev_ph_mapping[v].append(k)\n",
+    "    \n",
+    "len(rev_ph_mapping)"
+   ],
+   "id": "5a139dee44a44030",
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "111077"
+      ]
+     },
+     "execution_count": 164,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "execution_count": 164
+  },
+  {
+   "metadata": {
+    "collapsed": false,
+    "ExecuteTime": {
+     "end_time": "2024-08-20T18:51:12.447556Z",
+     "start_time": "2024-08-20T18:51:12.445087Z"
+    }
+   },
+   "cell_type": "code",
+   "source": [
+    "assert L_CYSTEINE_ZWITTERION in rev_ph_mapping[L_CYSTEINE_ZWITTERION]\n",
+    "assert CYSTEINATE_1_MINUS in rev_ph_mapping[CYSTEINE_ZWITTERION]\n",
+    "\n"
+   ],
+   "id": "9120365808e9bc04",
+   "outputs": [],
+   "execution_count": 165
+  },
+  {
+   "metadata": {},
+   "cell_type": "markdown",
+   "source": [
+    "## Pick Canonical from Conjugate Cliques\n",
+    "\n",
+    "For each clique, pick the canonical term."
+   ],
+   "id": "9ab6512f389c6a93"
+  },
+  {
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2024-08-20T18:51:12.789084Z",
+     "start_time": "2024-08-20T18:51:12.783392Z"
+    }
+   },
+   "cell_type": "code",
+   "source": [
+    "\n",
+    "arbitrary_canonical_map = {}\n",
+    "def pick_canonical(ids: List[str]) -> str:\n",
+    "    \"\"\"\n",
+    "    Pick the canonical term from a list of ids.\n",
+    "    \n",
+    "    Priority order:\n",
+    "    \n",
+    "    1. pH mapping\n",
+    "    2. Uniprot synonyms\n",
+    "    3. Charge 0\n",
+    "    \n",
+    "    :param ids: \n",
+    "    :return: \n",
+    "    \"\"\"\n",
+    "    # ensure deterministic order\n",
+    "    ids = sorted(ids)\n",
+    "    for id in ids:\n",
+    "        if id in ph_mapping:\n",
+    "            return ph_mapping[id]\n",
+    "    for id in ids:\n",
+    "        if id in bio_syn_map:\n",
+    "            return id\n",
+    "    for id in ids:\n",
+    "        if id in charges and charges[id] == 0:\n",
+    "            return id\n",
+    "    # prioritize shorter\n",
+    "    ids = sorted(ids, key=lambda x: len(labels.get(x)))\n",
+    "    for id in ids:\n",
+    "        if id not in charges:\n",
+    "            # last resort\n",
+    "            return id\n",
+    "    if len(ids) == 1:\n",
+    "        return ids[0]\n",
+    "    arbitrary_canonical_map[tuple(ids)] = ids[0]\n",
+    "    return ids[0]\n",
+    "    # raise ValueError(f\"Could not find canonical for {ids}\")\n",
+    "\n",
+    "assert pick_canonical([CITRIC_ACID]) == ph_mapping[CITRIC_ACID]\n",
+    "assert pick_canonical([L_CYSTEINE_ZWITTERION]) == L_CYSTEINE_ZWITTERION\n",
+    "assert pick_canonical([CYSTEINE_ZWITTERION, CYSTEINATE_1_MINUS, CYSTEINIUM]) == CYSTEINE_ZWITTERION\n",
+    "assert pick_canonical([AMINO_ACID, AMINO_ACID_ANION]) == AMINO_ACID\n",
+    "assert pick_canonical([ALPHA_AMINO_ACID, ALPHA_AMINO_ACID_ANION, ALPHA_AMINO_ACID_ZWITTERION]) == ALPHA_AMINO_ACID_ZWITTERION\n",
+    "    "
+   ],
+   "id": "e878bc530b346f26",
+   "outputs": [],
+   "execution_count": 166
+  },
+  {
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2024-08-20T18:51:13.133279Z",
+     "start_time": "2024-08-20T18:51:13.129885Z"
+    }
+   },
+   "cell_type": "code",
+   "source": "pick_canonical([ALPHA_AMINO_ACID, ALPHA_AMINO_ACID_ANION, ALPHA_AMINO_ACID_ZWITTERION])",
+   "id": "437cc21e6c84393c",
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "'CHEBI:78608'"
+      ]
+     },
+     "execution_count": 167,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "execution_count": 167
+  },
+  {
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2024-08-20T18:51:13.470030Z",
+     "start_time": "2024-08-20T18:51:13.468041Z"
+    }
+   },
+   "cell_type": "code",
+   "source": "",
+   "id": "25942fc6d94bd016",
+   "outputs": [],
+   "execution_count": null
+  },
+  {
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2024-08-20T18:51:13.821214Z",
+     "start_time": "2024-08-20T18:51:13.807687Z"
+    }
+   },
+   "cell_type": "code",
+   "source": [
+    "from typing import Set, Tuple\n",
+    "\n",
+    "\n",
+    "def create_canonical_map(scc_sets: List[Set[str]]) -> Tuple[Dict[str, Set[str]], Dict[str, str]]:\n",
+    "    \"\"\"\n",
+    "    Create a mapping between canonical and members of the strongly connected components\n",
+    "    :param scc_sets: \n",
+    "    :return: \n",
+    "    \"\"\"\n",
+    "    canonical_to_members = {}\n",
+    "    for scc in scc_sets:\n",
+    "        canonical = pick_canonical(scc)\n",
+    "        canonical_to_members[canonical] = scc\n",
+    "    members_to_canonical = {m: c for c, ms in canonical_to_members.items() for m in ms}\n",
+    "    return (canonical_to_members, members_to_canonical)\n",
+    "\n",
+    "canonical_to_members, members_to_canonical = create_canonical_map(sccs)\n",
+    "assert len(canonical_to_members) > 8000\n",
+    "assert members_to_canonical[CYSTEINE_ZWITTERION] == CYSTEINE_ZWITTERION\n",
+    "assert members_to_canonical[CYSTEINATE_1_MINUS] == CYSTEINE_ZWITTERION"
+   ],
+   "id": "5ac60d2c2ca3e36d",
+   "outputs": [],
+   "execution_count": 168
+  },
+  {
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2024-08-20T18:51:14.161399Z",
+     "start_time": "2024-08-20T18:51:14.159592Z"
+    }
+   },
+   "cell_type": "code",
+   "source": "",
+   "id": "820efde068eb28fa",
+   "outputs": [],
+   "execution_count": null
+  },
+  {
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2024-08-20T18:51:14.509576Z",
+     "start_time": "2024-08-20T18:51:14.507457Z"
+    }
+   },
+   "cell_type": "code",
+   "source": "# assert CITRIC_ACID in members_to_canonical\n",
+   "id": "b922566d4a6977f1",
+   "outputs": [],
+   "execution_count": 169
+  },
+  {
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2024-08-20T18:51:14.855823Z",
+     "start_time": "2024-08-20T18:51:14.840532Z"
+    }
+   },
+   "cell_type": "code",
+   "source": [
+    "chem_to_stem: Dict[str, str] = {}\n",
+    "for row in rows:\n",
+    "    def _assign(chem: str, stem: str):\n",
+    "        if chem in chem_to_stem:\n",
+    "            if chem_to_stem[chem] != stem:\n",
+    "                raise ValueError(f\"Conflicting stems for {chem}: {chem_to_stem[chem]} vs {stem}\")\n",
+    "        else:\n",
+    "            chem_to_stem[chem] = stem\n",
+    "    stem = row[\"stem\"]\n",
+    "    _assign(row[\"chem1\"], stem)\n",
+    "    _assign(row[\"chem2\"], stem)"
+   ],
+   "id": "986db0b5676b022",
+   "outputs": [],
+   "execution_count": 170
+  },
+  {
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2024-08-20T18:51:15.204220Z",
+     "start_time": "2024-08-20T18:51:15.195715Z"
+    }
+   },
+   "cell_type": "code",
+   "source": [
+    "# assess completeness of the sccs\n",
+    "missing_in_conjugate_sccs = []\n",
+    "for chem in stem_to_chem.keys():\n",
+    "    if chem not in canonical_to_members:\n",
+    "        missing_in_conjugate_sccs.append(chem)\n",
+    "        \n",
+    "len(missing_in_conjugate_sccs)\n"
+   ],
+   "id": "a021fe7fed571235",
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "31416"
+      ]
+     },
+     "execution_count": 171,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "execution_count": 171
+  },
+  {
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2024-08-20T18:51:15.550153Z",
+     "start_time": "2024-08-20T18:51:15.545126Z"
+    }
+   },
+   "cell_type": "code",
+   "source": [
+    "missing_in_lexical_analysis = []\n",
+    "for chem in canonical_to_members.keys():\n",
+    "    if chem not in chem_to_stem:\n",
+    "        missing_in_lexical_analysis.append(chem)\n",
+    "        \n",
+    "len(missing_in_lexical_analysis)"
+   ],
+   "id": "803cbc15883d0c19",
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "1929"
+      ]
+     },
+     "execution_count": 172,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "execution_count": 172
+  },
+  {
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2024-08-20T18:51:21.437440Z",
+     "start_time": "2024-08-20T18:51:15.893723Z"
+    }
+   },
+   "cell_type": "code",
+   "source": [
+    "\n",
+    "for _, vmap in stem_to_chem.items():\n",
+    "    for v1 in vmap.values():\n",
+    "        for v2 in vmap.values():\n",
+    "            if v1 > v2:\n",
+    "                rel = (v1, \"?\", v2)\n",
+    "                if rel not in conjrels:\n",
+    "                    conjrels.append(rel)\n",
+    "                # conj_graph.add_edge(v1, v2))\n",
+    "conj_graph = calculate_conj_graph(conjrels)\n",
+    "full_sccs = list(nx.strongly_connected_components(conj_graph))\n",
+    "len(full_sccs)"
+   ],
+   "id": "c49abac57eb8498",
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "9325"
+      ]
+     },
+     "execution_count": 173,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "execution_count": 173
+  },
+  {
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2024-08-20T18:51:21.793968Z",
+     "start_time": "2024-08-20T18:51:21.782209Z"
+    }
+   },
+   "cell_type": "code",
+   "source": [
+    "canonical_to_members, members_to_canonical = create_canonical_map(full_sccs)\n",
+    "assert len(canonical_to_members) > 9000"
+   ],
+   "id": "7e12327ea167d1f7",
+   "outputs": [],
+   "execution_count": 174
+  },
+  {
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2024-08-20T18:51:22.145787Z",
+     "start_time": "2024-08-20T18:51:22.142195Z"
+    }
+   },
+   "cell_type": "code",
+   "source": "labels[members_to_canonical[AMINO_ACID]]",
+   "id": "47d4065d938af84f",
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "'amino acid'"
+      ]
+     },
+     "execution_count": 175,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "execution_count": 175
+  },
+  {
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2024-08-20T18:51:22.483277Z",
+     "start_time": "2024-08-20T18:51:22.480509Z"
+    }
+   },
+   "cell_type": "code",
+   "source": "assert members_to_canonical[AMINO_ACID_ANION] == AMINO_ACID",
+   "id": "8ae582d277664a82",
+   "outputs": [],
+   "execution_count": 176
+  },
+  {
+   "metadata": {},
+   "cell_type": "markdown",
+   "source": "## Exclusion List",
+   "id": "ff7443169be8ebfe"
+  },
+  {
+   "cell_type": "code",
+   "source": [
+    "ions = list(chebi.descendants(ION, [IS_A]))\n",
+    "exclusion_list = [ion for ion in ions if ion not in canonical_to_members]"
+   ],
+   "metadata": {
+    "collapsed": false,
+    "ExecuteTime": {
+     "end_time": "2024-08-20T18:51:27.039620Z",
+     "start_time": "2024-08-20T18:51:22.815342Z"
+    }
+   },
+   "id": "6f9c14d520e38499",
+   "outputs": [],
+   "execution_count": 177
+  },
+  {
+   "cell_type": "code",
+   "source": [
+    "len(exclusion_list)"
+   ],
+   "metadata": {
+    "collapsed": false,
+    "ExecuteTime": {
+     "end_time": "2024-08-20T18:51:27.387061Z",
+     "start_time": "2024-08-20T18:51:27.384197Z"
+    }
+   },
+   "id": "707d750e6f27b0d",
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "6762"
+      ]
+     },
+     "execution_count": 178,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "execution_count": 178
+  },
+  {
+   "metadata": {
+    "collapsed": false,
+    "ExecuteTime": {
+     "end_time": "2024-08-20T18:51:27.718351Z",
+     "start_time": "2024-08-20T18:51:27.715451Z"
+    }
+   },
+   "cell_type": "code",
+   "source": [
+    "# assert AAAC in exclusion_list, f\"expected {AAAC} in exclusion_list\"\n",
+    "assert CITRIC_ACID not in exclusion_list\n",
+    "assert AMINO_ACID not in exclusion_list"
+   ],
+   "id": "d4012fde318a42cb",
+   "outputs": [],
+   "execution_count": 179
+  },
+  {
+   "metadata": {
+    "collapsed": false,
+    "ExecuteTime": {
+     "end_time": "2024-08-20T18:51:28.052294Z",
+     "start_time": "2024-08-20T18:51:28.049520Z"
+    }
+   },
+   "cell_type": "code",
+   "source": [
+    "def rewire(id: str) -> Optional[str]:\n",
+    "    \"\"\"\n",
+    "    Rewire an ID to its canonical form, if it is not in the exclusion list\n",
+    "    :param id: \n",
+    "    :return: \n",
+    "    \"\"\"\n",
+    "    rewired =  members_to_canonical.get(id, id)\n",
+    "    if rewired in exclusion_list:\n",
+    "        return None\n",
+    "    return rewired"
+   ],
+   "id": "eb60026fd7282828",
+   "outputs": [],
+   "execution_count": 180
+  },
+  {
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2024-08-20T18:51:28.389188Z",
+     "start_time": "2024-08-20T18:51:28.385350Z"
+    }
+   },
+   "cell_type": "code",
+   "source": "rewire(AAAE)",
+   "id": "d2f7eb4cab17323e",
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "'CHEBI:83410'"
+      ]
+     },
+     "execution_count": 181,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "execution_count": 181
+  },
+  {
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2024-08-20T18:51:28.730553Z",
+     "start_time": "2024-08-20T18:51:28.726958Z"
+    }
+   },
+   "cell_type": "code",
+   "source": [
+    "assert rewire(AAAE) != AAAE\n",
+    "assert rewire(AAAE) not in exclusion_list"
+   ],
+   "id": "458724079e756895",
+   "outputs": [],
+   "execution_count": 182
+  },
+  {
+   "metadata": {},
+   "cell_type": "markdown",
+   "source": "## Generate Ontology",
+   "id": "3c586153bb91baeb"
