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[DL-Learner SVN] SF.net SVN: dl-learner:[2265] trunk
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From: <hee...@us...> - 2010-08-20 09:02:19
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Revision: 2265
http://dl-learner.svn.sourceforge.net/dl-learner/?rev=2265&view=rev
Author: heeroyuy
Date: 2010-08-20 09:02:10 +0000 (Fri, 20 Aug 2010)
Log Message:
-----------
added ontology for mammographic masses
Added Paths:
-----------
trunk/src/dl-learner/org/dllearner/examples/Mammographic.java
trunk/test/mammographic/
trunk/test/mammographic/files/
trunk/test/mammographic/files/mammographic_masses.data
trunk/test/mammographic/mammographic.owl
trunk/test/mammographic/train.conf
Added: trunk/src/dl-learner/org/dllearner/examples/Mammographic.java
===================================================================
--- trunk/src/dl-learner/org/dllearner/examples/Mammographic.java (rev 0)
+++ trunk/src/dl-learner/org/dllearner/examples/Mammographic.java 2010-08-20 09:02:10 UTC (rev 2265)
@@ -0,0 +1,347 @@
+package org.dllearner.examples;
+
+import java.io.File;
+import java.io.FileNotFoundException;
+import java.util.HashMap;
+import java.util.LinkedList;
+import java.util.List;
+import java.util.Scanner;
+import java.util.Set;
+import java.util.TreeSet;
+
+import org.dllearner.core.owl.Axiom;
+import org.dllearner.core.owl.ClassAssertionAxiom;
+import org.dllearner.core.owl.DatatypeProperty;
+import org.dllearner.core.owl.DatatypePropertyAssertion;
+import org.dllearner.core.owl.DoubleDatatypePropertyAssertion;
+import org.dllearner.core.owl.Individual;
+import org.dllearner.core.owl.KB;
+import org.dllearner.core.owl.NamedClass;
+import org.dllearner.core.owl.ObjectProperty;
+import org.dllearner.core.owl.ObjectPropertyAssertion;
+import org.dllearner.core.owl.SubClassAxiom;
+import org.dllearner.parser.KBParser;
+import org.dllearner.parser.ParseException;
+import org.dllearner.reasoning.OWLAPIReasoner;
+import org.dllearner.utilities.Files;
+import org.dllearner.utilities.Helper;
+import org.semanticweb.owlapi.model.IRI;
+
+public class Mammographic {
+
+ private static IRI ontologyIRI = IRI
+ .create("http://dl-learner.org/mammographic");
+ private static final String fileName = "test/mammographic/files/mammographic_masses.data";
+ private static HashMap<String, String> shapes;
+ private static HashMap<String, String> margines;
+ private static HashMap<String, String> densities;
+ private static HashMap<String, Integer> patients = new HashMap<String, Integer>();
+ private static List<Axiom> axioms = new LinkedList<Axiom>();
+ private static Set<String> measures = new TreeSet<String>();
+ private static Set<String> shape = new TreeSet<String>();
+ private static Set<String> margin = new TreeSet<String>();
+ private static Set<String> density = new TreeSet<String>();
+
+ public static void main(String agrs[]) throws FileNotFoundException, ParseException {
+ Scanner input = new Scanner(new File(fileName), "UTF-8");
+ File owlFile = new File("test/mammographic/mammographic.owl");
+ long startTime, duration;
+ String time;
+ createShapeMapping();
+ createMarginMapping();
+ createDensityMapping();
+ setMeasures();
+ KB kb = new KB();
+
+ NamedClass atomClass = getAtomicConcept("Measure");
+ for (String measure : measures) {
+ NamedClass elClass = getAtomicConcept(measure);
+ SubClassAxiom sc = new SubClassAxiom(elClass, atomClass);
+ kb.addAxiom(sc);
+ }
+
+ NamedClass subClass = getAtomicConcept("Shape");
+ for (String shapes : shape) {
+ NamedClass elClass = getAtomicConcept(shapes);
+ SubClassAxiom sc = new SubClassAxiom(elClass, subClass);
+ kb.addAxiom(sc);
+ }
+
+ NamedClass subsClass = getAtomicConcept("Margin");
+ for (String margines : margin) {
+ NamedClass elClass = getAtomicConcept(margines);
+ SubClassAxiom sc = new SubClassAxiom(elClass, subsClass);
+ kb.addAxiom(sc);
+ }
+
+ NamedClass subClasses = getAtomicConcept("Density");
+ for (String densities : density) {
+ NamedClass elClass = getAtomicConcept(densities);
+ SubClassAxiom sc = new SubClassAxiom(elClass, subClasses);
+ kb.addAxiom(sc);
+ }
+
+ String kbString = generateDomainAndRangeForObjectProperties();
+ KB kb2 = KBParser.parseKBFile(kbString);
+ kb.addKB(kb2);
+
+ System.out.print("Reading in mammographic files ... ");
+ startTime = System.nanoTime();
+ // create subclasses of atom
+ int i = 0;
+ while ( input.hasNextLine() ) {
+ String nextLine = input.next();
+ String biRads = nextLine.substring(0, nextLine.indexOf(","));
+ nextLine = nextLine.replaceFirst(biRads + ",", "");
+ String age = nextLine.substring(0, nextLine.indexOf(","));
+ nextLine = nextLine.replaceFirst(age + ",", "");
+ String shape = nextLine.substring(0, nextLine.indexOf(","));
+ nextLine = nextLine.replaceFirst(shape + ",", "");
+ shape = shapes.get(shape);
+ String margin = nextLine.substring(0, nextLine.indexOf(","));
+ nextLine = nextLine.replaceFirst(margin + ",", "");
+ margin = margines.get(margin);
+ String density = nextLine.substring(0, nextLine.indexOf(","));
+ nextLine = nextLine.replaceFirst(density + ",", "");
+ density = densities.get(density);
+ String malignant = nextLine;
+ List<Axiom> axioms = mapClauses(biRads, age, shape, margin, density, malignant, i);
+ for (Axiom axiom : axioms)
+ kb.addAxiom(axiom);
+
+ i++;
+ }
+ duration = System.nanoTime() - startTime;
+ time = Helper.prettyPrintNanoSeconds(duration, false, false);
+ System.out.println("OK (" + time + ").");
+
+ // writing generated knowledge base
+ System.out.print("Writing OWL file ... ");
