From 78f726607b32925923d7e48686f7c6e9c8d7e831 Mon Sep 17 00:00:00 2001
From: Federico Igne <federico.igne@cs.ox.ac.uk>
Date: Sat, 30 Oct 2021 23:17:42 +0100
Subject: Finalise dbpedia functional testing

---
 .github/workflows/scala.yml                        |    6 +
 src/main/scala/uk/ac/ox/cs/rsacomb/Main.scala      |    1 +
 .../scala/uk/ac/ox/cs/rsacomb/RSAOntology.scala    |   35 +-
 .../ox/cs/rsacomb/converter/RDFoxConverter.scala   |    2 +-
 .../uk/ac/ox/cs/rsacomb/util/DataFactory.scala     |    2 +-
 .../scala/uk/ac/ox/cs/rsacomb/util/Logger.scala    |    2 +
 .../scala/uk/ac/ox/cs/rsacomb/util/RDFoxUtil.scala |   19 +-
 src/main/scala/uk/ac/ox/cs/rsacomb/util/RSA.scala  |    7 +-
 .../ac/ox/cs/rsacomb/functional/Functional.scala   |   41 +
 tests/dbpedia/queries.sparql                       |   94 +
 tests/dbpedia/results.json                         | 5882 ++++++++++++++++++++
 tests/dbpedia/setup.sh                             |    7 +
 12 files changed, 6086 insertions(+), 12 deletions(-)
 create mode 100644 tests/dbpedia/queries.sparql
 create mode 100644 tests/dbpedia/results.json
 create mode 100755 tests/dbpedia/setup.sh

diff --git a/.github/workflows/scala.yml b/.github/workflows/scala.yml
index 3b18bf9..24bb8d6 100644
--- a/.github/workflows/scala.yml
+++ b/.github/workflows/scala.yml
@@ -37,5 +37,11 @@ jobs:
     - name: Build RSAComb
       run: sbt compile
 
+    - name: Download benchmarks
+      run: |
+        pushd tests/dbpedia/
+        ./setup.sh
+        popd
+
     - name: Run tests
       run: sbt "testOnly * -- -l org.scalatest.tags.Slow"
diff --git a/src/main/scala/uk/ac/ox/cs/rsacomb/Main.scala b/src/main/scala/uk/ac/ox/cs/rsacomb/Main.scala
index fe7a6db..1aa748a 100644
--- a/src/main/scala/uk/ac/ox/cs/rsacomb/Main.scala
+++ b/src/main/scala/uk/ac/ox/cs/rsacomb/Main.scala
@@ -59,6 +59,7 @@ object RSAComb extends App {
       )
 
     val answers = rsa ask queries
+    Logger print s"Number of answers: ${answers.length}"
 
     /* Write answers to output file */
     os.write(
diff --git a/src/main/scala/uk/ac/ox/cs/rsacomb/RSAOntology.scala b/src/main/scala/uk/ac/ox/cs/rsacomb/RSAOntology.scala
index 2b165c4..a0d567e 100644
--- a/src/main/scala/uk/ac/ox/cs/rsacomb/RSAOntology.scala
+++ b/src/main/scala/uk/ac/ox/cs/rsacomb/RSAOntology.scala
@@ -214,7 +214,7 @@ class RSAOntology(
   /** Retrieve individuals/literals in the ontology */
   private val individuals: List[IRI] =
     ontology
-      .getIndividualsInSignature()
+      .getIndividualsInSignature(Imports.INCLUDED)
       .asScala
       .map(_.getIRI)
       .map(implicits.RDFox.owlapiToRdfoxIri)
@@ -588,23 +588,44 @@ class RSAOntology(
     RDFoxUtil.addData(data, RSAOntology.CanonGraph, datafiles: _*)
 
     /* Top/equality axiomatization */
+    RDFoxUtil.updateData(data, 
+      s"""
+      INSERT { 
+        GRAPH ${RSAOntology.CanonGraph} { ?X a ${IRI.THING} }
+      } WHERE {
+        GRAPH ${RSAOntology.CanonGraph} { ?X ?Y ?Z }
+      }
+      """
+    )
+    RDFoxUtil.updateData(data, 
+      s"""
+      INSERT { 
+        GRAPH ${RSAOntology.CanonGraph} { ?Z a ${RSA.NAMED} }
+      } WHERE {
+        GRAPH ${RSAOntology.CanonGraph} { ?X ?Y ?Z }.
+        FILTER( ?Y != a )
+      }
+      """
+    )
     RDFoxUtil.addRules(data, topAxioms ++ equalityAxioms)
     Logger.write(topAxioms.mkString("\n"), "axiomatisation.dlog")
     Logger.write(equalityAxioms.mkString("\n"), "axiomatisation.dlog")
 
     /* Introduce `rsacomb:Named` concept */
-    data.evaluateUpdate(
-      null, // the base IRI for the query (if null, a default is used)
-      RSA.Prefixes,
+    /* From data */
+    RDFoxUtil.updateData(data, 
       s"""
       INSERT { 
         GRAPH ${RSAOntology.CanonGraph} { ?X a ${RSA.NAMED} }
       } WHERE {
         GRAPH ${RSAOntology.CanonGraph} { ?X a ${IRI.THING} }
       }
-      """,
-      new java.util.HashMap[String, String]
+      """
     )
+    /* From ontology */
+    val named = individuals.map(RSA.Named(RSAOntology.CanonGraph)(_))
+    RDFoxUtil.addFacts(data, RSAOntology.CanonGraph, named)
+    Logger.write(named.mkString("", ".\n", ".\n"), "canonical_model.dlog")
 
     /* Add canonical model */
     Logger print s"Canonical model facts: ${this.canonicalModel.facts.length}"
@@ -630,7 +651,7 @@ class RSAOntology(
       RDFoxUtil.addRules(data, filter.rules)
 
       // TODO: We remove the rules, should we drop the tuple table as well?
-      data.clearRulesAxiomsExplicateFacts()
+      //data.clearRulesAxiomsExplicateFacts()
 
       /* Gather answers to the query */
       val answers = RDFoxUtil
diff --git a/src/main/scala/uk/ac/ox/cs/rsacomb/converter/RDFoxConverter.scala b/src/main/scala/uk/ac/ox/cs/rsacomb/converter/RDFoxConverter.scala
index 505937b..d9f000d 100644
--- a/src/main/scala/uk/ac/ox/cs/rsacomb/converter/RDFoxConverter.scala
+++ b/src/main/scala/uk/ac/ox/cs/rsacomb/converter/RDFoxConverter.scala
@@ -350,7 +350,7 @@ trait RDFoxConverter {
         (List(atom), List())
       }
 
