diff --git a/Neural graph module/df_test_a0.2_e100_b8.csv b/Neural graph module/df_test_a0.2_e100_b8.csv
new file mode 100644
index 0000000000000000000000000000000000000000..5290bc0b3afb9cef105ef5fef251122bbfb35f47
--- /dev/null
+++ b/Neural graph module/df_test_a0.2_e100_b8.csv	
@@ -0,0 +1,348 @@
+correct_pred,prediction,pred_probability,gs_pred
+dbo:associatedband,dbp:artist,0.7250895,dbp:artist
+dbp:canonizedby,dbp:canonizedby,0.90732807,dbp:canonizedby
+dbo:ingredient,dbo:ingredient,0.77449375,dbo:ingredient
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+dbo:stadium,dbp:starring,0.31397673,dbp:league
+dbo:broadcastarea,dbp:area,0.19377616,dbp:area
+dbo:occupation,dbo:creator,0.2294648,dbo:occupation
+dbp:starring,dbo:director,0.22876766,dbo:director
+dbp:spouse,dbo:occupation,0.6096812,dbo:occupation
+dbo:stylisticorigin,dbp:designer,0.18327501,dbp:region
+dbo:city,dbo:almamater,0.19524875,dbp:city
+dbp:party,dbp:party,0.9388205,dbp:party
+dbo:countyseat,dbo:nearestcity,0.37110227,dbo:country
+dbp:children,dbp:residence,0.7311612,dbo:birthplace
+dbp:format,dbp:sisterstations,0.9919382,dbp:owner
+dbp:owner,dbp:owner,0.4446629,dbp:owner
+dbo:locationcity,dbp:placeofbirth,0.8367573,dbo:birthplace
+dbp:placeofburial,dbp:education,0.9221222,None
+dbo:architect,dbp:owner,0.61621016,dbo:developer
+dbp:firstteam,dbp:firstdriver,0.3766771,dbo:manufacturer
+dbo:nonfictionsubject,dbp:magazine,0.40630615,dbo:literarygenre
+dbo:award,dbo:training,0.39433035,dbo:award
+dbo:award,dbo:award,0.9252189,dbo:award
+dbp:managerclubs,dbp:membership,0.5158757,dbp:team
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+dbo:outflow,dbp:cities,0.9968573,dbp:cities
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+dbp:hubs,dbo:employer,0.30987448,dbp:headquarters
+dbo:homestadium,dbp:playedfor,0.8692247,dbp:arena
+dbp:team,dbo:formerteam,0.5120805,dbp:owner
+dbp:draftteam,dbp:playedfor,0.4274296,dbp:owner
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+dbp:creators,dbo:creator,0.87330806,dbo:creator
+dbo:formerteam,dbo:formerteam,0.9960943,dbo:formerteam
+dbo:formerteam,dbo:formerteam,0.99022734,dbo:formerteam
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+dbo:formerteam,dbo:formerteam,0.94346225,dbo:formerteam
+dbo:formerteam,dbo:formerteam,0.9617944,dbo:formerteam
+dbp:designer,dbp:designer,0.7935226,dbp:designer
+dbo:award,dbo:knownfor,0.57707506,dbo:almamater
+dbo:religion,dbo:author,0.5971938,dbo:occupation
+dbo:ceremonialcounty,dbp:borough,0.32739827,dbo:country
+dbo:computingplatform,dbo:designer,0.37735456,dbo:computingplatform
+dbp:order,dbo:primeminister,0.88884884,None
+dbp:place,dbp:magazine,0.35895258,dbo:birthplace
+dbp:debutteam,dbp:playedfor,0.9939978,dbo:birthplace
+dbp:debutteam,dbp:playedfor,0.9933576,dbo:birthplace
+dbo:relation,dbo:institution,0.61025035,dbo:relative
+dbp:battles,dbp:battles,0.54331285,dbp:battles
+dbo:artist,dbp:artist,0.53763074,dbp:artist
+dbp:origin,dbo:origin,0.8502064,dbo:birthplace
+dbp:branch,dbp:placeofbirth,0.28795972,dbo:occupation
+dbp:titles,dbp:canonizedby,0.4268851,dbp:title
+dbp:ground,dbo:birthplace,0.8812124,dbo:birthplace
+dbo:binomialauthority,dbp:fields,0.7063998,dbo:binomialauthority
+dbp:league,dbp:owner,0.7497316,dbp:owner
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+dbo:affiliation,dbp:membership,0.35804954,dbp:affiliation
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+dbo:creator,dbo:creator,0.97207785,dbo:creator
+dbp:successor,dbo:primeminister,0.59036714,dbo:almamater
+dbp:religiousaffiliation,dbp:affiliation,0.7634232,dbo:country