+ startTime = System.nanoTime();
+ OWLAPIReasoner.exportKBToOWL(owlFile, kb, ontologyIRI);
+ duration = System.nanoTime() - startTime;
+ time = Helper.prettyPrintNanoSeconds(duration, false, false);
+ System.out.println("OK (" + time + ").");
+
+ // generating second conf file
+ System.out.print("Generating conf file ... ");
+ File confTrainFile = new File("test/mammographic/train.conf");
+ Files.clearFile(confTrainFile);
+ generateConfFile(confTrainFile);
+ generateExamples(confTrainFile);
+ duration = System.nanoTime() - startTime;
+ time = Helper.prettyPrintNanoSeconds(duration, false, false);
+ System.out.println("OK (" + time + ").");
+ System.out.println("Finished");
+ }
+
+ // create chemical element list
+ private static void createShapeMapping() {
+ shapes = new HashMap<String, String>();
+ shapes.put("0", "unknown");
+ shapes.put("1", "round");
+ shapes.put("2", "oval");
+ shapes.put("3", "lobular");
+ shapes.put("4", "irregular");
+
+ }
+
+ // create chemical element list
+ private static void createMarginMapping() {
+ margines = new HashMap<String, String>();
+ margines.put("0", "unknown");
+ margines.put("1", "circumscribed");
+ margines.put("2", "microlobulated");
+ margines.put("3", "obscured");
+ margines.put("4", "ill-defined");
+ margines.put("5", "spiculated");
+
+ }
+
+ // create chemical element list
+ private static void createDensityMapping() {
+ densities = new HashMap<String, String>();
+ densities.put("0", "unknown");
+ densities.put("1", "high");
+ densities.put("2", "iso");
+ densities.put("3", "low");
+ densities.put("4", "fat-containing");
+
+ }
+
+ private static List<Axiom> mapClauses(String bi, String age, String shape, String margin, String density, String malignant, int i) {
+
+
+ ClassAssertionAxiom cmpAxiom = getConceptAssertion("Patient",
+ "Patient" + i);
+ axioms.add(cmpAxiom);
+
+ double biRads = Double
+ .parseDouble(bi);
+
+ DatatypePropertyAssertion dpa = getDoubleDatatypePropertyAssertion(
+ "Patient"+i, "hasBiRads", biRads);
+ axioms.add(dpa);
+
+ double agePatient = Double
+ .parseDouble(age);
+
+ DatatypePropertyAssertion dpb = getDoubleDatatypePropertyAssertion(
+ "Patient"+i, "hasAge", agePatient);
+ axioms.add(dpb);
+
+ ObjectPropertyAssertion sa = getRoleAssertion("hasShape",
+ "Patient" + i, shape);
+ axioms.add(sa);
+
+ ClassAssertionAxiom compAxiom = getConceptAssertion(shape,
+ shape);
+ axioms.add(compAxiom);
+
+ ObjectPropertyAssertion ma = getRoleAssertion("hasMargin",
+ "Patient" + i, margin);
+ axioms.add(ma);
+
+ ClassAssertionAxiom maAxiom = getConceptAssertion(margin,
+ margin);
+ axioms.add(maAxiom);
+
+ ObjectPropertyAssertion ca = getRoleAssertion("hasDensity",
+ "Patient" + i, density);
+ axioms.add(ca);
+
+ ClassAssertionAxiom denAxiom = getConceptAssertion(density,
+ density);
+ axioms.add(denAxiom);
+
+ patients.put("Patient" + i, new Integer(malignant));
+
+ return axioms;
+ }
+
+ private static NamedClass getAtomicConcept(String name) {
+ return new NamedClass(ontologyIRI + "#" + name);
+ }
+
+ private static ClassAssertionAxiom getConceptAssertion(String concept,
+ String i) {
+ Individual ind = getIndividual(i);
+ NamedClass c = getAtomicConcept(concept);
+ return new ClassAssertionAxiom(c, ind);
+ }
+
+ private static Individual getIndividual(String name) {
+ return new Individual(ontologyIRI + "#" + name);
+ }
+
+ private static ObjectPropertyAssertion getRoleAssertion(String role,
+ String i1, String i2) {
+ Individual ind1 = getIndividual(i1);
+ Individual ind2 = getIndividual(i2);
+ ObjectProperty ar = getRole(role);
+ return new ObjectPropertyAssertion(ar, ind1, ind2);
+ }
+
+ private static ObjectProperty getRole(String name) {
+ return new ObjectProperty(ontologyIRI + "#" + name);
+ }
+
+ private static void generateConfFile(File file) {
+ String confHeader = "import(\"mammographic.owl\");\n\n";
+ confHeader += "reasoner = fastInstanceChecker;\n";
+ confHeader += "algorithm = refexamples;\n";
+ confHeader += "refexamples.noisePercentage = 5;\n";
+ confHeader += "refexamples.startClass = " + getURI2("Patient") + ";\n";
+ confHeader += "refexamples.writeSearchTree = false;\n";
+ confHeader += "refexamples.searchTreeFile = \"log/mammographic/searchTree.log\";\n";
+ confHeader += "\n";
+ Files.appendFile(file, confHeader);
+ }
+
+ private static void generateExamples(File file) {
+ StringBuffer content = new StringBuffer();
+ Set<String> keys = patients.keySet();
+ for(String key: keys) {
+ Integer subsValue = patients.get(key);
+ if(subsValue == 1) {
+ content.append("+\"" + getIndividual(key) + "\"\n");
+ } else {
+ content.append("-\"" + getIndividual(key) + "\"\n");
+ }
+ }
+ Files.appendFile(file, content.toString());
+ }
+
+ private static String getURI(String name) {
+ return ontologyIRI + "#" + name;
+ }
+
+ // returns URI including quotationsmark (need for KBparser)
+ private static String getURI2(String name) {
+ return "\"" + getURI(name) + "\"";
+ }
+
+ private static void setMeasures() {
+ measures.add("Density");
+ measures.add("Margin");
+ measures.add("Shape");
+
+ shape.add("unknown");
+ shape.add("round");
+ shape.add("oval");
+ shape.add("lobular");
+ shape.add("irregular");
+
+ margin.add("unknown");
+ margin.add("circumscribed");
+ margin.add("microlobulated");
+ margin.add("obscured");
+ margin.add("ill-defined");
+ margin.add("spiculated");
+
+ density.add("unknown");
+ density.add("high");
+ density.add("iso");
+ density.add("low");
+ density.add("fat-containing");
+ }
+
+ private static DoubleDatatypePropertyAssertion getDoubleDatatypePropertyAssertion(