-      /** Existential class expression (for data properties).
+      /** Existential class expression (for object properties).
         *
         * Parameter `skolem` is used to determine the skolemization
         * technique (if any) to use for the translation.
diff --git a/src/main/scala/uk/ac/ox/cs/rsacomb/util/DataFactory.scala b/src/main/scala/uk/ac/ox/cs/rsacomb/util/DataFactory.scala
index 848c6b5..863122e 100644
--- a/src/main/scala/uk/ac/ox/cs/rsacomb/util/DataFactory.scala
+++ b/src/main/scala/uk/ac/ox/cs/rsacomb/util/DataFactory.scala
@@ -25,5 +25,5 @@ class DataFactory(private var counter: Integer) {
     Variable.create(f"I${this.getNext()}%05d")
 
   def getOWLClass(): OWLClass =
-    DataFactory.factory.getOWLClass(s"X${this.getNext()}")
+    DataFactory.factory.getOWLClass(RSA(s"tmp${this.getNext()}").getIRI)
 }
diff --git a/src/main/scala/uk/ac/ox/cs/rsacomb/util/Logger.scala b/src/main/scala/uk/ac/ox/cs/rsacomb/util/Logger.scala
index 0fcde53..f3b0232 100644
--- a/src/main/scala/uk/ac/ox/cs/rsacomb/util/Logger.scala
+++ b/src/main/scala/uk/ac/ox/cs/rsacomb/util/Logger.scala
@@ -112,6 +112,8 @@ echo "\n[Import data]"
             .map(d => s"""import > rsacomb:CanonicalModel \"$d\"""")
             .mkString("\n")
           ++ s"""
+insert { graph rsacomb:CanonicalModel { ?x a owl:Thing } } where { graph rsacomb:CanonicalModel { ?x ?y ?z } }
+insert { graph rsacomb:CanonicalModel { ?z a owl:Thing } } where { graph rsacomb:CanonicalModel { ?x ?y ?z } . filter( ?y != a ) }
 import "axiomatisation.dlog"
 insert { graph rsacomb:CanonicalModel { ?x a rsacomb:Named } } where { graph rsacomb:CanonicalModel { ?x a owl:Thing } }
 
diff --git a/src/main/scala/uk/ac/ox/cs/rsacomb/util/RDFoxUtil.scala b/src/main/scala/uk/ac/ox/cs/rsacomb/util/RDFoxUtil.scala
index e3e7dd4..d4e55d8 100644
--- a/src/main/scala/uk/ac/ox/cs/rsacomb/util/RDFoxUtil.scala
+++ b/src/main/scala/uk/ac/ox/cs/rsacomb/util/RDFoxUtil.scala
@@ -183,7 +183,7 @@ object RDFoxUtil {
   /** Imports a sequence of files directly into a datastore.
     *
     * @param data datastore connection.
-    * @param graph named graph where the data should be uploaded
+    * @param graph named graph where the data should be uploaded.
     * @param files sequence of files to upload.
     */
   def addData(data: DataStoreConnection, graph: IRI, files: os.Path*): Unit =
@@ -200,6 +200,23 @@ object RDFoxUtil {
       Logger.DEBUG
     )
 
+  /** Execute an update SPARQL query on a datastore.
+    *
+    * @param data datastore connection.
+    * @param query update SPARQL query.
+    */
+  def updateData(data: DataStoreConnection, query: String): Unit =
+    Logger.timed(
+      data.evaluateUpdate(
+        null, // the base IRI for the query (if null, a default is used)
+        RSA.Prefixes,
+        query,
+        new java.util.HashMap[String, String]
+      ),
+      "Updating data",
+      Logger.DEBUG
+    )
+
   /** Force materialization in RDFox. */
   def materialize(data: DataStoreConnection): Unit =
     Logger.timed(data.updateMaterialization(), "Materialization", Logger.DEBUG)
diff --git a/src/main/scala/uk/ac/ox/cs/rsacomb/util/RSA.scala b/src/main/scala/uk/ac/ox/cs/rsacomb/util/RSA.scala
index 5abb83c..6ea4dc6 100644
--- a/src/main/scala/uk/ac/ox/cs/rsacomb/util/RSA.scala
+++ b/src/main/scala/uk/ac/ox/cs/rsacomb/util/RSA.scala
@@ -47,9 +47,12 @@ object RSA {
 
   /** Set of default prefixes to be included in all datastore operations */
   val Prefixes: Prefixes = new Prefixes()
-  Prefixes.declarePrefix("rsacomb:", "http://www.cs.ox.ac.uk/isg/RSAComb#")
-  Prefixes.declarePrefix("rdfox:", "http://oxfordsemantic.tech/RDFox#")
+  Prefixes.declarePrefix("xml:", "http://www.w3.org/XML/1998/namespace")
+  Prefixes.declarePrefix("rdf:", "http://www.w3.org/1999/02/22-rdf-syntax-ns#")
+  Prefixes.declarePrefix("rdfs:", "http://www.w3.org/2000/01/rdf-schema#")
   Prefixes.declarePrefix("owl:", "http://www.w3.org/2002/07/owl#")
+  Prefixes.declarePrefix("rdfox:", "http://oxfordsemantic.tech/RDFox#")
+  Prefixes.declarePrefix("rsacomb:", "http://www.cs.ox.ac.uk/isg/RSAComb#")
 
   /** Creates a `rsacomb:<name>` IRI */
   def apply(name: Any): IRI =
diff --git a/src/test/scala/uk/ac/ox/cs/rsacomb/functional/Functional.scala b/src/test/scala/uk/ac/ox/cs/rsacomb/functional/Functional.scala
index 5872de1..08ff283 100644
--- a/src/test/scala/uk/ac/ox/cs/rsacomb/functional/Functional.scala
+++ b/src/test/scala/uk/ac/ox/cs/rsacomb/functional/Functional.scala
@@ -62,3 +62,44 @@ class LUBM extends AnyFunSpec with Matchers {
 