+  },
+  {
+   "metadata": {
+    "collapsed": false,
+    "ExecuteTime": {
+     "end_time": "2024-08-20T18:51:29.071951Z",
+     "start_time": "2024-08-20T18:51:29.070078Z"
+    }
+   },
+   "cell_type": "code",
+   "source": "",
+   "id": "8ef381b8af27a6d7",
+   "outputs": [],
+   "execution_count": null
+  },
+  {
+   "cell_type": "code",
+   "source": [
+    "from typing import Tuple\n",
+    "from pydantic import BaseModel\n",
+    "\n",
+    "\n",
+    "\n",
+    "class Term(BaseModel):\n",
+    "    stanza_type: str = \"Term\"\n",
+    "    id: str\n",
+    "    label: str\n",
+    "    synonyms: Optional[List[str]] = None\n",
+    "    xrefs: Optional[List[str]] = []\n",
+    "    alt_ids: Optional[List[str]] = None\n",
+    "    parents: List[str] = []\n",
+    "    relationships: List[Tuple[str, str]] = []\n",
+    "    inchi: Optional[str] = None\n",
+    "    physiologically_stable_form: Optional[str] = None\n",
+    "    \n",
+    "    def as_obo(self) -> str:\n",
+    "        name = self.label.replace('{', r'\\{')\n",
+    "        lines = [\n",
+    "            f\"[{self.stanza_type}]\",\n",
+    "            f\"id: {self.id}\",\n",
+    "            f\"name: {name}\",\n",
+    "        ]\n",
+    "        lines += [f\"synonym: {s}\" for s in self.synonyms or []]\n",
+    "        lines += [f\"alt_id: {alt_id}\" for alt_id in self.alt_ids or []]\n",
+    "        lines += [f\"is_a: {is_a}\" for is_a in self.parents or []]\n",
+    "        lines += [f\"xref: {xref}\" for xref in self.xrefs or []]\n",
+    "        lines += [f\"property_value: {p} {v}\" for p, v in self.relationships or []]\n",
+    "        lines += [f\"property_value: chemrof:inchi_string \\\"{self.inchi}\\\" xsd:string\"] if self.inchi else []\n",
+    "        lines += [f\"property_value: chemrof:has_physiologically_stable_form {self.physiologically_stable_form}\"] if self.physiologically_stable_form else []\n",
+    "        lines += [\"\"]\n",
+    "        return \"\\n\".join(lines)\n",
+    "        \n",
+    "        \n",
+    "class Ontology(BaseModel):\n",
+    "    terms: List[Term] = []\n",
+    "    \n",
+    "    def as_obo(self) -> str:\n",
+    "        lines = [\n",
+    "            f\"ontology: chebi-slim\",\n",
+    "             \"idspace: chemrof https://w3id.org/chemrof/\",\n",
+    "            \"\",\n",
+    "            ]\n",
+    "        return \"\\n\".join(lines + [t.as_obo() for t in self.terms])\n",
+    "        \n",
+    "        \n"
+   ],
+   "metadata": {
+    "collapsed": false,
+    "ExecuteTime": {
+     "end_time": "2024-08-20T18:51:29.909837Z",
+     "start_time": "2024-08-20T18:51:29.894997Z"
+    }
+   },
+   "id": "e1d93ec81dd98d00",
+   "outputs": [],
+   "execution_count": 183
+  },
+  {
+   "cell_type": "code",
+   "source": [
+    "BAD_SUFFIXES = [\"zwitterion\", \"ion\", \"(1+)\", \"(2+)\"]\n",
+    "\n",
+    "def make_term(id: str) -> Optional[Term]:\n",
+    "    \"\"\"\n",
+    "    Make a term from an ID\n",
+    "    \n",
+    "    :param id: \n",
+    "    :return: \n",
+    "    \"\"\"\n",
+    "    if id in exclusion_list:\n",
+    "        return None\n",
+    "    if members_to_canonical.get(id, id) != id:\n",
+    "        # non-canonical members are not included\n",
+    "        return None\n",
+    "    #if id not in initial_terms:\n",
+    "    #    # filter for testing\n",
+    "    #    return None\n",
+    "    label = labels.get(id, id)\n",
+    "    if id in bio_syn_map:\n",
+    "        label = bio_syn_map[id]\n",
+    "    else:\n",
+    "        for suffix in BAD_SUFFIXES:\n",
+    "            suffix = \" \" + suffix\n",
+    "            if label.endswith(suffix):\n",
+    "                label = label.replace(suffix, \"\")\n",
+    "    term = Term(id=id, label=label)\n",
+    "    alt_ids = [x for x in canonical_to_members.get(id, []) if x != id]\n",
+    "    if id in ph_mapping:\n",
+    "        term.physiologically_stable_form = ph_mapping[id]\n",
+    "    if alt_ids:\n",
+    "        term.alt_ids = alt_ids\n",
+    "    else:\n",
+    "        alt_ids = []\n",
+    "    equiv_set = [id] + alt_ids\n",
+    "    for alt_id in equiv_set:\n",
+    "        for parent in is_a_map.get(alt_id, []):\n",
+    "            rewired_parent = rewire(parent)\n",
+    "            if rewired_parent and rewired_parent not in term.parents:\n",
+    "                term.parents.append(rewired_parent)\n",
+    "        # TODO: xrefs\n",
+    "        for xref in xrefs.get(alt_id, []):\n",
+    "            if xref.startswith(\"PMID:\"):\n",
+    "                continue\n",
+    "            term.xrefs.append(xref)\n",
+    "        if alt_id in inchis:\n",
+    "            if not term.inchi:\n",
+    "                term.inchi = inchis[alt_id]\n",
+    "    return term\n",
+    "\n",
+    "\n",
+    "#assert L_CYSTEINE_ZWITTERION in initial_terms\n",
+    "t = make_term(L_CYSTEINE_ZWITTERION)\n",
+    "assert t.label == \"L-cysteine\"\n",
+    "print(t.as_obo())"
+   ],
+   "metadata": {
+    "collapsed": false,
+    "ExecuteTime": {
+     "end_time": "2024-08-20T18:51:29.925855Z",
+     "start_time": "2024-08-20T18:51:29.916298Z"
+    }
+   },
+   "id": "b196288c3d4bc41c",
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[Term]\n",
+      "id: CHEBI:35235\n",
+      "name: L-cysteine\n",
+      "alt_id: CHEBI:32443\n",
+      "alt_id: CHEBI:17561\n",
+      "alt_id: CHEBI:32442\n",
+      "alt_id: CHEBI:32445\n",
+      "is_a: CHEBI:35237\n",
+      "is_a: CHEBI:59869\n",
+      "is_a: CHEBI:26650\n",
+      "is_a: CHEBI:83813\n",
+      "xref: Gmelin:49993\n",
+      "xref: Reaxys:5921923\n",
+      "xref: Gmelin:325856\n",
+      "xref: Beilstein:5921923\n",
+      "xref: YMDB:YMDB00046\n",
+      "xref: Wikipedia:Cysteine\n",
+      "xref: Reaxys:1721408\n",
+      "xref: PDBeChem:CYS\n",
+      "xref: MetaCyc:CYS\n",
+      "xref: KNApSAcK:C00001351\n",
+      "xref: KEGG:D00026\n",
+      "xref: KEGG:C00097\n",
+      "xref: HMDB:HMDB0000574\n",
+      "xref: Gmelin:49991\n",
+      "xref: ECMDB:ECMDB00574\n",
+      "xref: Drug_Central:769\n",
+      "xref: DrugBank:DB00151\n",
+      "xref: CAS:52-90-4\n",
+      "xref: Beilstein:1721408\n",
+      "xref: Reaxys:4128886\n",
+      "xref: Gmelin:325857\n",
+      "xref: Beilstein:4128886\n",
+      "xref: Gmelin:325860\n",
+      "property_value: chemrof:inchi_string \"InChI=1S/C3H7NO2S/c4-2(1-7)3(5)6/h2,7H,1,4H2,(H,5,6)/t2-/m0/s1\" xsd:string\n",
+      "property_value: chemrof:has_physiologically_stable_form CHEBI:35235\n",
+      "\n"
+     ]
+    }
+   ],
+   "execution_count": 184
+  },
+  {
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2024-08-20T18:51:30.284374Z",
+     "start_time": "2024-08-20T18:51:30.281353Z"
+    }
+   },
+   "cell_type": "code",
+   "source": "assert rewire(is_a_map[CORD_E][0]) not in exclusion_list",
+   "id": "2a3ed58115eabd33",
+   "outputs": [],
+   "execution_count": 185
+  },
+  {
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2024-08-20T18:51:30.689229Z",
+     "start_time": "2024-08-20T18:51:30.684618Z"
+    }
+   },
+   "cell_type": "code",
+   "source": [
+    "t = make_term(CORD_E)\n",
+    "print(t.as_obo())\n"
+   ],
+   "id": "238e38614ea62be7",
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[Term]\n",
+      "id: CHEBI:213754\n",
+      "name: Cordycepamide E\n",
+      "is_a: CHEBI:83410\n",
+      "property_value: chemrof:inchi_string \"InChI=1S/C15H19NO4/c1-9(2)13-14(18)16(3)12(15(19)20-13)8-10-4-6-11(17)7-5-10/h4-7,9,12-13,17H,8H2,1-3H3/t12-,13+/m0/s1\" xsd:string\n",
+      "property_value: chemrof:has_physiologically_stable_form CHEBI:213754\n",
+      "\n"
+     ]
+    }
+   ],
+   "execution_count": 186
+  },
+  {
+   "cell_type": "code",
+   "source": [
+    "\n",
+    "# assert CYSTEINE_ZWITTERION in initial_terms\n",
+    "t = make_term(CYSTEINE_ZWITTERION)\n",
+    "assert t.label == \"cysteine\"\n",
+    "assert \"CHEBI:78608\" in t.parents\n",
+    "print(t.as_obo())"
+   ],
+   "metadata": {
+    "collapsed": false,
+    "ExecuteTime": {
+     "end_time": "2024-08-20T18:51:31.392675Z",
+     "start_time": "2024-08-20T18:51:31.387984Z"
+    }
+   },
+   "id": "bc403819eabb21f5",
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[Term]\n",
+      "id: CHEBI:35237\n",
+      "name: cysteine\n",
+      "alt_id: CHEBI:32458\n",
+      "alt_id: CHEBI:32457\n",
+      "alt_id: CHEBI:15356\n",
+      "alt_id: CHEBI:32456\n",
+      "is_a: CHEBI:33709\n",
+      "is_a: CHEBI:78608\n",
+      "is_a: CHEBI:62031\n",
+      "is_a: CHEBI:26834\n",
+      "xref: Gmelin:49992\n",
+      "xref: Gmelin:325859\n",
+      "xref: Gmelin:49990\n",
+      "xref: Wikipedia:Cysteine\n",
+      "xref: Reaxys:1721406\n",
+      "xref: KNApSAcK:C00007323\n",
+      "xref: KNApSAcK:C00001351\n",
+      "xref: KEGG:C00736\n",
+      "xref: Gmelin:2933\n",
+      "xref: CAS:3374-22-9\n",
+      "xref: Beilstein:1721406\n",
+      "xref: Reaxys:4128885\n",
+      "xref: Gmelin:363235\n",
+      "xref: Beilstein:4128885\n",
+      "property_value: chemrof:inchi_string \"InChI=1S/C3H7NO2S/c4-2(1-7)3(5)6/h2,7H,1,4H2,(H,5,6)\" xsd:string\n",
+      "property_value: chemrof:has_physiologically_stable_form CHEBI:35237\n",
+      "\n"
+     ]
+    }
+   ],
+   "execution_count": 187
+  },
+  {
+   "cell_type": "code",
+   "source": [
+    "for is_a in t.parents:\n",
+    "    print(is_a, labels[is_a])"
+   ],
+   "metadata": {
+    "collapsed": false,
+    "ExecuteTime": {
+     "end_time": "2024-08-20T18:51:31.419886Z",
+     "start_time": "2024-08-20T18:51:31.417135Z"
+    }
+   },
+   "id": "79d094c451d6a3d9",
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "CHEBI:33709 amino acid\n",
+      "CHEBI:78608 alpha-amino acid zwitterion\n",
+      "CHEBI:62031 polar amino acid zwitterion\n",
+      "CHEBI:26834 sulfur-containing amino acid\n"
+     ]
+    }
+   ],
+   "execution_count": 188
+  },
+  {
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2024-08-20T18:51:31.768983Z",
+     "start_time": "2024-08-20T18:51:31.765335Z"
+    }
+   },
+   "cell_type": "code",
+   "source": "print(make_term(ALPHA_AMINO_ACID_ZWITTERION).as_obo())",
+   "id": "2ae23324e2b21a47",
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[Term]\n",
+      "id: CHEBI:78608\n",
+      "name: an alpha-amino acid\n",
+      "alt_id: CHEBI:33704\n",
+      "alt_id: CHEBI:33558\n",
+      "alt_id: CHEBI:33719\n",
+      "is_a: CHEBI:33709\n",
+      "xref: MetaCyc:Alpha-Amino-Acids\n",
+      "xref: KEGG:C05167\n",
+      "xref: KEGG:C00045\n",
+      "property_value: chemrof:has_physiologically_stable_form CHEBI:78608\n",
+      "\n"
+     ]
+    }
+   ],
+   "execution_count": 189
+  },
+  {
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2024-08-20T18:51:32.103845Z",
+     "start_time": "2024-08-20T18:51:32.100101Z"
+    }
+   },
+   "cell_type": "code",
+   "source": "bio_syn_map[ALPHA_AMINO_ACID_ZWITTERION]",
+   "id": "bad0eb941e50a582",
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "'an alpha-amino acid'"
+      ]
+     },
+     "execution_count": 190,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "execution_count": 190
+  },
+  {
+   "cell_type": "code",
+   "source": [
+    "ont = Ontology(terms=[t])\n",
+    "print(ont.as_obo())"
+   ],
+   "metadata": {
+    "collapsed": false,
+    "ExecuteTime": {
+     "end_time": "2024-08-20T18:51:32.438839Z",
+     "start_time": "2024-08-20T18:51:32.436347Z"
+    }
+   },
+   "id": "f8fda8f3ae80f063",
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "ontology: chebi-slim\n",
+      "idspace: chemrof https://w3id.org/chemrof/\n",
+      "\n",
+      "[Term]\n",
+      "id: CHEBI:35237\n",
+      "name: cysteine\n",
+      "alt_id: CHEBI:32458\n",
+      "alt_id: CHEBI:32457\n",
+      "alt_id: CHEBI:15356\n",
+      "alt_id: CHEBI:32456\n",
+      "is_a: CHEBI:33709\n",
+      "is_a: CHEBI:78608\n",
+      "is_a: CHEBI:62031\n",
+      "is_a: CHEBI:26834\n",
+      "xref: Gmelin:49992\n",
+      "xref: Gmelin:325859\n",
+      "xref: Gmelin:49990\n",
+      "xref: Wikipedia:Cysteine\n",
+      "xref: Reaxys:1721406\n",
+      "xref: KNApSAcK:C00007323\n",
+      "xref: KNApSAcK:C00001351\n",
+      "xref: KEGG:C00736\n",
+      "xref: Gmelin:2933\n",
+      "xref: CAS:3374-22-9\n",
+      "xref: Beilstein:1721406\n",
+      "xref: Reaxys:4128885\n",
+      "xref: Gmelin:363235\n",
+      "xref: Beilstein:4128885\n",
+      "property_value: chemrof:inchi_string \"InChI=1S/C3H7NO2S/c4-2(1-7)3(5)6/h2,7H,1,4H2,(H,5,6)\" xsd:string\n",
+      "property_value: chemrof:has_physiologically_stable_form CHEBI:35237\n",
+      "\n"
+     ]
+    }
+   ],
+   "execution_count": 191
+  },
+  {
+   "cell_type": "code",
+   "source": [
+    "with open(\"tmp/t.obo\", \"w\") as file:\n",
+    "    file.write(ont.as_obo())"
+   ],
+   "metadata": {
+    "collapsed": false,
+    "ExecuteTime": {
+     "end_time": "2024-08-20T18:51:32.774643Z",
+     "start_time": "2024-08-20T18:51:32.771644Z"
+    }
+   },
+   "id": "b0e8b052fec4776f",
+   "outputs": [],
+   "execution_count": 192
+  },
+  {
+   "cell_type": "code",
+   "source": [
+    "def roots(terms: List[Term]):\n",
+    "    return [t.id for t in terms if not t.parents]"