+ String individual, String datatypeProperty, double value) {
+ Individual ind = getIndividual(individual);
+ DatatypeProperty dp = getDatatypeProperty(datatypeProperty);
+ return new DoubleDatatypePropertyAssertion(dp, ind, value);
+ }
+
+ private static DatatypeProperty getDatatypeProperty(String name) {
+ return new DatatypeProperty(ontologyIRI + "#" + name);
+ }
+
+ private static String generateDomainAndRangeForObjectProperties() {
+ String kbString = "OPDOMAIN(" + getURI2("hasDensity") + ") = "
+ + getURI2("Patient") + ".\n";
+ kbString += "OPRANGE(" + getURI2("hasDensity") + ") = " + getURI2("Density")
+ + ".\n";
+
+ kbString += "OPDOMAIN(" + getURI2("hasShape") + ") = "
+ + getURI2("Patient") + ".\n";
+ kbString += "OPRANGE(" + getURI2("hasShape") + ") = " + getURI2("Shape")
+ + ".\n";
+
+ kbString += "OPDOMAIN(" + getURI2("hasMargin") + ") = "
+ + getURI2("Patient") + ".\n";
+ kbString += "OPRANGE(" + getURI2("hasMargin") + ") = " + getURI2("Margin")
+ + ".\n";
+
+ kbString += "DPDOMAIN(" + getURI2("hasAge") + ") = "
+ + getURI2("Patient") + ".\n";
+ kbString += "DPRANGE(" + getURI2("hasAge") + ") = DOUBLE.\n";
+
+ kbString += "DPDOMAIN(" + getURI2("hasBiRads") + ") = "
+ + getURI2("Patient") + ".\n";
+ kbString += "DPRANGE(" + getURI2("hasBiRads") + ") = DOUBLE.\n";
+
+ return kbString;
+ }
+
+}
Added: trunk/test/mammographic/files/mammographic_masses.data
===================================================================
--- trunk/test/mammographic/files/mammographic_masses.data (rev 0)
+++ trunk/test/mammographic/files/mammographic_masses.data 2010-08-20 09:02:10 UTC (rev 2265)
@@ -0,0 +1,961 @@
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+4,64,4,5,3,0
+5,66,4,5,3,1
+4,62,3,3,3,0
\ No newline at end of file
Added: trunk/test/mammographic/mammographic.owl
===================================================================
--- trunk/test/mammographic/mammographic.owl (rev 0)
+++ trunk/test/mammographic/mammographic.owl 2010-08-20 09:02:10 UTC (rev 2265)
@@ -0,0 +1,12873 @@
+<?xml version="1.0"?>
+<rdf:RDF xmlns="http://dl-learner.org/mammographic#"
+ xml:base="http://dl-learner.org/mammographic"
+ xmlns:rdfs="http://www.w3.org/2000/01/rdf-schema#"
+ xmlns:owl="http://www.w3.org/2002/07/owl#"
+ xmlns:xsd="http://www.w3.org/2001/XMLSchema#"
+ xmlns:rdf="http://www.w3.org/1999/02/22-rdf-syntax-ns#"
+ xmlns:mammographic="http://dl-learner.org/mammographic#">
+ <owl:Ontology rdf:about="http://dl-learner.org/mammographic"/>
+
+
+
+ <!--
+ ///////////////////////////////////////////////////////////////////////////////////////
+ //
+ // Object Properties
+ //
+ ///////////////////////////////////////////////////////////////////////////////////////
+ -->
+
+
+
+
+ <!-- http://dl-learner.org/mammographic#hasDensity -->
+
+ <owl:ObjectProperty rdf:about="http://dl-learner.org/mammographic#hasDensity">
+ <rdfs:range rdf:resource="http://dl-learner.org/mammographic#Density"/>
+ <rdfs:domain rdf:resource="http://dl-learner.org/mammographic#Patient"/>
+ </owl:ObjectProperty>
+
+
+
+ <!-- http://dl-learner.org/mammographic#hasMargin -->
+
+ <owl:ObjectProperty rdf:about="http://dl-learner.org/mammographic#hasMargin">
+ <rdfs:range rdf:resource="http://dl-learner.org/mammographic#Margin"/>
+ <rdfs:domain rdf:resource="http://dl-learner.org/mammographic#Patient"/>
+ </owl:ObjectProperty>
+
+
+
+ <!-- http://dl-learner.org/mammographic#hasShape -->
+
+ <owl:ObjectProperty rdf:about="http://dl-learner.org/mammographic#hasShape">
+ <rdfs:domain rdf:resource="http://dl-learner.org/mammographic#Patient"/>
+ <rdfs:range rdf:resource="http://dl-learner.org/mammographic#Shape"/>
+ </owl:ObjectProperty>
+
+
+
+ <!--
+ ///////////////////////////////////////////////////////////////////////////////////////
+ //
+ // Data properties
+ //
+ ///////////////////////////////////////////////////////////////////////////////////////
+ -->
+
+
+
+
+ <!-- http://dl-learner.org/mammographic#hasAge -->
+
+ <owl:DatatypeProperty rdf:about="http://dl-learner.org/mammographic#hasAge">
+ <rdfs:domain rdf:resource="http://dl-learner.org/mammographic#Patient"/>
+ <rdfs:range rdf:resource="http://www.w3.org/2001/XMLSchema#double"/>
+ </owl:DatatypeProperty>
+
+
+
+ <!-- http://dl-learner.org/mammographic#hasBiRads -->
+
+ <owl:DatatypeProperty rdf:about="http://dl-learner.org/mammographic#hasBiRads">
+ <rdfs:domain rdf:resource="http://dl-learner.org/mammographic#Patient"/>
+ <rdfs:range rdf:resource="http://www.w3.org/2001/XMLSchema#double"/>
+ </owl:DatatypeProperty>
+
+
+
+ <!--
+ ///////////////////////////////////////////////////////////////////////////////////////
+ //
+ // Classes
+ //
+ ///////////////////////////////////////////////////////////////////////////////////////
+ -->
+
+
+
+
+ <!-- http://dl-learner.org/mammographic#Density -->
+
+ <owl:Class rdf:about="http://dl-learner.org/mammographic#Density">
+ <rdfs:subClassOf rdf:resource="http://dl-learner.org/mammographic#Measure"/>
+ </owl:Class>
+
+
+
+ <!-- http://dl-learner.org/mammographic#Margin -->
+
+ <owl:Class rdf:about="http://dl-learner.org/mammographic#Margin">
+ <rdfs:subClassOf rdf:resource="http://dl-learner.org/mammographic#Measure"/>
+ </owl:Class>
+
+
+
+ <!-- http://dl-learner.org/mammographic#Measure -->
+
+ <owl:Class rdf:about="http://dl-learner.org/mammographic#Measure"/>
+
+
+
+ <!-- http://dl-learner.org/mammographic#Patient -->
+
+ <owl:Class rdf:about="http://dl-learner.org/mammographic#Patient"/>
+
+
+
+ <!-- http://dl-learner.org/mammographic#Shape -->
+