   }
 }
+
+class DBpedia extends AnyFunSpec with Matchers {
+
+  Logger.level = Logger.QUIET
+
+  private val test = os.pwd / "tests" / "dbpedia"
+
+  /* Approximation algorithms */
+  //private val toLowerbound = new Lowerbound
+  private val toUpperbound = new Upperbound
+
+  /* Normalization algorithms */
+  private val normalizer = new Normalizer
+
+  /* Ontology */
+  private val ontology = Ontology(
+    test / "dbpedia+travel.owl",
+    List(test / "dbpedia+travel.ttl")
+  ) normalize normalizer
+  private val rsa = ontology approximate toUpperbound
+
+  /* Queries and results */
+  private val results = ujson.read(os.read(test / "results.json")).arr
+
+  describe("Full DBpedia + Travel data:") {
+
+    val queries = RDFoxUtil.loadQueriesFromFile(test / "queries.sparql")
+    queries foreach { query =>
+      it(s"Tested Query${query.id}") {
+        val answers = rsa.ask(query).answers.map(_._2.mkString("\t"))
+        val reference = results
+          .find(_("queryID").num == query.id)
+          .get("answers")
+          .arr
+          .map(_.str)
+        answers should contain theSameElementsAs reference
+      }
+    }
+  }
+}
+
diff --git a/tests/dbpedia/queries.sparql b/tests/dbpedia/queries.sparql
new file mode 100644
index 0000000..53da60c
--- /dev/null
+++ b/tests/dbpedia/queries.sparql
@@ -0,0 +1,94 @@
+^[Query289]
+PREFIX rdf: <http://www.w3.org/1999/02/22-rdf-syntax-ns#>
+SELECT ?X
+WHERE {
+?X rdf:type <http://dbpedia.org/ontology/Colour>
+}
+
+^[Query352]
+PREFIX rdf: <http://www.w3.org/1999/02/22-rdf-syntax-ns#>
+SELECT ?X
+WHERE {
+?X rdf:type <http://dbpedia.org/ontology/Sport>
+}
+
+^[Query353]
+PREFIX rdf: <http://www.w3.org/1999/02/22-rdf-syntax-ns#>
+SELECT ?X
+WHERE {
+?X rdf:type <http://dbpedia.org/ontology/Currency>
+}
+
+^[Query404]
+PREFIX rdf: <http://www.w3.org/1999/02/22-rdf-syntax-ns#>
+SELECT ?X
+WHERE {
+?X rdf:type <http://www.owl-ontologies.com/travel.owl#RetireeDestination>
+}
+
+^[Query439]
+PREFIX rdf: <http://www.w3.org/1999/02/22-rdf-syntax-ns#>
+SELECT ?X
+WHERE {
+?X rdf:type <http://dbpedia.org/ontology/GovernmentType>
+}
+
+^[Query460]
+SELECT ?X ?Y
+WHERE {
+?X <http://dbpedia.org/ontology/biome> ?Y .
+}
+
+^[Query537]
+SELECT ?X ?Y
+WHERE {
+?X <http://dbpedia.org/ontology/currency> ?Y .
+}
+
+^[Query552]
+SELECT ?X ?Y
+WHERE {
+?X <http://dbpedia.org/ontology/viceChancellor> ?Y .
+}
+
+^[Query558]
+SELECT ?X ?Y
+WHERE {
+?X <http://dbpedia.org/ontology/governorGeneral> ?Y .
+}
+
+^[Query575]
+SELECT ?X ?Y
+WHERE {
+?X <http://dbpedia.org/ontology/highestPosition> ?Y .
+}
+
+^[Query599]
+SELECT ?X ?Y
+WHERE {
+?X <http://dbpedia.org/ontology/memberOfParliament> ?Y .
+}
+
+^[Query607]
+SELECT ?X ?Y
+WHERE {
+?X <http://dbpedia.org/ontology/pastMember> ?Y .
+}
+
+^[Query620]
+SELECT ?X ?Y
+WHERE {
+?X <http://dbpedia.org/ontology/languageRegulator> ?Y .
+}
+
+^[Query629]
+SELECT ?X ?Y
+WHERE {
+?X <http://dbpedia.org/ontology/chairLabel> ?Y .
+}
+
+^[Query639]
+SELECT ?X ?Y
+WHERE {
+?X <http://dbpedia.org/ontology/managementPosition> ?Y .
+}
diff --git a/tests/dbpedia/results.json b/tests/dbpedia/results.json
new file mode 100644
index 0000000..afd325e
--- /dev/null
+++ b/tests/dbpedia/results.json
@@ -0,0 +1,5882 @@
+[
+  {
+    "queryID": 289,
+    "queryText": "PREFIX rdf: <http://www.w3.org/1999/02/22-rdf-syntax-ns#> SELECT distinct ?X WHERE { ?X rdf:type <http://dbpedia.org/ontology/Colour> }",
+    "answerVariables": [
+      "X"
+    ],
+    "answers": [
+      "<http://dbpedia.org/resource/Clan_Colquhoun>",
+      "<http://dbpedia.org/resource/Sapphire_(color)__Blue_Sapphire__1>",
+      "<http://dbpedia.org/resource/Shades_of_white__Cream__1>",
+      "<http://dbpedia.org/resource/Shades_of_purple__Medium_Purple__1>",
+      "<http://dbpedia.org/resource/Shades_of_orange__Princeton_Orange__1>",
+      "<http://dbpedia.org/resource/Shades_of_yellow__RGB_X11_yellow_color_wheel_yellow_electric__1>",
+      "<http://dbpedia.org/resource/Crimson__Red_Devil__1>",
+      "<http://dbpedia.org/resource/Shades_of_yellow__black__8>",
+      "<http://dbpedia.org/resource/Shades_of_green__Office_Green__1>",
+      "<http://dbpedia.org/resource/Gold_(color)>",
+      "<http://dbpedia.org/resource/Chartreuse_(color)__Olive__1>",
+      "<http://dbpedia.org/resource/Taupe__Pale_Taupe__1>",
+      "<http://dbpedia.org/resource/Presidential_Unit_Citation_(United_States)>",
+      "<http://dbpedia.org/resource/Shades_of_black__white__8>",
+      "<http://dbpedia.org/resource/Variations_of_pink__black__4>",
+      "<http://dbpedia.org/resource/Shades_of_white__Seashell__1>",
+      "<http://dbpedia.org/resource/Tartan>",
+      "<http://dbpedia.org/resource/Shades_of_green__Pine_green__1>",
+      "<http://dbpedia.org/resource/Shades_of_white__White__1>",
+      "<http://dbpedia.org/resource/Orange>",
+      "<http://dbpedia.org/resource/Sky_blue__black__1>",
+      "<http://dbpedia.org/resource/Vanilla_(color)__Vanilla_Xona.com__1>",
+      "<http://dbpedia.org/resource/Shades_of_orange__Tomato__1>",
+      "<http://dbpedia.org/resource/Coffee_(color)__white__2>",
+      "<http://dbpedia.org/resource/Spring_green__Magic_Mint__1>",
+      "<http://dbpedia.org/resource/Lemon_(color)>",
+      "<http://dbpedia.org/resource/Desert_sand_(color)__Field_Drab__1>",
+      "<http://dbpedia.org/resource/Spring_green__Honeydew__1>",
+      "<http://dbpedia.org/resource/Indian_red_(color)__white__2>",
+      "<http://dbpedia.org/resource/Gold_(color)__black__1>",
+      "<http://dbpedia.org/resource/Variations_of_cyan__Midnight_Green__1>",
+      "<http://dbpedia.org/resource/Indigo__Midnight_Blue__1>",
+      "<http://dbpedia.org/resource/Shades_of_purple__white__4>",
+      "<http://dbpedia.org/resource/Chesnut_(horse)>",
+      "<http://dbpedia.org/resource/Brown__Peru__1>",
