Saves training result in dfs

Neural graph module/df_test_a0.1_e50_b8.csv

+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
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+dbo:deathplace,dbp:primeminister,0.48344192,dbo:deathplace
+dbp:hubs,dbp:owner,0.35399142,dbp:headquarters
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+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
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+dbp:hometown,dbp:primeminister,0.2005012,dbp:birthplace
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+dbo:formerteam,dbo:formerteam,0.9767319,dbo:formerteam
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+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
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+dbp:titles,dbp:canonizedby,0.25281325,dbp:title
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+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
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+dbo:child,dbo:commander,0.38021255,dbo:parent
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+dbp:teamname,dbo:sport,0.6737192,None
+dbo:tenant,dbp:owner,0.58352387,None
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+dbo:deathplace,dbp:education,0.15388547,dbp:race
+dbo:series,dbo:author,0.4857721,dbo:knownfor
+dbp:cities,dbp:cities,0.49662775,dbo:deathplace
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+dbo:artist,dbp:artist,0.38741812,dbp:artist
+dbp:children,dbp:label,0.16853867,dbo:deathplace
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+dbp:borough,dbo:ingredient,0.16493934,dbo:birthplace
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+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
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+dbp:almamater,dbp:education,0.37764168,dbp:education
+dbp:leader,dbo:country,0.6664703,dbp:successor
+dbo:university,dbp:race,0.08918257,dbo:director
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+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
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+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
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+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
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+dbp:meaning,dbo:country,0.26815808,dbp:name
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+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
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+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
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+dbp:publisher,dbp:label,0.2710806,dbp:developer
+dbp:successor,dbp:education,0.37509722,None
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+dbp:assembly,dbp:owner,0.30264258,dbo:assembly
+dbo:product,dbo:author,0.42293534,dbo:parent
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+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
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+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
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+dbo:related,dbo:country,0.30610952,dbp:manufacturer
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+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
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+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
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+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
+dbp:president,dbp:education,0.60872215,dbo:almamater
+dbp:president,dbp:primeminister,0.35612887,dbp:education
+dbp:type,dbo:sport,0.33313105,dbo:type
+dbp:state,dbp:education,0.42487797,None
+dbp:presenter,dbo:creator,0.32375288,dbo:director
+dbp:locationcity,dbo:creator,0.14217848,dbp:owner
+dbp:training,dbp:education,0.4435892,dbp:birthplace
+dbo:majorshrine,dbp:owner,0.2990446,dbo:deathplace
+dbo:majorshrine,dbp:education,0.45483655,None
+dbo:chairman,dbp:league,0.14957495,dbp:owner
+dbp:placeofbirth,dbo:country,0.42834368,dbo:birthplace
+dbp:placeofdeath,dbp:owner,0.13112794,dbo:deathplace
+dbo:formerbandmember,dbp:artist,0.35799938,dbp:artist
+dbp:nationalteam,dbo:country,0.5136998,dbp:team
+dbo:product,dbo:ingredient,0.24248978,dbo:deathplace
+dbo:designer,dbo:designer,0.9616375,dbo:designer
+dbp:children,dbo:almamater,0.27205947,dbo:deathplace
+dbp:haircolor,dbo:institution,0.12044684,dbp:haircolor
+dbp:writers,dbo:creator,0.1243606,dbp:writers
+dbo:owner,dbp:label,0.17767921,dbo:country
+dbo:party,dbp:primeminister,0.6619372,dbp:successor
+dbo:party,dbo:otherparty,0.34296212,dbp:primeminister
+dbo:headquarter,dbp:owner,0.18950446,dbo:deathplace
+dbo:lieutenant,dbo:commander,0.5802923,dbp:successor
+dbo:commander,dbo:commander,0.91531634,None
+dbo:team,dbo:formerteam,0.58800995,dbp:league
+dbp:parent,dbp:owner,0.2936425,dbo:country
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+dbo:computingplatform,dbo:operatingsystem,0.33997145,dbo:operatingsystem
+dbp:title,dbo:award,0.5370789,dbp:birthplace
+dbp:locationcountry,dbp:owner,0.2344693,dbp:locationcountry
+dbo:sisterstation,dbp:area,0.9820228,dbp:area
+dbo:editor,dbo:author,0.30355138,dbp:country
+dbo:service,dbp:label,0.24382246,dbp:owner
+dbo:cinematography,dbp:education,0.5455198,dbo:director
+dbo:discoverer,dbo:currency,0.3718936,dbp:successor
+dbp:race,dbp:race,0.53960055,dbp:race
+dbo:tenant,dbo:ingredient,0.48961118,dbp:affiliation
+dbp:employer,dbo:sport,0.35296363,None

Neural graph module/df_valid_a0.1_e50_b8.csv

+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
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+dbp:branch,dbo:country,0.5045579,dbp:owner
+dbp:purpose,dbo:sport,0.3440359,dbp:membership
+dbp:children,dbp:artist,0.16509587,dbo:deathplace
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+dbo:academicadvisor,dbo:author,0.49002326,dbo:institution
+dbp:team,dbo:author,0.5061282,dbp:league
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+dbo:hometown,dbo:country,0.57204324,dbo:birthplace
+dbo:ingredient,dbo:ingredient,0.6849914,dbo:ingredient
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+dbo:almamater,dbp:education,0.22494937,dbp:education
+dbp:school,dbo:institution,0.21218944,dbp:birthplace
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+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
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+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
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+dbp:cinematography,dbp:artist,0.2687349,dbo:director
+dbo:relation,dbo:almamater,0.38288945,dbo:commander
+dbo:child,dbp:primeminister,0.62193215,dbo:award
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+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
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+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
+dbo:bronzemedalist,dbo:formerteam,0.21367279,dbp:name
+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
+dbp:education,dbo:author,0.41711557,dbp:education
+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