+ <owl:Class rdf:about="http://dl-learner.org/mammographic#Shape">
+ <rdfs:subClassOf rdf:resource="http://dl-learner.org/mammographic#Measure"/>
+ </owl:Class>
+
+
+
+ <!-- http://dl-learner.org/mammographic#circumscribed -->
+
+ <owl:Class rdf:about="http://dl-learner.org/mammographic#circumscribed">
+ <rdfs:subClassOf rdf:resource="http://dl-learner.org/mammographic#Margin"/>
+ </owl:Class>
+
+
+
+ <!-- http://dl-learner.org/mammographic#fat-containing -->
+
+ <owl:Class rdf:about="http://dl-learner.org/mammographic#fat-containing">
+ <rdfs:subClassOf rdf:resource="http://dl-learner.org/mammographic#Density"/>
+ </owl:Class>
+
+
+
+ <!-- http://dl-learner.org/mammographic#high -->
+
+ <owl:Class rdf:about="http://dl-learner.org/mammographic#high">
+ <rdfs:subClassOf rdf:resource="http://dl-learner.org/mammographic#Density"/>
+ </owl:Class>
+
+
+
+ <!-- http://dl-learner.org/mammographic#ill-defined -->
+
+ <owl:Class rdf:about="http://dl-learner.org/mammographic#ill-defined">
+ <rdfs:subClassOf rdf:resource="http://dl-learner.org/mammographic#Margin"/>
+ </owl:Class>
+
+
+
+ <!-- http://dl-learner.org/mammographic#irregular -->
+
+ <owl:Class rdf:about="http://dl-learner.org/mammographic#irregular">
+ <rdfs:subClassOf rdf:resource="http://dl-learner.org/mammographic#Shape"/>
+ </owl:Class>
+
+
+
+ <!-- http://dl-learner.org/mammographic#iso -->
+
+ <owl:Class rdf:about="http://dl-learner.org/mammographic#iso">
+ <rdfs:subClassOf rdf:resource="http://dl-learner.org/mammographic#Density"/>
+ </owl:Class>
+
+
+
+ <!-- http://dl-learner.org/mammographic#lobular -->
+
+ <owl:Class rdf:about="http://dl-learner.org/mammographic#lobular">
+ <rdfs:subClassOf rdf:resource="http://dl-learner.org/mammographic#Shape"/>
+ </owl:Class>
+
+
+
+ <!-- http://dl-learner.org/mammographic#low -->
+
+ <owl:Class rdf:about="http://dl-learner.org/mammographic#low">
+ <rdfs:subClassOf rdf:resource="http://dl-learner.org/mammographic#Density"/>
+ </owl:Class>
+
+
+
+ <!-- http://dl-learner.org/mammographic#microlobulated -->
+
+ <owl:Class rdf:about="http://dl-learner.org/mammographic#microlobulated">
+ <rdfs:subClassOf rdf:resource="http://dl-learner.org/mammographic#Margin"/>
+ </owl:Class>
+
+
+
+ <!-- http://dl-learner.org/mammographic#obscured -->
+
+ <owl:Class rdf:about="http://dl-learner.org/mammographic#obscured">
+ <rdfs:subClassOf rdf:resource="http://dl-learner.org/mammographic#Margin"/>
+ </owl:Class>
+
+
+
+ <!-- http://dl-learner.org/mammographic#oval -->
+
+ <owl:Class rdf:about="http://dl-learner.org/mammographic#oval">
+ <rdfs:subClassOf rdf:resource="http://dl-learner.org/mammographic#Shape"/>
+ </owl:Class>
+
+
+
+ <!-- http://dl-learner.org/mammographic#round -->
+
+ <owl:Class rdf:about="http://dl-learner.org/mammographic#round">
+ <rdfs:subClassOf rdf:resource="http://dl-learner.org/mammographic#Shape"/>
+ </owl:Class>
+
+
+
+ <!-- http://dl-learner.org/mammographic#spiculated -->
+
+ <owl:Class rdf:about="http://dl-learner.org/mammographic#spiculated">
+ <rdfs:subClassOf rdf:resource="http://dl-learner.org/mammographic#Margin"/>
+ </owl:Class>
+
+
+
+ <!-- http://dl-learner.org/mammographic#unknown -->
+
+ <owl:Class rdf:about="http://dl-learner.org/mammographic#unknown">
+ <rdfs:subClassOf rdf:resource="http://dl-learner.org/mammographic#Density"/>
+ <rdfs:subClassOf rdf:resource="http://dl-learner.org/mammographic#Margin"/>
+ <rdfs:subClassOf rdf:resource="http://dl-learner.org/mammographic#Shape"/>
+ </owl:Class>
+
+
+
+ <!--
+ ///////////////////////////////////////////////////////////////////////////////////////
+ //
+ // Individuals
+ //
+ ///////////////////////////////////////////////////////////////////////////////////////
+ -->
+
+
+
+
+ <!-- http://dl-learner.org/mammographic#Patient0 -->
+
+ <owl:NamedIndividual rdf:about="http://dl-learner.org/mammographic#Patient0">
+ <rdf:type rdf:resource="http://dl-learner.org/mammographic#Patient"/>
+ <hasBiRads rdf:datatype="http://www.w3.org/2001/XMLSchema#double">5.0</hasBiRads>
+ <hasAge rdf:datatype="http://www.w3.org/2001/XMLSchema#double">67.0</hasAge>
+ <hasShape rdf:resource="http://dl-learner.org/mammographic#lobular"/>
+ <hasDensity rdf:resource="http://dl-learner.org/mammographic#low"/>
+ <hasMargin rdf:resource="http://dl-learner.org/mammographic#spiculated"/>
+ </owl:NamedIndividual>
+
+
+
+ <!-- http://dl-learner.org/mammographic#Patient1 -->
+
+ <owl:NamedIndividual rdf:about="http://dl-learner.org/mammographic#Patient1">
+ <rdf:type rdf:resource="http://dl-learner.org/mammographic#Patient"/>
+ <hasBiRads rdf:datatype="http://www.w3.org/2001/XMLSchema#double">4.0</hasBiRads>
+ <hasAge rdf:datatype="http://www.w3.org/2001/XMLSchema#double">43.0</hasAge>
+ <hasMargin rdf:resource="http://dl-learner.org/mammographic#circumscribed"/>
+ <hasShape rdf:resource="http://dl-learner.org/mammographic#round"/>
+ <hasDensity rdf:resource="http://dl-learner.org/mammographic#unknown"/>
+ </owl:NamedIndividual>
+
+
+
+ <!-- http://dl-learner.org/mammographic#Patient10 -->
+
+ <owl:NamedIndividual rdf:about="http://dl-learner.org/mammographic#Patient10">
+ <rdf:type rdf:resource="http://dl-learner.org/mammographic#Patient"/>
+ <hasBiRads rdf:datatype="http://www.w3.org/2001/XMLSchema#double">5.0</hasBiRads>
+ <hasAge rdf:datatype="http://www.w3.org/2001/XMLSchema#double">76.0</hasAge>
+ <hasMargin rdf:resource="http://dl-learner.org/mammographic#ill-defined"/>
+ <hasDensity rdf:resource="http://dl-learner.org/mammographic#low"/>
+ <hasShape rdf:resource="http://dl-learner.org/mammographic#round"/>