+      "<http://dbpedia.org/resource/Blue-gray__Air_Force_Blue__1>",
+      "<http://dbpedia.org/resource/Shades_of_violet__JTC__1>",
+      "<http://dbpedia.org/resource/Straw_(colour)>",
+      "<http://dbpedia.org/resource/Shades_of_green__white__8>",
+      "<http://dbpedia.org/resource/Gold_(color)__Metallic_Gold__1>",
+      "<http://dbpedia.org/resource/Shades_of_red__Barn_Red__1>",
+      "<http://dbpedia.org/resource/Shades_of_purple__white__2>",
+      "<http://dbpedia.org/resource/Midnight_blue__Crayola__1>",
+      "<http://dbpedia.org/resource/National_colours_of_Australia>",
+      "<http://dbpedia.org/resource/Chestnut_(coat)>",
+      "<http://dbpedia.org/resource/Shades_of_yellow__Goldenrod__1>",
+      "<http://dbpedia.org/resource/Variations_of_gray__Ash_gray__1>",
+      "<http://dbpedia.org/resource/Sky_Blue_(color)>",
+      "<http://dbpedia.org/resource/Ruby_(color)__Ruby_Red__1>",
+      "<http://dbpedia.org/resource/Red-violet__white__8>",
+      "<http://dbpedia.org/resource/Variations_of_cyan__Teal__1>",
+      "<http://dbpedia.org/resource/Liver_(color)__Dark_Liver_Horses__1>",
+      "<http://dbpedia.org/resource/Shades_of_blue>",
+      "<http://dbpedia.org/resource/Lavender_(color)__Old_lavender__1>",
+      "<http://dbpedia.org/resource/Raspberry_(color)__white__1>",
+      "<http://dbpedia.org/resource/Shades_of_orange__Burnt_Orange__1>",
+      "<http://dbpedia.org/resource/Shades_of_orange__Dark_Orange__1>",
+      "<http://dbpedia.org/resource/Shades_of_green__Pakistan_Green__1>",
+      "<http://dbpedia.org/resource/Tiffany_Blue>",
+      "<http://dbpedia.org/resource/Magenta__black__1>",
+      "<http://dbpedia.org/resource/United_Kingdom>",
+      "<http://dbpedia.org/resource/Mauve__white__1>",
+      "<http://dbpedia.org/resource/True_Blue_(color)>",
+      "<http://dbpedia.org/resource/Pakistan_Green>",
+      "<http://dbpedia.org/resource/Wikt:bottle_green>",
+      "<http://dbpedia.org/resource/Red-violet__Flirt__1>",
+      "<http://dbpedia.org/resource/Champagne_(color)__black__1>",
+      "<http://dbpedia.org/resource/Cyan__subtractive_primary__1>",
+      "<http://dbpedia.org/resource/Lemon_(color)__black__2>",
+      "<http://dbpedia.org/resource/Bornite>",
+      "<http://dbpedia.org/resource/Rose_(color)__black__12>",
+      "<http://dbpedia.org/resource/Shades_of_purple__white__10>",
+      "<http://dbpedia.org/resource/Carnelian_(color)>",
+      "<http://dbpedia.org/resource/Navy_blue__Persian_Indigo__1>",
+      "<http://dbpedia.org/resource/Blanco>",
+      "<http://dbpedia.org/resource/Magnolia_(color)>",
+      "<http://dbpedia.org/resource/Spring_green__Medium_Spring_Green__1>",
+      "<http://dbpedia.org/resource/Shades_of_purple__Byzantium__1>",
+      "<http://dbpedia.org/resource/Silver_(color)>",
+      "<http://dbpedia.org/resource/Byzantium_(color)__white__3>",
+      "<http://dbpedia.org/resource/White_people>",
+      "<http://dbpedia.org/resource/Navy_blue__Space_Cadet__1>",
+      "<http://dbpedia.org/resource/Blue-gray__Cadet_Grey__1>",
+      "<http://dbpedia.org/resource/Lime_(color)__black__1>",
+      "<http://dbpedia.org/resource/Mikado_yellow>",
+      "<http://dbpedia.org/resource/MultiCam>",
+      "<http://dbpedia.org/resource/Shades_of_green__Paris_Green__1>",
+      "<http://dbpedia.org/resource/Lemon_(color)__black__3>",
+      "<http://dbpedia.org/resource/Gold_&_Navy_Blue>",
+      "<http://dbpedia.org/resource/Wine_(color)__white__1>",
+      "<http://dbpedia.org/resource/Olive_(color)__Dark_Olive_Green__1>",
+      "<http://dbpedia.org/resource/Spring_green__Skobeloff__1>",
+      "<http://dbpedia.org/resource/Variations_of_pink__black__9>",
+      "<http://dbpedia.org/resource/Rose_(color)__white__10>",
+      "<http://dbpedia.org/resource/Sapphire_(color)__white__1>",
+      "<http://dbpedia.org/resource/Variations_of_pink__white__1>",
+      "<http://dbpedia.org/resource/Cerise_(color)>",
+      "<http://dbpedia.org/resource/Taupe__white__1>",
+      "<http://dbpedia.org/resource/Lavender_(color)__Lavender_ISCC-NBS__1>",
+      "<http://dbpedia.org/resource/Lemon_(color)__white__1>",
+      "<http://dbpedia.org/resource/International_orange__white__1>",
+      "<http://dbpedia.org/resource/Shades_of_red__Maroon__1>",
+      "<http://dbpedia.org/resource/Phthalocyanine_Blue_BN>",
+      "<http://dbpedia.org/resource/Tan_(color)__Tuscan_Tan__1>",
+      "<http://dbpedia.org/resource/Silver_(color)__Silver_Chalice__1>",
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+    "answerVariables": [
+      "X"
+    ],
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+      "<http://dbpedia.org/resource/Yvonand>\t<http://dbpedia.org/resource/Lake_Neuchâtel>",
+      "<http://dbpedia.org/resource/Santa_Cruz_das_Flores_(parish)>\t<http://dbpedia.org/resource/Atlantic_Ocean>",
+      "<http://dbpedia.org/resource/Norte_Grande_(Azores)>\t<http://dbpedia.org/resource/Atlantic_Ocean>",
+      "<http://dbpedia.org/resource/Fajã_Grande>\t<http://dbpedia.org/resource/Atlantic_Ocean>",
+      "<http://dbpedia.org/resource/Santo_Antão_(Calheta)>\t<http://dbpedia.org/resource/Atlantic_Ocean>",
+      "<http://dbpedia.org/resource/Walchwil>\t<http://dbpedia.org/resource/Lake_Zug>",
+      "<http://dbpedia.org/resource/Pálava_Protected_Landscape_Area>\t<http://dbpedia.org/resource/Thaya>",
+      "<http://dbpedia.org/resource/Santa_Cruz_da_Graciosa_(parish)>\t<http://dbpedia.org/resource/Atlantic_Ocean>",
+      "<http://dbpedia.org/resource/Texas_Panhandle>\t<http://dbpedia.org/resource/Childress_County,_Texas>",
+      "<http://dbpedia.org/resource/Lomba_da_Maia>\t<http://dbpedia.org/resource/Atlantic_Ocean>",
+      "<http://dbpedia.org/resource/Salão>\t<http://dbpedia.org/resource/Atlantic_Ocean>",