Neural graph module/loss_a0.1_e50_b8

+[5.571724585124424, 5.555871830667768, 5.527821094649179, 5.508293989726475, 5.487793234416417, 5.474524024554661, 5.459395016942706, 5.456178917203631, 5.450260656220572, 5.441645990099226, 5.4305480820792065, 5.426060461997986, 5.415000339916774, 5.403450056484767, 5.398498776980809, 5.386524568285261, 5.380222102573939, 5.3738896812711445, 5.369027144568307, 5.362112028258188, 5.351012631825038, 5.349169928686959, 5.3459252289363315, 5.341955191748482, 5.335924700328282, 5.329608018057687, 5.325289372035435, 5.316059531484331, 5.316460456166949, 5.31416221005576, 5.313663227217538, 5.307156934056963, 5.30150477205004, 5.294568957601275, 5.296395346096584, 5.291880117143903, 5.286564421653748, 5.290026085717337, 5.287465947014945, 5.286537405422756, 5.284834323610578, 5.277639051846095, 5.277994441986084, 5.273067879676819, 5.266493163790021, 5.265891354424613, 5.2635238715580535, 5.2592038086482455, 5.254022972924369, 5.2520079476492745]
\ No newline at end of file

Neural graph module/stats.ipynb

+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Train accuracy:  0.10086455331412104 gs: 0.20461095100864554\n",
+      "Valid accuracy:  0.075 gs: 0.175\n",
+      "Test accuracy:  0.2110912343470483 gs: 0.29427549194991054\n"
+     ]
+    }
+   ],
+   "source": [
+    "import pandas as pd\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",
+    "\n",
+    "# read dataframe from csv file\n",
+    "def read_test_valid_train_csv(path_train, path_valid, path_test):\n",
+    "    test_df = pd.read_csv(path_test)\n",
+    "    valid_df = pd.read_csv(path_valid)\n",
+    "    train_df = pd.read_csv(path_train)\n",
+    "\n",
+    "    return train_df, valid_df, test_df\n",
+    "\n",
+    "\n",
+    "def eval_dfs(train_df, valid_df, test_df):\n",
+    "    test_acc = accuracy_score(test_df[\"correct_pred\"], test_df[\"prediction\"])\n",
+    "    valid_acc = accuracy_score(valid_df[\"correct_pred\"], valid_df[\"prediction\"])\n",
+    "    train_acc = accuracy_score(train_df[\"correct_pred\"], train_df[\"prediction\"])\n",
+    "    test_acc_gs = accuracy_score(test_df[\"correct_pred\"], test_df[\"gs_pred\"])\n",
+    "    valid_acc_gs = accuracy_score(valid_df[\"correct_pred\"], valid_df[\"gs_pred\"])\n",
+    "    train_acc_gs = accuracy_score(train_df[\"correct_pred\"], train_df[\"gs_pred\"])\n",
+    "\n",
+    "\n",
+    "    return train_acc, valid_acc, test_acc, train_acc_gs, valid_acc_gs, test_acc_gs\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "test_df, valid_df, train_df = read_test_valid_train_csv(\"df_train_a0.1_e50_b8.csv\", \"df_valid_a0.1_e50_b8.csv\", \"df_test_a0.1_e50_b8.csv\")\n",
+    "train_acc, valid_acc, test_acc, train_acc_gs, valid_acc_gs, test_acc_gs = eval_dfs(train_df, valid_df, test_df)\n",
+    "\n",
+    "print(\"Train accuracy: \", train_acc, \"gs:\", train_acc_gs)\n",
+    "print(\"Valid accuracy: \", valid_acc, \"gs:\", valid_acc_gs)\n",
+    "print(\"Test accuracy: \", test_acc, \"gs:\", test_acc_gs)"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3.10.4 ('tdde19')",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.10.4"
+  },
+  "orig_nbformat": 4,
+  "vscode": {
+   "interpreter": {
+    "hash": "8e4aa0e1a1e15de86146661edda0b2884b54582522f7ff2b916774ba6b8accb1"
+   }
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}

Neural graph module/test_predictions.csv

+correct_pred,prediction,pred_probability,gs_pred
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+dbp:canonizedby,dbp:canonizedby,0.7482736,dbp:canonizedby
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+dbp:characters,dbo:creator,0.5272995,dbp:characters
+dbo:stadium,dbp:owner,0.2646646,dbp:league
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+dbo:occupation,dbp:education,0.4218032,dbo:occupation
+dbp:starring,dbo:director,0.34308416,dbo:director
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+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
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+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
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+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
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+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
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+dbp:operatingsystem,dbo:operatingsystem,0.4462316,dbo:operatingsystem
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+dbo:origin,dbo:manufacturer,0.5157337,dbo:manufacturer
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+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
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+dbo:parentcompany,dbp:affiliation,0.26161665,dbo:country
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+dbp:employer,dbp:primeminister,0.44770652,None
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+dbo:university,dbp:race,0.08918257,dbo:director
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+dbo:owningcompany,dbo:creator,0.17798197,dbp:owner
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+dbp:distributor,dbo:director,0.4953371,dbo:employer
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+dbo:knownfor,dbo:director,0.32777014,None
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