+   ],
+   "metadata": {
+    "collapsed": false,
+    "ExecuteTime": {
+     "end_time": "2024-08-20T18:51:33.164815Z",
+     "start_time": "2024-08-20T18:51:33.162304Z"
+    }
+   },
+   "id": "2aecf0e555b32a2a",
+   "outputs": [],
+   "execution_count": 193
+  },
+  {
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2024-08-20T18:51:34.008812Z",
+     "start_time": "2024-08-20T18:51:33.892002Z"
+    }
+   },
+   "cell_type": "code",
+   "source": "",
+   "id": "61d45587ba2b1b57",
+   "outputs": [],
+   "execution_count": null
+  },
+  {
+   "cell_type": "code",
+   "source": [
+    "\n",
+    "def make_terms_for_ids(ids: List[str]) -> List[Term]:\n",
+    "    \"\"\"\n",
+    "    Make terms for a list of IDs\n",
+    "    \n",
+    "    :param ids: \n",
+    "    :return: \n",
+    "    \"\"\"\n",
+    "    terms = []\n",
+    "    n = 0\n",
+    "    for id in ids:\n",
+    "        n += 1\n",
+    "        t = make_term(id)\n",
+    "        if t:\n",
+    "            terms.append(t)\n",
+    "        if n % 10000 == 0:\n",
+    "            print(f\"Processed {n} IDs, made {len(terms)} terms\")\n",
+    "    return terms\n",
+    "        "
+   ],
+   "metadata": {
+    "collapsed": false,
+    "ExecuteTime": {
+     "end_time": "2024-08-20T18:51:34.608896Z",
+     "start_time": "2024-08-20T18:51:34.605479Z"
+    }
+   },
+   "id": "6f93d120489cc7ac",
+   "outputs": [],
+   "execution_count": 194
+  },
+  {
+   "cell_type": "code",
+   "source": [],
+   "metadata": {
+    "collapsed": false,
+    "ExecuteTime": {
+     "end_time": "2024-08-20T18:51:34.950432Z",
+     "start_time": "2024-08-20T18:51:34.948702Z"
+    }
+   },
+   "id": "fb1e972e983ab1ba",
+   "outputs": [],
+   "execution_count": null
+  },
+  {
+   "cell_type": "code",
+   "source": [
+    "def write_terms(terms: List[Term], path: str):\n",
+    "    \"\"\"\n",
+    "    Write terms to a file\n",
+    "    \n",
+    "    :param terms: \n",
+    "    :param path: \n",
+    "    :return: \n",
+    "    \"\"\"\n",
+    "    ont = Ontology(terms=terms)\n",
+    "    with open(path, \"w\") as file:\n",
+    "        file.write(ont.as_obo())\n",
+    "        \n",
+    "    "
+   ],
+   "metadata": {
+    "collapsed": false,
+    "ExecuteTime": {
+     "end_time": "2024-08-20T18:51:35.309869Z",
+     "start_time": "2024-08-20T18:51:35.306968Z"
+    }
+   },
+   "id": "373457deffad71d3",
+   "outputs": [],
+   "execution_count": 195
+  },
+  {
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2024-08-20T18:51:36.027660Z",
+     "start_time": "2024-08-20T18:51:36.024778Z"
+    }
+   },
+   "cell_type": "code",
+   "source": [
+    "def generate_write_all(ids: List[str], path: str) -> List[Term]:\n",
+    "    \"\"\"\n",
+    "    Run whole pipeline\n",
+    "    \n",
+    "    :param ids: \n",
+    "    :param path: \n",
+    "    :return: \n",
+    "    \"\"\"\n",
+    "    terms = make_terms_for_ids(ids)\n",
+    "    write_terms(terms, path)\n",
+    "    return terms"
+   ],
+   "id": "4c511c4c5ff0977f",
+   "outputs": [],
+   "execution_count": 196
+  },
+  {
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2024-08-20T18:51:39.591460Z",
+     "start_time": "2024-08-20T18:51:36.367370Z"
+    }
+   },
+   "cell_type": "code",
+   "source": [
+    "amino_acid_ids = list(chebi.descendants(AMINO_ACID))\n",
+    "assert L_CYSTEINE_ZWITTERION in amino_acid_ids\n",
+    "assert len(amino_acid_ids) > 100"
+   ],
+   "id": "9a96b67935019540",
+   "outputs": [],
+   "execution_count": 197
+  },
+  {
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2024-08-20T18:51:43.668233Z",
+     "start_time": "2024-08-20T18:51:39.951740Z"
+    }
+   },
+   "cell_type": "code",
+   "source": "terms = generate_write_all(amino_acid_ids, \"tmp/amino_acids.obo\")",
+   "id": "816113d92ec207d1",
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Processed 10000 IDs, made 7879 terms\n"
+     ]
+    }
+   ],
+   "execution_count": 198
+  },
+  {
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2024-08-20T18:51:44.008139Z",
+     "start_time": "2024-08-20T18:51:44.003222Z"
+    }
+   },
+   "cell_type": "code",
+   "source": [
+    "[t] = [t for t in terms if t.id == L_CYSTEINE_ZWITTERION]\n",
+    "print(t.as_obo())"
+   ],
+   "id": "c0b4338f1146a984",
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[Term]\n",
+      "id: CHEBI:35235\n",
+      "name: L-cysteine\n",
+      "alt_id: CHEBI:32443\n",
+      "alt_id: CHEBI:17561\n",
+      "alt_id: CHEBI:32442\n",
+      "alt_id: CHEBI:32445\n",
+      "is_a: CHEBI:35237\n",
+      "is_a: CHEBI:59869\n",
+      "is_a: CHEBI:26650\n",
+      "is_a: CHEBI:83813\n",
+      "xref: Gmelin:49993\n",
+      "xref: Reaxys:5921923\n",
+      "xref: Gmelin:325856\n",
+      "xref: Beilstein:5921923\n",
+      "xref: YMDB:YMDB00046\n",
+      "xref: Wikipedia:Cysteine\n",
+      "xref: Reaxys:1721408\n",
+      "xref: PDBeChem:CYS\n",
+      "xref: MetaCyc:CYS\n",
+      "xref: KNApSAcK:C00001351\n",
+      "xref: KEGG:D00026\n",
+      "xref: KEGG:C00097\n",
+      "xref: HMDB:HMDB0000574\n",
+      "xref: Gmelin:49991\n",
+      "xref: ECMDB:ECMDB00574\n",
+      "xref: Drug_Central:769\n",
+      "xref: DrugBank:DB00151\n",
+      "xref: CAS:52-90-4\n",
+      "xref: Beilstein:1721408\n",
+      "xref: Reaxys:4128886\n",
+      "xref: Gmelin:325857\n",
+      "xref: Beilstein:4128886\n",
+      "xref: Gmelin:325860\n",
+      "property_value: chemrof:inchi_string \"InChI=1S/C3H7NO2S/c4-2(1-7)3(5)6/h2,7H,1,4H2,(H,5,6)/t2-/m0/s1\" xsd:string\n",
+      "property_value: chemrof:has_physiologically_stable_form CHEBI:35235\n",
+      "\n"
+     ]
+    }
+   ],
+   "execution_count": 199
+  },
+  {
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2024-08-20T18:55:07.947246Z",
+     "start_time": "2024-08-20T18:51:44.353485Z"
+    }
+   },
+   "cell_type": "code",
+   "source": [
+    "all_ids = list(chebi.descendants(ROOT))\n",
+    "terms = generate_write_all(all_ids, \"tmp/all.obo\")\n"
+   ],
+   "id": "7fec1427e96baea2",
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Processed 10000 IDs, made 9192 terms\n",
+      "Processed 20000 IDs, made 18382 terms\n",
+      "Processed 30000 IDs, made 27595 terms\n",
+      "Processed 40000 IDs, made 36834 terms\n",
+      "Processed 50000 IDs, made 46076 terms\n",
+      "Processed 60000 IDs, made 55286 terms\n",
+      "Processed 70000 IDs, made 64495 terms\n",
+      "Processed 80000 IDs, made 73689 terms\n",
+      "Processed 90000 IDs, made 82886 terms\n",
+      "Processed 100000 IDs, made 92106 terms\n",
+      "Processed 110000 IDs, made 101323 terms\n",
+      "Processed 120000 IDs, made 110551 terms\n",
+      "Processed 130000 IDs, made 119755 terms\n",
+      "Processed 140000 IDs, made 128917 terms\n",
+      "Processed 150000 IDs, made 138144 terms\n",
+      "Processed 160000 IDs, made 147361 terms\n",
+      "Processed 170000 IDs, made 156616 terms\n",
+      "Processed 180000 IDs, made 165852 terms\n",
+      "Processed 190000 IDs, made 175057 terms\n",
+      "Processed 200000 IDs, made 184107 terms\n",
+      "Processed 210000 IDs, made 190965 terms\n",
+      "Processed 220000 IDs, made 198424 terms\n",
+      "Processed 230000 IDs, made 207624 terms\n",
+      "Processed 240000 IDs, made 216843 terms\n",
+      "Processed 250000 IDs, made 226039 terms\n",
+      "Processed 260000 IDs, made 235245 terms\n",
+      "Processed 270000 IDs, made 244469 terms\n",
+      "Processed 280000 IDs, made 253712 terms\n",
+      "Processed 290000 IDs, made 262933 terms\n",
+      "Processed 300000 IDs, made 272147 terms\n",
+      "Processed 310000 IDs, made 281377 terms\n",
+      "Processed 320000 IDs, made 290585 terms\n",
+      "Processed 330000 IDs, made 299798 terms\n",
+      "Processed 340000 IDs, made 308976 terms\n",
+      "Processed 350000 IDs, made 318202 terms\n",
+      "Processed 360000 IDs, made 327420 terms\n",
+      "Processed 370000 IDs, made 336655 terms\n",
+      "Processed 380000 IDs, made 345885 terms\n",
+      "Processed 390000 IDs, made 355079 terms\n",
+      "Processed 400000 IDs, made 364320 terms\n",
+      "Processed 410000 IDs, made 373533 terms\n",
+      "Processed 420000 IDs, made 382211 terms\n",
+      "Processed 430000 IDs, made 391514 terms\n",
+      "Processed 440000 IDs, made 400853 terms\n",
+      "Processed 450000 IDs, made 409434 terms\n",
+      "Processed 460000 IDs, made 417875 terms\n",
+      "Processed 470000 IDs, made 426284 terms\n",
+      "Processed 480000 IDs, made 434681 terms\n",
+      "Processed 490000 IDs, made 443094 terms\n",
+      "Processed 500000 IDs, made 451519 terms\n",
+      "Processed 510000 IDs, made 460013 terms\n",
+      "Processed 520000 IDs, made 468955 terms\n",
+      "Processed 530000 IDs, made 477808 terms\n",
+      "Processed 540000 IDs, made 486681 terms\n",
+      "Processed 550000 IDs, made 495617 terms\n",
+      "Processed 560000 IDs, made 502651 terms\n",
+      "Processed 570000 IDs, made 509659 terms\n",
+      "Processed 580000 IDs, made 516618 terms\n"
+     ]
+    }
+   ],
+   "execution_count": 200
+  },
+  {
+   "cell_type": "code",
+   "source": [
+    "len(terms)"
+   ],
+   "metadata": {
+    "collapsed": false,
+    "ExecuteTime": {
+     "end_time": "2024-08-20T18:55:08.319197Z",
+     "start_time": "2024-08-20T18:55:08.315691Z"
+    }
+   },
+   "id": "153be3a8b30c2713",
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "519952"
+      ]
+     },
+     "execution_count": 201,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "execution_count": 201
+  },
+  {
+   "cell_type": "code",
+   "source": [
+    "# many roots expected when we make a subset\n",
+    "len(roots(terms))"
+   ],
+   "metadata": {
+    "collapsed": false,
+    "ExecuteTime": {
+     "end_time": "2024-08-20T18:55:08.714983Z",
+     "start_time": "2024-08-20T18:55:08.664411Z"
+    }
+   },
+   "id": "ac31bc98e2ef7ef7",
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "56"
+      ]
+     },
+     "execution_count": 202,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "execution_count": 202
+  },
+  {
+   "cell_type": "code",
+   "source": "#write_terms(terms, f\"tmp/{ROOT.replace(':', '_')}.obo\")",
+   "metadata": {
+    "collapsed": false,
+    "ExecuteTime": {
+     "end_time": "2024-08-20T18:55:11.185465Z",
+     "start_time": "2024-08-20T18:55:09.054942Z"
+    }
+   },
+   "id": "858eda4cbfd8fb5d",
+   "outputs": [],
+   "execution_count": 203
+  },
+  {
+   "cell_type": "code",
+   "source": [
+    "fertirelin = \"CHEBI:177856\""
+   ],
+   "metadata": {
+    "collapsed": false,
+    "ExecuteTime": {
+     "end_time": "2024-08-20T18:55:11.891901Z",
+     "start_time": "2024-08-20T18:55:11.889518Z"
+    }
+   },
+   "id": "dbc4c586e92c3328",
+   "outputs": [],
+   "execution_count": 204
+  },
+  {
+   "cell_type": "code",
+   "source": [
+    "t = make_term(fertirelin)\n",
+    "print(t.as_obo())"
+   ],
+   "metadata": {
+    "collapsed": false,
+    "ExecuteTime": {
+     "end_time": "2024-08-20T19:10:32.972903Z",
+     "start_time": "2024-08-20T19:10:32.957095Z"
+    }
+   },
+   "id": "90336d5cc96554c7",
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[Term]\n",
+      "id: CHEBI:177856\n",
+      "name: fertirelin\n",
+      "is_a: CHEBI:25676\n",
+      "xref: KEGG:D07957\n",
+      "xref: Chemspider:163670\n",
+      "xref: CAS:38234-21-8\n",
+      "property_value: chemrof:inchi_string \"InChI=1S/C55H76N16O12/c1-4-59-53(82)44-12-8-20-71(44)54(83)38(11-7-19-60-55(56)57)66-49(78)39(21-30(2)3)65-46(75)27-62-47(76)40(22-31-13-15-34(73)16-14-31)67-52(81)43(28-72)70-50(79)41(23-32-25-61-36-10-6-5-9-35(32)36)68-51(80)42(24-33-26-58-29-63-33)69-48(77)37-17-18-45(74)64-37/h5-6,9-10,13-16,25-26,29-30,37-44,61,72-73H,4,7-8,11-12,17-24,27-28H2,1-3H3,(H,58,63)(H,59,82)(H,62,76)(H,64,74)(H,65,75)(H,66,78)(H,67,81)(H,68,80)(H,69,77)(H,70,79)(H4,56,57,60)/t37-,38-,39-,40-,41-,42-,43-,44-/m0/s1\" xsd:string\n",
+      "\n"
+     ]
+    }
+   ],
+   "execution_count": 210
+  },
+  {
+   "cell_type": "code",
+   "source": [
+    "chebi.label(is_a_map[fertirelin][0])"
+   ],
+   "metadata": {
+    "collapsed": false,
+    "ExecuteTime": {
+     "end_time": "2024-08-20T18:55:12.256599Z",
+     "start_time": "2024-08-20T18:55:12.251643Z"
+    }
+   },
+   "id": "e1185be596f3b559",
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "'oligopeptide'"
+      ]
+     },
+     "execution_count": 206,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "execution_count": 206
+  },
+  {
+   "cell_type": "code",
+   "source": [],
+   "metadata": {
+    "collapsed": false,
+    "ExecuteTime": {
+     "end_time": "2024-08-20T18:55:13.596467Z",
+     "start_time": "2024-08-20T18:55:13.594489Z"
+    }
+   },
+   "id": "3e17588e0084f22d",
+   "outputs": [],
+   "execution_count": null
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 2
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython2",
+   "version": "2.7.6"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/poetry.lock b/poetry.lock
index 75f268e1a..1e3a851fb 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -21,91 +21,118 @@ scikit-learn = ">=1.0"
 test = ["pytest", "pytest-cov"]
 