+ </owl:NamedIndividual>
+
+
+
+ <!-- http://dl-learner.org/mammographic#Patient100 -->
+
+ <owl:NamedIndividual rdf:about="http://dl-learner.org/mammographic#Patient100">
+ <rdf:type rdf:resource="http://dl-learner.org/mammographic#Patient"/>
+ <hasBiRads rdf:datatype="http://www.w3.org/2001/XMLSchema#double">5.0</hasBiRads>
+ <hasAge rdf:datatype="http://www.w3.org/2001/XMLSchema#double">59.0</hasAge>
+ <hasShape rdf:resource="http://dl-learner.org/mammographic#oval"/>
+ <hasMargin rdf:resource="http://dl-learner.org/mammographic#unknown"/>
+ <hasDensity rdf:resource="http://dl-learner.org/mammographic#unknown"/>
+ </owl:NamedIndividual>
+
+
+
+ <!-- http://dl-learner.org/mammographic#Patient101 -->
+
+ <owl:NamedIndividual rdf:about="http://dl-learner.org/mammographic#Patient101">
+ <rdf:type rdf:resource="http://dl-learner.org/mammographic#Patient"/>
+ <hasBiRads rdf:datatype="http://www.w3.org/2001/XMLSchema#double">4.0</hasBiRads>
+ <hasAge rdf:datatype="http://www.w3.org/2001/XMLSchema#double">65.0</hasAge>
+ <hasShape rdf:resource="http://dl-learner.org/mammographic#oval"/>
+ <hasMargin rdf:resource="http://dl-learner.org/mammographic#unknown"/>
+ <hasDensity rdf:resource="http://dl-learner.org/mammographic#unknown"/>
+ </owl:NamedIndividual>
+
+
+
+ <!-- http://dl-learner.org/mammographic#Patient102 -->
+
+ <owl:NamedIndividual rdf:about="http://dl-learner.org/mammographic#Patient102">
+ <rdf:type rdf:resource="http://dl-learner.org/mammographic#Patient"/>
+ <hasBiRads rdf:datatype="http://www.w3.org/2001/XMLSchema#double">4.0</hasBiRads>
+ <hasAge rdf:datatype="http://www.w3.org/2001/XMLSchema#double">58.0</hasAge>
+ <hasMargin rdf:resource="http://dl-learner.org/mammographic#ill-defined"/>
+ <hasShape rdf:resource="http://dl-learner.org/mammographic#irregular"/>
+ <hasDensity rdf:resource="http://dl-learner.org/mammographic#unknown"/>
+ </owl:NamedIndividual>
+
+
+
+ <!-- http://dl-learner.org/mammographic#Patient103 -->
+
+ <owl:NamedIndividual rdf:about="http://dl-learner.org/mammographic#Patient103">
+ <rdf:type rdf:resource="http://dl-learner.org/mammographic#Patient"/>
+ <hasAge rdf:datatype="http://www.w3.org/2001/XMLSchema#double">29.0</hasAge>
+ <hasBiRads rdf:datatype="http://www.w3.org/2001/XMLSchema#double">4.0</hasBiRads>
+ <hasShape rdf:resource="http://dl-learner.org/mammographic#oval"/>
+ <hasDensity rdf:resource="http://dl-learner.org/mammographic#unknown"/>
+ <hasMargin rdf:resource="http://dl-learner.org/mammographic#unknown"/>
+ </owl:NamedIndividual>
+
+
+
+ <!-- http://dl-learner.org/mammographic#Patient104 -->
+
+ <owl:NamedIndividual rdf:about="http://dl-learner.org/mammographic#Patient104">
+ <rdf:type rdf:resource="http://dl-learner.org/mammographic#Patient"/>
+ <hasBiRads rdf:datatype="http://www.w3.org/2001/XMLSchema#double">4.0</hasBiRads>
+ <hasAge rdf:datatype="http://www.w3.org/2001/XMLSchema#double">58.0</hasAge>
+ <hasMargin rdf:resource="http://dl-learner.org/mammographic#circumscribed"/>
+ <hasShape rdf:resource="http://dl-learner.org/mammographic#round"/>
+ <hasDensity rdf:resource="http://dl-learner.org/mammographic#unknown"/>
+ </owl:NamedIndividual>
+
+
+
+ <!-- http://dl-learner.org/mammographic#Patient105 -->
+
+ <owl:NamedIndividual rdf:about="http://dl-learner.org/mammographic#Patient105">
+ <rdf:type rdf:resource="http://dl-learner.org/mammographic#Patient"/>
+ <hasBiRads rdf:datatype="http://www.w3.org/2001/XMLSchema#double">4.0</hasBiRads>
+ <hasAge rdf:datatype="http://www.w3.org/2001/XMLSchema#double">54.0</hasAge>
+ <hasMargin rdf:resource="http://dl-learner.org/mammographic#circumscribed"/>
+ <hasShape rdf:resource="http://dl-learner.org/mammographic#round"/>
+ <hasDensity rdf:resource="http://dl-learner.org/mammographic#unknown"/>
+ </owl:NamedIndividual>
+
+
+
+ <!-- http://dl-learner.org/mammographic#Patient106 -->
+
+ <owl:NamedIndividual rdf:about="http://dl-learner.org/mammographic#Patient106">
+ <rdf:type rdf:resource="http://dl-learner.org/mammographic#Patient"/>
+ <hasBiRads rdf:datatype="http://www.w3.org/2001/XMLSchema#double">4.0</hasBiRads>
+ <hasAge rdf:datatype="http://www.w3.org/2001/XMLSchema#double">44.0</hasAge>
+ <hasMargin rdf:resource="http://dl-learner.org/mammographic#circumscribed"/>
+ <hasShape rdf:resource="http://dl-learner.org/mammographic#round"/>
+ <hasDensity rdf:resource="http://dl-learner.org/mammographic#unknown"/>
+ </owl:NamedIndividual>
+
+
+
+ <!-- http://dl-learner.org/mammographic#Patient107 -->
+
+ <owl:NamedIndividual rdf:about="http://dl-learner.org/mammographic#Patient107">
+ <rdf:type rdf:resource="http://dl-learner.org/mammographic#Patient"/>
+ <hasBiRads rdf:datatype="http://www.w3.org/2001/XMLSchema#double">3.0</hasBiRads>
+ <hasAge rdf:datatype="http://www.w3.org/2001/XMLSchema#double">34.0</hasAge>
+ <hasMargin rdf:resource="http://dl-learner.org/mammographic#circumscribed"/>
+ <hasShape rdf:resource="http://dl-learner.org/mammographic#oval"/>
+ <hasDensity rdf:resource="http://dl-learner.org/mammographic#unknown"/>
+ </owl:NamedIndividual>
+
+
+
+ <!-- http://dl-learner.org/mammographic#Patient108 -->
+
+ <owl:NamedIndividual rdf:about="http://dl-learner.org/mammographic#Patient108">
+ <rdf:type rdf:resource="http://dl-learner.org/mammographic#Patient"/>
+ <hasBiRads rdf:datatype="http://www.w3.org/2001/XMLSchema#double">4.0</hasBiRads>
+ <hasAge rdf:datatype="http://www.w3.org/2001/XMLSchema#double">57.0</hasAge>
+ <hasMargin rdf:resource="http://dl-learner.org/mammographic#circumscribed"/>
+ <hasDensity rdf:resource="http://dl-learner.org/mammographic#low"/>
