From c7748606ecf094e7c73237064e1c3cce545c4202 Mon Sep 17 00:00:00 2001
From: Albin <abbe_h@hotmail.com>
Date: Mon, 5 Dec 2022 15:32:14 +0100
Subject: [PATCH] cleanup

---
 Neural graph module/df_test_a0.1_e50_b8.csv  |  694 +++---
 Neural graph module/df_train_a0.1_e50_b8.csv | 2236 +++++++++---------
 Neural graph module/df_valid_a0.1_e50_b8.csv |  560 ++---
 Neural graph module/ngm.ipynb                |  113 +-
 4 files changed, 1798 insertions(+), 1805 deletions(-)

diff --git a/Neural graph module/df_test_a0.1_e50_b8.csv b/Neural graph module/df_test_a0.1_e50_b8.csv
index 5a8e458..f9a1d1c 100644
--- a/Neural graph module/df_test_a0.1_e50_b8.csv	
+++ b/Neural graph module/df_test_a0.1_e50_b8.csv	
@@ -1,348 +1,348 @@
 correct_pred,prediction,pred_probability,gs_pred
-dbo:associatedband,dbp:artist,0.8587912,dbp:artist
-dbp:canonizedby,dbp:canonizedby,0.7482736,dbp:canonizedby
-dbo:ingredient,dbo:ingredient,0.8449717,dbo:ingredient
-dbp:characters,dbo:creator,0.5272995,dbp:characters
-dbo:stadium,dbp:owner,0.2646646,dbp:league
-dbo:broadcastarea,dbo:country,0.40996015,dbp:area
-dbo:occupation,dbp:education,0.4218032,dbo:occupation
-dbp:starring,dbo:director,0.34308416,dbo:director
-dbp:spouse,dbo:director,0.23827481,dbo:occupation
-dbo:stylisticorigin,dbp:artist,0.49266008,dbp:region
-dbo:city,dbo:formerteam,0.13040659,dbp:city
-dbp:party,dbp:primeminister,0.352836,dbp:successor
-dbo:countyseat,dbp:owner,0.30809897,dbo:country
-dbp:children,dbo:commander,0.35775298,dbo:deathplace
-dbp:format,dbp:area,0.67764324,dbp:owner
-dbp:owner,dbp:owner,0.67684245,dbp:owner
-dbo:locationcity,dbp:education,0.35216463,dbo:birthplace
-dbp:placeofburial,dbp:education,0.45573953,None
-dbo:architect,dbp:owner,0.6472375,dbp:developer
-dbp:firstteam,dbo:formerteam,0.385956,dbo:manufacturer
-dbo:nonfictionsubject,dbo:author,0.4903412,dbo:author
-dbo:award,dbo:director,0.5511264,dbo:award
-dbo:award,dbo:award,0.64191943,dbo:award
-dbp:managerclubs,dbo:sport,0.49404874,dbp:team
-dbp:managerclubs,dbp:league,0.19773334,dbp:managerclubs
-dbo:anthem,dbo:country,0.32393286,dbo:anthem
-dbo:outflow,dbp:cities,0.95445126,dbp:cities
-dbp:position,dbo:formerteam,0.9943968,dbp:position
-dbp:firstdriver,dbo:poledriver,0.9388186,dbo:poledriver
-dbp:type,dbp:membership,0.5257862,dbp:owner
-dbp:guests,dbo:creator,0.6373842,dbo:director
-dbp:tenants,dbp:owner,0.6250052,dbo:formerteam
-dbo:deathplace,dbp:primeminister,0.4087746,dbo:deathplace
-dbo:deathplace,dbp:primeminister,0.48344192,dbo:deathplace
-dbp:hubs,dbp:owner,0.35399142,dbp:headquarters
-dbo:homestadium,dbp:league,0.848291,dbp:arena
-dbp:team,dbo:formerteam,0.8748891,dbp:owner
-dbp:draftteam,dbo:formerteam,0.81644773,dbp:owner
-dbp:owner,dbp:owner,0.37995133,dbp:owner
-dbp:creators,dbo:author,0.18491487,dbo:author
-dbo:formerteam,dbo:formerteam,0.8747029,dbo:formerteam
-dbo:formerteam,dbo:formerteam,0.9618173,dbo:formerteam
-dbp:hometown,dbp:primeminister,0.2005012,dbp:birthplace
-dbo:deathplace,dbp:primeminister,0.16637994,dbo:country
-dbo:mayor,dbo:country,0.5598388,dbp:successor
-dbo:formerteam,dbo:formerteam,0.9767319,dbo:formerteam
-dbo:formerteam,dbo:formerteam,0.9810838,dbo:formerteam
-dbp:designer,dbo:author,0.3094792,dbo:parent
-dbo:award,dbo:almamater,0.15130459,dbo:almamater
-dbo:religion,dbp:education,0.23363972,dbp:affiliation
-dbo:ceremonialcounty,dbp:borough,0.48115367,dbo:country
-dbo:computingplatform,dbo:designer,0.9380132,dbp:developer
-dbp:order,dbp:primeminister,0.48653427,None
-dbp:place,dbp:artist,0.3118441,dbo:country
-dbp:debutteam,dbo:formerteam,0.9294321,dbo:deathplace
-dbp:debutteam,dbo:formerteam,0.81782186,dbp:youthclubs
-dbo:relation,dbo:deathplace,0.1408754,dbp:relatives
-dbp:battles,dbo:family,0.3307023,dbp:battles
-dbo:artist,dbp:artist,0.49907926,dbp:artist
-dbp:origin,dbo:currency,0.1703795,dbo:birthplace
-dbp:branch,dbo:author,0.42393935,dbo:occupation
-dbp:titles,dbp:canonizedby,0.25281325,dbp:title
-dbp:ground,dbo:sport,0.35002866,dbo:deathplace
-dbo:binomialauthority,dbo:family,0.2649683,dbo:binomialauthority
-dbp:league,dbp:owner,0.7936983,dbp:owner
-dbp:artist,dbp:artist,0.43427405,dbp:artist
-dbo:affiliation,dbp:affiliation,0.5008779,dbp:affiliation
-dbo:creator,dbo:creator,0.9886594,dbo:creator
-dbo:creator,dbo:creator,0.7724437,dbo:creator
-dbp:successor,dbp:primeminister,0.6601572,dbp:primeminister
-dbp:religiousaffiliation,dbp:affiliation,0.7202069,dbo:country
-dbo:owner,dbp:owner,0.76570225,dbp:owner
-dbo:managerclub,dbp:youthclubs,0.41512367,dbp:youthclubs
-dbp:architecture,dbo:author,0.2760455,dbp:design
-dbp:origin,dbp:primeminister,0.29667193,dbp:label
-dbp:locationtown,dbp:owner,0.4339045,dbo:country
-dbo:recordedin,dbp:artist,0.28619757,dbo:birthplace
-dbp:branch,dbo:commander,0.595145,dbo:country
-dbo:almamater,dbo:almamater,0.663137,None
-dbo:deathplace,dbo:director,0.34890968,dbo:deathplace
-dbp:programminglanguage,dbo:author,0.4202631,dbo:language
-dbo:nationality,dbo:country,0.27813122,dbo:birthplace
-dbp:currentmembers,dbp:artist,0.95697474,dbp:label
-dbp:restingplace,dbp:education,0.33331466,dbo:restingplace
-dbo:child,dbo:commander,0.38021255,dbo:parent
-dbo:deathplace,dbp:primeminister,0.31809995,dbo:country
-dbo:team,dbo:formerteam,0.5089226,dbp:birthplace
-dbo:restingplace,dbo:country,0.58397746,dbp:education
-dbp:teamname,dbo:sport,0.6737192,None
-dbo:tenant,dbp:owner,0.58352387,None
-dbo:operatingsystem,dbo:operatingsystem,0.84486604,dbp:operatingsystem
-dbo:deathplace,dbp:education,0.15388547,dbp:race
-dbo:series,dbo:author,0.4857721,dbo:knownfor
-dbp:cities,dbp:cities,0.49662775,dbo:deathplace
-dbo:sport,dbo:sport,0.9955213,dbo:sport
-dbo:artist,dbp:artist,0.38741812,dbp:artist
-dbp:children,dbp:label,0.16853867,dbo:deathplace
-dbp:nationality,dbo:author,0.35859665,dbo:location
-dbp:borough,dbo:ingredient,0.16493934,dbo:birthplace
-dbo:location,dbo:country,0.5540799,dbo:location
-dbp:birthplace,dbp:education,0.26528153,dbp:birthplace
-dbp:battles,dbp:primeminister,0.30193624,dbp:birthplace
-dbo:manufacturer,dbo:author,0.38059306,dbp:manufacturer
-dbo:manufacturer,dbo:manufacturer,0.6250248,dbo:manufacturer
-dbp:architecturalstyle,dbo:author,0.16792642,dbo:architect
-dbo:successor,dbp:education,0.45455515,dbo:commander
-dbo:languagefamily,dbp:region,0.9714327,dbo:language
-dbp:music,dbo:creator,0.39276507,dbp:artist
-dbo:nonfictionsubject,dbo:author,0.2937743,dbp:affiliation
-dbo:architecturalstyle,dbp:owner,0.5095748,dbp:area
-dbp:operatingsystem,dbo:operatingsystem,0.4462316,dbo:operatingsystem
-dbp:nationalorigin,dbo:manufacturer,0.6300164,dbo:manufacturer
-dbo:origin,dbo:manufacturer,0.5157337,dbo:manufacturer
-dbo:occupation,dbo:author,0.31411043,dbo:occupation
-dbo:occupation,dbo:director,0.30903333,None
-dbo:deathplace,dbo:country,0.26515704,dbo:deathplace
-dbo:country,dbo:deathplace,0.3256211,dbo:country
-dbp:cityserved,dbo:country,0.38397956,dbp:city
-dbp:playedfor,dbo:formerteam,0.892383,dbo:formerteam
-dbo:locatedinarea,dbo:country,0.25903094,dbp:owner
-dbp:location,dbp:education,0.20990753,dbo:deathplace
-dbo:starring,dbo:formerteam,0.2591406,dbp:starring
-dbo:associatedband,dbp:education,0.40953046,dbp:birthplace
-dbo:parentcompany,dbp:affiliation,0.26161665,dbo:country
-dbo:commandstructure,dbp:owner,0.20420295,dbp:owner
-dbp:highschool,dbp:artist,0.17074777,dbp:birthplace
-dbp:employer,dbp:primeminister,0.44770652,None
-dbp:location,dbo:country,0.159923,dbo:deathplace
-dbp:almamater,dbp:education,0.37764168,dbp:education
-dbp:leader,dbo:country,0.6664703,dbp:successor
-dbo:university,dbp:race,0.08918257,dbo:director
-dbo:battle,dbo:commander,0.5840352,dbp:battles
-dbp:author,dbo:author,0.49789613,dbo:author
-dbo:outflow,dbo:country,0.19272617,dbp:outflow
-dbp:genre,dbo:author,0.3297503,dbp:artist
-dbp:region,dbo:almamater,0.167524,dbp:region
-dbp:characters,dbo:creator,0.45484456,dbp:characters
-dbo:currency,dbo:country,0.5087819,dbo:country
-dbo:owningcompany,dbo:creator,0.17798197,dbp:owner
-dbp:children,dbp:primeminister,0.16057545,dbo:award
-dbp:narrated,dbo:author,0.53588486,dbp:artist
-dbo:monarch,dbp:primeminister,0.18482266,dbo:country
-dbp:placeofburial,dbo:director,0.24979384,dbo:restingplace
-dbp:developer,dbp:owner,0.31145024,dbp:developer
-dbo:stateoforigin,dbo:family,0.3199097,dbo:country
-dbp:line,dbo:sport,0.3737474,dbo:owner
-dbp:origin,dbo:country,0.6564525,dbp:manufacturer
-dbp:locationcountry,dbo:commander,0.6213783,dbo:country
-dbp:buildingtype,dbp:owner,0.30804455,dbo:origin
-dbo:computingplatform,dbo:operatingsystem,0.52414644,dbp:successor
-dbp:spouse,dbo:creator,0.29011923,dbo:deathplace
-dbo:starring,dbo:institution,0.36197704,dbo:director
-dbp:deathplace,dbo:creator,0.26051867,dbo:deathplace
-dbp:owner,dbo:author,0.24875525,dbp:affiliation
-dbp:affiliation,dbo:sport,0.6721557,dbp:affiliation
-dbp:placeofburial,dbo:commander,0.45525888,dbo:restingplace
-dbo:commandstructure,dbo:manufacturer,0.28387704,dbp:battles
-dbo:commandstructure,dbo:manufacturer,0.25910485,dbp:role
-dbp:playedfor,dbo:formerteam,0.98449856,dbp:playedfor
-dbp:playedfor,dbo:formerteam,0.93921614,dbo:formerteam
-dbp:knownfor,dbo:formerteam,0.7392239,dbo:almamater
-dbo:producer,dbo:director,0.989622,dbo:director
-dbo:architect,dbp:education,0.39444262,dbo:author
-dbo:occupation,dbo:creator,0.13339297,dbo:author
-dbp:meaning,dbo:country,0.26815808,dbp:name
-dbp:country,dbo:country,0.41635108,dbo:location
-dbp:distributor,dbo:director,0.4953371,dbo:employer
-dbo:cinematography,dbo:director,0.62271273,dbo:director
-dbo:type,dbo:ingredient,0.6278609,dbo:ingredient
-dbp:neighboringmunicipalities,dbo:country,0.32965204,dbo:birthplace
-dbp:neighboringmunicipalities,dbp:owner,0.2626274,dbo:deathplace
-dbo:homestadium,dbp:league,0.6867591,dbp:league
-dbo:hubairport,dbo:country,0.46140116,dbp:headquarters
-dbo:largestcity,dbo:country,0.7728961,dbo:country
-dbo:birthplace,dbo:author,0.19189322,dbo:location
-dbp:office,dbo:institution,0.3323073,dbo:almamater
-dbp:starring,dbo:creator,0.2949889,dbo:author
-dbo:service,dbp:education,0.45851746,dbp:owner
-dbo:award,dbp:education,0.6269109,None
-dbo:birthplace,dbo:country,0.5105453,dbo:deathplace
-dbo:foundedby,dbo:author,0.48615476,dbp:area
-dbp:currency,dbo:country,0.37754104,dbo:currency
-dbo:currency,dbo:country,0.5802247,dbo:country
-dbo:spouse,dbp:primeminister,0.45536366,dbo:commander
-dbp:publisher,dbp:label,0.2710806,dbp:developer
-dbp:successor,dbp:education,0.37509722,None
-dbp:label,dbp:artist,0.5370665,dbp:label
-dbp:assembly,dbp:owner,0.30264258,dbo:assembly
-dbo:product,dbo:author,0.42293534,dbo:parent
-dbo:series,dbo:author,0.35379595,dbo:author
-dbp:college,dbp:education,0.2636713,dbp:birthplace
-dbp:almamater,dbp:owner,0.5124444,None
-dbp:engine,dbo:manufacturer,0.48025262,dbo:manufacturer
-dbp:officialname,dbo:ingredient,0.4082971,dbp:country
-dbp:field,dbp:owner,0.44400397,dbp:venue
-dbo:voice,dbp:education,0.122421816,dbo:creator
-dbp:spouse,dbo:award,0.24524537,dbo:deathplace
-dbo:doctoralstudent,dbo:almamater,0.3320907,dbo:doctoralstudent
-dbp:associatedacts,dbp:education,0.31410354,dbp:label
-dbo:spouse,dbp:education,0.35489458,dbp:birthplace
-dbo:battle,dbo:commander,0.9383056,dbo:country
-dbo:narrator,dbp:artist,0.25610903,None
-dbp:name,dbp:owner,0.46909982,None
-dbo:manager,dbp:owner,0.5945927,None
-dbo:writer,dbo:director,0.52128595,dbo:director
-dbo:routeend,dbp:owner,0.22116773,dbp:owner
-dbo:occupation,dbo:author,0.18086943,None
-dbo:developer,dbo:author,0.64367694,dbp:developer
-dbp:cities,dbp:cities,0.8565855,dbp:cities
-dbp:sisterstations,dbp:area,0.9939499,dbp:area
-dbo:relative,dbo:almamater,0.24455544,dbo:creator
-dbp:notablecommanders,dbo:commander,0.39271572,dbo:commander
-dbo:award,dbo:commander,0.24212551,dbo:almamater
-dbo:manufacturer,dbo:manufacturer,0.6698824,dbo:manufacturer
-dbo:manufacturer,dbo:manufacturer,0.53463525,dbo:manufacturer
-dbp:awards,dbo:award,0.9916152,dbp:awards
-dbp:mascot,dbo:sport,0.29944655,dbp:affiliation
-dbp:race,dbp:race,0.99445456,dbp:race
-dbp:flagbearer,dbo:formerteam,0.38924843,dbp:rank
-dbp:album,dbp:artist,0.9355019,dbp:artist
-dbo:relative,dbo:veneratedin,0.5084705,dbo:veneratedin
-dbp:design,dbp:owner,0.20782979,dbp:design
-dbo:occupation,dbo:award,0.7352814,None
-dbp:inflow,dbo:country,0.2837661,dbo:country
-dbo:language,dbp:artist,0.34866583,dbo:language
-dbp:race,dbp:race,0.9733114,dbp:race
-dbo:race,dbp:race,0.9567068,dbp:race
-dbp:chancellor,dbo:almamater,0.26480666,dbo:deathplace
-dbp:governor,dbp:primeminister,0.42168948,dbp:education
-dbp:governor,dbp:primeminister,0.30021736,dbp:education
-dbo:manufacturer,dbo:author,0.64833236,dbp:manufacturer
-dbp:starring,dbo:director,0.4687452,dbo:director
-dbo:starring,dbp:label,0.32540372,dbo:director
-dbo:related,dbo:country,0.30610952,dbp:manufacturer
-dbp:education,dbp:education,0.7967846,dbp:education
-dbo:almamater,dbo:almamater,0.36117932,dbo:almamater
-dbp:creator,dbp:artist,0.59512466,dbo:creator
-dbo:musicby,dbp:artist,0.48171565,dbp:music
-dbo:location,dbo:country,0.5594798,dbo:deathplace
-dbo:operator,dbo:ingredient,0.38670373,dbp:manufacturer
-dbo:nationality,dbo:country,0.2419293,dbo:deathplace
-dbp:deathplace,dbo:almamater,0.264792,dbo:deathplace
-dbp:houses,dbp:membership,0.20180264,dbp:houses
-dbp:awards,dbo:award,0.46273586,dbo:award
-dbo:occupation,dbp:affiliation,0.16648938,dbo:occupation
-dbo:occupation,dbo:author,0.19529742,dbo:deathplace
-dbo:wineregion,dbo:country,0.6050014,dbo:deathplace
-dbp:allegiance,dbp:primeminister,0.26402083,dbp:birthplace
-dbo:relative,dbo:institution,0.3494947,dbo:relative
-dbp:state,dbp:region,0.29992363,None
-dbp:region,dbp:region,0.29504302,dbp:region
-dbo:kingdom,dbo:family,0.26025087,None
-dbp:producer,dbo:director,0.3833194,dbp:artist
-dbo:narrator,dbo:author,0.34884647,dbo:director
-dbp:city,dbp:league,0.43675536,dbp:city
-dbp:city,dbp:city,0.9812688,dbp:owner
-dbo:ingredient,dbo:ingredient,0.7449214,dbo:ingredient
-dbo:ingredient,dbo:ingredient,0.8862446,dbo:ingredient
-dbp:birthplace,dbo:award,0.9051804,dbo:birthplace
-dbp:battles,dbo:commander,0.8229087,dbp:primeminister
-dbo:placeofburial,dbo:commander,0.44814235,dbo:deathplace
-dbp:champion,dbo:formerteam,0.8267507,dbp:team
-dbo:almamater,dbp:education,0.5446769,None
-dbo:university,dbp:education,0.39831606,dbo:director
-dbo:almamater,dbo:commander,0.30878937,dbo:award
-dbp:area,dbo:country,0.69435686,dbo:country
-dbo:bandmember,dbp:artist,0.840266,dbp:label
-dbo:movement,dbo:author,0.67077446,dbo:occupation
-dbo:parentorganisation,dbo:author,0.5416305,dbp:owner
-dbp:creator,dbo:author,0.3563214,dbo:country
-dbo:leader,dbo:commander,0.2965191,dbp:successor
-dbo:knownfor,dbo:director,0.32777014,None
-dbo:service,dbp:label,0.17107868,dbp:products
-dbo:literarygenre,dbo:creator,0.28144664,dbo:occupation
-dbo:launchsite,dbp:label,0.13737953,dbo:manufacturer
-dbp:nationalteam,dbo:formerteam,0.3796916,dbp:managerclubs
-dbo:stateoforigin,dbo:award,0.18886441,dbo:country
-dbo:bandmember,dbp:artist,0.47742215,dbo:occupation
-dbp:party,dbp:primeminister,0.64967066,dbo:order
-dbp:party,dbp:primeminister,0.91161466,None
-dbo:institution,dbp:education,0.34502757,dbo:institution
-dbp:education,dbp:education,0.59138554,dbp:education
-dbp:crosses,dbp:owner,0.44284916,dbp:design