+      "<http://dbpedia.org/resource/Antelope_Island>\t<http://dbpedia.org/resource/Great_Salt_Lake>",
+      "<http://dbpedia.org/resource/São_Vicente_Ferreira>\t<http://dbpedia.org/resource/Atlantic_Ocean>",
+      "<http://dbpedia.org/resource/Tivoli,_New_York>\t<http://dbpedia.org/resource/Hudson_River>",
+      "<http://dbpedia.org/resource/Ribeira_Seca_(Calheta)>\t<http://dbpedia.org/resource/Atlantic_Ocean>",
+      "<http://dbpedia.org/resource/Zurich>\t<http://dbpedia.org/resource/Limmat>",
+      "<http://dbpedia.org/resource/Madeira__Madeira__1>\t<http://dbpedia.org/resource/Atlantic_Ocean>",
+      "<http://dbpedia.org/resource/Fajãzinha>\t<http://dbpedia.org/resource/Atlantic_Ocean>",
+      "<http://dbpedia.org/resource/Praia_do_Norte>\t<http://dbpedia.org/resource/Atlantic_Ocean>",
+      "<http://dbpedia.org/resource/São_Pedro_de_Nordestinho>\t<http://dbpedia.org/resource/Atlantic_Ocean>",
+      "<http://dbpedia.org/resource/Saanen>\t<http://dbpedia.org/resource/Saane/Sarine>",
+      "<http://dbpedia.org/resource/Vallorbe>\t<http://dbpedia.org/resource/Orbe_River>",
+      "<http://dbpedia.org/resource/Thun>\t<http://dbpedia.org/resource/Aar>",
+      "<http://dbpedia.org/resource/Santo_António_(São_Roque_do_Pico)>\t<http://dbpedia.org/resource/Atlantic_Ocean>",
+      "<http://dbpedia.org/resource/Pedro_Miguel>\t<http://dbpedia.org/resource/Atlantic_Ocean>",
+      "<http://dbpedia.org/resource/Gebenstorf>\t<http://dbpedia.org/resource/Aar>",
+      "<http://dbpedia.org/resource/Feteira_(Horta)>\t<http://dbpedia.org/resource/Atlantic_Ocean>",
+      "<http://dbpedia.org/resource/Brugg>\t<http://dbpedia.org/resource/Limmat>",
+      "<http://dbpedia.org/resource/Basel>\t<http://dbpedia.org/resource/Rhine>",
+      "<http://dbpedia.org/resource/Elsau>\t<http://dbpedia.org/resource/Rümikon>",
+      "<http://dbpedia.org/resource/Santa_Maria_de_Belém_(Lisbon)>\t<http://dbpedia.org/resource/Atlantic_Ocean>",
+      "<http://dbpedia.org/resource/Faial_da_Terra>\t<http://dbpedia.org/resource/Atlantic_Ocean>",
+      "<http://dbpedia.org/resource/Vila_do_Porto_(parish)>\t<http://dbpedia.org/resource/Atlantic_Ocean>"
+    ]
+  },
+  {
+    "queryID": 460,
+    "queryText": "SELECT distinct ?X ?Y WHERE { ?X <http://dbpedia.org/ontology/biome> ?Y . }",
+    "answerVariables": [
+      "X",
+      "Y"
+    ],
+    "answers": [
+      "<http://dbpedia.org/resource/Cormier_Woods>\t<http://dbpedia.org/resource/Oak-hickory_forest>",
+      "<http://dbpedia.org/resource/Royalston_Falls>\t<http://dbpedia.org/resource/Waterfall>",
+      "<http://dbpedia.org/resource/Seitseminen_National_Park>\t<http://dbpedia.org/resource/Taiga>",
+      "<http://dbpedia.org/resource/Punta_de_Manabique>\t<http://dbpedia.org/resource/Mangrove>",
+      "<http://dbpedia.org/resource/North_Warren_RSPB_reserve>\t<http://dbpedia.org/resource/Lowland_heath>",
+      "<http://dbpedia.org/resource/Maya_Biosphere_Reserve>\t<http://dbpedia.org/resource/Tropical_and_subtropical_moist_broadleaf_forests>",
+      "<http://dbpedia.org/resource/Taconic_Mountains>\t<http://dbpedia.org/resource/Taiga>",
+      "<http://dbpedia.org/resource/São_Miguel_Island>\t<http://dbpedia.org/resource/Mediterranean_climate>",
+      "<http://dbpedia.org/resource/Laguna_Lachuá__National_Park__1>\t<http://dbpedia.org/resource/Wetland>",
+      "<http://dbpedia.org/resource/Havergate_Island>\t<http://dbpedia.org/resource/Lagoon>",
+      "<http://dbpedia.org/resource/Wells_State_Park_(Massachusetts)>\t<http://dbpedia.org/resource/Oak-hickory_forest>",
+      "<http://dbpedia.org/resource/Rocky_Woods>\t<http://dbpedia.org/resource/Oak-hickory_forest>",
+      "<http://dbpedia.org/resource/Buffalo_Lake_National_Wildlife_Refuge>\t<http://dbpedia.org/resource/Temperate_grasslands,_savannas,_and_shrublands>",
+      "<http://dbpedia.org/resource/Sevier_Desert>\t<http://dbpedia.org/resource/Deserts_and_xeric_shrublands>",
+      "<http://dbpedia.org/resource/Patagonian_Desert>\t<http://dbpedia.org/resource/Desert>",
+      "<http://dbpedia.org/resource/Taconic_Mountains>\t<http://dbpedia.org/resource/Pitch_Pine>",
+      "<http://dbpedia.org/resource/Wells_State_Park_(Massachusetts)>\t<http://dbpedia.org/resource/Northern_hardwood_forest>",
+      "<http://dbpedia.org/resource/Arabian_Desert>\t<http://dbpedia.org/resource/Desert>",
+      "<http://dbpedia.org/resource/Royalston_Falls>\t<http://dbpedia.org/resource/Northern_hardwood_forest>",
+      "<http://dbpedia.org/resource/Recreational_Forest_Reserve_of_Fontinhas>\t<http://dbpedia.org/resource/Mediterranean_climate>",
+      "<http://dbpedia.org/resource/Hudson_Highlands_State_Park>\t<http://dbpedia.org/resource/Oak-hickory_forest>",
+      "<http://dbpedia.org/resource/Atacama_Desert>\t<http://dbpedia.org/resource/Desert>",
+      "<http://dbpedia.org/resource/North_Norfolk_Coast_Site_of_Special_Scientific_Interest>\t<http://dbpedia.org/resource/Reed_bed>",
+      "<http://dbpedia.org/resource/Nature_reserves_in_the_North_Norfolk_Coast_Site_of_Special_Scientific_Interest>\t<http://dbpedia.org/resource/Salt_marsh>",
+      "<http://dbpedia.org/resource/Mountain_Meadow_Preserve>\t<http://dbpedia.org/resource/Wetland>",
+      "<http://dbpedia.org/resource/Tonopah_Basin>\t<http://dbpedia.org/resource/Central_Basin_and_Range_ecoregion>",
+      "<http://dbpedia.org/resource/Elliott_Laurel>\t<http://dbpedia.org/resource/Kalmia_latifolia>",
+      "<http://dbpedia.org/resource/Little_Sandy_Desert>\t<http://dbpedia.org/resource/Desert>",
+      "<http://dbpedia.org/resource/Hudson_Highlands_State_Park>\t<http://dbpedia.org/resource/Brackish_marsh>",
+      "<http://dbpedia.org/resource/Big_Round_Top>\t<http://dbpedia.org/resource/Northeastern_coastal_forests>",