+dbo:owner,dbp:owner,0.98799396,dbp:owner
+dbo:managerclub,dbp:owner,0.5474147,dbp:youthclubs
+dbp:architecture,dbo:author,0.29310107,dbp:location
+dbp:origin,dbp:residence,0.81719863,dbo:birthplace
+dbp:locationtown,dbo:country,0.58977383,dbo:country
+dbo:recordedin,dbp:artist,0.56067246,dbo:birthplace
+dbp:branch,dbp:battles,0.57665455,dbp:combatant
+dbo:almamater,dbo:almamater,0.8938764,None
+dbo:deathplace,dbp:recorded,0.4826727,dbo:birthplace
+dbp:programminglanguage,dbp:employer,0.48055002,dbp:programminglanguage
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+dbp:teamname,dbo:almamater,0.52961177,None
+dbo:tenant,dbo:birthplace,0.51676536,None
+dbo:operatingsystem,dbo:computingplatform,0.5223586,dbp:operatingsystem
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+dbp:architecturalstyle,dbp:designer,0.23234709,dbp:buildingtype
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+dbo:nonfictionsubject,dbo:literarygenre,0.40175086,dbo:literarygenre
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+dbo:occupation,dbp:starring,0.241587,dbo:occupation
+dbo:occupation,dbo:occupation,0.52843744,None
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+dbp:cityserved,dbo:country,0.78221774,dbo:operator
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+dbp:highschool,dbo:formerteam,0.31224105,dbo:birthplace
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+dbo:owningcompany,dbo:employer,0.66747034,dbp:keypeople
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+dbp:narrated,dbp:recorded,0.20828772,dbp:recorded
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+dbp:distributor,dbo:employer,0.35559216,dbo:employer
+dbo:cinematography,dbo:director,0.6346808,dbo:director
+dbo:type,dbo:ingredient,0.8586641,dbo:ingredient
+dbp:neighboringmunicipalities,dbo:wineregion,0.61160594,dbo:birthplace
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+dbo:homestadium,dbp:playedfor,0.61103374,dbp:league
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+dbo:service,dbp:education,0.4717101,dbp:owner
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+dbo:birthplace,dbo:birthplace,0.5092925,dbo:birthplace
+dbo:foundedby,dbp:keypeople,0.43001032,dbp:area
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+dbp:publisher,dbo:computingplatform,0.58983654,dbp:publisher
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+dbp:college,dbo:almamater,0.8852545,dbp:residence
+dbp:almamater,dbo:almamater,0.76049745,None
+dbp:engine,dbo:creator,0.23794526,dbo:manufacturer
+dbp:officialname,dbo:officiallanguage,0.4448068,dbp:type
+dbp:field,dbp:owner,0.9508172,dbp:venue
+dbo:voice,dbo:creator,0.31542975,dbo:creator
+dbp:spouse,dbo:spouse,0.890262,dbo:spouse
+dbo:doctoralstudent,dbo:almamater,0.7993623,dbo:doctoralstudent
+dbp:associatedacts,dbo:spouse,0.96519285,dbp:associatedacts
+dbo:spouse,dbo:spouse,0.9656891,dbo:spouse
+dbo:battle,dbo:commander,0.93903196,dbp:battles
+dbo:narrator,dbp:recorded,0.3050024,None
+dbp:name,dbp:owner,0.9951147,None
+dbo:manager,dbp:owner,0.9965461,None
+dbo:writer,dbo:director,0.7735233,dbo:director
+dbo:routeend,dbo:birthplace,0.73418504,dbp:owner
+dbo:occupation,dbp:playedfor,0.45344022,None
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+dbp:cities,dbp:cities,0.9225849,dbp:cities
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+dbp:awards,dbo:award,0.9999683,dbp:awards
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+dbp:flagbearer,dbo:country,0.7601761,dbp:location
+dbp:album,dbp:artist,0.9848386,dbp:artist