-dbo:owner,dbp:owner,0.74795777,dbp:owner
-dbo:developer,dbo:author,0.731216,dbo:designer
-dbp:lieutenant,dbp:education,0.7811978,None
-dbo:training,dbp:education,0.4911879,dbo:deathplace
-dbp:leadername,dbo:author,0.41278863,dbp:name
-dbo:parent,dbp:primeminister,0.2640215,dbo:parent
-dbp:poledriver,dbo:poledriver,0.98413694,dbo:poledriver
-dbp:poledriver,dbo:poledriver,0.9183406,dbo:poledriver
-dbp:governingbody,dbp:owner,0.37372443,dbp:governingbody
-dbp:doctoraladvisor,dbp:education,0.6538311,dbp:doctoraladvisor
-dbp:prizes,dbo:award,0.74548155,dbp:prizes
-dbp:line,dbp:owner,0.510768,dbo:owner
-dbp:manufacturer,dbp:manufacturer,0.5701846,dbp:manufacturer
-dbp:distributor,dbp:manufacturer,0.3140489,dbp:manufacturer
-dbo:neighboringmunicipality,dbo:country,0.3659376,dbp:borough
-dbo:incumbent,dbo:institution,0.19580252,dbp:birthplace
-dbo:location,dbp:owner,0.7814846,dbp:locationcountry
-dbo:location,dbp:owner,0.8248256,dbp:name
-dbp:homestadium,dbo:country,0.65057176,dbp:region
-dbp:region,dbp:artist,0.3882984,dbp:region
-dbp:region,dbo:country,0.3831907,dbp:region
-dbp:developer,dbo:author,0.37051037,dbp:developer
-dbo:developer,dbo:author,0.31179318,dbp:developer
-dbo:anthem,dbo:country,0.5321355,dbo:occupation
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+dbp:education,dbp:education,0.8112589,dbp:education
+dbp:crosses,dbp:affiliation,0.2629699,dbo:maintainedby
+dbo:owner,dbp:owner,0.68860555,dbp:owner
+dbo:developer,dbo:author,0.24349618,dbo:designer
+dbp:lieutenant,dbp:education,0.4542803,None
+dbo:training,dbp:education,0.6165257,dbo:deathplace
+dbp:leadername,dbo:author,0.31077644,dbp:name
+dbo:parent,dbp:primeminister,0.31695816,dbo:parent
+dbp:poledriver,dbo:poledriver,0.65974176,dbo:poledriver
+dbp:poledriver,dbo:poledriver,0.9123417,dbo:poledriver
+dbp:governingbody,dbp:owner,0.569928,dbp:governingbody
+dbp:doctoraladvisor,dbp:education,0.4404297,dbp:doctoraladvisor
+dbp:prizes,dbo:award,0.5474774,dbp:prizes
+dbp:line,dbp:owner,0.77367824,dbo:owner
+dbp:manufacturer,dbo:country,0.32539684,dbp:manufacturer
+dbp:distributor,dbp:manufacturer,0.31333527,dbp:manufacturer
+dbo:neighboringmunicipality,dbo:currency,0.45528936,dbp:borough
+dbo:incumbent,dbo:institution,0.36291587,dbp:birthplace
+dbo:location,dbp:owner,0.789327,dbp:locationcountry
+dbo:location,dbp:owner,0.34869736,dbp:name
+dbp:homestadium,dbo:country,0.40409413,dbp:region
+dbp:region,dbo:country,0.49263966,dbp:region
+dbp:region,dbo:country,0.42524472,dbp:region
+dbp:developer,dbo:operatingsystem,0.4038865,dbp:developer
+dbo:developer,dbo:author,0.3077142,dbp:developer
+dbo:anthem,dbp:artist,0.36393774,dbo:occupation
+dbp:president,dbo:almamater,0.3292846,dbo:almamater
+dbp:president,dbp:primeminister,0.30961826,dbp:education
+dbp:type,dbo:sport,0.3713562,dbo:type
+dbp:state,dbp:education,0.45287636,None
+dbp:presenter,dbo:creator,0.32950726,dbo:director
+dbp:locationcity,dbp:owner,0.12353652,dbp:owner
+dbp:training,dbp:education,0.31016874,dbp:birthplace
+dbo:majorshrine,dbp:education,0.25427115,dbo:deathplace
+dbo:majorshrine,dbp:owner,0.40168676,None
+dbo:chairman,dbo:country,0.18951677,dbp:owner
+dbp:placeofbirth,dbo:country,0.53124225,dbo:birthplace
+dbp:placeofdeath,dbo:country,0.18326288,dbo:deathplace
+dbo:formerbandmember,dbp:education,0.36645836,dbp:artist
+dbp:nationalteam,dbo:country,0.611767,dbp:team
+dbo:product,dbo:ingredient,0.31236345,dbo:deathplace
+dbo:designer,dbo:designer,0.8770714,dbo:designer
+dbp:children,dbo:almamater,0.2861168,dbo:deathplace
+dbp:haircolor,dbp:race,0.109274805,dbp:haircolor
+dbp:writers,dbo:creator,0.24801229,dbp:writers
+dbo:owner,dbp:owner,0.28781223,dbo:country
+dbo:party,dbp:primeminister,0.40933853,dbp:successor
+dbo:party,dbo:otherparty,0.24697265,dbp:primeminister
+dbo:headquarter,dbo:author,0.39417994,dbo:deathplace
+dbo:lieutenant,dbp:education,0.36134273,dbp:successor
+dbo:commander,dbo:commander,0.82939136,None
+dbo:team,dbp:owner,0.52450013,dbp:league
+dbp:parent,dbp:owner,0.5171594,dbo:country
+dbp:youthclubs,dbp:youthclubs,0.5117408,dbp:youthclubs
+dbo:almamater,dbo:institution,0.39480922,dbo:almamater
+dbo:computingplatform,dbo:operatingsystem,0.45287767,dbo:operatingsystem
+dbp:title,dbo:award,0.58969927,dbp:birthplace
+dbp:locationcountry,dbp:label,0.26688567,dbp:locationcountry
+dbo:sisterstation,dbp:area,0.9916865,dbp:area
+dbo:editor,dbo:author,0.5752379,dbp:country
+dbo:service,dbp:label,0.17269559,dbp:owner
+dbo:cinematography,dbo:director,0.22004843,dbo:director
+dbo:discoverer,dbo:currency,0.1633289,dbp:successor
+dbp:race,dbp:race,0.89389753,dbp:race
+dbo:tenant,dbo:ingredient,0.23701435,dbp:affiliation
+dbp:employer,dbo:sport,0.26368865,None
diff --git a/Neural graph module/df_train_a0.1_e50_b8.csv b/Neural graph module/df_train_a0.1_e50_b8.csv
index 51faa64..60c5e10 100644
--- a/Neural graph module/df_train_a0.1_e50_b8.csv	
+++ b/Neural graph module/df_train_a0.1_e50_b8.csv	
@@ -1,1119 +1,1119 @@
 correct_pred,prediction,pred_probability,gs_pred
-dbp:tenants,dbp:owner,0.69305116,None
-dbo:family,dbo:family,0.9978085,dbo:family
-dbo:wineregion,dbo:ingredient,0.38256827,dbp:region
-dbp:youthclubs,dbp:youthclubs,0.99336123,dbp:youthclubs
-dbo:timezone,dbo:country,0.13538195,dbo:country
-dbp:programminglanguage,dbo:operatingsystem,0.5776632,dbo:language
-dbo:type,dbo:ingredient,0.46069372,dbo:country
-dbp:successor,dbp:primeminister,0.37165785,dbp:successor
-dbp:owner,dbp:owner,0.9735357,dbp:owner
-dbp:teamname,dbo:sport,0.5126013,dbp:city
-dbo:executiveproducer,dbo:author,0.22498485,dbo:creator
-dbp:constituency,dbp:primeminister,0.56750524,dbp:constituency
-dbo:county,dbp:membership,0.5770484,dbo:routestart
-dbp:starring,dbo:creator,0.21253492,dbp:starring
-dbo:territory,dbo:commander,0.28358057,dbp:owner
-dbp:music,dbp:artist,0.6335062,dbo:author
-dbp:deathcause,dbp:education,0.1842223,dbo:commander
-dbp:editor,dbp:primeminister,0.6881386,dbp:owner
-dbp:starring,dbo:director,0.39260328,dbp:starring
-dbp:combatant,dbo:family,0.3513528,dbo:creator
-dbp:distributor,dbp:manufacturer,0.3240742,dbp:manufacturer
-dbo:board,dbo:author,0.26340023,dbp:education
-dbp:garrison,dbp:affiliation,0.3638954,dbo:country
-dbp:managerclubs,dbp:owner,0.31707639,dbp:managerclubs
-dbp:team,dbo:institution,0.5440396,dbp:league
-dbo:director,dbo:director,0.5840111,dbo:director
-dbp:location,dbo:formerteam,0.40195024,dbo:deathplace
-dbp:order,dbo:almamater,0.40279523,dbo:almamater
-dbp:battles,dbo:commander,0.77295953,dbp:primeminister
-dbo:governmenttype,dbo:country,0.30924794,dbp:label
-dbo:award,dbo:award,0.995717,dbo:award
-dbp:services,dbo:operatingsystem,0.22998759,dbo:service
-dbp:origin,dbo:country,0.80819255,dbo:birthplace
-dbo:formerteam,dbo:formerteam,0.64527684,None
-dbo:deathplace,dbp:cities,0.30207008,dbo:deathplace
-dbp:subject,dbo:director,0.20148316,dbo:author
-dbo:origin,dbo:manufacturer,0.51020825,dbp:manufacturer
-dbo:family,dbo:family,0.99897623,dbo:family
-dbo:bronzemedalist,dbo:sport,0.3235524,dbo:silvermedalist
-dbo:majorshrine,dbo:almamater,0.5042621,dbo:deathplace
-dbp:presenter,dbo:creator,0.17989871,dbo:creator
-dbp:restingplace,dbo:commander,0.32501304,dbo:deathplace
-dbo:almamater,dbp:education,0.8801616,dbo:almamater
-dbo:locationcity,dbp:owner,0.9062357,dbo:birthplace
-dbp:successor,dbo:manufacturer,0.46080366,dbo:operatingsystem
-dbo:director,dbo:director,0.9751209,dbo:director
-dbo:maintainedby,dbo:country,0.80521804,dbo:maintainedby
-dbo:restingplace,dbo:director,0.20909621,dbo:deathplace
-dbp:ground,dbo:sport,0.40247586,dbp:headquarters
-dbo:relative,dbo:formerteam,0.23620875,dbp:artist
-dbo:veneratedin,dbo:veneratedin,0.9964893,dbo:veneratedin
-dbo:country,dbo:country,0.9532823,dbo:country
-dbp:youthclubs,dbp:youthclubs,0.96972746,dbp:youthclubs
-dbp:occupation,dbp:primeminister,0.48471528,dbo:deathplace
-dbp:education,dbp:education,0.44822854,dbp:education
-dbo:institution,dbo:country,0.2968262,dbo:almamater
-dbp:cities,dbp:cities,0.9374356,dbp:cities
-dbp:owner,dbp:owner,0.4705463,dbp:owner
-dbo:instrument,dbo:award,0.4735076,dbo:occupation
-dbo:birthplace,dbp:owner,0.15100439,dbo:birthplace
-dbp:allegiance,dbo:commander,0.18253836,dbo:country
-dbo:literarygenre,dbo:author,0.3736775,dbo:literarygenre
-dbo:genre,dbo:ingredient,0.36367092,dbo:occupation
-dbo:debutteam,dbo:formerteam,0.8783077,dbp:team
-dbo:occupation,dbo:country,0.20444334,None
-dbp:region,dbp:region,0.99233633,dbp:region
-dbo:notablework,dbp:artist,0.27622512,dbo:almamater
-dbp:designer,dbo:manufacturer,0.13956293,dbo:parent
-dbo:relative,dbp:education,0.19716965,dbo:spouse
-dbo:birthplace,dbp:education,0.30382985,None
-dbo:country,dbo:country,0.7222394,dbo:country
-dbo:occupation,dbo:formerteam,0.21311754,dbo:deathplace
-dbp:writer,dbo:creator,0.40730667,dbo:creator
-dbp:children,dbp:primeminister,0.5476008,dbp:primeminister
-dbo:series,dbo:creator,0.53125817,dbo:knownfor
-dbo:firstdriver,dbo:poledriver,0.75049794,dbo:poledriver
-dbo:relation,dbo:commander,0.24817456,dbo:deathplace
-dbp:affiliation,dbp:affiliation,0.6787062,None
-dbo:occupation,dbo:award,0.81653947,None
-dbo:editing,dbo:award,0.70079863,dbo:director
-dbo:commander,dbo:commander,0.91199684,None
-dbo:occupation,dbo:deathplace,0.23146218,None
-dbo:formerteam,dbo:formerteam,0.955186,dbo:formerteam
-dbo:executiveproducer,dbo:director,0.708611,dbo:creator
-dbp:playedfor,dbo:formerteam,0.71039224,dbo:formerteam
-dbp:products,dbo:author,0.8228676,dbo:occupation
-dbp:nearestcity,dbp:owner,0.12050513,dbp:design
-dbp:leadertitle,dbo:country,0.5115623,dbo:commander
-dbp:relatives,dbo:institution,0.11166532,dbo:parent
-dbp:playedfor,dbo:formerteam,0.93634456,dbo:formerteam
-dbo:musicby,dbp:label,0.53003633,dbp:name
-dbo:commander,dbo:commander,0.98383766,dbo:commander
-dbp:nationalorigin,dbo:manufacturer,0.2942718,dbo:manufacturer
-dbo:formerteam,dbo:formerteam,0.85752755,dbo:formerteam
-dbo:deathplace,dbo:deathplace,0.91265845,dbo:deathplace
-dbp:birthplace,dbp:education,0.44934914,dbo:deathplace
-dbp:type,dbo:sport,0.28775737,dbp:country
-dbp:employer,dbo:author,0.19707526,None
-dbp:state,dbp:education,0.30879146,dbo:almamater
-dbp:screenplay,dbo:director,0.7108195,dbo:author
-dbo:formerteam,dbo:formerteam,0.94774044,dbo:formerteam
-dbo:employer,dbp:primeminister,0.7217958,dbo:employer
-dbo:writer,dbp:artist,0.9085045,dbp:artist
-dbp:architect,dbp:owner,0.2741644,None
-dbp:executiveproducer,dbo:director,0.21800323,dbo:executiveproducer
-dbo:director,dbo:director,0.9567758,dbo:director
-dbo:institution,dbo:institution,0.9462605,dbo:institution
-dbo:deathplace,dbo:deathplace,0.22209813,dbo:deathplace
-dbo:order,dbo:ingredient,0.5695188,dbo:order
-dbo:formerteam,dbo:formerteam,0.95708185,dbo:formerteam
-dbp:founder,dbo:award,0.58765566,dbp:area
-dbp:affiliation,dbp:affiliation,0.9532403,dbp:affiliation
-dbo:knownfor,dbo:author,0.307621,dbo:country
-dbp:firstdriver,dbo:poledriver,0.92925256,dbo:poledriver
-dbp:religiousaffiliation,dbp:affiliation,0.6044737,dbo:origin
-dbp:league,dbp:league,0.9345544,dbp:league
-dbo:party,dbp:primeminister,0.5736732,dbo:deathplace
-dbp:order,dbo:country,0.38707152,dbo:deathplace
-dbo:river,dbp:owner,0.2954786,dbo:country
-dbo:computingplatform,dbo:author,0.42142767,dbo:operatingsystem
-dbp:outflow,dbp:cities,0.17544429,dbp:outflow
-dbo:network,dbp:owner,0.1570402,dbo:network
-dbp:fields,dbo:author,0.5175602,dbo:institution
-dbp:animator,dbo:director,0.9463972,dbo:director
-dbo:phylum,dbo:currency,0.17290284,dbo:phylum
-dbp:occupation,dbo:award,0.8122598,None
-dbo:maintainedby,dbp:owner,0.890378,dbo:maintainedby
-dbp:schooltype,dbo:sport,0.9239373,dbp:schooltype
-dbp:editor,dbo:country,0.25012797,dbp:owner
-dbo:countyseat,dbo:country,0.58368,dbo:country
-dbp:carries,dbp:owner,0.21707992,dbp:carries
-dbo:genre,dbp:artist,0.68731743,dbp:artist
-dbo:university,dbo:institution,0.80980814,dbo:director
-dbp:music,dbp:owner,0.30726245,dbp:artist
-dbo:officiallanguage,dbo:country,0.6519949,dbo:language
-dbo:silvermedalist,dbp:league,0.23667045,dbo:silvermedalist
-dbo:profession,dbo:author,0.29578266,dbp:education
-dbo:parentorganisation,dbo:creator,0.2014037,dbp:headquarters
-dbo:poledriver,dbo:poledriver,0.9832292,dbo:poledriver
-dbo:family,dbo:family,0.9982674,dbo:family
-dbo:silvermedalist,dbo:country,0.3580733,dbo:silvermedalist
-dbp:assembly,dbo:country,0.26422614,dbp:region
-dbp:locationcountry,dbo:country,0.7954158,dbp:locationcountry
-dbo:party,dbp:primeminister,0.8856852,dbo:party
-dbp:deathplace,dbp:owner,0.31413853,dbo:deathplace
-dbo:deathplace,dbo:country,0.37900212,dbo:deathplace
-dbo:relative,dbp:education,0.1553969,dbo:spouse
-dbp:label,dbp:label,0.98143435,dbp:label
-dbp:office,dbp:education,0.21743427,None
-dbo:bandmember,dbp:artist,0.14854307,dbp:label
-dbo:spouse,dbp:owner,0.20635967,dbo:spouse
-dbp:region,dbp:region,0.9852283,dbp:region
-dbp:doctoraladvisor,dbp:education,0.8083753,dbp:successor
-dbo:board,dbp:owner,0.22702691,dbp:label
-dbo:spouse,dbo:almamater,0.18315718,dbo:author
-dbp:region,dbp:region,0.9064781,dbp:region
-dbp:education,dbp:education,0.9281427,dbp:education
-dbp:membership,dbo:country,0.80900204,dbp:membership
-dbp:animator,dbo:director,0.7097191,dbo:director
-dbp:currentclub,dbp:owner,0.39873657,dbp:owner
-dbp:predecessor,dbp:manufacturer,0.30305856,dbp:manufacturer
-dbo:academicdiscipline,dbo:country,0.39573228,dbo:academicdiscipline
-dbp:material,dbo:manufacturer,0.51453453,dbo:occupation
-dbo:album,dbp:artist,0.89301556,dbp:artist
-dbp:headquarters,dbp:headquarters,0.22073147,dbp:headquarters
-dbp:almamater,dbo:almamater,0.62882566,dbo:almamater
-dbp:battles,dbo:commander,0.21908107,dbp:education
-dbp:firstteam,dbp:firstteam,0.9967476,dbp:firstteam
-dbo:commander,dbo:commander,0.9764593,dbo:commander
-dbp:nickname,dbo:creator,0.36901307,dbo:creator
-dbo:parentcompany,dbo:almamater,0.69479126,dbo:country
-dbp:firstteam,dbp:firstteam,0.9985209,dbp:firstteam
-dbp:placeofbirth,dbp:cities,0.11217854,dbo:location
-dbo:kingdom,dbo:family,0.22499657,None
-dbp:citizenship,dbo:deathplace,0.1844418,dbo:location
-dbp:almamater,dbp:affiliation,0.70628554,dbo:almamater
-dbp:manufacturer,dbp:manufacturer,0.96944684,dbp:manufacturer
-dbp:designer,dbp:race,0.17790021,dbo:designer
-dbo:sport,dbo:sport,0.97140366,dbo:sport
-dbp:headquarters,dbp:owner,0.7469646,dbp:headquarters
-dbp:veneratedin,dbo:veneratedin,0.6789969,dbo:veneratedin
-dbo:family,dbo:family,0.9997192,dbo:family
-dbo:firstascentperson,dbp:owner,0.25522712,dbp:name
-dbo:deathplace,dbo:deathplace,0.98281705,dbo:deathplace
-dbp:religion,dbp:education,0.3803924,dbp:birthplace
-dbp:keypeople,dbo:institution,0.36008757,dbp:keypeople
-dbp:locationcity,dbp:owner,0.28902596,dbo:country
-dbo:managerclub,dbp:youthclubs,0.5566145,dbp:youthclubs
-dbp:writer,dbp:artist,0.8564248,dbp:artist
-dbo:formerteam,dbo:formerteam,0.9816125,dbo:formerteam
-dbo:country,dbo:country,0.31465194,dbo:country
-dbp:characters,dbo:creator,0.41752073,dbo:knownfor
-dbp:chairman,dbp:artist,0.39177635,dbp:successor
-dbp:keypeople,dbo:author,0.3762593,dbo:author
-dbo:manufacturer,dbo:manufacturer,0.95875293,dbo:manufacturer
-dbo:musicby,dbo:director,0.5176646,dbo:author
-dbo:partner,dbp:primeminister,0.2726586,dbo:occupation
-dbo:manufacturer,dbo:manufacturer,0.92825663,dbo:manufacturer