+      "<http://dbpedia.org/resource/Ayubia_National_Park>\t<http://dbpedia.org/resource/Temperate_broadleaf_and_mixed_forest>",
+      "<http://dbpedia.org/resource/Quinebaug_Woods>\t<http://dbpedia.org/resource/Quinebaug_River>",
+      "<http://dbpedia.org/resource/Westport_Town_Farm>\t<http://dbpedia.org/resource/Salt_marsh>",
+      "<http://dbpedia.org/resource/Rock_House_Reservation>\t<http://dbpedia.org/resource/Oak-hickory_forest>",
+      "<http://dbpedia.org/resource/Madeira__Madeira__1>\t<http://dbpedia.org/resource/Mediterranean_climate>",
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+      "<http://dbpedia.org/resource/Harney_section>\t<http://dbpedia.org/resource/Columbia_Plateau_(ecoregion)>",
+      "<http://dbpedia.org/resource/Brooks_Woodland_Preserve>\t<http://dbpedia.org/resource/Oak-hickory_forest>",
+      "<http://dbpedia.org/resource/Taconic_Mountains>\t<http://dbpedia.org/resource/Appalachian_balds>",
+      "<http://dbpedia.org/resource/Nature_reserves_in_the_North_Norfolk_Coast_Site_of_Special_Scientific_Interest>\t<http://dbpedia.org/resource/Shingle_beach>",
+      "<http://dbpedia.org/resource/Flint_Hills>\t<http://dbpedia.org/resource/Temperate_grasslands,_savannas,_and_shrublands>",
+      "<http://dbpedia.org/resource/Kartchner_Caverns_State_Park>\t<http://dbpedia.org/resource/Chihuahuan_Desert>",
+      "<http://dbpedia.org/resource/Sipacate-Naranjo_National_Park>\t<http://dbpedia.org/resource/Littoral_zone>",
+      "<http://dbpedia.org/resource/Otmoor_RSPB_reserve>\t<http://dbpedia.org/resource/Wetland>",
+      "<http://dbpedia.org/resource/Noon_Hill_(reservation)>\t<http://dbpedia.org/resource/Oak-hickory_forest>",
+      "<http://dbpedia.org/resource/Quinebaug_Woods>\t<http://dbpedia.org/resource/Hogback_(geology)>",
+      "<http://dbpedia.org/resource/Moose_Hill_Farm>\t<http://dbpedia.org/resource/Oak-hickory_forest>",
+      "<http://dbpedia.org/resource/Konza_Prairie>\t<http://dbpedia.org/resource/Temperate_grasslands,_savannas,_and_shrublands>",
+      "<http://dbpedia.org/resource/Caddo_Lake_State_Park>\t<http://dbpedia.org/resource/Fresh_water>",
+      "<http://dbpedia.org/resource/Ivanhoe_Lake_Provincial_Park>\t<http://dbpedia.org/resource/Taiga>",
+      "<http://dbpedia.org/resource/Cormier_Woods>\t<http://dbpedia.org/resource/Arable_land>",
+      "<http://dbpedia.org/resource/North_Norfolk_Coast_Site_of_Special_Scientific_Interest>\t<http://dbpedia.org/resource/Salt_marsh>",
+      "<http://dbpedia.org/resource/Temblor_Range>\t<http://dbpedia.org/resource/California_interior_chaparral_and_woodlands>",
+      "<http://dbpedia.org/resource/Faial_Island>\t<http://dbpedia.org/resource/Mediterranean_climate>",
+      "<http://dbpedia.org/resource/Questing_(New_Marlborough,_Massachusetts)>\t<http://dbpedia.org/resource/Vernal_pool>",
+      "<http://dbpedia.org/resource/Pallas-Yllästunturi_National_Park>\t<http://dbpedia.org/resource/Muskeg>",
+      "<http://dbpedia.org/resource/Buffalo_River_State_Park_(Minnesota)>\t<http://dbpedia.org/resource/Northern_tall_grasslands>",
+      "<http://dbpedia.org/resource/Corvo_Island>\t<http://dbpedia.org/resource/Mediterranean_climate>",
+      "<http://dbpedia.org/resource/Regional_Natural_Monument_of_Pedreira_do_Campo>\t<http://dbpedia.org/resource/Mediterranean_climate>",
+      "<http://dbpedia.org/resource/Chumbi_Surla_Wildlife_Sanctuary>\t<http://dbpedia.org/resource/Phytochorion>",
+      "<http://dbpedia.org/resource/Maya_Biosphere_Reserve>\t<http://dbpedia.org/resource/Wetland>",
+      "<http://dbpedia.org/resource/Great_Victoria_Desert>\t<http://dbpedia.org/resource/Desert>",
+      "<http://dbpedia.org/resource/Doane's_Falls>\t<http://dbpedia.org/resource/Swamp>",
+      "<http://dbpedia.org/resource/Pitzer_Woods>\t<http://dbpedia.org/resource/List_of_ecoregions_in_the_United_States_(EPA)>",
+      "<http://dbpedia.org/resource/Tanami_Desert>\t<http://dbpedia.org/resource/Desert>",
+      "<http://dbpedia.org/resource/Indian_Springs_Valley_(Nevada)>\t<http://dbpedia.org/resource/Central_Basin_and_Range_ecoregion>",
+      "<http://dbpedia.org/resource/Moore_State_Park>\t<http://dbpedia.org/resource/Northern_hardwood_forest>",
+      "<http://dbpedia.org/resource/Cactus_Flat>\t<http://dbpedia.org/resource/Central_Basin_and_Range_ecoregion>",
+      "<http://dbpedia.org/resource/Porto_Santo_Island>\t<http://dbpedia.org/resource/Mediterranean_climate>",
+      "<http://dbpedia.org/resource/Sipacate-Naranjo_National_Park>\t<http://dbpedia.org/resource/Mangrove>",
+      "<http://dbpedia.org/resource/Bonneville_Salt_Flats>\t<http://dbpedia.org/resource/Northern_Basin_and_Range_ecoregion>",
+      "<http://dbpedia.org/resource/Blakeney_Point>\t<http://dbpedia.org/resource/Salt_marsh>",
+      "<http://dbpedia.org/resource/Lake_Maria_State_Park>\t<http://dbpedia.org/resource/Big_Woods>",
+      "<http://dbpedia.org/resource/Ellice_Swamp>\t<http://dbpedia.org/resource/Mixed_Wood_Plains_Ecozone_(CEC)>",
+      "<http://dbpedia.org/resource/Chocón_Machacas>\t<http://dbpedia.org/resource/Mangrove>",
+      "<http://dbpedia.org/resource/Nature_Park_of_Terceira>\t<http://dbpedia.org/resource/Mediterranean_climate>",
+      "<http://dbpedia.org/resource/Sierra_de_las_Minas__ierra_de_las_Minas_biosphere_reserve__1>\t<http://dbpedia.org/resource/Tropical_and_subtropical_moist_broadleaf_forests>",
+      "<http://dbpedia.org/resource/Beskydy_Protected_Landscape_Area>\t<http://dbpedia.org/resource/Forest>",
+      "<http://dbpedia.org/resource/Namib_Desert>\t<http://dbpedia.org/resource/Desert>",
+      "<http://dbpedia.org/resource/Sipacate-Naranjo_National_Park>\t<http://dbpedia.org/resource/Intertidal_zone>",
+      "<http://dbpedia.org/resource/Redgrave_and_Lopham_Fen>\t<http://dbpedia.org/resource/Fen>",