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+dbp:design,dbo:routestart,0.41815218,dbp:design
+dbo:occupation,dbo:occupation,0.979051,None
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+dbo:language,dbp:artist,0.5289716,dbp:location
+dbp:race,dbp:race,0.9750979,dbp:race
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+dbo:starring,dbo:musicby,0.4459954,dbo:director
+dbo:related,dbo:country,0.46156454,dbo:origin
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+dbo:almamater,dbo:institution,0.53005856,dbo:almamater
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+dbo:musicby,dbo:musicby,0.95742637,dbo:musicby
+dbo:location,dbp:headquarters,0.8527611,dbo:birthplace
+dbo:operator,dbo:operator,0.5555091,dbo:operator
+dbo:nationality,dbo:operator,0.3334466,dbp:fields
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+dbo:occupation,dbo:knownfor,0.30173707,dbo:occupation
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+dbo:wineregion,dbo:wineregion,0.33531114,dbo:birthplace
+dbp:allegiance,dbp:battles,0.9747849,dbp:birthplace
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+dbp:state,dbp:region,0.46851975,None
+dbp:region,dbo:officiallanguage,0.47395813,dbp:region
+dbo:kingdom,dbo:order,0.942204,None
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+dbp:city,dbp:city,0.99547124,dbp:city
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+dbo:ingredient,dbo:ingredient,0.9759488,dbo:ingredient
+dbo:ingredient,dbo:ingredient,0.9841076,dbo:ingredient
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+dbp:battles,dbp:battles,0.9033024,dbp:battles
+dbo:placeofburial,dbo:commander,0.47237644,dbo:birthplace
+dbp:champion,dbo:formerteam,0.90538484,dbp:team
+dbo:almamater,dbo:almamater,0.89559764,None
+dbo:university,dbo:almamater,0.772274,dbo:director
+dbo:almamater,dbo:almamater,0.47040927,dbo:almamater
+dbp:area,dbp:employer,0.86466604,dbp:area
+dbo:bandmember,dbp:artist,0.9994166,dbp:associatedacts
+dbo:movement,dbo:author,0.43906936,dbo:occupation
+dbo:parentorganisation,dbp:employer,0.95309407,dbp:employer
+dbp:creator,dbp:author,0.4272347,dbo:creator
+dbo:leader,dbp:residence,0.43854848,dbp:successor
+dbo:knownfor,dbp:employer,0.23499934,None
+dbo:service,dbp:label,0.3600107,dbo:product
+dbo:literarygenre,dbo:creator,0.7937252,dbo:literarygenre
+dbo:launchsite,dbp:starring,0.21915112,dbp:manufacturer
+dbp:nationalteam,dbo:birthplace,0.40515712,dbp:team
+dbo:stateoforigin,dbo:country,0.65367186,dbo:country
+dbo:bandmember,dbp:artist,0.85515213,dbo:occupation
+dbp:party,dbp:party,0.9519433,dbp:party
+dbp:party,dbp:party,0.99991536,None
+dbo:institution,dbo:institution,0.3708836,dbo:institution
+dbp:education,dbo:almamater,0.49767932,dbp:education
+dbp:crosses,dbo:routestart,0.45247594,dbo:builder
+dbo:owner,dbp:owner,0.981094,dbp:owner
+dbo:developer,dbp:designer,0.3154747,dbp:designer
+dbp:lieutenant,dbp:education,0.4487553,None
+dbo:training,dbo:creator,0.20963076,dbo:birthplace
+dbp:leadername,dbo:knownfor,0.40873325,dbp:location
+dbo:parent,dbo:primeminister,0.37449697,dbo:parent
+dbp:poledriver,dbo:poledriver,0.65193766,dbo:poledriver
+dbp:poledriver,dbp:firstdriver,0.84453464,dbp:firstdriver
+dbp:governingbody,dbp:membership,0.3439318,dbp:governingbody
+dbp:doctoraladvisor,dbp:education,0.41132277,dbp:doctoraladvisor
+dbp:prizes,dbo:award,0.6061898,dbp:awards
+dbp:line,dbp:owner,0.5126301,dbp:type
+dbp:manufacturer,dbp:manufacturer,0.4987146,dbp:manufacturer
+dbp:distributor,dbp:manufacturer,0.69338053,dbp:manufacturer
+dbo:neighboringmunicipality,dbo:wineregion,0.3160577,dbo:birthplace
+dbo:incumbent,dbo:spouse,0.86320794,dbo:birthplace