-dbp:office,dbo:author,0.12077032,dbo:occupation
-dbp:garrison,dbo:commander,0.24416898,dbo:institution
-dbp:prizes,dbo:award,0.25576076,dbo:award
-dbp:mainingredient,dbo:country,0.43491468,dbo:ingredient
-dbo:successor,dbp:education,0.24834876,dbo:successor
-dbp:discipline,dbo:author,0.95552856,dbo:country
-dbp:design,dbp:owner,0.22626314,dbp:design
-dbp:predecessor,dbo:manufacturer,0.62685084,dbo:manufacturer
-dbp:notablecommanders,dbo:commander,0.32564104,dbo:country
-dbp:firstteam,dbp:firstteam,0.99461466,dbp:firstteam
-dbo:team,dbo:formerteam,0.959219,dbo:formerteam
-dbo:operator,dbo:director,0.2545235,dbo:owner
-dbp:chancellor,dbo:almamater,0.2952538,dbp:affiliation
-dbo:origin,dbo:ingredient,0.32729685,dbo:birthplace
-dbp:narrated,dbo:director,0.9083625,dbo:executiveproducer
-dbo:debutteam,dbo:creator,0.25143448,dbp:team
-dbo:athletics,dbp:league,0.5136229,None
-dbp:owner,dbp:owner,0.6699934,None
-dbo:sport,dbo:sport,0.997389,None
-dbp:battles,dbo:currency,0.36498734,dbo:country
-dbo:currency,dbo:currency,0.86597234,dbo:currency
-dbo:creator,dbo:creator,0.89920104,dbo:creator
-dbp:firstaired,dbo:country,0.20844899,dbo:country
-dbp:owners,dbp:owner,0.14047268,dbp:owner
-dbp:location,dbp:owner,0.29374406,dbp:owner
-dbo:county,dbo:country,0.9789275,dbo:routestart
-dbp:company,dbp:label,0.39699015,dbp:successor
-dbo:authority,dbo:almamater,0.26500732,dbo:author
-dbo:affiliation,dbo:sport,0.68231887,dbp:affiliation
-dbp:almamater,dbo:almamater,0.931481,dbo:almamater
-dbo:poledriver,dbo:poledriver,0.9714854,dbo:poledriver
-dbp:fields,dbp:education,0.22718921,dbo:institution
-dbo:creator,dbo:creator,0.9766865,dbo:creator
-dbo:institution,dbp:education,0.9125808,dbp:education
-dbo:employer,dbo:institution,0.31358153,None
-dbp:screenplay,dbo:director,0.2804593,dbo:director
-dbp:region,dbo:author,0.20929247,dbp:region
-dbp:director,dbo:author,0.15819956,dbo:author
-dbp:employer,dbp:owner,0.14677426,dbp:membership
-dbo:gender,dbo:currency,0.21276663,dbp:label
-dbo:ground,dbp:league,0.47314402,dbp:league
-dbp:nationality,dbo:country,0.86232066,dbp:nationality
-dbo:nonfictionsubject,dbo:author,0.4906212,dbp:maininterests
-dbo:primeminister,dbp:primeminister,0.5215831,dbp:primeminister
-dbo:league,dbo:country,0.8144093,dbp:league
-dbo:designer,dbo:designer,0.8759537,dbo:designer
-dbo:education,dbp:education,0.6040128,dbp:borough
-dbo:regionserved,dbo:country,0.41813442,dbo:deathplace
-dbo:designer,dbo:designer,0.9335277,dbo:designer
-dbo:location,dbo:manufacturer,0.32779294,dbo:deathplace
-dbp:athletics,dbp:affiliation,0.34198144,None
-dbp:archipelago,dbp:cities,0.7428443,dbo:country
-dbp:stadium,dbp:league,0.6464023,dbp:league
-dbo:tenant,dbp:owner,0.827644,None
-dbo:spouse,dbo:country,0.17297181,dbo:spouse
-dbo:parentcompany,dbp:owner,0.40789512,dbp:owner
-dbo:associatedmusicalartist,dbp:race,0.23468535,dbp:label
-dbo:award,dbo:award,0.9846895,dbo:award
-dbp:nationality,dbo:commander,0.2707567,dbp:nationality
-dbp:destinations,dbp:league,0.16841795,dbp:headquarters
-dbp:developer,dbo:manufacturer,0.23976289,dbo:designer
-dbp:successor,dbo:manufacturer,0.31870833,dbp:successor
-dbp:operator,dbo:country,0.26713535,dbp:owner
-dbo:hubairport,dbp:owner,0.23944645,dbo:targetairport
-dbo:partner,dbp:primeminister,0.55665076,dbp:birthplace
-dbp:headquarters,dbp:owner,0.60568964,dbp:owner
-dbp:borough,dbp:borough,0.84416604,dbp:borough
-dbp:placeofburial,dbo:commander,0.9235769,dbo:restingplace
-dbo:genre,dbp:artist,0.8196056,dbo:occupation
-dbo:university,dbp:education,0.63365614,dbo:director
-dbo:formerteam,dbo:formerteam,0.92794657,dbo:formerteam
-dbo:almamater,dbo:sport,0.9395112,dbp:education
-dbp:race,dbp:race,0.9549854,dbp:race
-dbo:writer,dbp:artist,0.33503884,dbp:artist
-dbo:owner,dbp:owner,0.36390725,dbp:owner
-dbo:manufacturer,dbo:manufacturer,0.9927739,dbo:manufacturer
-dbp:music,dbo:creator,0.2986168,dbp:title
-dbo:territory,dbp:cities,0.1970172,dbo:commander
-dbp:label,dbp:label,0.97658175,dbp:label
-dbo:manufacturer,dbo:manufacturer,0.95798314,dbo:manufacturer
-dbo:editing,dbo:award,0.5324023,dbo:director
-dbo:executiveproducer,dbo:creator,0.62900037,dbo:creator
-dbp:citizenship,dbo:deathplace,0.45845813,dbo:location
-dbo:voice,dbo:creator,0.62632936,dbo:voice
-dbp:writer,dbo:director,0.47500944,dbo:director
-dbo:presenter,dbo:presenter,0.8531964,dbo:presenter
-dbp:associatedacts,dbp:artist,0.6570711,dbp:artist
-dbo:subsidiary,dbo:manufacturer,0.6453396,dbo:employer
-dbo:associatedmusicalartist,dbp:youthclubs,0.18669595,dbp:artist
-dbo:education,dbo:almamater,0.37194154,dbp:education
-dbp:meaning,dbo:author,0.18077491,dbp:name
-dbp:nationality,dbo:country,0.46192443,dbo:location
-dbp:language,dbo:country,0.2384053,None
-dbo:debutteam,dbo:formerteam,0.49195996,dbp:birthplace
-dbp:borough,dbp:borough,0.9716718,dbp:borough
-dbp:race,dbp:race,0.63990736,dbp:race
-dbo:ingredient,dbo:ingredient,0.3241911,dbo:ingredient
-dbo:country,dbo:country,0.98450506,dbo:country
-dbp:parent,dbo:manufacturer,0.9496766,dbp:headquarters
-dbo:commandstructure,dbo:commander,0.31162122,dbp:affiliation
-dbo:almamater,dbo:almamater,0.8866925,dbo:almamater
-dbp:services,dbo:operatingsystem,0.9512604,dbo:operatingsystem
-dbp:race,dbp:race,0.9983668,dbp:race
-dbo:university,dbo:institution,0.51985955,dbp:birthplace
-dbp:sisternames,dbo:creator,0.2836761,dbp:affiliation
-dbp:starring,dbo:creator,0.7625329,dbo:creator
-dbp:cities,dbp:cities,0.8893151,dbp:cities
-dbp:draftteam,dbo:formerteam,0.8919676,dbo:formerteam
-dbo:officiallanguage,dbo:country,0.48204035,dbo:language
-dbo:nearestcity,dbo:deathplace,0.14785148,None
-dbo:athletics,dbo:sport,0.9166433,None
-dbp:race,dbp:race,0.9998324,dbp:race
-dbo:primeminister,dbp:primeminister,0.7787764,dbp:primeminister
-dbp:training,dbo:director,0.47886294,dbp:education
-dbo:tenant,dbp:owner,0.6195529,dbo:formerteam
-dbp:keypeople,dbp:label,0.2801695,None
-dbp:destinations,dbp:cities,0.34295392,dbo:deathplace
-dbp:manufacturer,dbo:author,0.2734215,dbp:manufacturer
-dbp:keypeople,dbo:author,0.40096733,dbp:keypeople
-dbp:thememusiccomposer,dbp:artist,0.302344,dbp:writer
-dbo:manufacturer,dbo:manufacturer,0.9333345,dbo:manufacturer
-dbo:tenant,dbo:formerteam,0.47161746,dbo:birthplace
-dbp:notablecommanders,dbo:commander,0.52931345,dbo:country
-dbp:awards,dbo:award,0.8279034,dbo:award
-dbp:poledriver,dbo:poledriver,0.9862883,dbo:poledriver
-dbp:primeminister,dbp:primeminister,0.94067365,dbp:primeminister
-dbp:playedfor,dbo:formerteam,0.96299165,dbo:formerteam
-dbp:leader,dbp:primeminister,0.70341253,None
-dbp:branch,dbp:primeminister,0.2470797,dbo:country
-dbp:foundation,dbo:country,0.38016436,dbo:location
-dbo:battle,dbo:commander,0.68039596,dbo:battle
-dbp:license,dbo:author,0.47594398,dbp:developer
-dbp:developer,dbo:author,0.28321424,dbo:employer
-dbo:employer,dbo:creator,0.17676693,None
-dbo:publisher,dbo:author,0.4571646,dbo:occupation
-dbp:governor,dbp:education,0.30809608,dbp:education
-dbo:race,dbp:race,0.6383922,dbp:race
-dbp:cities,dbp:cities,0.5625952,dbp:cities
-dbp:name,dbo:formerteam,0.750231,dbp:name
-dbo:maintainedby,dbp:membership,0.20925945,dbo:maintainedby
-dbo:mountainrange,dbp:owner,0.29884207,dbo:mountainrange
-dbo:producer,dbo:director,0.48674577,dbo:director
-dbp:publisher,dbo:creator,0.12352281,dbp:artist
-dbo:location,dbo:country,0.3576767,dbo:birthplace
-dbp:broadcastarea,dbo:country,0.6121869,dbo:country
-dbo:coach,dbo:formerteam,0.8968612,dbp:name
-dbp:training,dbp:education,0.4405732,dbp:birthplace
-dbo:nationality,dbo:country,0.49663988,dbo:location
-dbp:owner,dbp:owner,0.37690336,dbp:owner
-dbo:notablework,dbp:education,0.655164,dbo:almamater
-dbo:occupation,dbp:label,0.24752882,dbo:deathplace
-dbo:profession,dbo:veneratedin,0.35330144,dbo:occupation
-dbp:firstdriver,dbo:poledriver,0.9477832,dbo:poledriver
-dbo:producer,dbo:director,0.5402195,dbo:executiveproducer
-dbp:workinstitutions,dbp:education,0.5382889,dbo:institution
-dbo:language,dbo:country,0.24962324,None
-dbp:athletics,dbo:sport,0.7951368,dbo:sport
-dbp:arena,dbo:formerteam,0.43627027,dbp:arena
-dbo:director,dbo:director,0.975745,dbo:director
-dbo:assembly,dbo:manufacturer,0.13729337,dbo:manufacturer
-dbp:products,dbp:membership,0.11117475,dbo:parent
-dbp:purpose,dbp:membership,0.3140449,dbp:headquarters
-dbp:majorshrine,dbo:veneratedin,0.5195808,dbp:cities
-dbp:battles,dbo:commander,0.4953629,dbp:name
-dbp:mission,dbp:education,0.20997077,dbo:award
-dbp:distributor,dbo:manufacturer,0.16886093,dbp:manufacturer
-dbp:canonizedby,dbp:canonizedby,0.82410544,dbp:canonizedby
-dbp:magazine,dbo:author,0.6940361,dbp:magazine
-dbp:education,dbp:education,0.86682314,None
-dbp:spouse,dbp:primeminister,0.4697344,dbo:spouse
-dbp:locationcountry,dbo:country,0.42508057,dbo:country
-dbp:artist,dbp:artist,0.9329831,dbp:artist
-dbp:position,dbo:formerteam,0.9638635,dbp:position
-dbp:city,dbp:city,0.99870193,dbo:creator
-dbp:company,dbo:author,0.3245202,dbp:label
-dbp:city,dbp:city,0.9997613,dbo:creator
-dbp:successor,dbo:manufacturer,0.98172355,dbp:successor
-dbo:river,dbp:owner,0.48723295,dbo:country
-dbp:author,dbo:author,0.47556397,dbo:author
-dbo:employer,dbp:owner,0.22430429,None
-dbp:education,dbp:education,0.4065207,dbp:education
-dbp:commander,dbo:commander,0.46197557,dbo:commander
-dbo:layout,dbo:manufacturer,0.9228999,dbo:manufacturer
-dbp:constituency,dbp:owner,0.59463894,dbo:deathplace
-dbo:coach,dbo:formerteam,0.61133504,dbp:owner
-dbp:state,dbo:sport,0.37268457,dbp:youthclubs
-dbo:destination,dbp:membership,0.17265566,dbp:headquarters
-dbp:owner,dbp:owner,0.99261487,dbo:deathplace
-dbo:recordedin,dbp:artist,0.66729224,dbo:deathplace
-dbp:almamater,dbo:almamater,0.20456621,dbp:name
-dbp:workinstitutions,dbo:institution,0.34244964,dbo:institution
-dbo:country,dbo:country,0.9777346,dbo:deathplace
-dbp:firstdriver,dbo:poledriver,0.81661576,dbo:poledriver
-dbp:education,dbp:education,0.93327177,None
-dbo:team,dbp:education,0.30503836,dbp:youthclubs
-dbp:artist,dbp:artist,0.7970764,dbo:country
-dbo:writer,dbo:author,0.5176146,dbo:creator
-dbo:knownfor,dbo:formerteam,0.6851341,dbo:occupation
-dbp:magazine,dbo:author,0.68939716,dbp:magazine
-dbp:race,dbp:race,0.9940593,dbp:race
-dbo:network,dbo:award,0.37727273,dbo:creator
-dbp:league,dbp:league,0.94110465,dbp:league
-dbo:debutteam,dbo:formerteam,0.78606373,dbp:birthplace
-dbo:mouthmountain,dbp:education,0.33603626,dbo:deathplace
-dbp:houses,dbo:country,0.4263167,dbp:houses
-dbo:destination,dbo:country,0.36303106,dbp:headquarters
-dbo:education,dbp:education,0.7577712,dbp:education
-dbp:album,dbp:artist,0.36031643,dbp:album
-dbp:broadcastarea,dbp:area,0.2779408,dbp:area
-dbo:author,dbo:author,0.5193491,dbo:author
-dbo:family,dbo:family,0.99943095,dbo:family
-dbp:magazine,dbo:author,0.487533,dbp:magazine
-dbo:deathplace,dbp:education,0.35362273,dbo:deathplace
-dbp:education,dbp:education,0.9731214,None
-dbo:sport,dbo:sport,0.9641845,None
-dbo:developer,dbo:author,0.23051499,dbo:operatingsystem
-dbp:mascot,dbo:country,0.3489159,dbp:league
-dbo:institution,dbo:institution,0.7537785,dbo:institution
-dbo:programmeformat,dbp:area,0.91350675,dbp:area
-dbp:rank,dbo:commander,0.27888608,dbo:commander
-dbp:designer,dbp:owner,0.23671816,dbp:owner
-dbo:militarybranch,dbo:country,0.29145002,dbp:owner
-dbp:artist,dbp:artist,0.9869977,dbp:artist
-dbp:firstteam,dbp:firstteam,0.9959009,dbp:firstteam
-dbp:mother,dbo:commander,0.52792794,dbp:mother
-dbp:music,dbo:director,0.63545996,dbp:writer
-dbo:militaryunit,dbp:primeminister,0.52134985,dbp:birthplace
-dbo:timezone,dbp:region,0.17516811,dbo:country
-dbo:birthplace,dbo:formerteam,0.9850668,dbp:education
-dbp:battles,dbo:commander,0.4617429,None
-dbo:designer,dbo:designer,0.8736713,dbo:designer
-dbo:sport,dbo:sport,0.99685425,None
-dbo:restingplace,dbo:award,0.2607088,dbo:deathplace
-dbo:academicdiscipline,dbp:affiliation,0.9300498,dbo:academicdiscipline
-dbp:relatives,dbp:owner,0.41728348,dbp:education
-dbo:institution,dbo:institution,0.73730046,dbo:institution
-dbo:knownfor,dbp:primeminister,0.48039535,dbo:almamater
-dbo:related,dbo:ingredient,0.44087917,dbo:ingredient
-dbo:homestadium,dbo:country,0.12923354,dbp:headquarters
-dbo:operatingsystem,dbo:operatingsystem,0.97801,None
-dbp:services,dbo:author,0.49168038,dbp:area
-dbp:birthplace,dbp:education,0.29488406,dbp:race
-dbp:league,dbp:league,0.9892853,dbp:league
-dbp:city,dbo:formerteam,0.6636532,dbp:city
-dbo:deathcause,dbo:currency,0.22926189,dbp:deathcause
-dbo:rivermouth,dbp:cities,0.37964368,dbp:name
-dbo:notablework,dbp:education,0.1689311,dbo:occupation
-dbo:manufacturer,dbo:manufacturer,0.30848384,dbo:manufacturer
-dbp:employer,dbo:commander,0.12649764,dbo:award
-dbo:restingplace,dbo:deathplace,0.18275496,dbo:restingplace
-dbp:discipline,dbo:author,0.6920678,dbo:country
-dbp:starring,dbo:director,0.7592122,dbo:director
-dbo:county,dbo:country,0.5401904,dbo:routestart
-dbo:author,dbo:author,0.99518687,dbo:author
-dbo:division,dbo:order,0.78696334,None
-dbp:type,dbo:creator,0.18296659,dbo:ingredient
-dbp:associatedacts,dbo:creator,0.22555365,dbp:artist
-dbo:country,dbo:country,0.97428405,dbo:deathplace
-dbp:cities,dbp:cities,0.92040086,dbp:cities
-dbo:type,dbp:education,0.3136472,dbo:country
-dbo:almamater,dbo:almamater,0.28649813,dbo:almamater
-dbp:characters,dbo:currency,0.43825454,dbo:author
-dbo:university,dbo:almamater,0.39490774,dbo:director
-dbo:currency,dbo:currency,0.9596718,dbo:currency
-dbp:arena,dbp:owner,0.21286406,dbp:league
-dbp:playedfor,dbp:league,0.7738798,dbo:formerteam
-dbp:notableworks,dbo:creator,0.28770655,dbo:knownfor
-dbp:fields,dbp:education,0.4872339,dbo:institution
-dbp:membership,dbp:membership,0.87465024,dbp:membership
-dbp:manufacturer,dbp:manufacturer,0.924236,dbp:manufacturer
-dbo:family,dbo:family,0.8435332,None
-dbo:starring,dbo:director,0.51920235,dbo:director
-dbo:city,dbp:education,0.5001975,dbo:deathplace
-dbp:houses,dbp:primeminister,0.3207308,dbp:houses
-dbp:primeminister,dbp:primeminister,0.9331873,dbp:primeminister
-dbp:doctoralstudents,dbo:institution,0.19167283,dbo:almamater
-dbo:training,dbp:education,0.65488774,dbo:training
-dbp:director,dbp:artist,0.7382326,dbo:director
-dbo:regionserved,dbp:education,0.32355264,dbp:region
-dbo:deathplace,dbp:education,0.25823784,dbo:deathplace
-dbp:maininterests,dbo:author,0.5510247,dbp:maininterests
-dbp:broadcastarea,dbp:owner,0.3937486,dbp:owner
-dbo:colour,dbo:ingredient,0.13555212,dbp:owner
-dbp:starring,dbo:creator,0.22394459,dbp:artist
-dbp:fields,dbo:sport,0.30411327,dbp:region
-dbp:school,dbo:almamater,0.14908077,dbp:birthplace
-dbo:successor,dbo:manufacturer,0.3893247,dbo:operatingsystem
-dbo:network,dbo:manufacturer,0.31667218,None
-dbp:area,dbp:area,0.8109379,dbo:deathplace
-dbo:season,dbp:league,0.6216381,dbp:league
-dbo:timezone,dbo:currency,0.290884,dbo:country
-dbp:youthclubs,dbp:youthclubs,0.83533984,dbp:youthclubs
-dbo:starring,dbp:city,0.21214393,dbo:creator
-dbp:artist,dbp:artist,0.70892745,dbo:country
-dbp:commandstructure,dbo:commander,0.20675941,dbp:commandstructure
-dbp:nickname,dbo:sport,0.50390023,dbp:city
-dbp:deathplace,dbo:deathplace,0.30264863,dbo:deathplace
-dbo:militaryrank,dbo:commander,0.23887658,dbo:commander
-dbo:primeminister,dbp:primeminister,0.79021704,dbp:primeminister