 [[package]]
-name = "aiohttp"
-version = "3.9.5"
-description = "Async http client/server framework (asyncio)"
+name = "aiohappyeyeballs"
+version = "2.4.0"
+description = "Happy Eyeballs for asyncio"
 optional = true
 python-versions = ">=3.8"
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+]
+
+[package.dependencies]
+aiohappyeyeballs = ">=2.3.0"
 aiosignal = ">=1.1.2"
 async-timeout = {version = ">=4.0,<5.0", markers = "python_version < \"3.11\""}
 attrs = ">=17.3.0"
@@ -114,7 +141,7 @@ multidict = ">=4.5,<7.0"
 yarl = ">=1.0,<2.0"
 
 [package.extras]
-speedups = ["Brotli", "aiodns", "brotlicffi"]
+speedups = ["Brotli", "aiodns (>=3.2.0)", "brotlicffi"]
 
 [[package]]
 name = "aiosignal"
@@ -356,32 +383,32 @@ files = [
 
 [[package]]
 name = "attrs"
-version = "23.2.0"
+version = "24.2.0"
 description = "Classes Without Boilerplate"
 optional = false
 python-versions = ">=3.7"
 files = [
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 ]
 
 [package.extras]
-cov = ["attrs[tests]", "coverage[toml] (>=5.3)"]
-dev = ["attrs[tests]", "pre-commit"]
-docs = ["furo", "myst-parser", "sphinx", "sphinx-notfound-page", "sphinxcontrib-towncrier", "towncrier", "zope-interface"]
-tests = ["attrs[tests-no-zope]", "zope-interface"]
-tests-mypy = ["mypy (>=1.6)", "pytest-mypy-plugins"]
-tests-no-zope = ["attrs[tests-mypy]", "cloudpickle", "hypothesis", "pympler", "pytest (>=4.3.0)", "pytest-xdist[psutil]"]
+benchmark = ["cloudpickle", "hypothesis", "mypy (>=1.11.1)", "pympler", "pytest (>=4.3.0)", "pytest-codspeed", "pytest-mypy-plugins", "pytest-xdist[psutil]"]
+cov = ["cloudpickle", "coverage[toml] (>=5.3)", "hypothesis", "mypy (>=1.11.1)", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "pytest-xdist[psutil]"]
+dev = ["cloudpickle", "hypothesis", "mypy (>=1.11.1)", "pre-commit", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "pytest-xdist[psutil]"]
+docs = ["cogapp", "furo", "myst-parser", "sphinx", "sphinx-notfound-page", "sphinxcontrib-towncrier", "towncrier (<24.7)"]
+tests = ["cloudpickle", "hypothesis", "mypy (>=1.11.1)", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "pytest-xdist[psutil]"]
+tests-mypy = ["mypy (>=1.11.1)", "pytest-mypy-plugins"]
 
 [[package]]
 name = "babel"
-version = "2.15.0"
+version = "2.16.0"
 description = "Internationalization utilities"
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.extras]
@@ -450,17 +477,17 @@ files = [
 
 [[package]]
 name = "boto3"
-version = "1.34.122"
+version = "1.35.5"
 description = "The AWS SDK for Python"
 optional = true
 python-versions = ">=3.8"
 files = [
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 [package.dependencies]
-botocore = ">=1.34.122,<1.35.0"
+botocore = ">=1.35.5,<1.36.0"
 jmespath = ">=0.7.1,<2.0.0"
 s3transfer = ">=0.10.0,<0.11.0"
 
@@ -469,35 +496,35 @@ crt = ["botocore[crt] (>=1.21.0,<2.0a0)"]
 
 [[package]]
 name = "botocore"
-version = "1.34.122"
+version = "1.35.5"
 description = "Low-level, data-driven core of boto 3."
 optional = true
 python-versions = ">=3.8"
 files = [
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 [package.dependencies]
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 python-dateutil = ">=2.1,<3.0.0"
 urllib3 = [
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     {version = ">=1.25.4,<2.2.0 || >2.2.0,<3", markers = "python_version >= \"3.10\""},
+    {version = ">=1.25.4,<1.27", markers = "python_version < \"3.10\""},
 ]
 
 [package.extras]
-crt = ["awscrt (==0.20.11)"]
+crt = ["awscrt (==0.21.2)"]
 
 [[package]]
 name = "cachetools"
-version = "5.3.3"
+version = "5.5.0"
 description = "Extensible memoizing collections and decorators"
 optional = false
 python-versions = ">=3.7"
 files = [
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 ]
 
 [[package]]
@@ -527,74 +554,89 @@ ujson = ["ujson (>=5.7.0)"]
 
 [[package]]
 name = "certifi"
-version = "2024.6.2"
+version = "2024.7.4"
 description = "Python package for providing Mozilla's CA Bundle."
 optional = false
 python-versions = ">=3.6"
 files = [
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 ]
 
 [[package]]
 name = "cffi"
-version = "1.16.0"
+version = "1.17.0"
 description = "Foreign Function Interface for Python calling C code."
 optional = false
 python-versions = ">=3.8"
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 [package.dependencies]
@@ -935,13 +977,13 @@ toml = ["tomli"]
 
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 description = "Idiomatic conversion between URIs and compact URIs (CURIEs)."
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 python-versions = ">=3.8"
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@@ -974,33 +1016,33 @@ tests = ["pytest", "pytest-cov", "pytest-xdist"]
 
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 ]
 
 [[package]]
@@ -1121,13 +1163,13 @@ dev = ["flake8", "ipython", "mock", "pytest", "pytest-cov", "restview", "setupto
 
 [[package]]
 name = "exceptiongroup"
-version = "1.2.1"
+version = "1.2.2"
 description = "Backport of PEP 654 (exception groups)"
 optional = false
 python-versions = ">=3.7"
 files = [
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 [package.extras]
@@ -1149,13 +1191,13 @@ tests = ["asttokens (>=2.1.0)", "coverage", "coverage-enable-subprocess", "ipyth
 
 [[package]]
 name = "fastjsonschema"
-version = "2.19.1"
+version = "2.20.0"
 description = "Fastest Python implementation of JSON schema"
 optional = false
 python-versions = "*"
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 [package.extras]
@@ -1218,18 +1260,18 @@ files = [
 
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 description = "A platform independent file lock."
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 typing = ["typing-extensions (>=4.8)"]
 
 [[package]]
@@ -1281,53 +1323,53 @@ test = ["Faker (==2.0.0)", "blinker", "invoke (==2.2.0)", "mock (==3.0.5)", "pyt
 
 [[package]]
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 ]
 
 [package.extras]
@@ -1462,22 +1504,23 @@ rfc3987 = "*"
 
 [[package]]
 name = "gilda"
-version = "1.2.0"
+version = "1.2.1"
 description = "Grounding for biomedical entities with contextual disambiguation"
 optional = true
 python-versions = "*"
 files = [
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 ]
 
 [package.dependencies]
-adeft = ">=0.11.0"
+adeft = "*"
 boto3 = "*"
 flask = ">=3.0,<4.0"
 flask-restx = ">=1.3.0"
 pystow = ">=0.1.10"
 regex = "*"
+scikit-learn = "<1.5"
 unidecode = "*"
 werkzeug = "*"
 
@@ -1654,13 +1697,13 @@ socks = ["socksio (==1.*)"]
 
 [[package]]
 name = "idna"
-version = "3.7"
+version = "3.8"
 description = "Internationalized Domain Names in Applications (IDNA)"
 optional = false
-python-versions = ">=3.5"
+python-versions = ">=3.6"
 files = [
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 ]
 
 [[package]]
@@ -1779,40 +1822,44 @@ files = [
 
 [[package]]
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+version = "8.4.0"
 description = "Read metadata from Python packages"
 optional = false
 python-versions = ">=3.8"
 files = [
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 [package.dependencies]
 zipp = ">=0.5"
 
 [package.extras]
-docs = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
+doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
 perf = ["ipython"]
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 [[package]]
 name = "importlib-resources"
-version = "6.4.0"
+version = "6.4.4"
 description = "Read resources from Python packages"
 optional = false
 python-versions = ">=3.8"
 files = [
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 [package.dependencies]
 zipp = {version = ">=3.1.0", markers = "python_version < \"3.10\""}
 
 [package.extras]
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+check = ["pytest-checkdocs (>=2.4)", "pytest-ruff (>=0.2.1)"]
+cover = ["pytest-cov"]
+doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
+enabler = ["pytest-enabler (>=2.2)"]
+test = ["jaraco.test (>=5.4)", "pytest (>=6,!=8.1.*)", "zipp (>=3.17)"]
+type = ["pytest-mypy"]
 
 [[package]]
 name = "iniconfig"
@@ -1827,13 +1874,13 @@ files = [
 
 [[package]]
 name = "ipykernel"
-version = "6.29.4"
+version = "6.29.5"
 description = "IPython Kernel for Jupyter"
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
@@ -1897,21 +1944,21 @@ test-extra = ["curio", "matplotlib (!=3.2.0)", "nbformat", "numpy (>=1.22)", "pa
 
 [[package]]
 name = "ipywidgets"
-version = "8.1.3"
+version = "8.1.5"
 description = "Jupyter interactive widgets"
 optional = false
 python-versions = ">=3.7"
 files = [
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 ]
 
 [package.dependencies]
 comm = ">=0.1.3"
 ipython = ">=6.1.0"
-jupyterlab-widgets = ">=3.0.11,<3.1.0"
+jupyterlab-widgets = ">=3.0.12,<3.1.0"
 traitlets = ">=4.3.1"
-widgetsnbextension = ">=4.0.11,<4.1.0"
+widgetsnbextension = ">=4.0.12,<4.1.0"
 
 [package.extras]
 test = ["ipykernel", "jsonschema", "pytest (>=3.6.0)", "pytest-cov", "pytz"]
@@ -1991,6 +2038,76 @@ MarkupSafe = ">=2.0"
 [package.extras]
 i18n = ["Babel (>=2.7)"]
 
+[[package]]
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+]
+
 [[package]]
 name = "jmespath"
 version = "1.0.1"
@@ -2108,24 +2225,24 @@ ply = "*"
 
 [[package]]
 name = "jsonpointer"
-version = "2.4"
+version = "3.0.0"
 description = "Identify specific nodes in a JSON document (RFC 6901)"
 optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, !=3.5.*, !=3.6.*"
+python-versions = ">=3.7"
 files = [
-    {file = "jsonpointer-2.4-py2.py3-none-any.whl", hash = "sha256:15d51bba20eea3165644553647711d150376234112651b4f1811022aecad7d7a"},
-    {file = "jsonpointer-2.4.tar.gz", hash = "sha256:585cee82b70211fa9e6043b7bb89db6e1aa49524340dde8ad6b63206ea689d88"},
+    {file = "jsonpointer-3.0.0-py2.py3-none-any.whl", hash = "sha256:13e088adc14fca8b6aa8177c044e12701e6ad4b28ff10e65f2267a90109c9942"},
+    {file = "jsonpointer-3.0.0.tar.gz", hash = "sha256:2b2d729f2091522d61c3b31f82e11870f60b68f43fbc705cb76bf4b832af59ef"},
 ]
 
 [[package]]
 name = "jsonschema"
-version = "4.22.0"
+version = "4.23.0"
 description = "An implementation of JSON Schema validation for Python"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "jsonschema-4.22.0-py3-none-any.whl", hash = "sha256:ff4cfd6b1367a40e7bc6411caec72effadd3db0bbe5017de188f2d6108335802"},
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+    {file = "jsonschema-4.23.0-py3-none-any.whl", hash = "sha256:fbadb6f8b144a8f8cf9f0b89ba94501d143e50411a1278633f56a7acf7fd5566"},
+    {file = "jsonschema-4.23.0.tar.gz", hash = "sha256:d71497fef26351a33265337fa77ffeb82423f3ea21283cd9467bb03999266bc4"},
 ]
 
 [package.dependencies]
@@ -2141,11 +2258,14 @@ rfc3986-validator = {version = ">0.1.0", optional = true, markers = "extra == \"
 rfc3987 = {version = "*", optional = true, markers = "extra == \"format\""}
 rpds-py = ">=0.7.1"
 uri-template = {version = "*", optional = true, markers = "extra == \"format-nongpl\""}
-webcolors = {version = ">=1.11", optional = true, markers = "extra == \"format-nongpl\""}
+webcolors = [
+    {version = ">=1.11", optional = true, markers = "extra == \"format\""},
+    {version = ">=24.6.0", optional = true, markers = "extra == \"format-nongpl\""},
+]
 
 [package.extras]
 format = ["fqdn", "idna", "isoduration", "jsonpointer (>1.13)", "rfc3339-validator", "rfc3987", "uri-template", "webcolors (>=1.11)"]
-format-nongpl = ["fqdn", "idna", "isoduration", "jsonpointer (>1.13)", "rfc3339-validator", "rfc3986-validator (>0.1.0)", "uri-template", "webcolors (>=1.11)"]
+format-nongpl = ["fqdn", "idna", "isoduration", "jsonpointer (>1.13)", "rfc3339-validator", "rfc3986-validator (>0.1.0)", "uri-template", "webcolors (>=24.6.0)"]
 
 [[package]]
 name = "jsonschema-specifications"
@@ -2290,13 +2410,13 @@ jupyter-server = ">=1.1.2"
 
 [[package]]
 name = "jupyter-server"
-version = "2.14.1"
+version = "2.14.2"
 description = "The backend—i.e. core services, APIs, and REST endpoints—to Jupyter web applications."
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
@@ -2345,13 +2465,13 @@ test = ["jupyter-server (>=2.0.0)", "pytest (>=7.0)", "pytest-jupyter[server] (>
 