+ <hasShape rdf:resource="http://dl-learner.org/mammographic#round"/>
+ </owl:NamedIndividual>
+
+
+
+ <!-- http://dl-learner.org/mammographic#Patient109 -->
+
+ <owl:NamedIndividual rdf:about="http://dl-learner.org/mammographic#Patient109">
+ <rdf:type rdf:resource="http://dl-learner.org/mammographic#Patient"/>
+ <hasAge rdf:datatype="http://www.w3.org/2001/XMLSchema#double">33.0</hasAge>
+ <hasBiRads rdf:datatype="http://www.w3.org/2001/XMLSchema#double">5.0</hasBiRads>
+ <hasMargin rdf:resource="http://dl-learner.org/mammographic#ill-defined"/>
+ <hasShape rdf:resource="http://dl-learner.org/mammographic#irregular"/>
+ <hasDensity rdf:resource="http://dl-learner.org/mammographic#unknown"/>
+ </owl:NamedIndividual>
+
+
+
+ <!-- http://dl-learner.org/mammographic#Patient11 -->
+
+ <owl:NamedIndividual rdf:about="http://dl-learner.org/mammographic#Patient11">
+ <rdf:type rdf:resource="http://dl-learner.org/mammographic#Patient"/>
+ <hasBiRads rdf:datatype="http://www.w3.org/2001/XMLSchema#double">3.0</hasBiRads>
+ <hasAge rdf:datatype="http://www.w3.org/2001/XMLSchema#double">42.0</hasAge>
+ <hasMargin rdf:resource="http://dl-learner.org/mammographic#circumscribed"/>
+ <hasDensity rdf:resource="http://dl-learner.org/mammographic#low"/>
+ <hasShape rdf:resource="http://dl-learner.org/mammographic#oval"/>
+ </owl:NamedIndividual>
+
+
+
+ <!-- http://dl-learner.org/mammographic#Patient110 -->
+
+ <owl:NamedIndividual rdf:about="http://dl-learner.org/mammographic#Patient110">
+ <rdf:type rdf:resource="http://dl-learner.org/mammographic#Patient"/>
+ <hasBiRads rdf:datatype="http://www.w3.org/2001/XMLSchema#double">4.0</hasBiRads>
+ <hasAge rdf:datatype="http://www.w3.org/2001/XMLSchema#double">45.0</hasAge>
+ <hasMargin rdf:resource="http://dl-learner.org/mammographic#ill-defined"/>
+ <hasShape rdf:resource="http://dl-learner.org/mammographic#irregular"/>
+ <hasDensity rdf:resource="http://dl-learner.org/mammographic#low"/>
+ </owl:NamedIndividual>
+
+
+
+ <!-- http://dl-learner.org/mammographic#Patient111 -->
+
+ <owl:NamedIndividual rdf:about="http://dl-learner.org/mammographic#Patient111">
+ <rdf:type rdf:resource="http://dl-learner.org/mammographic#Patient"/>
+ <hasBiRads rdf:datatype="http://www.w3.org/2001/XMLSchema#double">5.0</hasBiRads>
+ <hasAge rdf:datatype="http://www.w3.org/2001/XMLSchema#double">71.0</hasAge>
+ <hasMargin rdf:resource="http://dl-learner.org/mammographic#ill-defined"/>
+ <hasShape rdf:resource="http://dl-learner.org/mammographic#irregular"/>
+ <hasDensity rdf:resource="http://dl-learner.org/mammographic#low"/>
+ </owl:NamedIndividual>
+
+
+
+ <!-- http://dl-learner.org/mammographic#Patient112 -->
+
+ <owl:NamedIndividual rdf:about="http://dl-learner.org/mammographic#Patient112">
+ <rdf:type rdf:resource="http://dl-learner.org/mammographic#Patient"/>
+ <hasBiRads rdf:datatype="http://www.w3.org/2001/XMLSchema#double">5.0</hasBiRads>
+ <hasAge rdf:datatype="http://www.w3.org/2001/XMLSchema#double">59.0</hasAge>
+ <hasMargin rdf:resource="http://dl-learner.org/mammographic#ill-defined"/>
+ <hasShape rdf:resource="http://dl-learner.org/mammographic#irregular"/>
+ <hasDensity rdf:resource="http://dl-learner.org/mammographic#iso"/>
+ </owl:NamedIndividual>
+
+
+
+ <!-- http://dl-learner.org/mammographic#Patient113 -->
+
+ <owl:NamedIndividual rdf:about="http://dl-learner.org/mammographic#Patient113">
+ <rdf:type rdf:resource="http://dl-learner.org/mammographic#Patient"/>
+ <hasBiRads rdf:datatype="http://www.w3.org/2001/XMLSchema#double">4.0</hasBiRads>
+ <hasAge rdf:datatype="http://www.w3.org/2001/XMLSchema#double">56.0</hasAge>
+ <hasMargin rdf:resource="http://dl-learner.org/mammographic#circumscribed"/>
+ <hasShape rdf:resource="http://dl-learner.org/mammographic#oval"/>
+ <hasDensity rdf:resource="http://dl-learner.org/mammographic#unknown"/>
+ </owl:NamedIndividual>
+
+
+
+ <!-- http://dl-learner.org/mammographic#Patient114 -->
+
+ <owl:NamedIndividual rdf:about="http://dl-learner.org/mammographic#Patient114">
+ <rdf:type rdf:resource="http://dl-learner.org/mammographic#Patient"/>
+ <hasBiRads rdf:datatype="http://www.w3.org/2001/XMLSchema#double">4.0</hasBiRads>
+ <hasAge rdf:datatype="http://www.w3.org/2001/XMLSchema#double">40.0</hasAge>
+ <hasMargin rdf:resource="http://dl-learner.org/mammographic#ill-defined"/>
+ <hasShape rdf:resource="http://dl-learner.org/mammographic#lobular"/>
+ <hasDensity rdf:resource="http://dl-learner.org/mammographic#unknown"/>
+ </owl:NamedIndividual>
+
+
+
+ <!-- http://dl-learner.org/mammographic#Patient115 -->
+
+ <owl:NamedIndividual rdf:about="http://dl-learner.org/mammographic#Patient115">
+ <rdf:type rdf:resource="http://dl-learner.org/mammographic#Patient"/>
+ <hasBiRads rdf:datatype="http://www.w3.org/2001/XMLSchema#double">4.0</hasBiRads>
+ <hasAge rdf:datatype="http://www.w3.org/2001/XMLSchema#double">56.0</hasAge>
+ <hasMargin rdf:resource="http://dl-learner.org/mammographic#circumscribed"/>
+ <hasDensity rdf:resource="http://dl-learner.org/mammographic#low"/>
+ <hasShape rdf:resource="http://dl-learner.org/mammographic#round"/>
+ </owl:NamedIndividual>
+
+
+
+ <!-- http://dl-learner.org/mammographic#Patient116 -->
+
+ <owl:NamedIndividual rdf:about="http://dl-learner.org/mammographic#Patient116">
+ <rdf:type rdf:resource="http://dl-learner.org/mammographic#Patient"/>
+ <hasBiRads rdf:datatype="http://www.w3.org/2001/XMLSchema#double">4.0</hasBiRads>
+ <hasAge rdf:datatype="http://www.w3.org/2001/XMLSchema#double">45.0</hasAge>
+ <hasMargin rdf:resource="http://dl-learner.org/mammographic#circumscribed"/>