+      "<http://dbpedia.org/resource/Yokun_Ridge>\t<http://dbpedia.org/resource/Northern_hardwood_forest>",
+      "<http://dbpedia.org/resource/Westport_Town_Farm>\t<http://dbpedia.org/resource/Arable_land>",
+      "<http://dbpedia.org/resource/McMillan_Woods>\t<http://dbpedia.org/resource/List_of_ecoregions_in_the_United_States_(EPA)>",
+      "<http://dbpedia.org/resource/Elliott_Laurel>\t<http://dbpedia.org/resource/Pinus_strobus>",
+      "<http://dbpedia.org/resource/Quinebaug_Woods>\t<http://dbpedia.org/resource/Vernal_pool>",
+      "<http://dbpedia.org/resource/Pavlova_Huť_Nature_Reserve>\t<http://dbpedia.org/resource/Bog>",
+      "<http://dbpedia.org/resource/Savage_Islands>\t<http://dbpedia.org/resource/Mediterranean_climate>",
+      "<http://dbpedia.org/resource/Galveston_Island_State_Park>\t<http://dbpedia.org/resource/Saltwater_biome>",
+      "<http://dbpedia.org/resource/Questing_(New_Marlborough,_Massachusetts)>\t<http://dbpedia.org/resource/Arable_land>",
+      "<http://dbpedia.org/resource/Harney_Basin>\t<http://dbpedia.org/resource/Northern_Basin_and_Range_ecoregion>",
+      "<http://dbpedia.org/resource/Cutler_Park>\t<http://dbpedia.org/resource/Freshwater_marsh>",
+      "<http://dbpedia.org/resource/Doane's_Falls>\t<http://dbpedia.org/resource/Northern_hardwood_forest>",
+      "<http://dbpedia.org/resource/Bartholomew's_Cobble>\t<http://dbpedia.org/resource/Calcareous>",
+      "<http://dbpedia.org/resource/Caddo_Lake_State_Park>\t<http://dbpedia.org/resource/Wetland>",
+      "<http://dbpedia.org/resource/Basin_and_Range_Province>\t<http://dbpedia.org/resource/List_of_North_American_Deserts>",
+      "<http://dbpedia.org/resource/Manchón-Guamuchal>\t<http://dbpedia.org/resource/Mangrove>",
+      "<http://dbpedia.org/resource/Havergate_Island>\t<http://dbpedia.org/resource/Salt_marsh>",
+      "<http://dbpedia.org/resource/North_Devon's_Biosphere_Reserve>\t<http://dbpedia.org/resource/Temperate_broadleaf_and_mixed_forest>",
+      "<http://dbpedia.org/resource/Rose_Woods>\t<http://dbpedia.org/resource/List_of_ecoregions_in_the_United_States_(EPA)>",
+      "<http://dbpedia.org/resource/Baltistan_Wildlife_Sanctuary>\t<http://dbpedia.org/resource/Phytochorion>",
+      "<http://dbpedia.org/resource/Torronsuo_National_Park>\t<http://dbpedia.org/resource/Ombrotrophic>",
+      "<http://dbpedia.org/resource/Cache_Valley>\t<http://dbpedia.org/resource/Northern_Basin_and_Range_ecoregion>",
+      "<http://dbpedia.org/resource/Elliott_Laurel>\t<http://dbpedia.org/resource/Tsuga_canadensis>",
+      "<http://dbpedia.org/resource/Cormier_Woods>\t<http://dbpedia.org/resource/Vernal_pool>",
+      "<http://dbpedia.org/resource/Sahara>\t<http://dbpedia.org/resource/Desert>",
+      "<http://dbpedia.org/resource/Recreational_Forest_Reserve_of_Pinhal_da_Paz>\t<http://dbpedia.org/resource/Mediterranean_climate>",
+      "<http://dbpedia.org/resource/Big_Round_Top>\t<http://dbpedia.org/resource/List_of_ecoregions_in_the_United_States_(EPA)>",
+      "<http://dbpedia.org/resource/Mountain_Meadow_Preserve>\t<http://dbpedia.org/resource/Northern_hardwood_forest>",
+      "<http://dbpedia.org/resource/Minsmere_RSPB_reserve>\t<http://dbpedia.org/resource/Lowland_heath>",
+      "<http://dbpedia.org/resource/Pawnee_Buttes>\t<http://dbpedia.org/resource/Temperate_grasslands,_savannas,_and_shrublands>",
+      "<http://dbpedia.org/resource/Salton_Sink>\t<http://dbpedia.org/resource/Sonoran_Desert>",
+      "<http://dbpedia.org/resource/Berlengas>\t<http://dbpedia.org/resource/Mediterranean_climate>",
+      "<http://dbpedia.org/resource/Fork_Factory_Brook>\t<http://dbpedia.org/resource/Oak-hickory_forest>",
+      "<http://dbpedia.org/resource/Ward_Reservation>\t<http://dbpedia.org/resource/Oak-hickory_forest>",
+      "<http://dbpedia.org/resource/Cabras_Islets>\t<http://dbpedia.org/resource/Marine_(ocean)>",
+      "<http://dbpedia.org/resource/Tirari_Desert>\t<http://dbpedia.org/resource/Desert>",
+      "<http://dbpedia.org/resource/Questing_(New_Marlborough,_Massachusetts)>\t<http://dbpedia.org/resource/Northern_hardwood_forest>",
+      "<http://dbpedia.org/resource/Hudson_Highlands_State_Park>\t<http://dbpedia.org/resource/Salt_marsh>",
+      "<http://dbpedia.org/resource/Adirondack_Park>\t<http://dbpedia.org/resource/Temperate_broadleaf_and_mixed_forest>",
+      "<http://dbpedia.org/resource/Agate_Fossil_Beds_National_Monument>\t<http://dbpedia.org/resource/Temperate_grasslands,_savannas,_and_shrublands>",
+      "<http://dbpedia.org/resource/Seitseminen_National_Park>\t<http://dbpedia.org/resource/Bog>",
+      "<http://dbpedia.org/resource/North_Warren_RSPB_reserve>\t<http://dbpedia.org/resource/Reed_bed>",
+      "<http://dbpedia.org/resource/Mima_Mounds_Natural_Area_Preserve>\t<http://dbpedia.org/resource/Puget_Sound_region>",
+      "<http://dbpedia.org/resource/Hudson_Highlands_State_Park>\t<http://dbpedia.org/resource/Pine_barrens>",
+      "<http://dbpedia.org/resource/Cimarron_National_Grassland>\t<http://dbpedia.org/resource/Temperate_grasslands,_savannas,_and_shrublands>",
+      "<http://dbpedia.org/resource/Spangler_Woods>\t<http://dbpedia.org/resource/List_of_ecoregions_in_the_United_States_(EPA)>",
+      "<http://dbpedia.org/resource/Thar_Desert>\t<http://dbpedia.org/resource/Desert>",
+      "<http://dbpedia.org/resource/Blidinje>\t<http://dbpedia.org/resource/Mountain>",
+      "<http://dbpedia.org/resource/Walker_Lane>\t<http://dbpedia.org/resource/Central_Basin_and_Range_ecoregion>",
+      "<http://dbpedia.org/resource/Manchón-Guamuchal>\t<http://dbpedia.org/resource/Littoral_zone>",
+      "<http://dbpedia.org/resource/Laguna_Lachuá__National_Park__1>\t<http://dbpedia.org/resource/Tropical_and_subtropical_moist_broadleaf_forests>",