 [[package]]
 name = "jupyterlab"
-version = "4.2.1"
+version = "4.2.4"
 description = "JupyterLab computational environment"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "jupyterlab-4.2.1-py3-none-any.whl", hash = "sha256:6ac6e3827b3c890e6e549800e8a4f4aaea6a69321e2240007902aa7a0c56a8e4"},
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+    {file = "jupyterlab-4.2.4-py3-none-any.whl", hash = "sha256:807a7ec73637744f879e112060d4b9d9ebe028033b7a429b2d1f4fc523d00245"},
+    {file = "jupyterlab-4.2.4.tar.gz", hash = "sha256:343a979fb9582fd08c8511823e320703281cd072a0049bcdafdc7afeda7f2537"},
 ]
 
 [package.dependencies]
@@ -2366,6 +2486,7 @@ jupyter-server = ">=2.4.0,<3"
 jupyterlab-server = ">=2.27.1,<3"
 notebook-shim = ">=0.2"
 packaging = "*"
+setuptools = ">=40.1.0"
 tomli = {version = ">=1.2.2", markers = "python_version < \"3.11\""}
 tornado = ">=6.2.0"
 traitlets = "*"
@@ -2375,7 +2496,7 @@ dev = ["build", "bump2version", "coverage", "hatch", "pre-commit", "pytest-cov",
 docs = ["jsx-lexer", "myst-parser", "pydata-sphinx-theme (>=0.13.0)", "pytest", "pytest-check-links", "pytest-jupyter", "sphinx (>=1.8,<7.3.0)", "sphinx-copybutton"]
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-upgrade-extension = ["copier (>=8,<10)", "jinja2-time (<0.3)", "pydantic (<2.0)", "pyyaml-include (<2.0)", "tomli-w (<2.0)"]
+upgrade-extension = ["copier (>=9,<10)", "jinja2-time (<0.3)", "pydantic (<3.0)", "pyyaml-include (<3.0)", "tomli-w (<2.0)"]
 
 [[package]]
 name = "jupyterlab-pygments"
@@ -2390,13 +2511,13 @@ files = [
 
 [[package]]
 name = "jupyterlab-server"
-version = "2.27.2"
+version = "2.27.3"
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 python-versions = ">=3.8"
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@@ -2416,13 +2537,13 @@ test = ["hatch", "ipykernel", "openapi-core (>=0.18.0,<0.19.0)", "openapi-spec-v
 
 [[package]]
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 [[package]]
@@ -2572,13 +2693,13 @@ files = [
 
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+version = "1.2.2"
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+python-versions = ">=3.8"
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 [package.extras]
@@ -2589,13 +2710,13 @@ regex = ["regex"]
 
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+version = "1.8.3"
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 [package.dependencies]
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+linkml-runtime = ">=1.8.1,<2.0.0"
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 parse = "*"
 prefixcommons = ">=0.1.7"
@@ -2649,13 +2770,13 @@ linkml-runtime = ">=1.1.6"
 
 [[package]]
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-version = "0.3.0"
+version = "0.3.1"
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 [package.dependencies]
@@ -2666,13 +2787,13 @@ pydantic = "*"
 
 [[package]]
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+version = "1.8.2"
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 [package.dependencies]
@@ -2720,153 +2841,149 @@ test = ["black (>=24.1.0)", "cogapp", "mypy (>=1.10.0)", "numpy", "pytest", "pyt
 
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 html-clean = ["lxml-html-clean"]
 html5 = ["html5lib"]
 htmlsoup = ["BeautifulSoup4"]
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 [[package]]
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 sniffio = "*"
 tqdm = ">4"
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@@ -3551,13 +3689,13 @@ files = [
 
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 [[package]]
@@ -3600,9 +3738,9 @@ files = [
 
 [package.dependencies]
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 pytz = ">=2020.1"
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+]
+
+[package.extras]
+docs = ["furo", "olefile", "sphinx (>=7.3)", "sphinx-copybutton", "sphinx-inline-tabs", "sphinxext-opengraph"]
 fpx = ["olefile"]
 mic = ["olefile"]
 tests = ["check-manifest", "coverage", "defusedxml", "markdown2", "olefile", "packaging", "pyroma", "pytest", "pytest-cov", "pytest-timeout"]
@@ -3788,13 +3937,13 @@ xmp = ["defusedxml"]
 
 [[package]]
 name = "pip"
-version = "24.0"
+version = "24.2"
 description = "The PyPA recommended tool for installing Python packages."
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
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 ]
 
 [[package]]
@@ -3858,13 +4007,13 @@ requests = ">=2.28.1,<3.0.0"
 
 [[package]]
 name = "prefixmaps"
-version = "0.2.4"
+version = "0.2.5"
 description = "A python library for retrieving semantic prefix maps"
 optional = false
 python-versions = "<4.0,>=3.8"
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 ]
 
 [package.dependencies]
@@ -3887,13 +4036,13 @@ twisted = ["twisted"]
 
 [[package]]
 name = "prompt-toolkit"
-version = "3.0.46"
+version = "3.0.47"
 description = "Library for building powerful interactive command lines in Python"
 optional = false
 python-versions = ">=3.7.0"
 files = [
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 ]
 
 [package.dependencies]
@@ -3918,27 +4067,28 @@ python-dateutil = ">=2.8,<3.0"
 
 [[package]]
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-version = "5.9.8"
+version = "6.0.0"
 description = "Cross-platform lib for process and system monitoring in Python."
 optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, !=3.5.*"
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 ]
 
 [package.extras]
@@ -3957,13 +4107,13 @@ files = [
 
 [[package]]
 name = "pure-eval"
-version = "0.2.2"
+version = "0.2.3"
 description = "Safely evaluate AST nodes without side effects"
 optional = false
 python-versions = "*"
 files = [
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 ]
 
 [package.extras]
@@ -3982,109 +4132,122 @@ files = [
 
 [[package]]
 name = "pydantic"
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+version = "2.8.2"
 description = "Data validation using Python type hints"
 optional = false
 python-versions = ">=3.8"
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 [package.dependencies]
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+pydantic-core = "2.20.1"
+typing-extensions = [
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+    {version = ">=4.6.1", markers = "python_version < \"3.13\""},
+]
 
 [package.extras]
 email = ["email-validator (>=2.0.0)"]
 
 [[package]]
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+version = "2.20.1"
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 python-versions = ">=3.8"
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 ]
 
 [package.dependencies]
@@ -4660,90 +4846,90 @@ rpds-py = ">=0.7.0"
 
 [[package]]
 name = "regex"
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 [[package]]
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 [[package]]
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 [package.dependencies]
 joblib = ">=1.2.0"
 numpy = ">=1.19.5"
 scipy = ">=1.6.0"
-threadpoolctl = ">=3.1.0"
+threadpoolctl = ">=2.0.0"
 
 [package.extras]
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 [[package]]
 name = "scipy"
@@ -5235,18 +5422,19 @@ win32 = ["pywin32"]
 
 [[package]]
 name = "setuptools"
-version = "70.0.0"
+version = "73.0.1"
 description = "Easily download, build, install, upgrade, and uninstall Python packages"
 optional = false
 python-versions = ">=3.8"
 files = [
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 [package.extras]
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 [[package]]
 name = "shexjsg"
@@ -5308,13 +5496,13 @@ files = [
 
 [[package]]
 name = "soupsieve"
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+]
+
+[package.dependencies]
+greenlet = {version = "!=0.4.17", markers = "python_version < \"3.13\" and (platform_machine == \"aarch64\" or platform_machine == \"ppc64le\" or platform_machine == \"x86_64\" or platform_machine == \"amd64\" or platform_machine == \"AMD64\" or platform_machine == \"win32\" or platform_machine == \"WIN32\")"}
 typing-extensions = ">=4.6.0"
 
 [package.extras]
@@ -5709,13 +5897,13 @@ test = ["black", "mypy", "pytest", "ruff"]
 
 [[package]]
 name = "sqlite-utils"
-version = "3.36"
+version = "3.37"
 description = "CLI tool and Python library for manipulating SQLite databases"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
-    {file = "sqlite-utils-3.36.tar.gz", hash = "sha256:dcc311394fe86dc16f65037b0075e238efcfd2e12e65d53ed196954502996f3c"},
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+    {file = "sqlite_utils-3.37.tar.gz", hash = "sha256:542a71033d4e7936fe909230ac9794d3e200021838ab63dbaf3ce8f5bc2273a4"},
 ]
 
 [package.dependencies]
@@ -5730,18 +5918,18 @@ tabulate = "*"
 docs = ["beanbag-docutils (>=2.0)", "codespell", "furo", "pygments-csv-lexer", "sphinx-autobuild", "sphinx-copybutton"]
 flake8 = ["flake8"]
 mypy = ["data-science-types", "mypy", "types-click", "types-pluggy", "types-python-dateutil", "types-tabulate"]
-test = ["black", "cogapp", "hypothesis", "pytest"]
+test = ["black (>=24.1.1)", "cogapp", "hypothesis", "pytest"]
 tui = ["trogon"]
 
 [[package]]
 name = "sssom"
-version = "0.4.9"
+version = "0.4.11"
 description = "Operations on SSSOM mapping tables"
 optional = false
 python-versions = "<4.0,>=3.8"
 files = [
-    {file = "sssom-0.4.9-py3-none-any.whl", hash = "sha256:54af580957947175dfcc96e7ce2323ea3b476eb58b6e7a2e95d8c3e10c6393f4"},
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+    {file = "sssom-0.4.11.tar.gz", hash = "sha256:5043390657a396f9e5d064e5788990a52ec19c395c6380514abfe01b85a5eebc"},
 ]
 
 [package.dependencies]
@@ -5809,13 +5997,13 @@ widechars = ["wcwidth"]
 
 [[package]]
 name = "tenacity"
-version = "8.3.0"
+version = "9.0.0"
 description = "Retry code until it succeeds"
 optional = false
 python-versions = ">=3.8"
 files = [
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-    {file = "tenacity-8.3.0.tar.gz", hash = "sha256:953d4e6ad24357bceffbc9707bc74349aca9d245f68eb65419cf0c249a1949a2"},
+    {file = "tenacity-9.0.0-py3-none-any.whl", hash = "sha256:93de0c98785b27fcf659856aa9f54bfbd399e29969b0621bc7f762bd441b4539"},
+    {file = "tenacity-9.0.0.tar.gz", hash = "sha256:807f37ca97d62aa361264d497b0e31e92b8027044942bfa756160d908320d73b"},
 ]
 
 [package.extras]
@@ -5905,40 +6093,40 @@ files = [
 
 [[package]]
 name = "tox"
-version = "4.15.1"
+version = "4.18.0"
 description = "tox is a generic virtualenv management and test command line tool"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "tox-4.15.1-py3-none-any.whl", hash = "sha256:f00a5dc4222b358e69694e47e3da0227ac41253509bca9f45aa8f012053e8d9d"},
-    {file = "tox-4.15.1.tar.gz", hash = "sha256:53a092527d65e873e39213ebd4bd027a64623320b6b0326136384213f95b7076"},
+    {file = "tox-4.18.0-py3-none-any.whl", hash = "sha256:0a457400cf70615dc0627eb70d293e80cd95d8ce174bb40ac011011f0c03a249"},
+    {file = "tox-4.18.0.tar.gz", hash = "sha256:5dfa1cab9f146becd6e351333a82f9e0ade374451630ba65ee54584624c27b58"},
 ]
 
 [package.dependencies]
-cachetools = ">=5.3.2"
+cachetools = ">=5.4"
 chardet = ">=5.2"
 colorama = ">=0.4.6"
-filelock = ">=3.13.1"
-packaging = ">=23.2"
-platformdirs = ">=4.1"
-pluggy = ">=1.3"
-pyproject-api = ">=1.6.1"
+filelock = ">=3.15.4"
+packaging = ">=24.1"
+platformdirs = ">=4.2.2"
+pluggy = ">=1.5"
+pyproject-api = ">=1.7.1"
 tomli = {version = ">=2.0.1", markers = "python_version < \"3.11\""}
-virtualenv = ">=20.25"
+virtualenv = ">=20.26.3"
 
 [package.extras]
-docs = ["furo (>=2023.9.10)", "sphinx (>=7.2.6)", "sphinx-argparse-cli (>=1.11.1)", "sphinx-autodoc-typehints (>=1.25.2)", "sphinx-copybutton (>=0.5.2)", "sphinx-inline-tabs (>=2023.4.21)", "sphinxcontrib-towncrier (>=0.2.1a0)", "towncrier (>=23.11)"]
-testing = ["build[virtualenv] (>=1.0.3)", "covdefaults (>=2.3)", "detect-test-pollution (>=1.2)", "devpi-process (>=1)", "diff-cover (>=8.0.2)", "distlib (>=0.3.8)", "flaky (>=3.7)", "hatch-vcs (>=0.4)", "hatchling (>=1.21)", "psutil (>=5.9.7)", "pytest (>=7.4.4)", "pytest-cov (>=4.1)", "pytest-mock (>=3.12)", "pytest-xdist (>=3.5)", "re-assert (>=1.1)", "time-machine (>=2.13)", "wheel (>=0.42)"]
+docs = ["furo (>=2024.7.18)", "sphinx (>=7.4.7)", "sphinx-argparse-cli (>=1.16)", "sphinx-autodoc-typehints (>=2.2.3)", "sphinx-copybutton (>=0.5.2)", "sphinx-inline-tabs (>=2023.4.21)", "sphinxcontrib-towncrier (>=0.2.1a0)", "towncrier (>=23.11)"]
+testing = ["build[virtualenv] (>=1.2.1)", "covdefaults (>=2.3)", "detect-test-pollution (>=1.2)", "devpi-process (>=1)", "diff-cover (>=9.1.1)", "distlib (>=0.3.8)", "flaky (>=3.8.1)", "hatch-vcs (>=0.4)", "hatchling (>=1.25)", "psutil (>=6)", "pytest (>=8.3.2)", "pytest-cov (>=5)", "pytest-mock (>=3.14)", "pytest-xdist (>=3.6.1)", "re-assert (>=1.1)", "setuptools (>=70.3)", "time-machine (>=2.14.2)", "wheel (>=0.43)"]
 
 [[package]]
 name = "tqdm"
-version = "4.66.4"
+version = "4.66.5"
 description = "Fast, Extensible Progress Meter"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "tqdm-4.66.4-py3-none-any.whl", hash = "sha256:b75ca56b413b030bc3f00af51fd2c1a1a5eac6a0c1cca83cbb37a5c52abce644"},
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+    {file = "tqdm-4.66.5-py3-none-any.whl", hash = "sha256:90279a3770753eafc9194a0364852159802111925aa30eb3f9d85b0e805ac7cd"},
+    {file = "tqdm-4.66.5.tar.gz", hash = "sha256:e1020aef2e5096702d8a025ac7d16b1577279c9d63f8375b63083e9a5f0fcbad"},
 ]
 
 [package.dependencies]
@@ -5967,13 +6155,13 @@ test = ["argcomplete (>=3.0.3)", "mypy (>=1.7.0)", "pre-commit", "pytest (>=7.0,
 