+ <hasShape rdf:resource="http://dl-learner.org/mammographic#oval"/>
+ <hasDensity rdf:resource="http://dl-learner.org/mammographic#unknown"/>
+ </owl:NamedIndividual>
+
+
+
+ <!-- http://dl-learner.org/mammographic#Patient117 -->
+
+ <owl:NamedIndividual rdf:about="http://dl-learner.org/mammographic#Patient117">
+ <rdf:type rdf:resource="http://dl-learner.org/mammographic#Patient"/>
+ <hasBiRads rdf:datatype="http://www.w3.org/2001/XMLSchema#double">4.0</hasBiRads>
+ <hasAge rdf:datatype="http://www.w3.org/2001/XMLSchema#double">57.0</hasAge>
+ <hasMargin rdf:resource="http://dl-learner.org/mammographic#circumscribed"/>
+ <hasDensity rdf:resource="http://dl-learner.org/mammographic#iso"/>
+ <hasShape rdf:resource="http://dl-learner.org/mammographic#oval"/>
+ </owl:NamedIndividual>
+
+
+
+ <!-- http://dl-learner.org/mammographic#Patient118 -->
+
+ <owl:NamedIndividual rdf:about="http://dl-learner.org/mammographic#Patient118">
+ <rdf:type rdf:resource="http://dl-learner.org/mammographic#Patient"/>
+ <hasBiRads rdf:datatype="http://www.w3.org/2001/XMLSchema#double">5.0</hasBiRads>
+ <hasAge rdf:datatype="http://www.w3.org/2001/XMLSchema#double">55.0</hasAge>
+ <hasMargin rdf:resource="http://dl-learner.org/mammographic#ill-defined"/>
+ <hasShape rdf:resource="http://dl-learner.org/mammographic#lobular"/>
+ <hasDensity rdf:resource="http://dl-learner.org/mammographic#low"/>
+ </owl:NamedIndividual>
+
+
+
+ <!-- http://dl-learner.org/mammographic#Patient119 -->
+
+ <owl:NamedIndividual rdf:about="http://dl-learner.org/mammographic#Patient119">
+ <rdf:type rdf:resource="http://dl-learner.org/mammographic#Patient"/>
+ <hasBiRads rdf:datatype="http://www.w3.org/2001/XMLSchema#double">5.0</hasBiRads>
+ <hasAge rdf:datatype="http://www.w3.org/2001/XMLSchema#double">84.0</hasAge>
+ <hasShape rdf:resource="http://dl-learner.org/mammographic#irregular"/>
+ <hasDensity rdf:resource="http://dl-learner.org/mammographic#low"/>
+ <hasMargin rdf:resource="http://dl-learner.org/mammographic#spiculated"/>
+ </owl:NamedIndividual>
+
+
+
+ <!-- http://dl-learner.org/mammographic#Patient12 -->
+
+ <owl:NamedIndividual rdf:about="http://dl-learner.org/mammographic#Patient12">
+ <rdf:type rdf:resource="http://dl-learner.org/mammographic#Patient"/>
+ <hasBiRads rdf:datatype="http://www.w3.org/2001/XMLSchema#double">4.0</hasBiRads>
+ <hasAge rdf:datatype="http://www.w3.org/2001/XMLSchema#double">64.0</hasAge>
+ <hasDensity rdf:resource="http://dl-learner.org/mammographic#low"/>
+ <hasShape rdf:resource="http://dl-learner.org/mammographic#round"/>
+ <hasMargin rdf:resource="http://dl-learner.org/mammographic#unknown"/>
+ </owl:NamedIndividual>
+
+
+
+ <!-- http://dl-learner.org/mammographic#Patient120 -->
+
+ <owl:NamedIndividual rdf:about="http://dl-learner.org/mammographic#Patient120">
+ <rdf:type rdf:resource="http://dl-learner.org/mammographic#Patient"/>
+ <hasBiRads rdf:datatype="http://www.w3.org/2001/XMLSchema#double">5.0</hasBiRads>
+ <hasAge rdf:datatype="http://www.w3.org/2001/XMLSchema#double">51.0</hasAge>
+ <hasMargin rdf:resource="http://dl-learner.org/mammographic#ill-defined"/>
+ <hasShape rdf:resource="http://dl-learner.org/mammographic#irregular"/>
+ <hasDensity rdf:resource="http://dl-learner.org/mammographic#low"/>
+ </owl:NamedIndividual>
+
+
+
+ <!-- http://dl-learner.org/mammographic#Patient121 -->
+
+ <owl:NamedIndividual rdf:about="http://dl-learner.org/mammographic#Patient121">
+ <rdf:type rdf:resource="http://dl-learner.org/mammographic#Patient"/>
+ <hasBiRads rdf:datatype="http://www.w3.org/2001/XMLSchema#double">4.0</hasBiRads>
+ <hasAge rdf:datatype="http://www.w3.org/2001/XMLSchema#double">43.0</hasAge>
+ <hasMargin rdf:resource="http://dl-learner.org/mammographic#circumscribed"/>
+ <hasShape rdf:resource="http://dl-learner.org/mammographic#round"/>
+ <hasDensity rdf:resource="http://dl-learner.org/mammographic#unknown"/>
+ </owl:NamedIndividual>
+
+
+
+ <!-- http://dl-learner.org/mammographic#Patient122 -->
+
+ <owl:NamedIndividual rdf:about="http://dl-learner.org/mammographic#Patient122">
+ <rdf:type rdf:resource="http://dl-learner.org/mammographic#Patient"/>
+ <hasAge rdf:datatype="http://www.w3.org/2001/XMLSchema#double">24.0</hasAge>
+ <hasBiRads rdf:datatype="http://www.w3.org/2001/XMLSchema#double">4.0</hasBiRads>
+ <hasMargin rdf:resource="http://dl-learner.org/mammographic#circumscribed"/>
+ <hasDensity rdf:resource="http://dl-learner.org/mammographic#iso"/>
+ <hasShape rdf:resource="http://dl-learner.org/mammographic#oval"/>
+ </owl:NamedIndividual>
+
+
+
+ <!-- http://dl-learner.org/mammographic#Patient123 -->
+
+ <owl:NamedIndividual rdf:about="http://dl-learner.org/mammographic#Patient123">
+ <rdf:type rdf:resource="http://dl-learner.org/mammographic#Patient"/>
+ <hasBiRads rdf:datatype="http://www.w3.org/2001/XMLSchema#double">4.0</hasBiRads>
+ <hasAge rdf:datatype="http://www.w3.org/2001/XMLSchema#double">66.0</hasAge>
+ <hasMargin rdf:resource="http://dl-learner.org/mammographic#circumscribed"/>
+ <hasDensity rdf:resource="http://dl-learner.org/mammographic#low"/>
+ <hasShape rdf:resource="http://dl-learner.org/mammographic#round"/>
+ </owl:NamedIndividual>
+
+
+
+ <!-- http://dl-learner.org/mammographic#Patient124 -->
+
+ <owl:NamedIndividual rdf:about="http://dl-learner.org/mammographic#Patient124">
+ <rdf:type rdf:resource="http://dl-learner.org/mammographic#Patient"/>
+ <hasAge rdf:datatype="http://www.w3.org/2001/XMLSchema#double">33.0</hasAge>
+ <hasBiRads rdf:datatype="http://www.w3.org/2001/XMLSchema#double">5.0</hasBiRads>