-dbo:college,dbp:education,0.85013366,dbp:birthplace
-dbo:team,dbo:formerteam,0.9596385,dbp:birthplace
-dbp:manager,dbp:owner,0.39368737,dbp:manager
-dbp:primeminister,dbp:primeminister,0.981559,dbp:primeminister
-dbo:manufacturer,dbo:manufacturer,0.98655635,dbo:manufacturer
-dbo:ingredient,dbo:ingredient,0.9783401,dbo:ingredient
-dbp:design,dbp:owner,0.59429955,dbp:design
-dbp:country,dbo:country,0.85931545,dbo:location
-dbo:illustrator,dbo:director,0.2190664,dbo:author
-dbp:address,dbp:owner,0.22235306,dbp:owner
-dbo:trainer,dbp:artist,0.1853177,dbp:birthplace
-dbp:nationality,dbo:country,0.42508373,dbp:primeminister
-dbp:province,dbp:affiliation,0.4862145,dbo:country
-dbp:homestadium,dbo:sport,0.314738,dbp:region
-dbp:parent,dbo:manufacturer,0.44334832,dbo:parent
-dbp:artist,dbp:artist,0.9652613,dbp:artist
-dbo:deathcause,dbp:artist,0.29298764,dbp:fields
-dbp:origin,dbp:education,0.39854136,dbp:origin
-dbo:predecessor,dbo:manufacturer,0.73550636,dbp:successor
-dbp:allegiance,dbo:commander,0.42240605,dbp:primeminister
-dbp:governor,dbp:education,0.27090114,dbp:education
-dbp:playedfor,dbo:formerteam,0.97211593,dbp:playedfor
-dbo:subsequentwork,dbp:artist,0.80663645,dbp:artist
-dbo:formerteam,dbo:formerteam,0.6007186,dbo:formerteam
-dbp:awards,dbo:award,0.56689066,dbo:award
-dbp:league,dbp:league,0.9718847,dbp:league
-dbo:race,dbo:formerteam,0.46543026,dbp:race
-dbp:rank,dbo:commander,0.38397217,dbo:commander
-dbo:targetairport,dbo:country,0.7168346,dbo:targetairport
-dbp:designer,dbp:artist,0.30172232,dbp:manufacturer
-dbo:subsidiary,dbo:manufacturer,0.2654069,None
-dbo:parentcompany,dbp:owner,0.50235957,dbp:headquarters
-dbp:membership,dbp:membership,0.9345568,dbo:deathplace
-dbo:manager,dbp:owner,0.44325045,None
-dbo:origin,dbo:currency,0.29460168,dbo:origin
-dbp:affiliation,dbp:affiliation,0.9889992,dbp:affiliation
-dbo:family,dbo:family,0.94247985,dbp:birthplace
-dbo:locatedinarea,dbp:owner,0.23500179,dbp:owner
-dbo:origin,dbp:education,0.18083078,dbo:origin
-dbp:music,dbo:creator,0.3922988,dbo:author
-dbo:author,dbo:author,0.839125,dbo:author
-dbo:commander,dbo:commander,0.95902115,dbo:commander
-dbo:division,dbo:order,0.5173806,None
-dbp:governor,dbo:institution,0.2382748,dbp:education
-dbo:founder,dbo:country,0.6815242,dbo:country
-dbp:associatedacts,dbp:artist,0.30953264,dbp:artist
-dbp:mascot,dbo:sport,0.1840491,dbp:city
-dbo:keyperson,dbo:award,0.95972115,dbp:area
-dbp:appointer,dbp:education,0.45499915,dbo:deathplace
-dbp:buildingtype,dbo:director,0.4726079,dbo:knownfor
-dbp:primeminister,dbp:primeminister,0.67838264,dbp:primeminister
-dbp:state,dbp:primeminister,0.2794978,dbo:country
-dbo:author,dbo:author,0.36477342,dbo:author
-dbo:director,dbo:director,0.94254106,dbo:director
-dbp:label,dbp:label,0.9577881,dbp:label
-dbp:successor,dbp:artist,0.15589105,dbp:education
-dbp:founded,dbo:director,0.5636135,dbp:owner
-dbo:commander,dbo:commander,0.9764463,dbo:commander
-dbo:family,dbo:family,0.8687712,dbp:birthplace
-dbp:league,dbp:league,0.9946755,dbp:league
-dbo:occupation,dbp:education,0.22333972,None
-dbp:president,dbp:education,0.44391587,dbp:education
-dbp:carries,dbp:owner,0.23789798,dbp:carries
-dbo:order,dbo:family,0.826996,dbo:knownfor
-dbo:city,dbp:owner,0.46266052,dbp:name
-dbp:artist,dbp:artist,0.62691075,dbp:artist
-dbo:doctoralstudent,dbp:education,0.6947166,dbo:doctoralstudent
-dbp:starring,dbo:author,0.2768411,dbo:director
-dbp:title,dbp:youthclubs,0.22330643,dbp:title
-dbo:operatingsystem,dbo:operatingsystem,0.99806625,None
-dbp:lyrics,dbp:label,0.51737076,dbp:music
-dbp:debutteam,dbo:formerteam,0.8627229,dbo:debutteam
-dbp:placeofbirth,dbo:formerteam,0.2772991,dbo:birthplace
-dbp:genre,dbo:author,0.6003875,dbp:country
-dbo:poledriver,dbo:poledriver,0.9842948,dbo:poledriver
-dbo:parent,dbp:primeminister,0.19798434,dbo:parent
-dbp:characters,dbo:author,0.29243168,dbp:country
-dbp:cities,dbp:cities,0.7680954,dbp:cities
-dbo:portrayer,dbo:director,0.18907541,dbp:starring
-dbp:sisterstations,dbp:area,0.9890013,dbp:owner
-dbp:genre,dbo:sport,0.9477851,dbp:artist
-dbp:maininterests,dbp:education,0.20940645,dbo:occupation
-dbo:nearestcity,dbp:cities,0.80202967,dbp:cities
-dbp:primeminister,dbp:education,0.24502216,dbp:education
-dbo:relation,dbo:commander,0.23854208,dbo:award
-dbp:fields,dbp:artist,0.29351225,dbo:institution
-dbo:training,dbp:education,0.52931684,dbp:birthplace
-dbp:purpose,dbo:author,0.39312655,dbp:headquarters
-dbp:area,dbp:area,0.78571653,dbp:area
-dbp:children,dbp:primeminister,0.36832315,dbo:occupation
-dbo:garrison,dbp:owner,0.4332072,dbo:deathplace
-dbp:team,dbp:education,0.8542662,dbp:league
-dbp:doctoraladvisor,dbp:education,0.53067046,dbp:successor
-dbo:architect,dbo:almamater,0.22071144,dbo:architect
-dbo:award,dbo:award,0.96912766,dbo:award
-dbp:area,dbp:area,0.81830156,dbo:deathplace
-dbo:programminglanguage,dbo:operatingsystem,0.9927625,dbo:language
-dbp:residence,dbp:primeminister,0.50271666,dbp:birthplace
-dbo:director,dbo:director,0.99241567,dbo:director
-dbp:parent,dbo:author,0.35896778,dbo:country
-dbp:sisterstations,dbp:area,0.994191,dbp:area
-dbo:ideology,dbp:affiliation,0.51434493,dbo:country
-dbp:label,dbp:label,0.93595946,dbp:label
-dbp:university,dbp:education,0.3674929,dbo:occupation
-dbo:manufacturer,dbo:manufacturer,0.98661464,dbo:manufacturer
-dbp:successor,dbp:primeminister,0.9421038,dbp:successor
-dbp:programminglanguage,dbo:operatingsystem,0.80969673,dbo:language
-dbp:keypeople,dbo:author,0.2936908,None
-dbp:veneratedin,dbo:commander,0.39641488,dbp:birthplace
-dbp:residence,dbo:country,0.41585854,dbp:nationality
-dbo:nearestcity,dbp:cities,0.42410275,dbp:cities
-dbp:birthplace,dbo:country,0.3473119,dbo:deathplace
-dbp:related,dbo:country,0.16849689,dbp:region
-dbp:language,dbp:artist,0.45105144,dbp:artist
-dbp:placeofbirth,dbo:otherparty,0.32832977,dbo:deathplace
-dbp:thememusiccomposer,dbo:creator,0.74390805,dbp:writer
-dbo:ideology,dbp:primeminister,0.28051597,dbo:country
-dbo:significantbuilding,dbp:artist,0.26702648,dbo:deathplace
-dbp:magazine,dbo:author,0.43702275,dbp:magazine
-dbo:owner,dbo:country,0.23764533,dbp:owner
-dbp:prizes,dbo:award,0.8781296,dbo:award
-dbo:product,dbo:manufacturer,0.36219636,dbp:products
-dbo:division,dbp:label,0.39343703,dbp:successor
-dbp:label,dbp:label,0.96786946,dbp:label
-dbp:affiliation,dbp:affiliation,0.85540015,dbp:affiliation
-dbp:youthclubs,dbo:formerteam,0.69479287,dbp:youthclubs
-dbp:inflow,dbp:cities,0.61612934,dbo:country
-dbo:chairman,dbp:education,0.2249949,dbp:owner
-dbo:recordedin,dbp:label,0.42303595,dbp:label
-dbo:religion,dbo:ingredient,0.30814964,dbp:label
-dbp:owner,dbp:owner,0.9817504,dbp:owner
-dbo:operator,dbo:country,0.8387935,dbp:manufacturer
-dbo:capital,dbo:country,0.33710942,dbo:capital
-dbp:company,dbp:owner,0.581909,dbo:presenter
-dbo:ideology,dbp:affiliation,0.21349221,dbo:country
-dbp:membership,dbp:owner,0.31123123,dbp:membership
-dbp:employer,dbo:author,0.22185709,None
-dbo:almamater,dbp:education,0.4885003,dbo:almamater
-dbo:academicadvisor,dbo:almamater,0.3067955,dbo:deathplace
-dbo:series,dbp:artist,0.3713941,dbo:creator
-dbp:area,dbp:area,0.99873656,dbp:area
-dbp:parent,dbo:manufacturer,0.28329217,dbo:parent
-dbo:basedon,dbo:author,0.5324362,dbo:author
-dbo:executiveproducer,dbp:owner,0.13106488,dbo:creator
-dbp:champion,dbp:league,0.14735064,dbo:country
-dbp:city,dbp:city,0.99286413,dbo:creator
-dbp:poledriver,dbo:poledriver,0.95666033,dbo:poledriver
-dbo:birthplace,dbo:country,0.5120027,dbp:youthclubs
-dbo:birthplace,dbp:owner,0.29337808,dbp:birthplace
-dbp:nationalorigin,dbo:manufacturer,0.6584545,dbo:manufacturer
-dbp:guests,dbo:creator,0.88208073,dbo:executiveproducer
-dbo:spouse,dbp:primeminister,0.2923799,dbp:birthplace
-dbo:product,dbo:author,0.7647411,dbo:parent
-dbo:species,dbo:ingredient,0.38043314,dbo:species
-dbo:largestcity,dbo:country,0.28487176,dbp:cities
-dbp:successor,dbo:almamater,0.4314631,None
-dbo:otherparty,dbo:otherparty,0.9667241,dbo:otherparty
-dbo:veneratedin,dbo:veneratedin,0.9879431,None
-dbo:team,dbo:formerteam,0.9564899,dbo:formerteam
-dbp:birthplace,dbo:deathplace,0.42963192,dbo:deathplace
-dbo:servingrailwayline,dbp:borough,0.48082578,dbo:owner
-dbp:teamname,dbo:sport,0.704798,dbp:city
-dbp:editing,dbo:director,0.96247274,dbo:editing
-dbo:composer,dbp:artist,0.8292559,dbp:artist
-dbp:president,dbo:country,0.5016029,dbp:affiliation
-dbo:opponent,dbp:education,0.26164064,dbo:author
-dbp:jurisdiction,dbo:country,0.21629012,dbp:region
-dbo:officiallanguage,dbo:author,0.47261307,dbo:currency
-dbp:designer,dbo:formerteam,0.19070785,dbo:designer
-dbp:chairman,dbp:owner,0.39077902,dbp:owner
-dbp:affiliation,dbp:affiliation,0.37744105,dbp:affiliation
-dbo:origin,dbo:family,0.27358833,dbp:region
-dbo:award,dbo:award,0.9514351,dbp:awards
-dbo:managerclub,dbo:formerteam,0.29204533,dbp:youthclubs
-dbp:headquarters,dbo:country,0.37579605,dbo:deathplace
-dbp:artist,dbp:artist,0.96374124,dbp:artist
-dbo:bronzemedalist,dbp:owner,0.24255931,dbo:silvermedalist
-dbo:developer,dbo:author,0.78461087,dbp:label
-dbp:associatedacts,dbp:education,0.71174294,dbp:label
-dbp:combatant,dbo:commander,0.22232376,dbo:commander
-dbo:training,dbp:owner,0.34213847,dbo:training
-dbp:notableinstruments,dbo:manufacturer,0.60292983,None
-dbp:author,dbo:author,0.35081345,dbo:author
-dbo:colour,dbo:currency,0.4151365,dbp:name
-dbp:education,dbp:education,0.8013488,dbp:education
-dbo:creator,dbo:creator,0.9963452,dbo:creator
-dbo:country,dbo:country,0.97398776,dbo:country
-dbp:screenplay,dbp:label,0.48945963,dbo:director
-dbo:keyperson,dbo:author,0.30979627,dbp:keypeople
-dbo:award,dbo:award,0.95844483,dbo:award
-dbo:institution,dbo:almamater,0.39644712,dbp:education
-dbo:commander,dbo:commander,0.95557785,dbo:commander
-dbp:programminglanguage,dbo:operatingsystem,0.96260047,dbo:language
-dbp:inflow,dbp:cities,0.8404669,dbo:country
-dbo:parent,dbo:creator,0.2886347,dbp:education
-dbo:hometown,dbo:almamater,0.22779566,dbp:birthplace
-dbp:manufacturer,dbp:manufacturer,0.7477571,dbp:manufacturer
-dbo:producer,dbo:director,0.77132535,dbo:director
-dbo:deathplace,dbp:primeminister,0.22533858,dbo:deathplace
-dbo:river,dbp:cities,0.37859282,dbp:owner
-dbp:trainer,dbo:author,0.23135215,dbo:country
-dbp:awards,dbo:award,0.7509664,dbp:birthplace
-dbp:party,dbp:primeminister,0.37228012,dbo:almamater
-dbo:institution,dbo:country,0.6543702,dbo:institution
-dbo:nearestcity,dbo:commander,0.15665042,dbo:country
-dbo:origin,dbo:ingredient,0.27107346,dbo:origin
-dbo:birthplace,dbo:deathplace,0.27234033,dbo:deathplace
-dbo:school,dbo:sport,0.29221687,dbo:almamater
-dbp:debutteam,dbo:author,0.14203475,dbp:birthplace
-dbo:opponent,dbo:formerteam,0.28894007,dbo:opponent
-dbp:related,dbo:manufacturer,0.84642553,dbo:manufacturer
-dbp:combatant,dbo:commander,0.8980564,dbo:commander
-dbp:trainer,dbo:country,0.2450694,dbo:country
-dbp:club,dbp:artist,0.17962088,dbo:owner
-dbp:nationalteam,dbp:artist,0.40455112,dbp:birthplace
-dbp:primeminister,dbp:primeminister,0.99072003,dbp:primeminister
-dbp:battles,dbo:commander,0.5867911,dbo:deathplace
-dbo:starring,dbo:author,0.21283852,dbp:artist
-dbp:affiliation,dbp:affiliation,0.9816443,None
-dbp:haircolor,dbo:institution,0.18236062,dbp:haircolor
-dbo:successor,dbp:owner,0.4149121,None
-dbo:board,dbo:country,0.4668439,dbp:education
-dbp:club,dbp:primeminister,0.30745602,dbp:birthplace
-dbp:artist,dbp:artist,0.8592878,dbp:artist
-dbo:employer,dbo:creator,0.21648496,dbp:manufacturer
-dbp:foundation,dbp:cities,0.37046933,dbo:deathplace
-dbp:nationalteam,dbo:country,0.5091384,dbp:team
-dbp:restingplace,dbp:affiliation,0.24646454,dbo:restingplace
-dbp:residence,dbo:country,0.5243419,dbo:deathplace
-dbo:series,dbo:author,0.27747726,dbp:name
-dbo:notablework,dbo:author,0.24620292,dbo:almamater
-dbp:nationalteam,dbp:youthclubs,0.22280571,dbp:artist
-dbo:occupation,dbo:creator,0.28756768,dbo:deathplace
-dbo:stateoforigin,dbo:country,0.14111893,dbo:country
-dbp:playedfor,dbo:formerteam,0.7371326,None
-dbo:phylum,dbo:order,0.65947336,dbo:phylum
-dbo:birthplace,dbo:formerteam,0.51655006,dbp:label
-dbo:award,dbo:award,0.7471219,dbo:award
-dbp:maininterests,dbo:author,0.36359057,dbp:region
-dbo:launchsite,dbp:membership,0.27827987,dbp:garrison
-dbp:author,dbo:author,0.74793386,dbo:author
-dbo:computingplatform,dbo:manufacturer,0.34405002,dbp:operatingsystem
-dbo:country,dbo:country,0.8237288,dbo:country
-dbo:debutteam,dbp:artist,0.37252292,dbp:team
-dbp:neighboringmunicipalities,dbp:artist,0.21885476,dbp:neighboringmunicipalities
-dbp:stadium,dbp:league,0.43555838,dbo:ground
-dbp:leadername,dbp:artist,0.19223222,dbo:commander
-dbp:junction,dbp:owner,0.35375932,None
-dbp:placeofburial,dbp:owner,0.25072676,dbp:owner
-dbp:relatives,dbo:director,0.18114094,dbp:relatives
-dbp:os,dbo:manufacturer,0.30017164,dbo:operatingsystem
-dbp:pastteams,dbo:formerteam,0.91018546,dbo:formerteam
-dbp:awards,dbo:award,0.96902776,dbo:award
-dbo:writer,dbo:director,0.29119846,dbo:director
-dbo:nationality,dbp:primeminister,0.45993906,dbp:birthplace
-dbo:largestcity,dbp:cities,0.36642346,dbp:cities
-dbp:discipline,dbo:award,0.16827342,None
-dbo:commander,dbo:commander,0.96956605,dbo:commander
-dbp:placeofbirth,dbo:country,0.22155496,dbo:deathplace
-dbp:league,dbp:league,0.90247774,None
-dbp:race,dbp:race,0.6880223,dbp:race
-dbp:state,dbo:sport,0.92862856,dbo:deathplace
-dbp:genre,dbo:author,0.64130175,None
-dbp:hostcity,dbo:manufacturer,0.12612793,dbp:membership
-dbo:knownfor,dbo:formerteam,0.40336207,dbo:occupation
-dbo:knownfor,dbo:author,0.21033214,dbo:occupation
-dbp:author,dbo:author,0.88470656,dbo:author
-dbp:party,dbp:primeminister,0.65278697,dbo:almamater
-dbp:workinstitutions,dbp:owner,0.32170144,dbp:education
-dbp:role,dbo:commander,0.3691469,dbp:role
-dbo:distributor,dbp:label,0.19653891,dbo:parent
-dbo:county,dbp:membership,0.55712956,dbo:routestart
-dbp:school,dbo:sport,0.37512735,dbo:deathplace
-dbo:successor,dbp:owner,0.65747494,dbp:headquarters
-dbo:lyrics,dbp:artist,0.38349938,dbo:author
-dbp:writers,dbo:creator,0.43105668,dbp:writers
-dbo:maintainedby,dbp:owner,0.66008484,dbo:maintainedby
-dbp:poledriver,dbo:poledriver,0.81110245,dbo:poledriver
-dbo:partner,dbo:award,0.6281247,dbo:occupation
-dbp:president,dbp:education,0.19588663,dbp:education
-dbp:primeminister,dbp:primeminister,0.852186,dbp:primeminister
-dbo:publisher,dbo:author,0.27503538,dbo:employer
-dbo:doctoralstudent,dbo:author,0.3138578,dbo:doctoralstudent
-dbp:label,dbp:label,0.74781233,dbp:label
-dbp:guests,dbp:artist,0.45309892,dbp:writer
-dbp:largestcity,dbp:cities,0.18706034,dbp:area
-dbo:wineregion,dbp:artist,0.4580265,dbp:region
-dbo:operator,dbo:manufacturer,0.28984284,dbp:owner
-dbp:label,dbp:label,0.92565185,dbp:label
-dbo:inflow,dbo:country,0.1482868,dbp:inflow
-dbo:spouse,dbp:education,0.1948538,dbo:spouse
-dbo:almamater,dbo:almamater,0.4118269,dbo:almamater
-dbo:service,dbo:author,0.6415747,dbo:service
-dbo:predecessor,dbo:manufacturer,0.9419355,dbo:manufacturer
-dbp:party,dbp:primeminister,0.3699669,None
-dbo:almamater,dbo:almamater,0.6475884,dbo:almamater
-dbo:athletics,dbo:sport,0.8784821,dbp:name
-dbp:youthclubs,dbp:youthclubs,0.96110106,dbp:youthclubs
-dbp:league,dbp:league,0.5926055,None