 [[package]]
 name = "types-python-dateutil"
-version = "2.9.0.20240316"
+version = "2.9.0.20240821"
 description = "Typing stubs for python-dateutil"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "types-python-dateutil-2.9.0.20240316.tar.gz", hash = "sha256:5d2f2e240b86905e40944dd787db6da9263f0deabef1076ddaed797351ec0202"},
-    {file = "types_python_dateutil-2.9.0.20240316-py3-none-any.whl", hash = "sha256:6b8cb66d960771ce5ff974e9dd45e38facb81718cc1e208b10b1baccbfdbee3b"},
+    {file = "types-python-dateutil-2.9.0.20240821.tar.gz", hash = "sha256:9649d1dcb6fef1046fb18bebe9ea2aa0028b160918518c34589a46045f6ebd98"},
+    {file = "types_python_dateutil-2.9.0.20240821-py3-none-any.whl", hash = "sha256:f5889fcb4e63ed4aaa379b44f93c32593d50b9a94c9a60a0c854d8cc3511cd57"},
 ]
 
 [[package]]
@@ -6039,13 +6227,13 @@ six = "*"
 
 [[package]]
 name = "urllib3"
-version = "1.26.18"
+version = "1.26.19"
 description = "HTTP library with thread-safe connection pooling, file post, and more."
 optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, !=3.5.*"
+python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,>=2.7"
 files = [
-    {file = "urllib3-1.26.18-py2.py3-none-any.whl", hash = "sha256:34b97092d7e0a3a8cf7cd10e386f401b3737364026c45e622aa02903dffe0f07"},
-    {file = "urllib3-1.26.18.tar.gz", hash = "sha256:f8ecc1bba5667413457c529ab955bf8c67b45db799d159066261719e328580a0"},
+    {file = "urllib3-1.26.19-py2.py3-none-any.whl", hash = "sha256:37a0344459b199fce0e80b0d3569837ec6b6937435c5244e7fd73fa6006830f3"},
+    {file = "urllib3-1.26.19.tar.gz", hash = "sha256:3e3d753a8618b86d7de333b4223005f68720bcd6a7d2bcb9fbd2229ec7c1e429"},
 ]
 
 [package.extras]
@@ -6055,24 +6243,27 @@ socks = ["PySocks (>=1.5.6,!=1.5.7,<2.0)"]
 
 [[package]]
 name = "validators"
-version = "0.28.3"
+version = "0.33.0"
 description = "Python Data Validation for Humans™"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "validators-0.28.3-py3-none-any.whl", hash = "sha256:53cafa854f13850156259d9cc479b864ee901f6a96e6b109e6fc33f98f37d99f"},
-    {file = "validators-0.28.3.tar.gz", hash = "sha256:c6c79840bcde9ba77b19f6218f7738188115e27830cbaff43264bc4ed24c429d"},
+    {file = "validators-0.33.0-py3-none-any.whl", hash = "sha256:134b586a98894f8139865953899fc2daeb3d0c35569552c5518f089ae43ed075"},
+    {file = "validators-0.33.0.tar.gz", hash = "sha256:535867e9617f0100e676a1257ba1e206b9bfd847ddc171e4d44811f07ff0bfbf"},
 ]
 
+[package.extras]
+crypto-eth-addresses = ["eth-hash[pycryptodome] (>=0.7.0)"]
+
 [[package]]
 name = "virtualenv"
-version = "20.26.2"
+version = "20.26.3"
 description = "Virtual Python Environment builder"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "virtualenv-20.26.2-py3-none-any.whl", hash = "sha256:a624db5e94f01ad993d476b9ee5346fdf7b9de43ccaee0e0197012dc838a0e9b"},
-    {file = "virtualenv-20.26.2.tar.gz", hash = "sha256:82bf0f4eebbb78d36ddaee0283d43fe5736b53880b8a8cdcd37390a07ac3741c"},
+    {file = "virtualenv-20.26.3-py3-none-any.whl", hash = "sha256:8cc4a31139e796e9a7de2cd5cf2489de1217193116a8fd42328f1bd65f434589"},
+    {file = "virtualenv-20.26.3.tar.gz", hash = "sha256:4c43a2a236279d9ea36a0d76f98d84bd6ca94ac4e0f4a3b9d46d05e10fea542a"},
 ]
 
 [package.dependencies]
@@ -6086,43 +6277,46 @@ test = ["covdefaults (>=2.3)", "coverage (>=7.2.7)", "coverage-enable-subprocess
 
 [[package]]
 name = "watchdog"
-version = "4.0.1"
+version = "4.0.2"
 description = "Filesystem events monitoring"
 optional = false
 python-versions = ">=3.8"
 files = [
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+    {file = "watchdog-4.0.2-py3-none-win_amd64.whl", hash = "sha256:c344453ef3bf875a535b0488e3ad28e341adbd5a9ffb0f7d62cefacc8824ef2b"},
+    {file = "watchdog-4.0.2-py3-none-win_ia64.whl", hash = "sha256:baececaa8edff42cd16558a639a9b0ddf425f93d892e8392a56bf904f5eff22c"},
+    {file = "watchdog-4.0.2.tar.gz", hash = "sha256:b4dfbb6c49221be4535623ea4474a4d6ee0a9cef4a80b20c28db4d858b64e270"},
 ]
 
 [package.extras]
@@ -6141,13 +6335,13 @@ files = [
 
 [[package]]
 name = "webcolors"
-version = "24.6.0"
+version = "24.8.0"
 description = "A library for working with the color formats defined by HTML and CSS."
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "webcolors-24.6.0-py3-none-any.whl", hash = "sha256:8cf5bc7e28defd1d48b9e83d5fc30741328305a8195c29a8e668fa45586568a1"},
-    {file = "webcolors-24.6.0.tar.gz", hash = "sha256:1d160d1de46b3e81e58d0a280d0c78b467dc80f47294b91b1ad8029d2cedb55b"},
+    {file = "webcolors-24.8.0-py3-none-any.whl", hash = "sha256:fc4c3b59358ada164552084a8ebee637c221e4059267d0f8325b3b560f6c7f0a"},
+    {file = "webcolors-24.8.0.tar.gz", hash = "sha256:08b07af286a01bcd30d583a7acadf629583d1f79bfef27dd2c2c5c263817277d"},
 ]
 
 [package.extras]
@@ -6183,13 +6377,13 @@ test = ["websockets"]
 
 [[package]]
 name = "werkzeug"
-version = "3.0.3"
+version = "3.0.4"
 description = "The comprehensive WSGI web application library."
 optional = true
 python-versions = ">=3.8"
 files = [
-    {file = "werkzeug-3.0.3-py3-none-any.whl", hash = "sha256:fc9645dc43e03e4d630d23143a04a7f947a9a3b5727cd535fdfe155a17cc48c8"},
-    {file = "werkzeug-3.0.3.tar.gz", hash = "sha256:097e5bfda9f0aba8da6b8545146def481d06aa7d3266e7448e2cccf67dd8bd18"},
+    {file = "werkzeug-3.0.4-py3-none-any.whl", hash = "sha256:02c9eb92b7d6c06f31a782811505d2157837cea66aaede3e217c7c27c039476c"},
+    {file = "werkzeug-3.0.4.tar.gz", hash = "sha256:34f2371506b250df4d4f84bfe7b0921e4762525762bbd936614909fe25cd7306"},
 ]
 
 [package.dependencies]
@@ -6200,13 +6394,13 @@ watchdog = ["watchdog (>=2.3)"]
 
 [[package]]
 name = "widgetsnbextension"
-version = "4.0.11"
+version = "4.0.13"
 description = "Jupyter interactive widgets for Jupyter Notebook"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "widgetsnbextension-4.0.11-py3-none-any.whl", hash = "sha256:55d4d6949d100e0d08b94948a42efc3ed6dfdc0e9468b2c4b128c9a2ce3a7a36"},
-    {file = "widgetsnbextension-4.0.11.tar.gz", hash = "sha256:8b22a8f1910bfd188e596fe7fc05dcbd87e810c8a4ba010bdb3da86637398474"},
+    {file = "widgetsnbextension-4.0.13-py3-none-any.whl", hash = "sha256:74b2692e8500525cc38c2b877236ba51d34541e6385eeed5aec15a70f88a6c71"},
+    {file = "widgetsnbextension-4.0.13.tar.gz", hash = "sha256:ffcb67bc9febd10234a362795f643927f4e0c05d9342c727b65d2384f8feacb6"},
 ]
 
 [[package]]
@@ -6393,13 +6587,13 @@ multidict = ">=4.0"
 
 [[package]]
 name = "zipp"
-version = "3.19.2"
+version = "3.20.0"
 description = "Backport of pathlib-compatible object wrapper for zip files"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "zipp-3.19.2-py3-none-any.whl", hash = "sha256:f091755f667055f2d02b32c53771a7a6c8b47e1fdbc4b72a8b9072b3eef8015c"},
-    {file = "zipp-3.19.2.tar.gz", hash = "sha256:bf1dcf6450f873a13e952a29504887c89e6de7506209e5b1bcc3460135d4de19"},
+    {file = "zipp-3.20.0-py3-none-any.whl", hash = "sha256:58da6168be89f0be59beb194da1250516fdaa062ccebd30127ac65d30045e10d"},
+    {file = "zipp-3.20.0.tar.gz", hash = "sha256:0145e43d89664cfe1a2e533adc75adafed82fe2da404b4bbb6b026c0157bdb31"},
 ]
 
 [package.extras]
@@ -6416,4 +6610,4 @@ semsimian = ["semsimian"]
 [metadata]
 lock-version = "2.0"
 python-versions = ">=3.9,<4.0.0"
-content-hash = "ecbdea318e89d4be044c9934c6ac50432cbd36ea2660badb8fe197a5d275e675"
+content-hash = "f833e8ce7b579dd027a0c893e04e3085a6ee417f608988599e802285b6a84de6"
diff --git a/pyproject.toml b/pyproject.toml
index 6ad0f134f..e85608c4e 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -54,7 +54,7 @@ jupyter = ">=1.0.0"
 sphinx-rtd-theme = "^1.0.0"
 sphinx-click = ">=4.4.0"
 myst-parser = ">=1.0.0"
-linkml = "^1.5.5"
+linkml = ">=1.8.0"
 sphinxcontrib-mermaid = "^0.8.1"
 sphinx-copybutton = "0.5.1"
 coverage = "^6.3.2"
diff --git a/src/oaklib/cli.py b/src/oaklib/cli.py
index 8fd51aa5e..41e75dd2f 100644
--- a/src/oaklib/cli.py
+++ b/src/oaklib/cli.py
@@ -1540,11 +1540,7 @@ def viz(
     elif gap_fill:
         logging.info("Using gap-fill strategy")
         if isinstance(impl, SubsetterInterface):
-            rels = impl.gap_fill_relationships(curies, predicates=actual_predicates)
-            if isinstance(impl, OboGraphInterface):
-                graph = impl.relationships_to_graph(rels)
-            else:
-                raise AssertionError(f"{impl} needs to of type OboGraphInterface")
+            graph = impl.extract_gap_filled_graph(curies, predicates=actual_predicates)
         else:
             raise NotImplementedError(f"{impl} needs to implement Subsetter for --gap-fill")
     else:
@@ -1552,7 +1548,7 @@ def viz(
     if max_hops is not None:
         logging.info(f"Trimming graph, max_hops={max_hops}")
         graph = trim_graph(graph, curies, distance=max_hops, include_intermediates=True)
-    logging.info(f"Drawing graph seeded from {curies}")
+    logging.info(f"Drawing graph seeded from {len(curies)} curies: {curies}")
     if meta:
         impl.add_metadata(graph)
     if not graph.nodes:
@@ -2236,34 +2232,26 @@ def dump(terms, output, output_type: str, config_file: str = None, **kwargs):
 )
 def transform(terms, transform, output, output_type: str, config_file: str = None, **kwargs):
     """
-    Transforms an ontology
-
-    Example:
+    Applies a defined transformation to an ontology (EXPERIMENTAL).
 
-        runoak -i pato.obo dump -o pato.json -O json
-
-    Example:
+    Transformations include:
 
-        runoak -i pato.owl dump -o pato.ttl -O turtle
+    - SEPTransform: implements Structured-Entities-Parts (SEP) design pattern
+    - EdgeFilterTransformer: filters edges based on a predicate
 
-    You can also pass in a JSON configuration file to parameterize the dump process.
-
-    Currently this is only used for fhirjson dumps, the configuration options are specified here:
-
-    https://incatools.github.io/ontology-access-kit/converters/obo-graph-to-fhir.html
+    Note that for most transformation operations, we recommend using ROBOT
+    and commands such as remove, filter, query.
 
     Example:
 
-        runoak -i pato.owl dump -o pato.ttl -O fhirjson -c fhir_config.json -o pato.fhir.json
+        runoak -i xao.obo transform -t SEPTransform -o xao.sep.obo
 
-    Currently each implementation only supports a subset of formats.
+    Removes all P part-of Ws from XAO and replaces occurrences with triads of the form:
 
-    The dump command is also blocked for remote endpoints such as Ubergraph,
-    to avoid killer queries.
-
-    Python API:
-
-       https://incatools.github.io/ontology-access-kit/interfaces/basic
+    - W subClassOf W-structure
+    - W subClassOf W-structure
+    - W-Part subClassOf W-structure
+    - P subClassOf W-Part
 
     """
     if terms:
@@ -4204,6 +4192,11 @@ def apply_taxon_constraints(
     "-P",
     multiple=True,
 )
+@click.option(
+    "--include-unused/--no-include-unused",
+    default=True,
+    show_default=True,
+)
 @click.argument("terms", nargs=-1)
 def usages(
     terms,
@@ -4241,6 +4234,10 @@ def usages(
 
     This will include usages over multiple ontologies
 
+    Using ontobee:
+
+        runoak -i ubergraph: usages CL:0000540
+
     You can multiple queries over multiple sources (an AggregatorImplementation):
 
         runoak -i sqlite:obo:go -a ubergraph: -a amigo: -a quickgo: usages GO:0031969
@@ -4565,6 +4562,13 @@ def associations_counts(
     show_default=True,
     help="Include entities (e.g. genes) in the output, otherwise just the counts",
 )
+@click.option(
+    "--main-score-field",
+    "-S",
+    default="proportion_subjects_in_common",
+    show_default=True,
+    help="Score used for summarization",
+)
 @click.argument("terms", nargs=-1)
 def associations_matrix(
     terms,
@@ -4574,6 +4578,7 @@ def associations_matrix(
     autolabel: bool,
     output_type: str,
     output: str,
+    main_score_field: str,
     **kwargs,
 ):
     """
@@ -4585,18 +4590,36 @@ def associations_matrix(
 
     Example:
 
-
         runoak  -i amigo:NCBITaxon:9606 associations-matrix -p i,p GO:0042416 GO:0014046
 
+    This results in a 2x2 matrix (shown as a long table)
+
     As a heatmap:
 
-        runoak  -i amigo:NCBITaxon:9606 associations-matrix -p i,p GO:0042416 GO:0014046 -o heatmap > /tmp/heatmap.png
+        runoak  -i amigo:NCBITaxon:9606 associations-matrix -p i,p GO:0042416 GO:0014046 -O heatmap > /tmp/heatmap.png
+
+    By default the heatmap will show the percentage of overlap between the two terms. To change this
+    to be either the percentage of the first term in the second, or the percentage of the second term in the first,
+    use the --main-score-field (-S) option, with "1" or "2".
+
+    You can plug in as many terms as you like, it will perform an all-by-all
+
+    To compare one set with another, use the "@" separator.
 