+      "<http://dbpedia.org/resource/Mojave_Desert>\t<http://dbpedia.org/resource/Desert>",
+      "<http://dbpedia.org/resource/Podkovák_Nature_Reserve>\t<http://dbpedia.org/resource/Bog>",
+      "<http://dbpedia.org/resource/Seminary_Ridge>\t<http://dbpedia.org/resource/List_of_ecoregions_in_the_United_States_(EPA)>",
+      "<http://dbpedia.org/resource/Punta_de_Manabique>\t<http://dbpedia.org/resource/Intertidal_zone>",
+      "<http://dbpedia.org/resource/Desertas_Islands>\t<http://dbpedia.org/resource/Mediterranean_climate>",
+      "<http://dbpedia.org/resource/Monument_Rocks_(Kansas)>\t<http://dbpedia.org/resource/Temperate_grasslands,_savannas,_and_shrublands>",
+      "<http://dbpedia.org/resource/Adirondack_Park>\t<http://dbpedia.org/resource/Taiga>",
+      "<http://dbpedia.org/resource/Sierra_de_las_Minas__ierra_de_las_Minas_biosphere_reserve__1>\t<http://dbpedia.org/resource/Deserts_and_xeric_shrublands>",
+      "<http://dbpedia.org/resource/Sierra_de_las_Minas__ierra_de_las_Minas_biosphere_reserve__1>\t<http://dbpedia.org/resource/Tropical_and_subtropical_dry_broadleaf_forests>",
+      "<http://dbpedia.org/resource/Tule_Valley>\t<http://dbpedia.org/resource/Northern_Basin_and_Range_ecoregion>",
+      "<http://dbpedia.org/resource/Ayubia_National_Park>\t<http://dbpedia.org/resource/Temperate_coniferous_forest>",
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+      "<http://dbpedia.org/resource/Danish_language>\t<http://dbpedia.org/resource/Dansk_Sprognævn>",
+      "<http://dbpedia.org/resource/Bengali_language>\t<http://dbpedia.org/resource/Paschimbanga_Bangla_Akademi>",
+      "<http://dbpedia.org/resource/Central_Pashto>\t<http://dbpedia.org/resource/Academy_of_Sciences_of_Afghanistan>",
+      "<http://dbpedia.org/resource/Catalan_language>\t<http://dbpedia.org/resource/Institut_d'Estudis_Catalans>",
+      "<http://dbpedia.org/resource/Scots_language>\t<http://dbpedia.org/resource/Good_Friday_Agreement>",
+      "<http://dbpedia.org/resource/Chinese_language>\t<http://dbpedia.org/resource/Speak_Mandarin_Campaign>",
+      "<http://dbpedia.org/resource/O'odham_language>\t<http://dbpedia.org/resource/Mexico>"
+    ]
+  },
+  {
+    "queryID": 629,
+    "queryText": "SELECT distinct ?X ?Y WHERE { ?X <http://dbpedia.org/ontology/chairLabel> ?Y . }",
+    "answerVariables": [
+      "X",
+      "Y"
+    ],
+    "answers": [
+      "<http://dbpedia.org/resource/Eton_College>\t<http://dbpedia.org/resource/List_of_Provosts_of_Eton_College>",
+      "<http://dbpedia.org/resource/Turnbull_High_School>\t<http://dbpedia.org/resource/Chaplain>",
+      "<http://dbpedia.org/resource/Lancing_College>\t<http://dbpedia.org/resource/Chairman>",
+      "<http://dbpedia.org/resource/Broughton_Hall_High_School>\t<http://dbpedia.org/resource/Chairman>",
+      "<http://dbpedia.org/resource/The_Cathedral_School,_Llandaff>\t<http://dbpedia.org/resource/Custos>"
+    ]
+  },
+  {
+    "queryID": 639,
+    "queryText": "SELECT distinct ?X ?Y WHERE { ?X <http://dbpedia.org/ontology/managementPosition> ?Y . }",
+    "answerVariables": [
+      "X",
+      "Y"
+    ],
+    "answers": [
+      "<http://dbpedia.org/resource/Nature_Park_of_Terceira>\t<http://dbpedia.org/resource/Nature_Park_of_Terceira__managementPosition__1>",
+      "<http://dbpedia.org/resource/Mendip_Hills>\t<http://dbpedia.org/resource/Mendip_Hills__managementPosition__1>",
+      "<http://dbpedia.org/resource/Recreational_Forest_Reserve_of_Valverde>\t<http://dbpedia.org/resource/Recreational_Forest_Reserve_of_Valverde__managementPosition__1>",
+      "<http://dbpedia.org/resource/Black_Rock_Forest>\t<http://dbpedia.org/resource/Black_Rock_Forest__managementPosition__1>",
+      "<http://dbpedia.org/resource/Ayubia_National_Park>\t<http://dbpedia.org/resource/Ayubia_National_Park__managementPosition__1>",
+      "<http://dbpedia.org/resource/Blackdown_Hills>\t<http://dbpedia.org/resource/Blackdown_Hills__managementPosition__1>",
+      "<http://dbpedia.org/resource/Azores>\t<http://dbpedia.org/resource/Azores__managementPosition__1>",
+      "<http://dbpedia.org/resource/Recreational_Forest_Reserve_of_Fontinhas>\t<http://dbpedia.org/resource/Recreational_Forest_Reserve_of_Fontinhas__managementPosition__1>",
+      "<http://dbpedia.org/resource/Botanical_Garden_of_Faial>\t<http://dbpedia.org/resource/Botanical_Garden_of_Faial__managementPosition__1>",
+      "<http://dbpedia.org/resource/Exmoor>\t<http://dbpedia.org/resource/Exmoor__managementPosition__1>",
+      "<http://dbpedia.org/resource/Madeira>\t<http://dbpedia.org/resource/Madeira__managementPosition__1>",
+      "<http://dbpedia.org/resource/Peneda-Gerês_National_Park>\t<http://dbpedia.org/resource/Peneda-Gerês_National_Park__managementPosition__1>",
+      "<http://dbpedia.org/resource/Regional_Natural_Monument_of_Pedreira_do_Campo>\t<http://dbpedia.org/resource/Regional_Natural_Monument_of_Pedreira_do_Campo__managementPosition__1>",
+      "<http://dbpedia.org/resource/Nature_Park_of_Faial>\t<http://dbpedia.org/resource/Nature_Park_of_Faial__managementPosition__1>",
+      "<http://dbpedia.org/resource/Hudson_Highlands_State_Park>\t<http://dbpedia.org/resource/Hudson_Highlands_State_Park__managementPosition__1>",
+      "<http://dbpedia.org/resource/Recreational_Forest_Reserve_of_Pinhal_da_Paz>\t<http://dbpedia.org/resource/Recreational_Forest_Reserve_of_Pinhal_da_Paz__managementPosition__1>"
+    ]
+  }
+]
diff --git a/tests/dbpedia/setup.sh b/tests/dbpedia/setup.sh
new file mode 100755
index 0000000..d64a40c
--- /dev/null
+++ b/tests/dbpedia/setup.sh
@@ -0,0 +1,7 @@
+#!/bin/sh
+
+BENCHMARK=dbpedia
+wget "http://krr-nas.cs.ox.ac.uk/2015/jair/PAGOdA/$BENCHMARK.zip" && \
+    unzip "$BENCHMARK.zip" && \
+    mv "$BENCHMARK"/* ./ && \
+    rm -rf "$BENCHMARK.zip" "$BENCHMARK/"
-- 
cgit v1.2.3