-dbo:sport,dbo:sport,0.9864319,dbp:name
-dbp:destinations,dbo:country,0.54995817,dbo:deathplace
-dbp:country,dbp:label,0.18460321,dbp:owner
-dbo:outflow,dbp:cities,0.7993708,dbp:cities
-dbp:almamater,dbo:almamater,0.53682584,None
-dbp:race,dbp:race,0.9750353,dbp:race
-dbp:currentclub,dbp:owner,0.9650422,dbp:team
-dbo:relative,dbp:owner,0.34345245,dbp:artist
-dbp:arena,dbo:formerteam,0.34851572,dbp:arena
-dbp:pastmembers,dbp:artist,0.41585895,dbp:artist
-dbp:architecturalstyle,dbo:country,0.25117844,dbp:owner
-dbo:region,dbp:membership,0.16168481,dbp:garrison
-dbp:governor,dbp:owner,0.21962883,dbp:education
-dbo:formerteam,dbo:formerteam,0.97428733,dbo:formerteam
-dbo:parent,dbp:primeminister,0.31267664,dbo:occupation
-dbp:writer,dbp:artist,0.8098906,dbp:artist
-dbo:almamater,dbo:commander,0.24043718,dbp:education
-dbo:formerteam,dbo:formerteam,0.90866333,dbo:formerteam
-dbp:artist,dbp:artist,0.8078059,dbp:artist
-dbo:architecturalstyle,dbp:owner,0.5483841,dbp:area
-dbp:majorshrine,dbp:owner,0.148682,dbp:successor
-dbp:venue,dbp:membership,0.27213633,dbp:venue
-dbo:builder,dbo:country,0.55513555,dbo:location
-dbo:associatedmusicalartist,dbp:artist,0.3308149,dbo:occupation
-dbp:predecessor,dbp:education,0.41282865,dbp:successor
-dbp:residence,dbo:deathplace,0.7472468,dbo:deathplace
-dbo:doctoralstudent,dbo:almamater,0.18457218,dbo:doctoralstudent
-dbp:keypeople,dbp:owner,0.29553366,dbp:keypeople
-dbp:chairman,dbo:formerteam,0.3293794,dbp:owner
-dbo:ethnicity,dbp:region,0.33050025,dbo:occupation
-dbo:author,dbo:author,0.58725405,dbo:author
-dbp:subject,dbo:ingredient,0.2386949,dbo:author
-dbp:location,dbp:primeminister,0.3013904,dbp:education
-dbp:houses,dbo:country,0.40225422,dbp:houses
-dbo:ingredient,dbo:ingredient,0.98597693,dbo:ingredient
-dbp:battles,dbo:country,0.2603469,dbo:deathplace
-dbo:broadcastarea,dbo:country,0.28456205,dbp:area
-dbp:team,dbp:education,0.15904021,dbp:owner
-dbo:operatingsystem,dbo:operatingsystem,0.99336916,None
-dbp:employer,dbo:manufacturer,0.16874608,dbp:membership
-dbo:city,dbp:owner,0.52352935,dbp:city
-dbp:residence,dbo:country,0.5846836,dbo:birthplace
-dbp:birthplace,dbo:country,0.25180724,dbp:label
-dbo:bandmember,dbp:artist,0.54240084,dbp:artist
-dbp:education,dbp:education,0.8699461,dbp:education
-dbo:routestart,dbo:country,0.23587008,dbo:routestart
-dbo:wineregion,dbp:owner,0.21871732,dbp:region
-dbp:origin,dbo:ingredient,0.30646822,dbp:manufacturer
-dbo:publisher,dbp:label,0.50153977,dbo:author
-dbo:foundedby,dbo:country,0.17839706,dbo:country
-dbo:automobileplatform,dbo:ingredient,0.16042231,dbp:design
-dbo:director,dbo:director,0.89828324,dbo:director
-dbo:occupation,dbp:education,0.26852012,dbo:deathplace
-dbo:language,dbo:country,0.39411497,dbo:language
-dbp:gender,dbp:region,0.42682567,dbp:label
-dbp:battles,dbo:commander,0.5008081,dbo:deathplace
-dbo:institution,dbp:affiliation,0.59191376,dbp:affiliation
-dbo:militaryrank,dbo:sport,0.39074284,dbo:commander
-dbp:education,dbp:education,0.7587289,None
-dbp:birthdate,dbp:primeminister,0.2288961,dbp:team
-dbo:owner,dbo:country,0.41456372,dbp:owner
-dbo:director,dbo:director,0.87465,dbo:director
-dbo:executiveproducer,dbo:creator,0.89171875,dbo:creator
-dbp:nationalorigin,dbo:manufacturer,0.42046812,dbo:manufacturer
-dbo:ingredient,dbo:ingredient,0.98786,dbo:ingredient
-dbp:nationalteam,dbp:league,0.29428402,dbp:artist
-dbp:playedfor,dbo:formerteam,0.57115847,dbp:playedfor
-dbo:club,dbo:institution,0.60807836,dbp:birthplace
-dbo:veneratedin,dbo:veneratedin,0.9972837,None
-dbo:notablework,dbo:award,0.21471141,dbo:almamater
-dbp:state,dbp:education,0.7157876,None
-dbp:religion,dbp:education,0.4430517,dbp:president
-dbo:league,dbp:league,0.89976096,None
-dbp:canonizedby,dbp:canonizedby,0.99976176,dbp:canonizedby
-dbo:country,dbo:country,0.9431888,dbo:country
-dbp:doctoraladvisor,dbo:almamater,0.30101454,dbp:birthplace
-dbo:owner,dbo:country,0.16741678,dbo:country
-dbp:fields,dbo:award,0.7446715,dbp:area
-dbp:athletics,dbo:sport,0.9316395,dbo:sport
-dbp:successor,dbp:primeminister,0.89799005,dbp:successor
-dbo:launchsite,dbp:owner,0.37920845,dbo:manufacturer
-dbo:product,dbo:ingredient,0.51916796,dbo:occupation
-dbp:training,dbp:education,0.45167264,dbo:deathplace
-dbo:director,dbo:director,0.73864365,dbo:director
-dbo:academicadvisor,dbp:education,0.6624935,dbo:academicadvisor
-dbp:university,dbo:institution,0.22399817,dbo:university
-dbp:address,dbp:owner,0.59982735,dbp:owner
-dbp:editing,dbo:author,0.4735899,dbo:editing
-dbo:foundedby,dbp:owner,0.2900323,dbo:foundedby
-dbo:leader,dbo:country,0.30158016,dbo:country
-dbp:children,dbo:director,0.5088753,dbo:director
-dbp:pastteams,dbo:formerteam,0.91680497,dbo:formerteam
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-dbo:nationality,dbo:country,0.38838163,dbo:deathplace
-dbp:party,dbo:otherparty,0.6422104,dbo:otherparty
-dbo:director,dbo:director,0.99576676,dbo:director
-dbp:developer,dbo:designer,0.7511202,dbo:designer
-dbp:haircolor,dbp:race,0.7159336,dbp:haircolor
-dbp:mother,dbo:almamater,0.28040472,dbo:parent
-dbo:primeminister,dbp:primeminister,0.9909018,dbp:primeminister
-dbp:manager,dbp:owner,0.42333063,dbp:league
-dbp:governingbody,dbp:owner,0.69999224,dbo:presenter
-dbp:music,dbp:artist,0.7577543,dbp:artist
-dbo:assembly,dbo:country,0.38391876,dbo:manufacturer
-dbo:routestart,dbo:country,0.37232688,dbp:cities
-dbo:lieutenant,dbp:education,0.3051897,dbp:successor
-dbp:title,dbp:artist,0.48997557,dbo:parent
-dbp:borough,dbp:borough,0.9848274,dbp:borough
-dbp:title,dbp:education,0.29077744,dbo:country
-dbp:publisher,dbo:almamater,0.21543624,dbp:publisher
-dbo:parent,dbo:currency,0.26211658,dbo:parent
-dbo:veneratedin,dbo:veneratedin,0.993715,dbo:veneratedin
-dbo:child,dbp:primeminister,0.7858799,dbo:deathplace
-dbp:director,dbo:director,0.44135237,dbo:director
-dbp:fields,dbo:country,0.2249335,dbo:occupation
-dbo:routeend,dbp:borough,0.86294794,dbp:owner
-dbp:nationality,dbp:primeminister,0.51983154,dbo:formerteam
-dbp:artist,dbp:artist,0.8826625,dbp:artist
-dbp:developer,dbo:operatingsystem,0.53678656,dbp:developer
-dbp:nearestcity,dbp:primeminister,0.14460692,dbp:area
-dbo:profession,dbo:almamater,0.6460871,dbo:almamater
-dbo:jurisdiction,dbo:creator,0.1332133,dbo:deathplace
-dbp:constituency,dbo:country,0.3839001,dbp:successor
-dbp:president,dbp:primeminister,0.2626415,dbo:almamater
-dbp:type,dbp:affiliation,0.18720376,dbp:owner
-dbo:starring,dbp:label,0.19827355,dbo:director
-dbo:previouswork,dbp:artist,0.13847691,None
-dbo:commander,dbo:commander,0.92265373,dbo:commander
-dbp:genre,dbp:label,0.6099559,dbp:genre
-dbp:creators,dbo:creator,0.29371905,dbo:creator
-dbo:poledriver,dbo:poledriver,0.9622905,dbo:poledriver
-dbo:spouse,dbp:artist,0.7083778,dbp:birthplace
-dbp:locationcity,dbo:country,0.30100226,dbp:keypeople
-dbo:literarygenre,dbo:author,0.33088422,dbo:literarygenre
-dbo:birthplace,dbp:primeminister,0.6151001,dbp:birthplace
-dbp:allegiance,dbp:primeminister,0.6029178,dbp:primeminister
-dbp:animator,dbo:director,0.8784354,dbo:director
-dbo:relative,dbo:award,0.9598322,dbo:almamater
-dbo:institution,dbo:institution,0.8032339,dbo:institution
-dbp:membership,dbp:membership,0.7633639,dbo:deathplace
-dbp:owner,dbp:owner,0.98778206,None
-dbp:deputy,dbp:primeminister,0.4002969,dbp:successor
-dbo:operator,dbo:manufacturer,0.16669433,dbo:manufacturer
-dbp:affiliation,dbp:affiliation,0.852727,dbp:affiliation
-dbo:race,dbp:race,0.20919655,dbp:race
-dbo:owningcompany,dbp:owner,0.86608773,dbp:owner
-dbp:licensee,dbp:area,0.24548674,dbp:owner
-dbp:owner,dbp:firstteam,0.59055036,dbp:owner
-dbp:highschool,dbo:almamater,0.24922295,dbo:award
-dbp:owner,dbp:owner,0.7870287,None
-dbp:branch,dbo:country,0.21807347,dbo:country
-dbp:outflow,dbp:cities,0.62928975,dbo:deathplace
-dbo:license,dbo:operatingsystem,0.30649796,dbo:license
-dbp:languages,dbo:country,0.13960797,dbp:region
-dbo:writer,dbp:race,0.25300455,dbo:director
-dbo:order,dbo:order,0.9880717,dbo:order
-dbo:builder,dbo:country,0.20928487,dbp:name
-dbo:parent,dbo:award,0.4260999,dbo:parent
-dbp:designer,dbp:artist,0.2187833,dbo:manufacturer
-dbp:playedfor,dbp:league,0.4522306,dbo:formerteam
-dbo:regionserved,dbo:country,0.7114217,dbo:deathplace
-dbo:keyperson,dbp:owner,0.37046516,dbp:keypeople
-dbo:opponent,dbp:primeminister,0.19637212,dbo:deathplace
-dbp:residence,dbp:primeminister,0.40555593,dbp:successor
-dbp:international,dbo:author,0.3323406,dbo:veneratedin
-dbp:birthplace,dbo:poledriver,0.22137858,dbp:birthplace
-dbo:commander,dbo:commander,0.96551317,dbo:commander
-dbo:order,dbo:family,0.64418745,dbo:order
-dbo:mouthmountain,dbo:deathplace,0.27490586,dbo:deathplace
-dbp:deathplace,dbo:director,0.26094326,dbo:deathplace
-dbo:manufacturer,dbo:manufacturer,0.9686053,dbo:manufacturer
-dbp:style,dbo:almamater,0.50986695,dbp:design
-dbp:operatingsystem,dbo:author,0.37522814,dbp:genre
-dbp:relatives,dbo:author,0.24259335,dbp:relatives
-dbp:creator,dbo:author,0.42324665,dbo:author
-dbp:flagbearer,dbo:country,0.2437814,dbp:rank
-dbp:partner,dbo:commander,0.095232666,dbo:partner
-dbp:title,dbp:artist,0.14602414,dbp:title
-dbp:license,dbo:operatingsystem,0.4245845,dbo:license
-dbp:deathcause,dbo:author,0.14850214,dbo:commander
-dbo:author,dbo:author,0.8576771,dbo:author
-dbp:affiliations,dbp:owner,0.22336832,dbp:affiliation
-dbp:producer,dbo:author,0.35942578,dbo:director
-dbo:chairman,dbp:youthclubs,0.40339935,None
-dbp:nearestcity,dbp:artist,0.36326554,dbp:name
-dbo:nearestcity,dbo:country,0.2319538,dbo:deathplace
-dbp:poledriver,dbo:poledriver,0.89446646,dbo:poledriver
-dbp:publisher,dbo:author,0.37880835,dbo:creator
-dbo:primeminister,dbp:primeminister,0.36065614,dbp:primeminister
-dbp:manager,dbp:league,0.27661216,dbp:name
-dbp:country,dbp:affiliation,0.19932945,dbp:owner
-dbo:academicdiscipline,dbp:affiliation,0.5936467,dbo:academicdiscipline
-dbp:founded,dbp:affiliation,0.74809116,dbp:locationcountry
-dbo:commander,dbo:commander,0.8864373,dbo:commander
-dbo:rivermouth,dbp:owner,0.3022416,dbp:name
-dbo:associatedband,dbp:artist,0.65332484,dbp:artist
-dbo:academicadvisor,dbo:almamater,0.37973842,dbo:academicadvisor
-dbp:locationcountry,dbo:country,0.5060069,dbp:locationcountry
-dbp:college,dbo:institution,0.31374398,dbp:birthplace
-dbp:draftteam,dbo:formerteam,0.5908183,dbo:formerteam
-dbo:kingdom,dbo:family,0.94049436,None
-dbp:lyrics,dbo:creator,0.2122394,dbo:author
-dbo:formerteam,dbo:formerteam,0.77781117,dbo:formerteam
-dbp:recorded,dbp:label,0.4387848,dbp:label
-dbp:cities,dbp:cities,0.9279403,dbp:cities
-dbo:voice,dbo:creator,0.7520374,dbo:voice
-dbo:builder,dbo:author,0.26044273,dbo:builder
-dbp:recorded,dbp:label,0.25097844,dbp:label
-dbo:award,dbo:award,0.9854196,dbo:award
-dbo:team,dbo:formerteam,0.9149097,dbp:league
-dbo:ground,dbp:owner,0.3673656,dbp:league
-dbp:order,dbp:primeminister,0.31681782,None
-dbo:religion,dbo:veneratedin,0.92973804,None
-dbp:religion,dbo:otherparty,0.18130207,dbp:birthplace
-dbo:knownfor,dbo:formerteam,0.42315662,dbp:birthplace
-dbp:engine,dbo:manufacturer,0.26512986,dbp:manufacturer
-dbo:launchsite,dbp:artist,0.31920105,dbo:manufacturer
-dbp:domain,dbo:order,0.96220386,None
-dbo:otherparty,dbo:otherparty,0.9874691,dbo:otherparty
-dbp:locationcity,dbp:artist,0.16303156,dbo:country
-dbo:mountainrange,dbp:cities,0.5812342,dbo:mountainrange
-dbp:placeofdeath,dbo:country,0.48139194,dbo:deathplace
-dbo:foundedby,dbo:family,0.27304515,dbp:name
-dbo:commander,dbo:commander,0.9182979,dbo:commander
-dbo:owner,dbo:currency,0.27017522,dbp:owner
-dbp:role,dbo:commander,0.18596712,dbp:role
-dbo:ingredient,dbo:ingredient,0.996412,dbo:ingredient
-dbp:author,dbo:author,0.3890084,dbo:author
-dbo:owningcompany,dbo:country,0.17916934,dbp:owner
-dbo:developer,dbo:author,0.45550737,dbp:developer
-dbo:family,dbo:family,0.9866577,dbp:title
-dbp:firstdriver,dbo:poledriver,0.8015499,dbo:poledriver
-dbp:guests,dbp:label,0.5981701,dbp:guests
-dbo:capital,dbo:currency,0.23224172,dbp:region
-dbo:doctoraladvisor,dbp:education,0.68790805,dbp:successor
-dbp:almamater,dbp:education,0.8725239,dbo:almamater
-dbp:order,dbp:primeminister,0.46950844,dbo:deathplace
-dbp:architect,dbp:owner,0.21118456,None
-dbo:sport,dbo:sport,0.9055692,dbo:sport
-dbo:occupation,dbo:formerteam,0.26505268,dbo:deathplace
-dbo:author,dbo:author,0.6070558,dbo:author
-dbp:officialname,dbo:country,0.1505429,dbp:country
-dbp:relatives,dbo:author,0.34573665,dbp:artist
-dbo:almamater,dbp:education,0.9284541,dbo:almamater
-dbp:province,dbo:country,0.4685464,dbp:affiliation
-dbp:garrison,dbo:commander,0.7981055,dbo:deathplace
-dbp:maininterests,dbp:primeminister,0.29538217,dbp:maininterests
-dbo:award,dbo:award,0.8428567,dbo:award
-dbo:employer,dbp:primeminister,0.3330561,None
-dbp:club,dbp:race,0.12711674,dbp:team
-dbo:family,dbo:family,0.9955929,dbo:family
-dbo:service,dbo:country,0.21418262,dbp:name
-dbo:order,dbo:order,0.94200116,dbo:order
-dbp:narrated,dbo:director,0.4468106,dbp:country
-dbp:residence,dbo:deathplace,0.76025945,dbo:deathplace
-dbo:field,dbo:family,0.16338998,None
-dbp:playedfor,dbo:formerteam,0.96711797,dbo:formerteam
-dbp:youthclubs,dbp:youthclubs,0.86758226,dbp:youthclubs
-dbo:author,dbo:author,0.9779458,dbo:author
-dbp:hometown,dbo:country,0.5538854,dbo:deathplace
-dbp:album,dbp:artist,0.8685823,dbp:artist
-dbo:creator,dbo:author,0.37392575,None
-dbo:creator,dbo:creator,0.94350576,dbo:creator
-dbo:almamater,dbo:almamater,0.60404444,None
-dbo:gender,dbo:sport,0.333809,dbo:religion
-dbo:knownfor,dbo:formerteam,0.45210823,dbo:occupation
-dbo:country,dbo:country,0.7973266,dbo:location
-dbo:stadium,dbo:sport,0.30492893,dbp:region
-dbo:training,dbp:education,0.47608602,dbp:birthplace
-dbo:rivermouth,dbp:cities,0.34502557,dbp:name
-dbo:timezone,dbo:country,0.26178524,None
-dbp:type,dbo:commander,0.26011205,dbp:name
-dbo:college,dbo:almamater,0.22745691,dbp:birthplace
-dbo:operatingsystem,dbo:operatingsystem,0.99858534,dbp:operatingsystem
-dbp:membership,dbp:membership,0.91708946,dbp:membership
-dbo:routestart,dbo:country,0.37122425,dbo:routestart
-dbo:training,dbo:award,0.41288358,dbp:almamater
-dbp:coverartist,dbo:author,0.34754375,dbo:author
-dbo:birthplace,dbp:primeminister,0.6328183,dbp:birthplace
-dbo:computingplatform,dbo:author,0.67697203,dbp:design
-dbo:album,dbp:artist,0.6791781,dbp:artist
-dbp:distributor,dbp:label,0.6167848,dbp:label
-dbo:literarygenre,dbo:author,0.21226002,dbp:discipline
-dbo:designer,dbo:author,0.1661224,dbo:manufacturer
-dbo:nationality,dbo:almamater,0.29167047,dbp:nationality
-dbo:manufacturer,dbo:manufacturer,0.91672075,dbo:manufacturer
-dbo:license,dbo:author,0.74292326,dbo:author
-dbp:education,dbp:education,0.93192756,None
-dbo:servingrailwayline,dbp:cities,0.17752409,dbo:servingrailwayline
-dbo:almamater,dbo:almamater,0.71710765,dbo:almamater
-dbo:firstascentperson,dbp:education,0.23864605,dbo:firstascentperson
-dbp:race,dbp:race,0.68775046,dbp:race
-dbo:stateoforigin,dbo:country,0.3935069,None
-dbo:currency,dbo:currency,0.9913941,dbo:currency
-dbp:prizes,dbo:award,0.7963489,dbo:award
-dbo:ingredient,dbo:ingredient,0.9777103,dbo:ingredient
-dbo:party,dbp:primeminister,0.70348877,dbo:deathplace
-dbp:screenplay,dbp:label,0.28582487,dbo:director
-dbp:deathplace,dbp:primeminister,0.35947865,dbo:deathplace