+    You can also substitute OAK expression language query terms
+
+        runoak --stacktrace  -i amigo:NCBITaxon:9606 associations-matrix -p i,p .idfile cp.txt @ .idfile ct.txt
     """
     impl = settings.impl
     writer = _get_writer(output_type, impl, StreamingCsvWriter)
     writer.autolabel = autolabel
     writer.output = output
+    if main_score_field and isinstance(writer, HeatmapWriter):
+        if main_score_field == "1":
+            main_score_field = "proportion_entity1_subjects_in_entity2"
+        if main_score_field == "2":
+            main_score_field = "proportion_entity2_subjects_in_entity1"
+        writer.value_field = main_score_field
     actual_predicates = _process_predicates_arg(predicates)
     actual_association_predicates = _process_predicates_arg(association_predicates)
     if not isinstance(impl, AssociationProviderInterface):
@@ -4619,6 +4642,7 @@ def associations_matrix(
         **kwargs,
     )
     jaccards = []
+    n = 0
     for pair in pairs_it:
         # TODO: more elegant way to handle this
         pair.associations_for_subjects_in_common = None
@@ -4627,8 +4651,10 @@ def associations_matrix(
             pair,
             label_fields=["object1", "object2"],
         )
-    logging.info(f"Average Jaccard index: {stats.mean(jaccards)}")
+        n += 1
+    logging.info(f"Emitted {n} pairs")
     writer.finish()
+    logging.info(f"Average Jaccard index: {stats.mean([j for j in jaccards if j is not None])}")
 
 
 @main.command()
@@ -6349,6 +6375,10 @@ def fill_table(
                     metadata.dependencies.append(ColumnDependency(**d_args))
             for d_str in list(relation):
                 d_args = yaml.safe_load(d_str)
+                if "relation" not in d_args:
+                    d_args["relation"] = "label"
+                if "dependent_column" not in d_args:
+                    d_args["dependent_column"] = d_args["primary_key"] + "_label"
                 metadata.dependencies.append(ColumnDependency(**d_args))
         else:
             metadata = tf.infer_metadata(input_table[0])
diff --git a/src/oaklib/conf/obograph-style.json b/src/oaklib/conf/obograph-style.json
index 91bba2066..d8717ce14 100644
--- a/src/oaklib/conf/obograph-style.json
+++ b/src/oaklib/conf/obograph-style.json
@@ -6,7 +6,7 @@
     ],
     "fillcolor": "white",
 
-    "excludeSingletons": "true",
+    "excludeSingletons": "false",
     "relationProperties": {
         "rdfs:subClassOf": {
             "color": "black",
diff --git a/src/oaklib/datamodels/association.py b/src/oaklib/datamodels/association.py
index eef50080c..595a1fe29 100644
--- a/src/oaklib/datamodels/association.py
+++ b/src/oaklib/datamodels/association.py
@@ -1,5 +1,5 @@
 # Auto generated from association.yaml by pythongen.py version: 0.0.1
-# Generation date: 2024-03-23T16:11:34
+# Generation date: 2024-08-07T13:29:21
 # Schema: association
 #
 # id: https://w3id.org/oak/association
@@ -22,6 +22,7 @@
 from jsonasobj2 import JsonObj, as_dict
 from typing import Optional, List, Union, Dict, ClassVar, Any
 from dataclasses import dataclass
+from datetime import date, datetime
 from linkml_runtime.linkml_model.meta import EnumDefinition, PermissibleValue, PvFormulaOptions
 
 from linkml_runtime.utils.slot import Slot
@@ -270,6 +271,8 @@ class PairwiseCoAssociation(YAMLRoot):
     number_subject_unique_to_entity2: Optional[int] = None
     subjects_in_common: Optional[Union[str, List[str]]] = empty_list()
     associations_for_subjects_in_common: Optional[Union[Union[dict, Association], List[Union[dict, Association]]]] = empty_list()
+    proportion_entity1_subjects_in_entity2: Optional[float] = None
+    proportion_entity2_subjects_in_entity1: Optional[float] = None
 
     def __post_init__(self, *_: List[str], **kwargs: Dict[str, Any]):
         if self._is_empty(self.object1):
@@ -311,6 +314,12 @@ def __post_init__(self, *_: List[str], **kwargs: Dict[str, Any]):
             self.associations_for_subjects_in_common = [self.associations_for_subjects_in_common] if self.associations_for_subjects_in_common is not None else []
         self.associations_for_subjects_in_common = [v if isinstance(v, Association) else Association(**as_dict(v)) for v in self.associations_for_subjects_in_common]
 
+        if self.proportion_entity1_subjects_in_entity2 is not None and not isinstance(self.proportion_entity1_subjects_in_entity2, float):
+            self.proportion_entity1_subjects_in_entity2 = float(self.proportion_entity1_subjects_in_entity2)
+
+        if self.proportion_entity2_subjects_in_entity1 is not None and not isinstance(self.proportion_entity2_subjects_in_entity1, float):
+            self.proportion_entity2_subjects_in_entity1 = float(self.proportion_entity2_subjects_in_entity1)
+
         super().__post_init__(**kwargs)
 
 
@@ -619,6 +628,12 @@ class slots:
 slots.proportion_subjects_in_common = Slot(uri=ONTOASSOC.proportion_subjects_in_common, name="proportion_subjects_in_common", curie=ONTOASSOC.curie('proportion_subjects_in_common'),
                    model_uri=ONTOASSOC.proportion_subjects_in_common, domain=None, range=Optional[float])
 
+slots.proportion_entity1_subjects_in_entity2 = Slot(uri=ONTOASSOC.proportion_entity1_subjects_in_entity2, name="proportion_entity1_subjects_in_entity2", curie=ONTOASSOC.curie('proportion_entity1_subjects_in_entity2'),
+                   model_uri=ONTOASSOC.proportion_entity1_subjects_in_entity2, domain=None, range=Optional[float])
+
+slots.proportion_entity2_subjects_in_entity1 = Slot(uri=ONTOASSOC.proportion_entity2_subjects_in_entity1, name="proportion_entity2_subjects_in_entity1", curie=ONTOASSOC.curie('proportion_entity2_subjects_in_entity1'),
+                   model_uri=ONTOASSOC.proportion_entity2_subjects_in_entity1, domain=None, range=Optional[float])
+
 slots.number_subjects_in_union = Slot(uri=ONTOASSOC.number_subjects_in_union, name="number_subjects_in_union", curie=ONTOASSOC.curie('number_subjects_in_union'),
                    model_uri=ONTOASSOC.number_subjects_in_union, domain=None, range=Optional[int])
 
diff --git a/src/oaklib/datamodels/association.yaml b/src/oaklib/datamodels/association.yaml
index b367ad895..52a0bbd46 100644
--- a/src/oaklib/datamodels/association.yaml
+++ b/src/oaklib/datamodels/association.yaml
@@ -92,6 +92,8 @@ classes:
       - number_subject_unique_to_entity2
       - subjects_in_common
       - associations_for_subjects_in_common
+      - proportion_entity1_subjects_in_entity2
+      - proportion_entity2_subjects_in_entity1
 
   ParserConfiguration:
     description: Settings that determine behavior when parsing associations.
@@ -397,6 +399,10 @@ slots:
     range: integer
   proportion_subjects_in_common:
     range: float
+  proportion_entity1_subjects_in_entity2:
+    range: float
+  proportion_entity2_subjects_in_entity1:
+    range: float
   number_subjects_in_union:
     range: integer
   number_subject_unique_to_entity1:
diff --git a/src/oaklib/implementations/amigo/amigo_implementation.py b/src/oaklib/implementations/amigo/amigo_implementation.py
index af9afbc85..03703bd75 100644
--- a/src/oaklib/implementations/amigo/amigo_implementation.py
+++ b/src/oaklib/implementations/amigo/amigo_implementation.py
@@ -12,7 +12,7 @@
 from oaklib.datamodels.association import Association
 from oaklib.datamodels.search import SearchConfiguration
 from oaklib.datamodels.vocabulary import IS_A, PART_OF, RDFS_LABEL
-from oaklib.interfaces import SearchInterface
+from oaklib.interfaces import OboGraphInterface, SearchInterface
 from oaklib.interfaces.association_provider_interface import (
     AssociationProviderInterface,
 )
@@ -133,6 +133,7 @@ def _normalize(curie: CURIE) -> CURIE:
 @dataclass
 class AmiGOImplementation(
     AssociationProviderInterface,
+    OboGraphInterface,
     SearchInterface,
     UsagesInterface,
     SemanticSimilarityInterface,
@@ -162,11 +163,19 @@ class AmiGOImplementation(
 
     _solr: pysolr.Solr = None
     _source: str = None
+    _go_adapter: OboGraphInterface = None
 
     def __post_init__(self):
         self._source = self.resource.slug
         self._solr = pysolr.Solr(AMIGO_ENDPOINT)
 
+    def go_adapter(self) -> OboGraphInterface:
+        if not self._go_adapter:
+            from oaklib import get_adapter
+
+            self._go_adapter = get_adapter("sqlite:obo:go")
+        return self._go_adapter
+
     def _cache_nodes(self, nodes: List[Dict], curies: Iterable[CURIE]):
         for node in nodes:
             curie = node["id"]
@@ -513,3 +522,19 @@ def information_content_scores(
             yield term, ic
 
         logger.info(f"Iterated {n} counts")
+
+    # delegation
+
+    def descendants(
+        self,
+        *args,
+        **kwargs,
+    ) -> Iterable[CURIE]:
+        yield from self.go_adapter().descendants(*args, **kwargs)
+
+    def ancestors(
+        self,
+        *args,
+        **kwargs,
+    ) -> Iterable[CURIE]:
+        yield from self.go_adapter().ancestors(*args, **kwargs)
diff --git a/src/oaklib/implementations/sparql/abstract_sparql_implementation.py b/src/oaklib/implementations/sparql/abstract_sparql_implementation.py
index 743917a73..7d07f7b0c 100644
--- a/src/oaklib/implementations/sparql/abstract_sparql_implementation.py
+++ b/src/oaklib/implementations/sparql/abstract_sparql_implementation.py
@@ -509,17 +509,94 @@ def relationships(
         :param include_entailed:
         :return:
         """
-        if not subjects:
-            subjects = list(self.entities())
-        logging.info(f"Subjects: {len(subjects)}")
-        for subject in subjects:
-            for this_predicate, this_objects in self.outgoing_relationship_map(subject).items():
-                if predicates and this_predicate not in predicates:
-                    continue
-                for this_object in this_objects:
-                    if objects and this_object not in objects:
-                        continue
-                    yield subject, this_predicate, this_object
+        s_uris = [self.curie_to_sparql(x) for x in subjects] if subjects else None
+        p_uris = [self.curie_to_sparql(x) for x in predicates] if predicates else None
+        o_uris = [self.curie_to_sparql(x) for x in objects] if objects else None
+        builtins = {IS_A}
+        selected_builtins = builtins.intersection(predicates) if predicates else builtins
+        selected_non_builtins = set(predicates) - builtins if predicates else None
+        if selected_builtins:
+            q = SparqlQuery(
+                distinct=True,
+                select=["?s", "?p", "?o"],
+                where=[
+                    "?s ?p ?o",
+                    "FILTER (isIRI(?s) && isIRI(?o))",
+                    _sparql_values("s", s_uris),
+                    _sparql_values("p", [self.curie_to_sparql(x) for x in selected_builtins]),
+                    _sparql_values("o", o_uris),
+                ],
+            )
+            bindings = self._sparql_query(q)
+            for row in bindings:
+                yield (
+                    self.uri_to_curie(row["s"]["value"]),
+                    self.uri_to_curie(row["p"]["value"]),
+                    self.uri_to_curie(row["o"]["value"]),
+                )
+        if not predicates or RDF_TYPE in predicates:
+            q = SparqlQuery(
+                distinct=True,
+                select=["?s", "?o"],
+                where=[
+                    "?s rdf:type ?o",
+                    "?o a owl:Class",
+                    "FILTER (isIRI(?s) && isIRI(?o))",
+                    _sparql_values("s", s_uris),
+                    _sparql_values("o", o_uris),
+                ],
+            )
+            bindings = self._sparql_query(q)
+            for row in bindings:
+                yield (
+                    self.uri_to_curie(row["s"]["value"]),
+                    RDF_TYPE,
+                    self.uri_to_curie(row["o"]["value"]),
+                )
+        if not predicates or selected_non_builtins:
+            # tbox subclass existentials
+            q = SparqlQuery(
+                distinct=True,
+                select=["?s", "?p", "?o"],
+                where=[
+                    "?s ?sub_pred [owl:onProperty ?p ; owl:someValuesFrom ?o]",
+                    "FILTER (isIRI(?s) && isIRI(?o) && isIRI(?p))",
+                    _sparql_values("s", s_uris),
+                    _sparql_values("p", p_uris),
+                    _sparql_values("o", o_uris),
+                    _sparql_values("sub_pred", [IS_A, RDF_TYPE]),
+                ],
+            )
+            if selected_non_builtins:
+                q.add_values("p", [self.curie_to_sparql(x) for x in selected_non_builtins])
+            bindings = self._sparql_query(q)
+            for row in bindings:
+                yield (
+                    self.uri_to_curie(row["s"]["value"]),
+                    self.uri_to_curie(row["p"]["value"]),
+                    self.uri_to_curie(row["o"]["value"]),
+                )
+            # abox
+            q = SparqlQuery(
+                distinct=True,
+                select=["?s", "?p", "?o"],
+                where=[
+                    "?s ?p ?o",
+                    "?p rdf:type owl:ObjectProperty",
+                    "FILTER (isIRI(?s) && isIRI(?o))",
+                    _sparql_values("s", s_uris),
+                    _sparql_values("o", o_uris),
+                ],
+            )
+            if selected_non_builtins:
+                q.add_values("p", [self.curie_to_sparql(x) for x in selected_non_builtins])
+            bindings = self._sparql_query(q)
+            for row in bindings:
+                yield (
+                    self.uri_to_curie(row["s"]["value"]),
+                    self.uri_to_curie(row["p"]["value"]),
+                    self.uri_to_curie(row["o"]["value"]),
+                )
 
