diff --git a/Neural graph module/get_relations.py b/Neural graph module/get_relations.py
new file mode 100644
index 0000000000000000000000000000000000000000..e8111558d31823f4d58b64ac7f3475ed3f45dcd9
--- /dev/null
+++ b/Neural graph module/get_relations.py	
@@ -0,0 +1,18 @@
+import json
+
+
+#open file
+with open('./data/qald-9-train-linked.json') as f:
+    data = json.load(f)
+
+    #extract relations
+    relations = set()
+    for question in data["questions"]:
+        if "relations" in question:
+            for relation in question["relations"]:
+                relations.add(relation["URI"])
+
+print("Relations: ", relations)
+        
+json.dump(list(relations), open("./data/relations-qald-9-train-linked.json", "w"))
+
diff --git a/data/relations-qald-9-train-linked.json b/data/relations-qald-9-train-linked.json
new file mode 100644
index 0000000000000000000000000000000000000000..21eee194a67596b7bde7c1c9cc70cc6c21ab778f
--- /dev/null
+++ b/data/relations-qald-9-train-linked.json
@@ -0,0 +1,249 @@
+[
+  "http://dbpedia.org/ontology/coach",
+  "http://dbpedia.org/ontology/iso6392Code",
+  "http://dbpedia.org/ontology/knownFor",
+  "http://dbpedia.org/ontology/river",
+  "http://dbpedia.org/ontology/agency",
+  "http://dbpedia.org/property/area",
+  "http://dbpedia.org/ontology/numberOfIslands",
+  "http://dbpedia.org/ontology/network",
+  "http://dbpedia.org/ontology/portrayer",
+  "http://dbpedia.org/property/type",
+  "http://dbpedia.org/ontology/foundingYear",
+  "http://dbpedia.org/ontology/clubsRecordGoalscorer",
+  "http://dbpedia.org/ontology/profession",
+  "http://dbpedia.org/ontology/deathCause",
+  "http://dbpedia.org/ontology/province",
+  "http://dbpedia.org/ontology/meaning",
+  "http://dbpedia.org/property/owner",
+  "http://dbpedia.org/ontology/champion",
+  "http://dbpedia.org/ontology/party",
+  "http://dbpedia.org/ontology/genre",
+  "http://dbpedia.org/ontology/totalLaunches",
+  "http://dbpedia.org/ontology/musicComposer",
+  "http://dbpedia.org/ontology/billed",
+  "http://dbpedia.org/property/work",
+  "http://dbpedia.org/property/musicals",
+  "http://dbpedia.org/ontology/award",
+  "http://dbpedia.org/ontology/title",
+  "http://dbpedia.org/ontology/discoverer",
+  "http://dbpedia.org/ontology/result",
+  "http://dbpedia.org/ontology/primeMinister",
+  "http://dbpedia.org/ontology/location",
+  "http://dbpedia.org/ontology/currency",
+  "http://dbpedia.org/ontology/musicalBand",
+  "http://dbpedia.org/property/children",
+  "http://dbpedia.org/property/members",
+  "http://dbpedia.org/ontology/publisher",
+  "http://dbpedia.org/ontology/writer",
+  "http://dbpedia.org/ontology/discharge",
+  "http://dbpedia.org/ontology/numberOfEmployees",
+  "http://dbpedia.org/ontology/class",
+  "http://dbpedia.org/ontology/feastDay",
+  "http://dbpedia.org/ontology/area",
+  "http://dbpedia.org/ontology/vicePresident",
+  "http://dbpedia.org/ontology/birthDate",
+  "http://dbpedia.org/property/books",
+  "http://dbpedia.org/ontology/populationTotal",
+  "http://dbpedia.org/property/programming",
+  "http://dbpedia.org/ontology/league",
+  "http://dbpedia.org/ontology/product",
+  "http://dbpedia.org/ontology/production",
+  "http://dbpedia.org/property/writer",
+  "http://dbpedia.org/ontology/show",
+  "http://dbpedia.org/property/grass",
+  "http://dbpedia.org/property/stadium",
+  "http://dbpedia.org/ontology/iso6391Code",
+  "http://dbpedia.org/ontology/language",
+  "http://dbpedia.org/ontology/movement",
+  "http://dbpedia.org/ontology/weight",
+  "http://dbpedia.org/property/name",
+  "http://dbpedia.org/ontology/birthPlace",
+  "http://dbpedia.org/ontology/volume",
+  "http://dbpedia.org/ontology/battle",
+  "http://dbpedia.org/ontology/numberBuilt",
+  "http://dbpedia.org/property/timezone",
+  "http://dbpedia.org/ontology/family",
+  "http://dbpedia.org/property/popeElected",
+  "http://dbpedia.org/property/title",