-dbp:region,dbp:region,0.9969127,dbp:region
-dbp:employer,dbo:author,0.6028593,dbp:employer
-dbp:governingbody,dbp:owner,0.7809872,dbp:governingbody
-dbo:battle,dbo:commander,0.3860979,dbp:battles
-dbp:producer,dbp:label,0.5221879,dbp:label
-dbo:architecturalstyle,dbp:owner,0.5595432,dbp:name
-dbp:nationalorigin,dbo:manufacturer,0.16853891,dbo:manufacturer
-dbp:hometown,dbp:education,0.2887068,dbp:birthplace
-dbp:venue,dbo:author,0.21872512,dbp:country
-dbo:officiallanguage,dbp:region,0.42751348,dbo:currency
-dbp:agencyname,dbp:membership,0.53441375,dbp:headquarters
-dbp:headquarters,dbp:owner,0.2189325,dbp:headquarters
-dbo:militarybranch,dbo:commander,0.3129045,dbo:country
-dbp:creator,dbo:creator,0.5338518,dbo:creator
-dbo:creator,dbo:creator,0.9824175,dbo:creator
-dbp:associatedacts,dbp:artist,0.4222453,dbp:associatedacts
-dbp:borough,dbp:borough,0.8936305,dbp:borough
-dbo:commander,dbo:commander,0.5388146,dbo:commander
-dbp:language,dbo:country,0.53207815,dbo:origin
-dbo:ceremonialcounty,dbp:primeminister,0.24367915,dbp:owner
-dbo:voice,dbo:director,0.819628,dbo:creator
-dbp:creators,dbo:creator,0.8806639,dbp:artist
-dbo:ingredient,dbo:ingredient,0.5806019,dbo:ingredient
+dbp:tenants,dbp:owner,0.37609106,None
+dbo:family,dbo:family,0.9992824,dbo:family
+dbo:wineregion,dbo:ingredient,0.53654015,dbp:region
+dbp:youthclubs,dbp:youthclubs,0.9865828,dbp:youthclubs
+dbo:timezone,dbo:country,0.3076706,dbo:country
+dbp:programminglanguage,dbo:designer,0.55704725,dbo:language
+dbo:type,dbo:ingredient,0.12541959,dbo:country
+dbp:successor,dbo:otherparty,0.48979545,dbp:successor
+dbp:owner,dbp:owner,0.86277956,dbp:owner
+dbp:teamname,dbp:affiliation,0.42720893,dbp:city
+dbo:executiveproducer,dbo:award,0.49052975,dbo:creator
+dbp:constituency,dbo:country,0.32263735,dbp:constituency
+dbo:county,dbp:membership,0.38012916,dbo:routestart
+dbp:starring,dbo:creator,0.35328826,dbp:starring
+dbo:territory,dbo:deathplace,0.21021926,dbo:deathplace
+dbp:music,dbp:label,0.50168157,dbo:author
+dbp:deathcause,dbo:almamater,0.15453526,dbo:commander
+dbp:editor,dbp:primeminister,0.8607939,dbp:owner
+dbp:starring,dbo:creator,0.603929,dbp:starring
+dbp:combatant,dbo:commander,0.3691432,dbo:creator
+dbp:distributor,dbp:manufacturer,0.76753604,dbp:manufacturer
+dbo:board,dbp:owner,0.17635643,dbp:education
+dbp:garrison,dbo:commander,0.2919801,dbo:commander
+dbp:managerclubs,dbp:owner,0.30879104,dbp:team
+dbp:team,dbo:institution,0.47856075,dbp:league
+dbo:director,dbo:director,0.71752226,dbo:director
+dbp:location,dbo:formerteam,0.5421003,dbo:deathplace
+dbp:order,dbp:education,0.20729738,dbo:almamater
+dbp:battles,dbo:commander,0.8124225,dbp:primeminister
+dbo:governmenttype,dbo:author,0.15843874,dbp:label
+dbo:award,dbo:award,0.96291596,dbo:award
+dbp:services,dbo:operatingsystem,0.68859977,dbo:service
+dbp:origin,dbo:manufacturer,0.19982849,dbo:birthplace
+dbo:formerteam,dbo:formerteam,0.80146146,None
+dbo:deathplace,dbp:artist,0.3481085,dbo:deathplace
+dbp:subject,dbp:artist,0.392468,dbo:author
+dbo:origin,dbo:manufacturer,0.68862134,dbp:manufacturer
+dbo:family,dbo:family,0.99944085,dbo:family
+dbo:bronzemedalist,dbo:sport,0.16654952,dbo:silvermedalist
+dbo:majorshrine,dbo:almamater,0.33060345,dbo:deathplace
+dbp:presenter,dbo:formerteam,0.21823417,dbo:presenter
+dbp:restingplace,dbo:commander,0.28004155,dbo:deathplace
+dbo:almamater,dbp:education,0.8446758,dbo:almamater
+dbo:locationcity,dbo:country,0.5835955,dbo:birthplace
+dbp:successor,dbo:manufacturer,0.4259741,dbo:operatingsystem
+dbo:director,dbo:director,0.98615426,dbo:director
+dbo:maintainedby,dbp:owner,0.34011927,dbo:maintainedby
+dbo:restingplace,dbo:director,0.33918238,dbo:deathplace
+dbp:ground,dbp:membership,0.28651044,dbp:headquarters
+dbo:relative,dbp:artist,0.24123727,dbp:artist
+dbo:veneratedin,dbo:veneratedin,0.9989415,dbo:veneratedin
+dbo:country,dbo:country,0.90100074,dbo:country
+dbp:youthclubs,dbp:youthclubs,0.9651779,dbp:youthclubs
+dbp:occupation,dbp:primeminister,0.60526276,dbo:deathplace
+dbp:education,dbo:almamater,0.32123065,dbo:almamater
+dbo:institution,dbp:education,0.25946146,dbp:education
+dbp:cities,dbp:cities,0.9787071,dbp:cities
+dbp:owner,dbp:owner,0.6197133,dbp:owner
+dbo:instrument,dbo:award,0.60805625,dbo:occupation
+dbo:birthplace,dbp:cities,0.13959555,dbo:birthplace
+dbp:allegiance,dbo:commander,0.21899599,dbp:area
+dbo:literarygenre,dbo:author,0.70768327,dbo:literarygenre
+dbo:genre,dbo:author,0.27410024,dbo:occupation
+dbo:debutteam,dbo:formerteam,0.86710024,dbp:birthplace
+dbo:occupation,dbo:country,0.26876092,None
+dbp:region,dbp:region,0.971627,dbp:region
+dbo:notablework,dbo:author,0.19915162,dbo:almamater
+dbp:designer,dbo:author,0.3443574,dbo:parent
+dbo:relative,dbo:director,0.13106377,dbo:spouse
+dbo:birthplace,dbo:country,0.34846684,None
+dbo:country,dbo:country,0.74534166,dbo:country
+dbo:occupation,dbo:author,0.25430214,dbo:deathplace
+dbp:writer,dbo:award,0.54353523,dbo:creator
+dbp:children,dbp:primeminister,0.5025909,dbp:primeminister
+dbo:series,dbp:artist,0.29731736,dbo:knownfor
+dbo:firstdriver,dbo:poledriver,0.9323009,dbo:poledriver
+dbo:relation,dbo:commander,0.3396742,dbo:deathplace
+dbp:affiliation,dbp:affiliation,0.9511383,None
+dbo:occupation,dbo:award,0.50957465,None
+dbo:editing,dbo:director,0.746774,dbo:director
+dbo:commander,dbo:commander,0.96837866,None
+dbo:occupation,dbo:country,0.20884596,None
+dbo:formerteam,dbo:formerteam,0.93871814,dbo:formerteam
+dbo:executiveproducer,dbo:award,0.35170668,dbo:creator
+dbp:playedfor,dbo:formerteam,0.9503062,dbo:formerteam
+dbp:products,dbo:author,0.7862666,dbo:occupation
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+dbo:family,dbo:family,0.97404593,dbo:family
+dbo:service,dbp:affiliation,0.27584043,dbp:name
+dbo:order,dbo:order,0.9449656,dbo:order
+dbp:narrated,dbp:race,0.24872246,dbp:country
+dbp:residence,dbo:deathplace,0.33841458,dbo:deathplace
+dbo:field,dbo:sport,0.32284424,None
+dbp:playedfor,dbo:formerteam,0.90834403,dbo:formerteam
+dbp:youthclubs,dbp:youthclubs,0.79374695,dbp:youthclubs
+dbo:author,dbo:author,0.99325305,dbo:author
+dbp:hometown,dbp:membership,0.6263703,dbo:deathplace
+dbp:album,dbp:artist,0.8265743,dbp:artist
+dbo:creator,dbo:author,0.35538316,None
+dbo:creator,dbo:creator,0.82704115,dbo:creator
+dbo:almamater,dbo:almamater,0.63677627,None
+dbo:gender,dbo:sport,0.24142085,dbo:religion
+dbo:knownfor,dbo:formerteam,0.34467348,dbo:occupation
+dbo:country,dbo:country,0.79377455,dbo:location
+dbo:stadium,dbp:owner,0.33839852,dbp:region
+dbo:training,dbp:education,0.43157923,dbp:birthplace
+dbo:rivermouth,dbp:cities,0.5368469,dbp:name
+dbo:timezone,dbo:country,0.48305064,None
+dbp:type,dbp:affiliation,0.41026694,dbp:name
+dbo:college,dbo:almamater,0.23946564,dbp:birthplace
+dbo:operatingsystem,dbo:operatingsystem,0.99850523,dbp:operatingsystem
+dbp:membership,dbp:membership,0.8659892,dbp:membership
+dbo:routestart,dbo:country,0.47273815,dbo:routestart
+dbo:training,dbo:award,0.5098559,dbp:almamater
+dbp:coverartist,dbo:author,0.43174592,dbo:author
+dbo:birthplace,dbp:primeminister,0.4853118,dbp:birthplace
+dbo:computingplatform,dbo:author,0.6809554,dbp:design
+dbo:album,dbp:artist,0.62241834,dbp:artist
+dbp:distributor,dbo:director,0.78414345,dbp:label
+dbo:literarygenre,dbo:manufacturer,0.23475972,dbp:discipline
+dbo:designer,dbo:commander,0.112592965,dbo:manufacturer
+dbo:nationality,dbp:primeminister,0.29215246,dbp:nationality
+dbo:manufacturer,dbo:manufacturer,0.9721605,dbo:manufacturer
+dbo:license,dbo:author,0.836011,dbo:author
+dbp:education,dbp:education,0.96765566,None
+dbo:servingrailwayline,dbp:owner,0.24721849,dbo:servingrailwayline
+dbo:almamater,dbp:education,0.20749328,dbo:almamater
+dbo:firstascentperson,dbo:commander,0.23757182,dbo:firstascentperson
+dbp:race,dbp:race,0.58571416,dbp:race
+dbo:stateoforigin,dbo:country,0.22674055,None
+dbo:currency,dbo:currency,0.9925568,dbo:currency
+dbp:prizes,dbo:award,0.9590489,dbo:award
+dbo:ingredient,dbo:ingredient,0.88191724,dbo:ingredient
+dbo:party,dbo:sport,0.25636134,dbo:deathplace
+dbp:screenplay,dbo:award,0.6055113,dbo:director
+dbp:deathplace,dbp:artist,0.3077238,dbo:deathplace
+dbp:region,dbp:region,0.9657132,dbp:region
+dbp:employer,dbo:author,0.29381943,dbp:employer
+dbp:governingbody,dbp:owner,0.82791287,dbp:governingbody
+dbo:battle,dbo:commander,0.293606,dbp:battles
+dbp:producer,dbp:label,0.4978553,dbp:label
+dbo:architecturalstyle,dbp:owner,0.46537605,dbp:name
+dbp:nationalorigin,dbo:manufacturer,0.31637284,dbo:manufacturer
+dbp:hometown,dbp:primeminister,0.2550412,dbp:birthplace
+dbp:venue,dbo:author,0.23852293,dbp:country
+dbo:officiallanguage,dbp:region,0.28254974,dbo:currency
+dbp:agencyname,dbo:country,0.28757307,dbp:headquarters
+dbp:headquarters,dbp:owner,0.35392636,dbp:headquarters
+dbo:militarybranch,dbo:commander,0.6154872,dbo:country
+dbp:creator,dbo:creator,0.7883929,dbo:creator
+dbo:creator,dbo:creator,0.8444021,dbo:creator
+dbp:associatedacts,dbp:label,0.4733566,dbo:associatedmusicalartist
+dbp:borough,dbp:borough,0.917609,dbp:borough
+dbo:commander,dbo:commander,0.61544967,dbo:commander
+dbp:language,dbo:country,0.9287856,dbo:origin
+dbo:ceremonialcounty,dbp:owner,0.39404035,dbp:owner
+dbo:voice,dbo:director,0.43342385,dbo:creator
+dbp:creators,dbo:creator,0.62597066,dbp:artist
+dbo:ingredient,dbo:ingredient,0.5196474,dbo:ingredient
diff --git a/Neural graph module/df_valid_a0.1_e50_b8.csv b/Neural graph module/df_valid_a0.1_e50_b8.csv
index e07082c..60d8e96 100644
--- a/Neural graph module/df_valid_a0.1_e50_b8.csv	
+++ b/Neural graph module/df_valid_a0.1_e50_b8.csv	
@@ -1,281 +1,281 @@
 correct_pred,prediction,pred_probability,gs_pred
-dbp:music,dbp:label,0.59822667,dbo:author
-dbp:veneratedin,dbo:veneratedin,0.69384336,dbo:veneratedin
-dbo:profession,dbo:otherparty,0.13542876,None
-dbp:deathdate,dbo:commander,0.3506227,dbo:genre
-dbp:deathplace,dbo:commander,0.4597283,dbo:deathplace
-dbp:deathplace,dbo:ingredient,0.19669501,dbo:deathplace
-dbp:starring,dbp:artist,0.24744529,dbo:author
-dbo:party,dbp:primeminister,0.28738827,dbp:primeminister
-dbp:branch,dbo:country,0.5045579,dbp:owner
-dbp:purpose,dbo:sport,0.3440359,dbp:membership
-dbp:children,dbp:artist,0.16509587,dbo:deathplace
-dbp:poledriver,dbo:poledriver,0.62260616,dbo:poledriver
-dbo:academicadvisor,dbo:author,0.49002326,dbo:institution
-dbp:team,dbo:author,0.5061282,dbp:league
-dbo:academicdiscipline,dbp:affiliation,0.47375867,dbp:fields
-dbo:hometown,dbo:country,0.57204324,dbo:birthplace
-dbo:ingredient,dbo:ingredient,0.6849914,dbo:ingredient
-dbo:owner,dbo:country,0.6895489,dbp:owner
-dbo:almamater,dbp:education,0.22494937,dbp:education
-dbp:school,dbo:institution,0.21218944,dbp:birthplace
-dbp:battles,dbo:commander,0.87573797,dbp:battles
-dbp:allegiance,dbp:primeminister,0.23046702,dbp:name
-dbp:services,dbo:operatingsystem,0.5724356,dbp:products
-dbp:currency,dbo:currency,0.21054849,dbo:currency
-dbp:notablecommanders,dbo:commander,0.6764414,dbo:country
-dbp:currentclub,dbp:youthclubs,0.47731838,dbp:youthclubs
-dbo:campus,dbo:country,0.20041457,dbo:birthplace
-dbp:language,dbp:artist,0.29712865,dbp:artist
-dbo:subsequentwork,dbo:author,0.6380196,dbp:label
-dbo:manufacturer,dbo:manufacturer,0.96052337,dbo:manufacturer
-dbo:residence,dbp:owner,0.31802392,None
-dbo:narrator,dbp:label,0.15470907,dbo:executiveproducer
-dbp:nationality,dbo:country,0.23007101,dbp:primeminister
-dbo:militarybranch,dbo:country,0.38555276,dbo:country
-dbp:debutteam,dbp:artist,0.3861537,dbo:formerteam
-dbo:currency,dbo:currency,0.91589457,dbo:currency
-dbp:membership,dbp:membership,0.6193741,dbp:membership
-dbp:sisterstations,dbp:area,0.81082195,dbo:employer
-dbp:company,dbo:author,0.33190244,dbo:presenter
-dbp:maininterests,dbo:author,0.21777506,dbp:region
-dbp:predecessor,dbp:primeminister,0.9411546,dbp:successor
-dbo:occupation,dbp:owner,0.5777153,dbp:youthclubs
-dbp:purpose,dbo:award,0.2343887,dbo:occupation
-dbo:nearestcity,dbo:country,0.74885297,dbo:deathplace
-dbo:genre,dbo:manufacturer,0.2616701,dbo:type
-dbo:leader,dbp:membership,0.21779901,dbp:headquarters
-dbo:headquarter,dbo:country,0.76492065,dbo:deathplace
-dbo:deathplace,dbo:formerteam,0.36352408,dbo:deathplace
-dbp:president,dbp:primeminister,0.25269252,dbp:education
-dbp:currentclub,dbp:owner,0.48110425,dbp:team
-dbo:location,dbo:country,0.4636356,dbp:country
-dbp:debutteam,dbp:artist,0.6173337,dbp:birthplace
-dbo:child,dbp:education,0.35845524,dbp:successor
-dbo:voice,dbo:director,0.518792,dbo:creator
-dbo:ideology,dbo:otherparty,0.36927482,dbo:country
-dbp:nationalorigin,dbo:manufacturer,0.2759515,dbo:manufacturer
-dbo:citizenship,dbo:institution,0.12868126,dbo:country
-dbp:license,dbo:designer,0.83250886,dbp:developer
-dbp:coach,dbp:owner,0.20844027,dbp:name
-dbo:launchsite,dbp:cities,0.10133581,dbp:garrison
-dbo:denomination,dbo:country,0.66617316,None
-dbp:address,dbp:owner,0.44666332,dbp:owner
-dbo:president,dbo:country,0.6881121,dbp:affiliation
-dbp:publisher,dbo:author,0.88752824,dbp:publisher
-dbo:architecturalstyle,dbo:country,0.44470903,dbo:country
-dbo:managerclub,dbp:youthclubs,0.2772495,dbp:team
-dbp:appointer,dbp:primeminister,0.8596084,None
-dbo:associatedmusicalartist,dbp:artist,0.72703195,dbp:birthplace
-dbo:rivermouth,dbp:cities,0.43529877,dbp:name
-dbo:occupation,dbp:education,0.36205208,dbo:deathplace
-dbo:rivermouth,dbp:owner,0.19947647,dbp:name
-dbo:relation,dbp:primeminister,0.46157998,None
-dbp:writers,dbo:author,0.49359247,dbo:author
-dbo:cpu,dbo:manufacturer,0.46249124,dbo:computingplatform
-dbo:founder,dbp:owner,0.55019486,dbp:area
-dbo:formerteam,dbo:formerteam,0.9370466,dbo:formerteam
-dbo:publisher,dbo:author,0.5290379,dbo:author
-dbo:birthplace,dbp:cities,0.32074827,dbp:birthplace
-dbp:fields,dbp:education,0.37249988,dbo:institution
-dbp:guests,dbp:label,0.20478,None
-dbo:voice,dbo:creator,0.73536766,dbo:voice
-dbp:tenants,dbp:owner,0.33985338,dbo:formerteam
-dbo:employer,dbo:almamater,0.16743384,None
-dbp:place,dbp:cities,0.14228678,dbo:author
-dbp:coach,dbo:almamater,0.40342107,dbo:coach
-dbp:houses,dbp:primeminister,0.24517609,dbp:houses
-dbo:producer,dbo:director,0.3025882,dbo:creator
-dbp:publisher,dbo:author,0.75151604,dbp:owner
-dbo:manager,dbp:league,0.6185439,None
-dbp:almamater,dbo:almamater,0.70528555,dbo:almamater
-dbo:religion,dbp:primeminister,0.23468208,dbo:creator
-dbp:nearestcity,dbo:country,0.20578209,dbp:name
-dbo:formerpartner,dbp:primeminister,0.37052166,dbo:country
-dbp:engine,dbo:manufacturer,0.51007766,dbp:manufacturer
-dbp:license,dbo:operatingsystem,0.26540005,dbo:license
-dbo:birthplace,dbp:cities,0.25290322,dbo:deathplace
-dbp:team,dbp:artist,0.19089036,dbp:league
-dbo:mountainrange,dbp:cities,0.44713688,dbo:mountainrange
-dbo:destination,dbp:cities,0.15849686,dbp:headquarters
-dbp:coach,dbo:formerteam,0.6663993,dbp:name
-dbo:opponent,dbo:formerteam,0.27490243,dbo:opponent
-dbp:headquarters,dbo:country,0.41959625,dbo:deathplace
-dbo:stateoforigin,dbo:almamater,0.58684766,dbp:birthplace
-dbp:birthplace,dbo:country,0.32941815,dbo:deathplace
-dbo:relative,dbp:race,0.22501385,dbo:creator
-dbo:origin,dbo:currency,0.27092832,dbo:origin
-dbo:manager,dbp:owner,0.3071352,dbp:manager