+ <hasMargin rdf:resource="http://dl-learner.org/mammographic#ill-defined"/>
+ <hasShape rdf:resource="http://dl-learner.org/mammographic#irregular"/>
+ <hasDensity rdf:resource="http://dl-learner.org/mammographic#low"/>
+ </owl:NamedIndividual>
+
+
+
+ <!-- http://dl-learner.org/mammographic#Patient125 -->
+
+ <owl:NamedIndividual rdf:about="http://dl-learner.org/mammographic#Patient125">
+ <rdf:type rdf:resource="http://dl-learner.org/mammographic#Patient"/>
+ <hasBiRads rdf:datatype="http://www.w3.org/2001/XMLSchema#double">4.0</hasBiRads>
+ <hasAge rdf:datatype="http://www.w3.org/2001/XMLSchema#double">59.0</hasAge>
+ <hasShape rdf:resource="http://dl-learner.org/mammographic#irregular"/>
+ <hasDensity rdf:resource="http://dl-learner.org/mammographic#iso"/>
+ <hasMargin rdf:resource="http://dl-learner.org/mammographic#obscured"/>
+ </owl:NamedIndividual>
+
+
+
+ <!-- http://dl-learner.org/mammographic#Patient126 -->
+
+ <owl:NamedIndividual rdf:about="http://dl-learner.org/mammographic#Patient126">
+ <rdf:type rdf:resource="http://dl-learner.org/mammographic#Patient"/>
+ <hasBiRads rdf:datatype="http://www.w3.org/2001/XMLSchema#double">4.0</hasBiRads>
+ <hasAge rdf:datatype="http://www.w3.org/2001/XMLSchema#double">76.0</hasAge>
+ <hasMargin rdf:resource="http://dl-learner.org/mammographic#obscured"/>
+ <hasShape rdf:resource="http://dl-learner.org/mammographic#oval"/>
+ <hasDensity rdf:resource="http://dl-learner.org/mammographic#unknown"/>
+ </owl:NamedIndividual>
+
+
+
+ <!-- http://dl-learner.org/mammographic#Patient127 -->
+
+ <owl:NamedIndividual rdf:about="http://dl-learner.org/mammographic#Patient127">
+ <rdf:type rdf:resource="http://dl-learner.org/mammographic#Patient"/>
+ <hasBiRads rdf:datatype="http://www.w3.org/2001/XMLSchema#double">4.0</hasBiRads>
+ <hasAge rdf:datatype="http://www.w3.org/2001/XMLSchema#double">40.0</hasAge>
+ <hasMargin rdf:resource="http://dl-learner.org/mammographic#circumscribed"/>
+ <hasShape rdf:resource="http://dl-learner.org/mammographic#round"/>
+ <hasDensity rdf:resource="http://dl-learner.org/mammographic#unknown"/>
+ </owl:NamedIndividual>
+
+
+
+ <!-- http://dl-learner.org/mammographic#Patient128 -->
+
+ <owl:NamedIndividual rdf:about="http://dl-learner.org/mammographic#Patient128">
+ <rdf:type rdf:resource="http://dl-learner.org/mammographic#Patient"/>
+ <hasBiRads rdf:datatype="http://www.w3.org/2001/XMLSchema#double">4.0</hasBiRads>
+ <hasAge rdf:datatype="http://www.w3.org/2001/XMLSchema#double">52.0</hasAge>
+ <hasMargin rdf:resource="http://dl-learner.org/mammographic#ill-defined"/>
+ <hasShape rdf:resource="http://dl-learner.org/mammographic#unknown"/>
+ <hasDensity rdf:resource="http://dl-learner.org/mammographic#unknown"/>
+ </owl:NamedIndividual>
+
+
+
+ <!-- http://dl-learner.org/mammographic#Patient129 -->
+
+ <owl:NamedIndividual rdf:about="http://dl-learner.org/mammographic#Patient129">
+ <rdf:type rdf:resource="http://dl-learner.org/mammographic#Patient"/>
+ <hasAge rdf:datatype="http://www.w3.org/2001/XMLSchema#double">40.0</hasAge>
+ <hasBiRads rdf:datatype="http://www.w3.org/2001/XMLSchema#double">5.0</hasBiRads>
+ <hasShape rdf:resource="http://dl-learner.org/mammographic#irregular"/>
+ <hasDensity rdf:resource="http://dl-learner.org/mammographic#low"/>
+ <hasMargin rdf:resource="http://dl-learner.org/mammographic#spiculated"/>
+ </owl:NamedIndividual>
+
+
+
+ <!-- http://dl-learner.org/mammographic#Patient13 -->
+
+ <owl:NamedIndividual rdf:about="http://dl-learner.org/mammographic#Patient13">
+ <rdf:type rdf:resource="http://dl-learner.org/mammographic#Patient"/>
+ <hasAge rdf:datatype="http://www.w3.org/2001/XMLSchema#double">36.0</hasAge>
+ <hasBiRads rdf:datatype="http://www.w3.org/2001/XMLSchema#double">4.0</hasBiRads>
+ <hasMargin rdf:resource="http://dl-learner.org/mammographic#circumscribed"/>
+ <hasDensity rdf:resource="http://dl-learner.org/mammographic#iso"/>
+ <hasShape rdf:resource="http://dl-learner.org/mammographic#lobular"/>
+ </owl:NamedIndividual>
+
+
+
+ <!-- http://dl-learner.org/mammographic#Patient130 -->
+
+ <owl:NamedIndividual rdf:about="http://dl-learner.org/mammographic#Patient130">
+ <rdf:type rdf:resource="http://dl-learner.org/mammographic#Patient"/>
+ <hasBiRads rdf:datatype="http://www.w3.org/2001/XMLSchema#double">5.0</hasBiRads>
+ <hasAge rdf:datatype="http://www.w3.org/2001/XMLSchema#double">67.0</hasAge>
+ <hasMargin rdf:resource="http://dl-learner.org/mammographic#ill-defined"/>
+ <hasShape rdf:resource="http://dl-learner.org/mammographic#irregular"/>
+ <hasDensity rdf:resource="http://dl-learner.org/mammographic#low"/>
+ </owl:NamedIndividual>
+
+
+
+ <!-- http://dl-learner.org/mammographic#Patient131 -->
+
+ <owl:NamedIndividual rdf:about="http://dl-learner.org/mammographic#Patient131">
+ <rdf:type rdf:resource="http://dl-learner.org/mammographic#Patient"/>
+ <hasBiRads rdf:datatype="http://www.w3.org/2001/XMLSchema#double">5.0</hasBiRads>
+ <hasAge rdf:datatype="http://www.w3.org/2001/XMLSchema#double">75.0</hasAge>
+ <hasShape rdf:resource="http://dl-learner.org/mammographic#irregular"/>
+ <hasDensity rdf:resource="http://dl-learner.org/mammographic#low"/>
+ <hasMargin rdf:resource="http://dl-learner.org/mammographic#obscured"/>
+ </owl:NamedIndividual>
+
+
+
+ <!-- http://dl-learner.org/mammographic#Patient132 -->
+
+ <owl:NamedIndividual rdf:about="http://dl-learner.org/mammographic#Patient132">
+ <rdf:type rdf:resource="http://dl-learner.org/mammographic#Patient"/>
...
[truncated message content] |