+  "http://dbpedia.org/ontology/city",
+  "http://dbpedia.org/ontology/building",
+  "http://dbpedia.org/ontology/border",
+  "http://dbpedia.org/property/float",
+  "http://dbpedia.org/ontology/fate",
+  "http://dbpedia.org/property/elevation",
+  "http://dbpedia.org/ontology/officialLanguage",
+  "http://dbpedia.org/ontology/icaoAirlineCode",
+  "http://dbpedia.org/ontology/residence",
+  "http://dbpedia.org/ontology/deathDate",
+  "http://dbpedia.org/property/instrument",
+  "http://dbpedia.org/ontology/sport",
+  "http://dbpedia.org/ontology/numberOfFilms",
+  "http://dbpedia.org/ontology/headquarter",
+  "http://dbpedia.org/ontology/engineer",
+  "http://dbpedia.org/ontology/authority",
+  "http://dbpedia.org/ontology/televisionSeries",
+  "http://dbpedia.org/ontology/animal",
+  "http://dbpedia.org/ontology/successor",
+  "http://dbpedia.org/ontology/locatedInArea",
+  "http://dbpedia.org/ontology/university",
+  "http://dbpedia.org/property/birthName",
+  "http://dbpedia.org/ontology/operatedBy",
+  "http://dbpedia.org/ontology/mayor",
+  "http://dbpedia.org/ontology/species",
+  "http://dbpedia.org/ontology/countryWithFirstAstronaut",
+  "http://dbpedia.org/ontology/height",
+  "http://dbpedia.org/ontology/principal",
+  "http://dbpedia.org/ontology/editor",
+  "http://dbpedia.org/property/erected",
+  "http://dbpedia.org/ontology/manager",
+  "http://dbpedia.org/ontology/bandMember",
+  "http://dbpedia.org/ontology/numberOfVisitors",
+  "http://dbpedia.org/ontology/governor",
+  "http://dbpedia.org/ontology/elevation",
+  "http://dbpedia.org/ontology/militaryBranch",
+  "http://dbpedia.org/ontology/mainspan",
+  "http://dbpedia.org/ontology/child",
+  "http://dbpedia.org/property/location",
+  "http://dbpedia.org/ontology/careerPrizeMoney",
+  "http://dbpedia.org/ontology/discipline",
+  "http://dbpedia.org/ontology/capital",
+  "http://dbpedia.org/ontology/almaMater",
+  "http://dbpedia.org/ontology/channel",
+  "http://dbpedia.org/ontology/state",
+  "http://dbpedia.org/ontology/completionDate",
+  "http://dbpedia.org/ontology/restingPlace",
+  "http://dbpedia.org/property/release",
+  "http://dbpedia.org/ontology/wineProduced",
+  "http://dbpedia.org/ontology/person",
+  "http://dbpedia.org/ontology/spokenIn",
+  "http://dbpedia.org/ontology/governmentType",
+  "http://dbpedia.org/ontology/incumbent",
+  "http://dbpedia.org/ontology/countryWithFirstSpaceflight",
+  "http://dbpedia.org/ontology/highestPlace",
+  "http://dbpedia.org/ontology/parkingInformation",
+  "http://dbpedia.org/ontology/municipality",
+  "http://dbpedia.org/ontology/birthYear",
+  "http://dbpedia.org/property/country",
+  "http://dbpedia.org/property/directedby",
+  "http://dbpedia.org/ontology/runtime",
+  "http://dbpedia.org/ontology/architect",
+  "http://dbpedia.org/ontology/trainer",
+  "http://dbpedia.org/ontology/spouse",
+  "http://dbpedia.org/ontology/flag",
+  "http://dbpedia.org/property/founded",
+  "http://dbpedia.org/ontology/seniority",
+  "http://dbpedia.org/ontology/operator",
+  "http://dbpedia.org/ontology/president",
+  "http://dbpedia.org/ontology/picture",
+  "http://dbpedia.org/ontology/owner",
+  "http://dbpedia.org/ontology/established",
+  "http://dbpedia.org/ontology/address",
+  "http://dbpedia.org/ontology/parent",
+  "http://dbpedia.org/ontology/presenter",
+  "http://dbpedia.org/ontology/shipBeam",
+  "http://dbpedia.org/ontology/participant",
+  "http://dbpedia.org/ontology/position",
+  "http://dbpedia.org/ontology/painter",
+  "http://dbpedia.org/ontology/company",
+  "http://dbpedia.org/ontology/guest",
+  "http://dbpedia.org/ontology/programmingLanguage",
+  "http://dbpedia.org/ontology/office",
+  "http://dbpedia.org/ontology/founder",
+  "http://dbpedia.org/property/date",
+  "http://dbpedia.org/ontology/country",
+  "http://dbpedia.org/ontology/lake",
+  "http://dbpedia.org/ontology/totalPopulation",
+  "http://dbpedia.org/ontology/subsidiary",