-dbo:affiliation,dbp:affiliation,0.5073706,dbp:affiliation
-dbo:county,dbp:owner,0.33238932,dbp:city
-dbo:knownfor,dbo:ingredient,0.14990944,dbp:education
-dbp:title,dbo:formerteam,0.10674234,dbp:title
-dbp:editor,dbo:manufacturer,0.2124304,dbp:owner
-dbp:primeminister,dbo:commander,0.2908727,dbp:primeminister
-dbp:commander,dbo:commander,0.7772141,dbo:commander
-dbp:league,dbp:league,0.39119986,dbp:league
-dbp:subject,dbo:author,0.18706499,dbo:author
-dbp:foundation,dbp:education,0.1373954,dbo:country
-dbp:location,dbo:manufacturer,0.1546361,dbo:deathplace
-dbo:religion,dbo:creator,0.3320039,dbo:creator
-dbp:employer,dbp:affiliation,0.41590935,dbp:affiliation
-dbo:profession,dbo:veneratedin,0.6402867,dbo:occupation
-dbo:subsequentwork,dbp:artist,0.9561437,dbp:artist
-dbo:operator,dbo:author,0.53918827,dbp:owner
-dbp:meaning,dbo:ingredient,0.121695824,dbp:region
-dbo:regionserved,dbo:country,0.51277083,dbo:deathplace
-dbp:nationality,dbp:region,0.3215404,dbp:combatant
-dbp:playedfor,dbo:formerteam,0.34519723,dbo:formerteam
-dbp:author,dbo:almamater,0.2250532,None
-dbo:citizenship,dbo:country,0.8119868,dbo:country
-dbo:campus,dbp:artist,0.12579969,dbo:birthplace
-dbo:operator,dbo:designer,0.5234667,dbo:operator
-dbo:maintainedby,dbo:country,0.1531232,dbo:maintainedby
-dbo:relation,dbp:primeminister,0.247444,dbo:almamater
-dbp:education,dbp:education,0.64550894,None
-dbp:crosses,dbp:owner,0.596508,dbp:crosses
-dbo:highschool,dbo:formerteam,0.20723091,dbp:highschool
-dbp:label,dbp:label,0.9280205,dbp:label
-dbo:writer,dbp:artist,0.31386602,dbo:creator
-dbp:occupation,dbo:award,0.46783128,None
-dbo:deathplace,dbo:commander,0.52453554,dbo:country
-dbo:composer,dbo:director,0.1808789,dbp:music
-dbo:distributinglabel,dbp:label,0.8260029,dbp:name
-dbp:headquarters,dbp:membership,0.12428596,dbo:deathplace
-dbp:managerclubs,dbo:formerteam,0.27402416,dbp:managerclubs
-dbo:routeend,dbp:borough,0.9819021,dbp:owner
-dbp:education,dbp:education,0.9876721,dbp:education
-dbo:deathplace,dbo:director,0.49642068,dbo:deathplace
-dbo:language,dbp:region,0.66592014,dbo:country
-dbo:child,dbo:almamater,0.38229802,None
-dbo:owner,dbo:author,0.74914974,dbo:author
-dbo:party,dbo:country,0.5213949,dbp:membership
-dbo:author,dbp:label,0.35662442,dbo:author
-dbo:almamater,dbo:almamater,0.49542627,dbo:almamater
-dbo:award,dbo:award,0.44646883,None
-dbo:order,dbo:family,0.28036937,dbo:order
-dbo:capital,dbo:currency,0.90155715,dbo:deathplace
-dbp:deathplace,dbo:award,0.31831792,dbo:deathplace
-dbo:jurisdiction,dbo:commander,0.1387152,dbo:deathplace
-dbo:keyperson,dbo:author,0.25481373,dbp:owner
-dbo:mountainrange,dbo:country,0.14348824,dbp:name
-dbp:writer,dbo:creator,0.20982578,dbp:artist
-dbp:party,dbo:otherparty,0.8694174,dbp:affiliation
-dbo:type,dbp:cities,0.24898969,dbo:origin
-dbo:opponent,dbp:primeminister,0.53357625,dbo:almamater
-dbp:deathplace,dbp:artist,0.32303408,dbo:deathplace
-dbp:almamater,dbp:education,0.5907544,dbp:education
-dbo:birthplace,dbo:country,0.19751799,dbo:occupation
-dbp:outflow,dbp:owner,0.4991835,dbp:inflow
-dbo:field,dbp:education,0.1520919,dbo:occupation
-dbo:programmeformat,dbp:area,0.23589873,dbo:genre
-dbp:maininterests,dbo:author,0.3834387,dbp:maininterests
-dbo:team,dbo:formerteam,0.94861233,dbp:league
-dbp:relatives,dbo:institution,0.297323,dbp:artist
-dbp:recorded,dbp:artist,0.9357394,dbp:artist
-dbo:citizenship,dbp:primeminister,0.2739693,dbo:deathplace
-dbo:debutteam,dbo:formerteam,0.22655953,dbp:birthplace
-dbo:militaryunit,dbo:commander,0.34900606,dbo:militaryunit
-dbp:label,dbp:artist,0.46225545,dbp:label
-dbo:breeder,dbp:race,0.7188256,dbo:breeder
-dbo:spouse,dbp:primeminister,0.4967791,dbo:deathplace
-dbp:prizes,dbo:award,0.86133474,dbo:award
-dbp:deputy,dbp:education,0.7105832,dbp:successor
-dbp:beatifiedby,dbp:canonizedby,0.90452564,dbp:canonizedby
-dbo:institution,dbo:institution,0.67769146,dbo:institution
-dbp:birthplace,dbp:education,0.250201,dbo:deathplace
-dbp:residence,dbo:country,0.89376706,dbo:country
-dbo:opponent,dbp:primeminister,0.42540294,dbo:opponent
-dbo:currency,dbo:currency,0.7650599,dbo:currency
-dbo:trainer,dbp:owner,0.2687744,dbp:birthplace
-dbo:veneratedin,dbo:veneratedin,0.9742467,None
-dbp:writer,dbo:author,0.8986965,dbo:creator
-dbp:hubs,dbo:country,0.12636971,dbp:founded
-dbp:artist,dbp:artist,0.93785274,dbp:artist
-dbo:race,dbp:race,0.31641135,dbp:race
-dbp:flagbearer,dbo:country,0.45401868,dbp:rank
-dbo:almamater,dbo:award,0.9046519,dbo:award
-dbo:operatingsystem,dbo:manufacturer,0.27175993,dbo:manufacturer
-dbo:honours,dbo:commander,0.3532182,dbp:race
-dbp:flagbearer,dbp:league,0.41815993,dbp:rank
-dbo:federalstate,dbo:country,0.47863916,dbo:country
-dbp:starring,dbo:director,0.2916259,dbo:director
-dbp:prizes,dbo:award,0.87828875,dbp:prizes
-dbp:country,dbo:country,0.45067903,dbp:country
-dbo:sport,dbo:sport,0.47710973,dbo:sport
-dbp:narrated,dbo:director,0.557468,dbo:executiveproducer
-dbo:institution,dbo:almamater,0.69023734,dbp:education
-dbo:creator,dbo:creator,0.5268502,dbo:creator
-dbp:destinations,dbp:cities,0.7929118,dbo:deathplace
-dbo:city,dbo:currency,0.28278947,dbp:owner
-dbp:deathplace,dbo:country,0.18544665,dbo:location
-dbo:lyrics,dbp:artist,0.46373063,dbo:lyrics
-dbp:editor,dbo:author,0.85866505,dbo:editor
-dbp:nearestcity,dbo:country,0.3841269,dbp:area
-dbo:party,dbo:otherparty,0.21956955,dbp:primeminister
-dbo:campus,dbo:sport,0.6256267,dbp:area
-dbo:militarybranch,dbo:country,0.3803014,dbp:owner
-dbo:team,dbo:formerteam,0.9857414,dbp:league
-dbp:relatives,dbo:creator,0.11912443,dbp:relatives
-dbo:tenant,dbp:owner,0.38580674,dbo:formerteam
-dbo:ground,dbp:league,0.3705313,dbp:league
-dbp:cinematography,dbp:artist,0.2687349,dbo:director
-dbo:relation,dbo:almamater,0.38288945,dbo:commander
-dbo:child,dbp:primeminister,0.62193215,dbo:award
-dbo:child,dbo:creator,0.21109323,dbp:children
-dbp:highschool,dbp:owner,0.2524153,dbp:highschool
-dbo:city,dbp:education,0.2182418,dbo:deathplace
-dbp:hubs,dbo:ingredient,0.1450006,dbp:headquarters
-dbp:genre,dbo:author,0.2613797,dbp:artist
-dbp:prizes,dbo:award,0.9229887,dbo:award
-dbp:firstteam,dbp:firstteam,0.9966456,dbp:firstteam
-dbp:domain,dbo:order,0.34451637,None
-dbo:race,dbp:race,0.52629584,dbp:race
-dbp:homestadium,dbo:country,0.35884,dbp:region
-dbo:foundationplace,dbo:country,0.7522553,dbo:deathplace
-dbp:recorded,dbp:label,0.5152781,dbp:label
-dbp:label,dbp:label,0.88546157,dbp:label
-dbo:stateoforigin,dbo:country,0.9117704,dbo:deathplace
-dbp:nationalorigin,dbo:manufacturer,0.808024,dbo:origin
-dbp:birthname,dbp:primeminister,0.40070727,dbo:almamater
-dbp:spouse,dbo:award,0.98761344,dbp:birthplace
-dbp:locationcountry,dbo:country,0.74932843,dbp:locationcountry
-dbp:headquarters,dbo:country,0.6765156,dbo:deathplace
-dbp:firstdriver,dbo:poledriver,0.90374607,dbo:poledriver
-dbo:artist,dbo:author,0.44144607,dbp:artist
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-dbp:club,dbp:owner,0.39704332,dbp:youthclubs
-dbp:district,dbp:education,0.23239976,dbo:almamater
-dbp:workinstitutions,dbp:affiliation,0.45961294,dbp:education
-dbo:programmeformat,dbp:area,0.22903259,dbp:area
-dbp:creator,dbp:artist,0.5265107,dbo:country
-dbo:officiallanguage,dbp:region,0.6658942,dbo:currency
-dbp:neighboringmunicipalities,dbo:country,0.25230616,dbo:deathplace
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-dbp:battles,dbo:commander,0.24350786,dbp:battles
-dbp:state,dbp:education,0.52167946,None
-dbo:locatedinarea,dbo:deathplace,0.1981868,dbo:deathplace
-dbo:region,dbo:operatingsystem,0.56860524,None
-dbo:series,dbo:creator,0.84051746,None
-dbp:race,dbp:race,0.93894744,dbp:race
-dbo:associatedband,dbp:artist,0.92986935,dbp:artist
-dbp:narrated,dbp:artist,0.47575092,dbo:creator
-dbp:almamater,dbo:almamater,0.64028245,None
-dbo:keyperson,dbo:author,0.23425278,dbp:successor
-dbo:voice,dbo:director,0.8270472,dbo:creator
-dbp:city,dbo:country,0.2109276,dbp:name
-dbo:stateoforigin,dbo:award,0.24712889,dbo:country
-dbo:director,dbo:director,0.35315794,dbo:director
-dbp:developer,dbo:country,0.20925985,dbp:developer
-dbp:place,dbo:currency,0.33693856,dbo:country
-dbo:narrator,dbp:label,0.39374676,dbo:director
-dbo:employer,dbp:label,0.4314736,None
-dbp:placeofburial,dbp:owner,0.44176173,dbp:owner
-dbp:currentmembers,dbo:author,0.29097646,dbp:label
-dbo:battle,dbo:sport,0.23830774,dbo:deathplace
-dbo:team,dbo:formerteam,0.9815871,dbp:birthplace
-dbo:predecessor,dbo:commander,0.16609128,dbp:locationcountry
-dbp:publisher,dbo:author,0.18220726,dbp:parent
-dbo:producer,dbp:artist,0.6608386,dbp:artist
-dbp:spouse,dbp:education,0.3250142,dbo:spouse
-dbo:college,dbp:education,0.742814,dbo:deathplace
+dbp:music,dbp:label,0.4412001,dbo:author
+dbp:veneratedin,dbo:veneratedin,0.65912086,dbo:veneratedin
+dbo:profession,dbp:primeminister,0.16320768,None
+dbp:deathdate,dbo:commander,0.27057436,dbo:genre
+dbp:deathplace,dbo:commander,0.41846374,dbo:deathplace
+dbp:deathplace,dbp:education,0.1644789,dbo:deathplace
+dbp:starring,dbo:director,0.26200563,dbo:author
+dbo:party,dbp:primeminister,0.35521537,dbp:primeminister
+dbp:branch,dbo:country,0.44544303,dbp:owner
+dbp:purpose,dbo:sport,0.27336907,dbp:membership
+dbp:children,dbo:institution,0.1353239,dbp:education
+dbp:poledriver,dbo:poledriver,0.79893136,dbo:poledriver
+dbo:academicadvisor,dbp:education,0.17755115,dbo:deathplace
+dbp:team,dbp:education,0.3212799,dbp:league
+dbo:academicdiscipline,dbo:sport,0.3810749,dbp:fields
+dbo:hometown,dbo:country,0.78143734,dbo:birthplace
+dbo:ingredient,dbo:ingredient,0.87083167,dbo:ingredient
+dbo:owner,dbo:country,0.31712794,dbp:owner
+dbo:almamater,dbp:education,0.7654081,dbp:education
+dbp:school,dbo:institution,0.18718098,dbp:birthplace
+dbp:battles,dbo:commander,0.3769677,dbp:battles
+dbp:allegiance,dbp:primeminister,0.226254,dbp:name
+dbp:services,dbo:operatingsystem,0.57274985,dbp:products
+dbp:currency,dbo:country,0.4718824,dbo:currency
+dbp:notablecommanders,dbo:commander,0.8967963,dbo:country
+dbp:currentclub,dbp:league,0.45631582,dbp:youthclubs
+dbo:campus,dbo:country,0.20349683,dbo:birthplace
+dbp:language,dbp:artist,0.4039545,dbp:artist
+dbo:subsequentwork,dbo:author,0.79337835,dbp:label
+dbo:manufacturer,dbo:manufacturer,0.7691995,dbo:manufacturer
+dbo:residence,dbp:owner,0.33731747,None
+dbo:narrator,dbo:director,0.25240055,dbo:executiveproducer
+dbp:nationality,dbo:country,0.22425134,dbp:primeminister
+dbo:militarybranch,dbo:country,0.30941606,dbo:country
+dbp:debutteam,dbo:formerteam,0.23057003,dbo:formerteam
+dbo:currency,dbo:currency,0.9919241,dbo:currency
+dbp:membership,dbp:membership,0.77865505,dbp:membership
+dbp:sisterstations,dbp:area,0.4499534,dbo:employer
+dbp:company,dbo:author,0.22902188,dbo:presenter
+dbp:maininterests,dbo:author,0.18421106,dbp:region
+dbp:predecessor,dbp:primeminister,0.5939606,dbp:successor
+dbo:occupation,dbp:youthclubs,0.39624155,dbp:youthclubs
+dbp:purpose,dbp:affiliation,0.37569532,dbo:occupation
+dbo:nearestcity,dbo:country,0.6836166,dbo:deathplace
+dbo:genre,dbo:author,0.5276984,dbo:genre
+dbo:leader,dbo:country,0.18737882,dbp:headquarters
+dbo:headquarter,dbo:country,0.4108455,dbo:deathplace
+dbo:deathplace,dbo:formerteam,0.62909716,dbo:deathplace
+dbp:president,dbp:primeminister,0.48964214,dbp:education
+dbp:currentclub,dbp:youthclubs,0.27241766,dbp:team
+dbo:location,dbo:country,0.3994915,dbp:country
+dbp:debutteam,dbp:artist,0.36780143,dbp:team
+dbo:child,dbp:education,0.37329307,dbo:parent
+dbo:voice,dbp:label,0.2866246,dbo:creator
+dbo:ideology,dbo:otherparty,0.6522559,dbo:country
+dbp:nationalorigin,dbo:manufacturer,0.32121953,dbo:manufacturer
+dbo:citizenship,dbo:ingredient,0.11455565,dbo:country
+dbp:license,dbo:designer,0.95779574,dbp:developer
+dbp:coach,dbp:owner,0.65475696,dbp:name
+dbo:launchsite,dbo:country,0.18736567,dbp:garrison
+dbo:denomination,dbo:country,0.46354485,None
+dbp:address,dbp:owner,0.321623,dbp:owner
+dbo:president,dbp:affiliation,0.34851187,dbp:affiliation
+dbp:publisher,dbo:author,0.5114168,dbo:series
+dbo:architecturalstyle,dbo:country,0.35000536,dbo:country
+dbo:managerclub,dbp:youthclubs,0.50299406,dbp:team
+dbp:appointer,dbp:primeminister,0.77947974,None
+dbo:associatedmusicalartist,dbp:artist,0.73800147,dbp:birthplace
+dbo:rivermouth,dbp:owner,0.4203621,dbp:name
+dbo:occupation,dbp:education,0.410697,dbo:deathplace
+dbo:rivermouth,dbp:owner,0.13753234,dbp:name
+dbo:relation,dbp:primeminister,0.42882848,None
+dbp:writers,dbo:creator,0.8045169,dbo:creator
+dbo:cpu,dbo:operatingsystem,0.52807474,dbo:computingplatform
+dbo:founder,dbp:owner,0.21965946,dbp:area
+dbo:formerteam,dbo:formerteam,0.9716339,dbo:formerteam
+dbo:publisher,dbo:author,0.70418626,dbo:author
+dbo:birthplace,dbo:country,0.7317725,dbp:birthplace
+dbp:fields,dbo:almamater,0.43280557,dbo:institution
+dbp:guests,dbp:label,0.22357173,None
+dbo:voice,dbo:creator,0.5151,dbo:voice
+dbp:tenants,dbp:owner,0.38170838,dbo:formerteam
+dbo:employer,dbo:ingredient,0.17339382,None
+dbp:place,dbo:author,0.32107097,dbo:author
+dbp:coach,dbp:education,0.6561476,dbo:coach
+dbp:houses,dbp:owner,0.22898622,dbp:houses
+dbo:producer,dbo:author,0.40280533,dbo:creator
+dbp:publisher,dbo:author,0.8970724,dbp:owner
+dbo:manager,dbo:formerteam,0.4154603,None
+dbp:almamater,dbo:almamater,0.30308795,dbo:almamater
+dbo:religion,dbp:primeminister,0.34226337,dbo:creator
+dbp:nearestcity,dbo:country,0.19992435,dbp:name
+dbo:formerpartner,dbo:formerteam,0.21277896,dbo:country
+dbp:engine,dbo:manufacturer,0.24096811,dbp:manufacturer
+dbp:license,dbo:operatingsystem,0.24376735,dbo:license
+dbo:birthplace,dbo:creator,0.09789028,dbp:region
+dbp:team,dbo:country,0.31708008,dbp:league
+dbo:mountainrange,dbp:cities,0.6353744,dbo:mountainrange
+dbo:destination,dbo:country,0.490285,dbp:headquarters
+dbp:coach,dbo:formerteam,0.7111539,dbp:name
+dbo:opponent,dbo:formerteam,0.44327945,dbo:opponent
+dbp:headquarters,dbo:country,0.39832404,dbo:deathplace
+dbo:stateoforigin,dbo:almamater,0.57650566,dbp:birthplace
+dbp:birthplace,dbo:country,0.6921894,dbo:deathplace
+dbo:relative,dbp:race,0.36447456,dbo:creator
+dbo:origin,dbp:artist,0.24068874,dbo:origin
+dbo:manager,dbp:league,0.22839616,dbp:manager
+dbo:affiliation,dbp:affiliation,0.35906437,dbp:affiliation
+dbo:county,dbo:sport,0.30329934,dbp:city
+dbo:knownfor,dbo:author,0.25557536,dbp:education
+dbp:title,dbp:race,0.199158,dbp:title
+dbp:editor,dbo:country,0.24397369,dbp:owner
+dbp:primeminister,dbp:primeminister,0.73828,dbp:primeminister
+dbp:commander,dbo:commander,0.738299,dbo:commander
+dbp:league,dbp:league,0.42123094,dbp:league
+dbp:subject,dbp:artist,0.36201793,dbo:author
+dbp:foundation,dbp:education,0.29267296,dbo:country
+dbp:location,dbo:country,0.50098014,dbo:deathplace
+dbo:religion,dbo:creator,0.67089415,dbo:creator
+dbp:employer,dbp:education,0.36281517,dbp:education
+dbo:profession,dbo:country,0.28581306,dbo:occupation
+dbo:subsequentwork,dbp:artist,0.8704403,dbp:artist
+dbo:operator,dbp:owner,0.4042765,dbp:owner
+dbp:meaning,dbo:author,0.09481953,dbp:region
+dbo:regionserved,dbo:country,0.5592861,dbo:deathplace
+dbp:nationality,dbp:region,0.39564776,dbp:combatant
+dbp:playedfor,dbp:owner,0.19082037,dbo:formerteam
+dbp:author,dbo:almamater,0.168977,None
+dbo:citizenship,dbo:country,0.7859566,dbo:country