     def outgoing_relationship_map(self, *args, **kwargs) -> RELATIONSHIP_MAP:
         return pairs_as_dict(self.outgoing_relationships(*args, **kwargs))
diff --git a/src/oaklib/implementations/sqldb/sql_implementation.py b/src/oaklib/implementations/sqldb/sql_implementation.py
index 7a0ee46e3..ffb73d838 100644
--- a/src/oaklib/implementations/sqldb/sql_implementation.py
+++ b/src/oaklib/implementations/sqldb/sql_implementation.py
@@ -2041,6 +2041,7 @@ def gap_fill_relationships(
         self, seed_curies: List[CURIE], predicates: List[PRED_CURIE] = None
     ) -> Iterator[RELATIONSHIP]:
         seed_curies = tuple(seed_curies)
+        logging.info(f"Gap fill for {len(seed_curies)} seed terms")
         q = self.session.query(EntailedEdge).filter(EntailedEdge.subject.in_(seed_curies))
         q = q.filter(EntailedEdge.object.in_(seed_curies))
         q = q.filter(EntailedEdge.subject != EntailedEdge.object)
diff --git a/src/oaklib/interfaces/association_provider_interface.py b/src/oaklib/interfaces/association_provider_interface.py
index ed86d0662..fe4e8c06a 100644
--- a/src/oaklib/interfaces/association_provider_interface.py
+++ b/src/oaklib/interfaces/association_provider_interface.py
@@ -362,17 +362,19 @@ def association_pairwise_coassociations(
         """
         if inputs_are_subjects:
             raise NotImplementedError
-        curies1 = list(curies1)
-        curies2 = list(curies2)
+        curies1 = set(curies1)
+        curies2 = set(curies2)
+        symmetric = curies1 == curies2
         logging.info(f"Finding co-associations between {curies1} and {curies2}")
         assocmap = {
-            c: list(self.associations(objects=[c], **kwargs)) for c in set(curies1 + curies2)
+            c: list(self.associations(objects=[c], limit=-1, **kwargs))
+            for c in curies1.union(curies2)
         }
         assocmap1 = {c: assocmap[c] for c in curies1}
         assocmap2 = {c: assocmap[c] for c in curies2}
         for c1 in curies1:
             for c2 in curies2:
-                if c2 > c1 and not include_reciprocals:
+                if c2 > c1 and not include_reciprocals and symmetric:
                     continue
                 if c1 == c2 and not include_diagonal:
                     continue
@@ -380,6 +382,11 @@ def association_pairwise_coassociations(
                 assocs2 = assocmap2[c2]
                 elements1 = {a.subject for a in assocs1}
                 elements2 = {a.subject for a in assocs2}
+                if not elements1 or not elements2:
+                    logging.debug(
+                        f"No associations for {c1} or {c2}, so a coassociation is not meaningful"
+                    )
+                    continue
                 common = elements1.intersection(elements2)
                 assocs_to_common = [a for a in assocs1 + assocs2 if a.subject in common]
                 coassoc = PairwiseCoAssociation(
@@ -394,6 +401,14 @@ def association_pairwise_coassociations(
                     coassoc.proportion_subjects_in_common = (
                         coassoc.number_subjects_in_common / coassoc.number_subjects_in_union
                     )
+                if elements1:
+                    coassoc.proportion_entity1_subjects_in_entity2 = (
+                        coassoc.number_subjects_in_common / len(elements1)
+                    )
+                if elements2:
+                    coassoc.proportion_entity2_subjects_in_entity1 = (
+                        coassoc.number_subjects_in_common / len(elements2)
+                    )
                 if include_entities:
                     coassoc.subjects_in_common = list(common)
                     coassoc.associations_for_subjects_in_common = assocs_to_common
diff --git a/src/oaklib/interfaces/subsetter_interface.py b/src/oaklib/interfaces/subsetter_interface.py
index bbf7c1a25..04d48df1e 100644
--- a/src/oaklib/interfaces/subsetter_interface.py
+++ b/src/oaklib/interfaces/subsetter_interface.py
@@ -1,12 +1,15 @@
+import logging
 from abc import ABC
 from dataclasses import dataclass
 from typing import Iterator, List
 
+from oaklib.interfaces import OboGraphInterface
 from oaklib.interfaces.basic_ontology_interface import (
     RELATIONSHIP,
     BasicOntologyInterface,
 )
 from oaklib.types import CURIE, PRED_CURIE
+from oaklib.utilities.obograph_utils import index_graph_nodes
 
 
 @dataclass
@@ -72,3 +75,26 @@ def gap_fill_relationships(
         :return:
         """
         raise NotImplementedError
+
+    def extract_gap_filled_graph(
+        self,
+        seed_curies: List[CURIE],
+        predicates: List[PRED_CURIE] = None,
+        include_singletons: bool = True,
+        **kwargs,
+    ) -> OboGraphInterface:
+        rels = list(self.gap_fill_relationships(seed_curies, predicates=predicates))
+        logging.info(f"Gap filled relationships: {len(rels)}")
+        if not isinstance(self, OboGraphInterface):
+            raise AssertionError(f"{self} needs to of type OboGraphInterface")
+        graph = self.relationships_to_graph(rels)
+        ix = index_graph_nodes(graph)
+        logging.info(f"Gap filled nodes: {len(ix)}")
+        if include_singletons:
+            for c in seed_curies:
+                if c not in ix:
+                    node = self.node(c)
+                    logging.info(f"Adding: {node}")
+                    graph.nodes.append(node)
+                    # graph.edges.append(Edge(sub=c, pred="subClassOf", obj=c))
+        return graph
diff --git a/src/oaklib/interfaces/usages_interface.py b/src/oaklib/interfaces/usages_interface.py
index d6e704868..514e6650e 100644
--- a/src/oaklib/interfaces/usages_interface.py
+++ b/src/oaklib/interfaces/usages_interface.py
@@ -30,6 +30,7 @@ class UsageContext(str, Enum):
     ASSOCIATION_OBJECT = "association_object"
     MAPPING_SUBJECT = "mapping_subject"
     MAPPING_OBJECT = "mapping_object"
+    MULTIPLE = "multiple"
 
 
 class Usage(BaseModel):
@@ -41,7 +42,9 @@ class Usage(BaseModel):
     used_by_id: str
     predicate: Optional[str] = None
     source: str
+    dataset: Optional[str] = None
     context: UsageContext
+    axiom: Optional[str] = None
     description: Optional[str] = None
 
 
@@ -55,17 +58,22 @@ def usages(
         curies: List[CURIE],
         used_by: Optional[List[CURIE]] = None,
         used_by_prefixes: Optional[List[str]] = None,
+        include_unused: bool = False,
         **kwargs,
     ) -> Iterable[Usage]:
         """
         Get usages of a term
 
         :param curies:
+        :param used_by:
+        :param used_by_prefixes:
+        :param include_unused:
         :param kwargs:
         :return:
         """
         logger.info(f"Getting usages for {curies}, prefixes={used_by_prefixes}")
 
+        used_curies = set()
         if used_by or used_by_prefixes:
             for usage in self.usages(curies, **kwargs):
                 ok = True
@@ -79,6 +87,7 @@ def usages(
                     logger.debug(f"Skipping {usage} as not in used_by")
                 if ok:
                     yield usage
+                    used_curies.add(usage.used_id)
             return
 
         def _source_id():
@@ -93,6 +102,7 @@ def _source_id():
                 source=_source_id(),
                 context=UsageContext.RELATIONSHIP_SUBJECT,
             )
+            used_curies.add(s)
         logger.info(f"Checking relationships objects for {len(curies)} curies")
         for s, p, o in self.relationships(objects=curies):
             yield Usage(
@@ -102,6 +112,7 @@ def _source_id():
                 source=_source_id(),
                 context=UsageContext.RELATIONSHIP_OBJECT,
             )
+            used_curies.add(o)
         logger.info(f"Checking relationships predicates for {len(curies)} curies")
         for _s, p, o in self.relationships(predicates=curies):
             # TODO: used_by is a relationship
@@ -112,6 +123,7 @@ def _source_id():
                 source=_source_id(),
                 context=UsageContext.RELATIONSHIP_PREDICATE,
             )
+            used_curies.add(p)
         logger.info(f"Checking logical definitions for {len(curies)} curies")
         if isinstance(self, OboGraphInterface):
             for ldef in self.logical_definitions(objects=curies):
@@ -124,6 +136,7 @@ def _source_id():
                             source=_source_id(),
                             context=UsageContext.LOGICAL_DEFINITION_GENUS,
                         )
+                        used_curies.add(ldef.definedClassId)
                 for r in ldef.restrictions:
                     if r.propertyId in curies:
                         yield Usage(
@@ -133,6 +146,7 @@ def _source_id():
                             source=_source_id(),
                             context=UsageContext.LOGICAL_DEFINITION_PREDICATE,
                         )
+                        used_curies.add(ldef.definedClassId)
                     if r.fillerId in curies:
                         yield Usage(
                             used_id=ldef.definedClassId,
@@ -141,6 +155,7 @@ def _source_id():
                             source=_source_id(),
                             context=UsageContext.LOGICAL_DEFINITION_FILLER,
                         )
+                        used_curies.add(ldef.definedClassId)
         logger.info(f"Checking associations for {len(curies)} curies")
         if isinstance(self, AssociationProviderInterface):
             for a in self.associations(objects=curies, object_closure_predicates=[]):
@@ -151,6 +166,7 @@ def _source_id():
                     source=_source_id(),
                     context=UsageContext.ASSOCIATION_OBJECT,
                 )
+                used_curies.add(a.subject)
         logger.info(f"Checking mappings for {len(curies)} curies")
         if isinstance(self, MappingProviderInterface):
             for m in self.sssom_mappings(curies):
@@ -162,6 +178,7 @@ def _source_id():
                         source=_source_id(),
                         context=UsageContext.MAPPING_SUBJECT,
                     )
+                    used_curies.add(m.subject_id)
                 elif m.object_id in curies:
                     yield Usage(
                         used_id=m.object_id,
@@ -170,5 +187,15 @@ def _source_id():
                         source=_source_id(),
                         context=UsageContext.MAPPING_OBJECT,
                     )
+                    used_curies.add(m.object_id)
                 else:
                     raise AssertionError(f"Mapping {m} not in curies {curies}")
+        if include_unused:
+            for c in curies:
+                if c not in used_curies:
+                    yield Usage(
+                        used_id=c,
+                        used_by_id="None",
+                        source=_source_id(),
+                        context=UsageContext.MULTIPLE,
+                    )
diff --git a/src/oaklib/io/heatmap_writer.py b/src/oaklib/io/heatmap_writer.py
index ea703c9f1..5888af3cf 100644
--- a/src/oaklib/io/heatmap_writer.py
+++ b/src/oaklib/io/heatmap_writer.py
@@ -1,5 +1,5 @@
 from dataclasses import dataclass, field
-from typing import Dict, List, Union
+from typing import Dict, List, Optional, Union
 
 from linkml_runtime.utils.yamlutils import YAMLRoot
 
@@ -27,13 +27,14 @@ class HeatmapWriter(StreamingWriter):
     """
 
     items: List[Dict] = field(default_factory=lambda: [])
-    value_field: str = field(default_factory=lambda: "phenodigm_score")
+    value_field: Optional[str] = None
 
     def emit(self, obj: Union[YAMLRoot, dict], label_fields=None):
         if isinstance(obj, TermPairwiseSimilarity):
             t1 = obj.subject_id + f" {obj.subject_label}" if obj.subject_label else ""
             t2 = obj.object_id + f" {obj.object_label}" if obj.object_label else ""
-            v = getattr(obj, self.value_field)
+            value_field = self.value_field or "phenodigm_score"
+            v = getattr(obj, value_field)
             self.items.append({"term1": t1, "term2": t2, "score": v})
         if isinstance(obj, PairwiseCoAssociation):
             if label_fields and self.autolabel:
@@ -42,16 +43,33 @@ def emit(self, obj: Union[YAMLRoot, dict], label_fields=None):
             else:
                 t1 = obj.object1
                 t2 = obj.object2
-            v = obj.proportion_subjects_in_common
+            value_field = self.value_field or "proportion_subjects_in_common"
+            v = getattr(obj, value_field)
             self.items.append({"term1": t1, "term2": t2, "score": v})
         else:
             raise ValueError(f"Cannot handle: {obj}")
 
     def finish(self):
+        import matplotlib.pyplot as plt
         import pandas
-        import seaborn
+        import seaborn as sns
 
         df = pandas.DataFrame(self.items)
         df = df.pivot(index="term1", columns="term2", values="score")
-        ax = seaborn.heatmap(df, annot=True, fmt=".2f")
+        # mask = df != 0
+        plt.figure(figsize=(24, 20))  # Adjust the dimensions as needed
+        value_field = self.value_field or "proportion_subjects_in_common"
+        plt.title(f"Heatmap of {value_field}")
+        # ax = sns.heatmap(df, annot=mask, fmt=".2f", mask=~mask)  # Annotates only non-zero cells
+        ax = sns.heatmap(df, annot=True, fmt=".2f")
+        # Rotate x and y labels if necessary
+        plt.xticks(rotation=45, ha="right")  # Rotate term2 labels for better fit
+        plt.yticks(rotation=0)  # Keep term1 labels horizontal
+        # Adjust font size of the labels
+        ax.tick_params(axis="both", which="major", labelsize=24)
+
+        # Manually set x-axis labels to ensure correct alignment
+        ax.set_xticklabels(ax.get_xticklabels(), rotation=45, horizontalalignment="right")
+
         ax.get_figure().savefig(self.output, bbox_inches="tight")
+        # plt.savefig(self.output, bbox_inches="tight")
diff --git a/src/oaklib/io/streaming_writer.py b/src/oaklib/io/streaming_writer.py
index 1d142b73e..1f400ebd5 100644
--- a/src/oaklib/io/streaming_writer.py
+++ b/src/oaklib/io/streaming_writer.py
@@ -1,6 +1,7 @@
 import atexit
 import logging
 import sys
+from copy import copy
 from dataclasses import dataclass, field
 from typing import Any, ClassVar, Dict, Iterable, List, Mapping, Optional, Type, Union
 
@@ -149,12 +150,9 @@ def _label(c: CURIE) -> str:
                         label = self.ontology_interface.label(
                             curie, lang=self.settings.preferred_language
                         )
-                    obj_as_dict_new = {}
-                    for k, v in obj_as_dict.items():
-                        obj_as_dict_new[k] = v
+                    for k, _v in copy(obj_as_dict).items():
                         if k == f:
-                            obj_as_dict_new[col_name] = label
-                    obj_as_dict = obj_as_dict_new
+                            obj_as_dict[col_name] = label
         return obj_as_dict
 
     def emit_dict(self, obj: Mapping[str, Any], object_type: Type = None):
diff --git a/src/oaklib/utilities/table_filler.py b/src/oaklib/utilities/table_filler.py
index 37fb38856..f2d4a21ba 100644
--- a/src/oaklib/utilities/table_filler.py
+++ b/src/oaklib/utilities/table_filler.py
@@ -123,9 +123,10 @@ def parse_table(input_file: IO, delimiter="\t") -> List[ROW]:
             v = row[col]
             if v == "":
                 row[col] = None
-            m = LIST_PATTERN.match(v)
-            if m:
-                row[col] = m.group(1).split("|")
+            if v is not None:
+                m = LIST_PATTERN.match(v)
+                if m:
+                    row[col] = m.group(1).split("|")
     return rows
 
 
diff --git a/tests/test_implementations/test_sparql.py b/tests/test_implementations/test_sparql.py
index 1488ea9aa..29e269285 100644
--- a/tests/test_implementations/test_sparql.py
+++ b/tests/test_implementations/test_sparql.py
@@ -96,6 +96,8 @@ def test_instance_graph(self):
                     expected.remove(t)
         self.assertEqual([], expected)
         rels = list(oi.relationships())
+        for rel in rels:
+            print(rel)
         self.assertCountEqual(
             [
                 ("http://example.org/b", "rdfs:subClassOf", "http://example.org/a"),