+  "http://dbpedia.org/property/firstAired",
+  "http://dbpedia.org/ontology/abstract",
+  "http://dbpedia.org/property/spouse",
+  "http://dbpedia.org/ontology/developer",
+  "http://dbpedia.org/ontology/federalState",
+  "http://dbpedia.org/ontology/fat",
+  "http://dbpedia.org/property/industry",
+  "http://dbpedia.org/property/developer",
+  "http://dbpedia.org/ontology/background",
+  "http://dbpedia.org/ontology/leaderName",
+  "http://dbpedia.org/ontology/missions",
+  "http://dbpedia.org/ontology/patron",
+  "http://dbpedia.org/ontology/musicBy",
+  "http://dbpedia.org/ontology/budget",
+  "http://dbpedia.org/ontology/doctoralAdvisor",
+  "http://dbpedia.org/ontology/date",
+  "http://dbpedia.org/ontology/recordLabel",
+  "http://dbpedia.org/ontology/birthName",
+  "http://dbpedia.org/ontology/service",
+  "http://dbpedia.org/ontology/ethnicGroup",
+  "http://dbpedia.org/ontology/type",
+  "http://dbpedia.org/property/flag",
+  "http://dbpedia.org/ontology/author",
+  "http://dbpedia.org/ontology/region",
+  "http://dbpedia.org/ontology/museum",
+  "http://dbpedia.org/property/founder",
+  "http://dbpedia.org/ontology/rival",
+  "http://dbpedia.org/ontology/deathPlace",
+  "http://dbpedia.org/ontology/director",
+  "http://dbpedia.org/ontology/place",
+  "http://dbpedia.org/property/row",
+  "http://dbpedia.org/ontology/artist",
+  "http://dbpedia.org/ontology/leader",
+  "http://dbpedia.org/ontology/producer",
+  "http://dbpedia.org/ontology/film",
+  "http://dbpedia.org/ontology/team",
+  "http://dbpedia.org/ontology/source",
+  "http://dbpedia.org/ontology/composer",
+  "http://dbpedia.org/ontology/ingredient",
+  "http://dbpedia.org/ontology/populationDensity",
+  "http://dbpedia.org/property/designer",
+  "http://dbpedia.org/property/known",
+  "http://dbpedia.org/property/released",
+  "http://dbpedia.org/ontology/floorCount",
+  "http://dbpedia.org/ontology/designer",
+  "http://dbpedia.org/ontology/influenced",
+  "http://dbpedia.org/ontology/episodeNumber",
+  "http://dbpedia.org/ontology/board",
+  "http://dbpedia.org/ontology/alias",
+  "http://dbpedia.org/ontology/seasonNumber",
+  "http://dbpedia.org/ontology/creator",
+  "http://dbpedia.org/ontology/numberOfSeasons",
+  "http://dbpedia.org/ontology/material",
+  "http://dbpedia.org/ontology/effectiveRadiatedPower",
+  "http://dbpedia.org/ontology/institution",
+  "http://dbpedia.org/ontology/chancellor",
+  "http://dbpedia.org/ontology/division",
+  "http://dbpedia.org/ontology/government",
+  "http://dbpedia.org/ontology/wineRegion",
+  "http://dbpedia.org/ontology/chain",
+  "http://dbpedia.org/ontology/populationMetro",
+  "http://dbpedia.org/ontology/iso6393Code",
+  "http://dbpedia.org/ontology/strength",
+  "http://dbpedia.org/ontology/raceHorse",
+  "http://dbpedia.org/ontology/highestMountain",
+  "http://dbpedia.org/ontology/starring",
+  "http://dbpedia.org/ontology/head",
+  "http://dbpedia.org/property/programmingLanguage",
+  "http://dbpedia.org/ontology/areaTotal",
+  "http://dbpedia.org/ontology/outflow",
+  "http://dbpedia.org/property/author",
+  "http://dbpedia.org/ontology/largestCity",
+  "http://dbpedia.org/property/nickname",
+  "http://dbpedia.org/ontology/discovered",
+  "http://dbpedia.org/ontology/manufacturer",
+  "http://dbpedia.org/ontology/gross",
+  "http://dbpedia.org/ontology/timeZone",
+  "http://dbpedia.org/ontology/crosses",
+  "http://dbpedia.org/ontology/album",
+  "http://dbpedia.org/ontology/house",
+  "http://dbpedia.org/property/label",
+  "http://dbpedia.org/ontology/origin",
+  "http://dbpedia.org/property/gross",
+  "http://dbpedia.org/ontology/colour",
+  "http://dbpedia.org/ontology/races",
+  "http://dbpedia.org/ontology/influencedBy",
+  "http://dbpedia.org/ontology/games",
+  "http://dbpedia.org/ontology/hubAirport",
+  "http://dbpedia.org/ontology/anthem",
+  "http://dbpedia.org/property/weapons",
+  "http://dbpedia.org/property/languages"
+]