+dbo:campus,dbp:owner,0.31598225,dbo:birthplace
+dbo:operator,dbo:designer,0.2534996,dbo:operator
+dbo:maintainedby,dbp:owner,0.28710395,dbo:maintainedby
+dbo:relation,dbp:artist,0.3568095,dbo:almamater
+dbp:education,dbp:education,0.20827506,None
+dbp:crosses,dbp:owner,0.43480122,dbo:builder
+dbo:highschool,dbp:owner,0.5207664,dbp:highschool
+dbp:label,dbp:label,0.9879629,dbp:label
+dbo:writer,dbp:artist,0.47808525,dbo:creator
+dbp:occupation,dbo:award,0.51024383,None
+dbo:deathplace,dbp:cities,0.3713617,dbo:country
+dbo:composer,dbo:almamater,0.17676128,dbp:music
+dbo:distributinglabel,dbp:label,0.7718229,dbp:name
+dbp:headquarters,dbp:membership,0.31341317,dbo:deathplace
+dbp:managerclubs,dbp:league,0.19418916,dbp:managerclubs
+dbo:routeend,dbp:borough,0.93746215,dbp:owner
+dbp:education,dbp:education,0.98478913,dbp:education
+dbo:deathplace,dbo:director,0.22374739,dbo:deathplace
+dbo:language,dbp:region,0.76132905,dbo:country
+dbo:child,dbo:almamater,0.26626667,None
+dbo:owner,dbo:author,0.9102974,dbo:author
+dbo:party,dbo:country,0.41241688,dbp:membership
+dbo:author,dbo:director,0.39455435,dbo:author
+dbo:almamater,dbo:almamater,0.59518236,dbo:almamater
+dbo:award,dbp:education,0.48500603,None
+dbo:order,dbo:order,0.36975995,dbo:order
+dbo:capital,dbo:currency,0.82056606,dbo:deathplace
+dbp:deathplace,dbp:education,0.20732418,dbo:deathplace
+dbo:jurisdiction,dbo:commander,0.1461825,dbo:deathplace
+dbo:keyperson,dbp:owner,0.27644247,dbp:owner
+dbo:mountainrange,dbo:almamater,0.24858736,dbp:name
+dbp:writer,dbo:author,0.27166253,dbp:label
+dbp:party,dbo:otherparty,0.62360096,dbp:affiliation
+dbo:type,dbp:race,0.18630117,dbo:origin
+dbo:opponent,dbp:primeminister,0.39008552,dbo:almamater
+dbp:deathplace,dbp:primeminister,0.50415784,dbo:deathplace
+dbp:almamater,dbp:education,0.5836944,dbp:education
+dbo:birthplace,dbo:director,0.27308014,dbo:occupation
+dbp:outflow,dbp:owner,0.40013227,dbp:inflow
+dbo:field,dbo:ingredient,0.37840018,dbo:occupation
+dbo:programmeformat,dbp:label,0.3364694,dbo:genre
+dbp:maininterests,dbo:author,0.30348134,dbp:maininterests
+dbo:team,dbo:formerteam,0.94987327,dbp:league
+dbp:relatives,dbp:education,0.2737466,dbp:artist
+dbp:recorded,dbp:artist,0.67366457,dbp:artist
+dbo:citizenship,dbp:primeminister,0.26963753,dbo:deathplace
+dbo:debutteam,dbo:formerteam,0.18153167,dbp:birthplace
+dbo:militaryunit,dbp:label,0.21387188,dbo:militaryunit
+dbp:label,dbp:label,0.4951271,dbp:label
+dbo:breeder,dbp:race,0.9101373,dbo:breeder
+dbo:spouse,dbp:education,0.7937488,dbo:deathplace
+dbp:prizes,dbo:award,0.7577338,dbo:award
+dbp:deputy,dbp:primeminister,0.53121936,dbp:successor
+dbp:beatifiedby,dbp:canonizedby,0.44701952,dbp:canonizedby
+dbo:institution,dbo:institution,0.87148553,dbo:institution
+dbp:birthplace,dbo:deathplace,0.42812407,dbo:deathplace
+dbp:residence,dbo:country,0.94648194,dbo:country
+dbo:opponent,dbp:primeminister,0.76884663,dbo:opponent
+dbo:currency,dbo:currency,0.6136742,dbo:currency
+dbo:trainer,dbp:artist,0.24577816,dbp:birthplace
+dbo:veneratedin,dbo:veneratedin,0.75297,None
+dbp:writer,dbo:author,0.65980905,dbo:creator
+dbp:hubs,dbp:owner,0.17876905,dbp:founded
+dbp:artist,dbp:artist,0.68146867,dbp:artist
+dbo:race,dbp:owner,0.15434161,dbp:race
+dbp:flagbearer,dbo:country,0.4756762,dbp:rank
+dbo:almamater,dbo:award,0.9840894,dbo:award
+dbo:operatingsystem,dbo:manufacturer,0.26904517,dbo:manufacturer
+dbo:honours,dbp:race,0.3708738,dbp:race
+dbp:flagbearer,dbo:poledriver,0.16579273,dbp:rank
+dbo:federalstate,dbo:country,0.70446837,dbo:country
+dbp:starring,dbp:label,0.38370752,dbo:director
+dbp:prizes,dbo:award,0.7645605,dbp:prizes
+dbp:country,dbp:membership,0.34946257,dbp:country
+dbo:sport,dbo:sport,0.35914722,dbo:sport
+dbp:narrated,dbo:author,0.3512087,dbo:executiveproducer
+dbo:institution,dbo:almamater,0.6298656,dbp:education
+dbo:creator,dbo:creator,0.85073286,dbo:creator
+dbp:destinations,dbp:cities,0.8845378,dbo:deathplace
+dbo:city,dbp:artist,0.167459,dbp:owner
+dbp:deathplace,dbo:country,0.39616883,dbo:location
+dbo:lyrics,dbp:artist,0.7011228,dbo:lyrics
+dbp:editor,dbo:author,0.81692994,dbp:editor
+dbp:nearestcity,dbp:cities,0.8162763,dbp:area
+dbo:party,dbp:primeminister,0.12400672,dbp:primeminister
+dbo:campus,dbo:sport,0.52613264,dbp:area
+dbo:militarybranch,dbo:country,0.40772697,dbp:owner
+dbo:team,dbo:formerteam,0.8606609,dbp:league
+dbp:relatives,dbo:creator,0.34847182,dbp:relatives
+dbo:tenant,dbp:owner,0.6707752,dbo:formerteam
+dbo:ground,dbp:owner,0.48146394,dbp:league
+dbp:cinematography,dbo:creator,0.23156957,dbo:director
+dbo:relation,dbo:almamater,0.30673015,dbo:commander
+dbo:child,dbp:primeminister,0.49734625,dbo:award
+dbo:child,dbo:commander,0.18000443,dbp:children
+dbp:highschool,dbp:education,0.31837672,dbp:highschool
+dbo:city,dbo:deathplace,0.14579849,dbo:deathplace
+dbp:hubs,dbp:owner,0.3441983,dbp:headquarters
+dbp:genre,dbo:sport,0.3772231,dbp:artist
+dbp:prizes,dbo:award,0.9387734,dbo:award
+dbp:firstteam,dbp:firstteam,0.9814377,dbp:firstteam
+dbp:domain,dbo:ingredient,0.38907194,None
+dbo:race,dbp:race,0.9571491,dbp:race
+dbp:homestadium,dbo:sport,0.36017182,dbp:region
+dbo:foundationplace,dbo:country,0.87349033,dbo:deathplace
+dbp:recorded,dbp:artist,0.48798883,dbp:artist
+dbp:label,dbp:label,0.9132778,dbp:label
+dbo:stateoforigin,dbo:country,0.7756848,dbo:deathplace
+dbp:nationalorigin,dbo:manufacturer,0.607272,dbo:origin
+dbp:birthname,dbo:almamater,0.3579224,dbo:almamater
+dbp:spouse,dbo:award,0.9995203,dbp:birthplace
+dbp:locationcountry,dbo:country,0.4619652,dbp:locationcountry
+dbp:headquarters,dbo:country,0.4619889,dbo:deathplace
+dbp:firstdriver,dbo:poledriver,0.99207604,dbo:poledriver
+dbo:artist,dbo:author,0.54294336,dbp:artist
+dbo:bronzemedalist,dbo:formerteam,0.16908996,dbp:name
+dbp:club,dbp:youthclubs,0.7293184,dbp:youthclubs
+dbp:district,dbo:commander,0.26507393,dbo:almamater
+dbp:workinstitutions,dbp:education,0.5058947,dbp:education
+dbo:programmeformat,dbo:creator,0.3112727,dbp:area
+dbp:creator,dbp:artist,0.2784219,dbo:country
+dbo:officiallanguage,dbp:region,0.647633,dbo:currency
+dbp:neighboringmunicipalities,dbp:owner,0.48728436,dbo:deathplace
+dbp:education,dbo:author,0.47105184,dbp:education
+dbp:battles,dbo:commander,0.24092877,dbp:battles
+dbp:state,dbp:education,0.8058261,None
+dbo:locatedinarea,dbo:director,0.084053434,dbo:deathplace
+dbo:region,dbp:affiliation,0.25744942,None
+dbo:series,dbo:creator,0.852055,None
+dbp:race,dbp:race,0.9833104,dbp:race
+dbo:associatedband,dbp:artist,0.7570866,dbp:artist
+dbp:narrated,dbo:creator,0.36117196,dbo:creator
+dbp:almamater,dbo:almamater,0.5035238,None
+dbo:keyperson,dbo:institution,0.27931136,dbp:successor
+dbo:voice,dbo:director,0.2718386,dbo:creator
+dbp:city,dbp:primeminister,0.27370235,dbp:name
+dbo:stateoforigin,dbo:award,0.38882127,dbo:country
+dbo:director,dbo:award,0.2901308,dbo:director
+dbp:developer,dbo:country,0.22661634,dbp:developer
+dbp:place,dbo:currency,0.4491033,dbo:country
+dbo:narrator,dbp:artist,0.5679926,dbo:director
+dbo:employer,dbp:artist,0.47491705,None
+dbp:placeofburial,dbp:affiliation,0.23781392,dbp:owner
+dbp:currentmembers,dbo:author,0.32359487,dbp:label
+dbo:battle,dbo:country,0.4504059,dbo:deathplace
+dbo:team,dbo:formerteam,0.9210163,dbp:birthplace
+dbo:predecessor,dbo:currency,0.5416043,dbp:locationcountry
+dbp:publisher,dbp:education,0.2156972,dbp:parent
+dbo:producer,dbp:artist,0.77842015,dbp:artist
+dbp:spouse,dbo:director,0.13395353,dbo:spouse
+dbo:college,dbp:education,0.72707343,dbo:deathplace
diff --git a/Neural graph module/ngm.ipynb b/Neural graph module/ngm.ipynb
index b84cd32..9856449 100644
--- a/Neural graph module/ngm.ipynb	
+++ b/Neural graph module/ngm.ipynb	
@@ -699,7 +699,47 @@
     },
     {
       "cell_type": "code",
-      "execution_count": 16,
+      "execution_count": 22,
+      "metadata": {},
+      "outputs": [],
+      "source": [
+        "# Evaluate functions\n",
+        "def predict_only_valid_rel(output, valid_obj_relations):\n",
+        "    final_preds = []\n",
+        "    for j, probs_pred in enumerate(output):\n",
+        "        pred = \"\"\n",
+        "        #Sort predictions based on the probability, highest first\n",
+        "        # List contains indices of the sorted predictions\n",
+        "        preds_decending = sorted(range(len(probs_pred)), key=lambda k: probs_pred[k], reverse=True)\n",
+        "        for index in preds_decending:\n",
+        "            if j < len(valid_obj_relations):\n",
+        "                if prefixes_reverse[\"\".join(relations[index].split(\":\")[0]) + \":\"] + relations[index].split(\":\")[1] in valid_obj_relations[j]:\n",
+        "                    pred = relations[index]\n",
+        "                    final_preds.append(pred)\n",
+        "                    #print(\"Final pred:\", pred)\n",
+        "                    break        \n",
+        "        \n",
+        "        if pred == \"\":\n",
+        "            final_preds.append(\"None\")\n",
+        "            #print(\"Final pred: None\")\n",
+        "    return final_preds\n",
+        "\n",
+        "\n",
+        "def accuracy_score(y_true, y_pred):\n",
+        "    corr_preds=0\n",
+        "    wrong_preds=0\n",
+        "    for pred, correct in zip(y_pred, y_true):\n",
+        "        if pred == correct:\n",
+        "            corr_preds += 1\n",
+        "        else:\n",
+        "            wrong_preds += 1\n",
+        "    return corr_preds/(corr_preds+wrong_preds)\n",
+        "    "
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 23,
       "metadata": {},
       "outputs": [
         {
@@ -713,7 +753,7 @@
           "name": "stderr",
           "output_type": "stream",
           "text": [
-            "100%|██████████| 514/514 [00:00<00:00, 1869.07it/s]\n"
+            "100%|██████████| 514/514 [00:01<00:00, 457.70it/s]\n"
           ]
         },
         {
@@ -721,7 +761,7 @@
           "output_type": "stream",
           "text": [
             "Finished with batches\n",
-            "test loss 6.012964725494385\n"
+            "test loss 6.009934425354004\n"
           ]
         }
       ],
@@ -755,7 +795,7 @@
     },
     {
       "cell_type": "code",
-      "execution_count": 21,
+      "execution_count": 24,
       "metadata": {},
       "outputs": [
         {
@@ -763,63 +803,26 @@
           "output_type": "stream",
           "text": [
             "Final pred: None No prediction existed in dbpedia relations for (e, r?, e_s/o)\n",
-            "lowest confidence train 0.095232666\n",
-            "lowest confidence valid 0.095232666\n",
-            "lowest confidence test 0.08918257\n",
-            "Accuracy train: 0.2110912343470483\n",
-            "Accuracy train graphsearch: 0.29427549194991054\n",
-            "Accuracy valid: 0.075\n",
+            "lowest confidence train 0.095730975\n",
+            "lowest confidence valid 0.095730975\n",
+            "lowest confidence test 0.096658\n",
+            "Accuracy train: 0.21198568872987478\n",
+            "Accuracy train graphsearch: 0.29069767441860467\n",
+            "Accuracy valid: 0.07857142857142857\n",
             "Accuracy valid graphsearch: 0.175\n",
-            "Accuracy test: 0.10086455331412104\n",
-            "Accuracy test graphsearch: 0.20461095100864554\n"
+            "Accuracy test: 0.09798270893371758\n",
+            "Accuracy test graphsearch: 0.21037463976945245\n"
           ]
         }
       ],
       "source": [
         "\n",
-        "def predict_only_valid_rel(output, valid_obj_relations):\n",
-        "    final_preds = []\n",
-        "    for j, probs_pred in enumerate(output):\n",
-        "        pred = \"\"\n",
-        "        #Sort predictions based on the probability, highest first\n",
-        "        # List contains indices of the sorted predictions\n",
-        "        preds_decending = sorted(range(len(probs_pred)), key=lambda k: probs_pred[k], reverse=True)\n",
-        "        for index in preds_decending:\n",
-        "            if j < len(valid_obj_relations):\n",
-        "                if prefixes_reverse[\"\".join(relations[index].split(\":\")[0]) + \":\"] + relations[index].split(\":\")[1] in valid_obj_relations[j]:\n",
-        "                    pred = relations[index]\n",
-        "                    final_preds.append(pred)\n",
-        "                    #print(\"Final pred:\", pred)\n",
-        "                    break        \n",
-        "        \n",
-        "        if pred == \"\":\n",
-        "            final_preds.append(\"None\")\n",
-        "            #print(\"Final pred: None\")\n",
-        "    return final_preds\n",
-        "    \n",
         "\n",
-        "# final_preds_test = []\n",
-        "# for j, probs_pred in enumerate(output_test):\n",
-        "#     pred = \"\"\n",
-        "#     #Sort predictions based on the probability, highest first\n",
-        "#     # List contains indices of the sorted predictions\n",
-        "#     preds_decending = sorted(range(len(probs_pred)), key=lambda k: probs_pred[k], reverse=True)\n",
-        "#     for index in preds_decending:\n",
-        "#         if j < len(valid_obj_relations_test):\n",
-        "#             if prefixes_reverse[\"\".join(relations[index].split(\":\")[0]) + \":\"] + relations[index].split(\":\")[1] in valid_obj_relations_test[j]:\n",
-        "#                 pred = relations[index]\n",
-        "#                 final_preds_test.append(pred)\n",
-        "#                 #print(\"Final pred:\", pred)\n",
-        "#                 break        \n",
-        "    \n",
-        "#     if pred == \"\":\n",
-        "#         final_preds_test.append(\"None\")\n",
-        "#         #print(\"Final pred: None\")\n",
+        "\n",
         "test_gs_preds = predict_only_valid_rel(output_test, valid_obj_relations_test)\n",
         "train_gs_preds = predict_only_valid_rel(output_train, valid_obj_relations_train)\n",
         "valid_gs_preds = predict_only_valid_rel(output_valid, valid_obj_relations_valid)\n",
         "\n",
-        "\n",
         "    \n",
         "print(\"Final pred:\", \"None\", \"No prediction existed in dbpedia relations for (e, r?, e_s/o)\")\n",
         "#print(\"Final preds:\", final_preds)\n",
@@ -841,16 +844,6 @@
         "print(\"lowest confidence valid\", min(probability_train))\n",
         "print(\"lowest confidence test\", min(probability_test))\n",
         "\n",
-        "def accuracy_score(y_true, y_pred):\n",
-        "    corr_preds=0\n",
-        "    wrong_preds=0\n",
-        "    for pred, correct in zip(y_pred, y_true):\n",
-        "        if pred == correct:\n",
-        "            corr_preds += 1\n",
-        "        else:\n",
-        "            wrong_preds += 1\n",
-        "    return corr_preds/(corr_preds+wrong_preds)\n",
-        "\n",
         "print(\"Accuracy train:\", accuracy_score(correct_pred_train, prediction_train))\n",
         "print(\"Accuracy train graphsearch:\", accuracy_score(correct_pred_train, train_gs_preds))\n",
         "print(\"Accuracy valid:\", accuracy_score(correct_pred_valid, prediction_valid))\n",
-- 
GitLab