+dbo:location,dbo:country,0.46614483,dbp:locationcountry
+dbo:location,dbo:birthplace,0.66991836,dbo:nearestcity
+dbp:homestadium,dbp:playedfor,0.34504676,dbp:region
+dbp:region,dbo:country,0.48734006,dbp:maininterests
+dbp:region,dbp:designer,0.3106639,dbp:region
+dbp:developer,dbp:employer,0.5448947,dbo:developer
+dbo:developer,dbo:author,0.3519946,dbo:developer
+dbo:anthem,dbp:artist,0.40552178,dbo:occupation
+dbp:president,dbp:battles,0.6121764,dbp:battles
+dbp:president,dbp:education,0.29457134,dbp:education
+dbp:type,dbp:league,0.6337765,dbp:type
+dbp:state,dbo:almamater,0.4124019,None
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diff --git a/Neural graph module/df_test_a0.4_e100_b8.csv b/Neural graph module/df_test_a0.4_e100_b8.csv
new file mode 100644
index 0000000000000000000000000000000000000000..8c83cee3afa767aa2f7a66813e84f79731970053
--- /dev/null
+++ b/Neural graph module/df_test_a0.4_e100_b8.csv	
@@ -0,0 +1,348 @@
+correct_pred,prediction,pred_probability,gs_pred
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+dbo:knownfor,dbp:magazine,0.28907895,None
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+dbp:youthclubs,dbp:league,0.66893697,dbp:owner
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+dbo:sisterstation,dbp:sisterstations,0.9979824,dbp:sisterstations
+dbo:editor,dbo:author,0.62270045,dbp:country
+dbo:service,dbp:designer,0.30141395,dbp:owner
+dbo:cinematography,dbp:designer,0.22494772,dbo:director
+dbo:discoverer,dbo:almamater,0.50491416,dbp:successor
+dbp:race,dbp:race,0.99990463,dbp:race
+dbo:tenant,dbo:ingredient,0.24775343,dbp:team
+dbp:employer,dbo:sport,0.24434847,None
diff --git a/Neural graph module/df_test_a0_e100_b8.csv b/Neural graph module/df_test_a0_e100_b8.csv
new file mode 100644
index 0000000000000000000000000000000000000000..ce2efd601e8231547d0fd96cf1afef55ff543e1d
--- /dev/null
+++ b/Neural graph module/df_test_a0_e100_b8.csv	
@@ -0,0 +1,348 @@
+correct_pred,prediction,pred_probability,gs_pred
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+dbo:narrator,dbo:origin,0.41431224,None
+dbp:name,dbp:owner,0.960948,None
+dbo:manager,dbp:owner,0.99745864,None
+dbo:writer,dbo:director,0.6067475,dbo:director
+dbo:routeend,dbo:almamater,0.16228041,dbp:owner
+dbo:occupation,dbo:employer,0.36972862,None
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+dbo:tenant,dbo:ingredient,0.31051186,dbp:affiliation
+dbp:employer,dbp:employer,0.6348443,None
diff --git a/Neural graph module/df_train_a0.2_e100_b8.csv b/Neural graph module/df_train_a0.2_e100_b8.csv
new file mode 100644
index 0000000000000000000000000000000000000000..bb216c008bdace5534be27fea967b02d639d69c4
--- /dev/null
+++ b/Neural graph module/df_train_a0.2_e100_b8.csv	
@@ -0,0 +1,1119 @@
+correct_pred,prediction,pred_probability,gs_pred
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+dbo:timezone,dbo:timezone,0.97063184,None
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+dbp:producer,dbp:label,0.72368383,dbp:label
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+dbp:creator,dbo:creator,0.64442754,dbo:creator
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+dbp:borough,dbp:borough,0.9991528,dbp:borough
+dbo:commander,dbo:commander,0.98270506,dbo:commander
+dbp:language,dbo:country,0.76522774,dbo:officiallanguage
+dbo:ceremonialcounty,dbp:owner,0.58960336,dbp:owner
+dbo:voice,dbo:director,0.74494076,dbo:creator
+dbp:creators,dbo:creator,0.9990283,dbp:author
+dbo:ingredient,dbo:ingredient,0.99971586,dbo:ingredient
diff --git a/Neural graph module/df_train_a0.4_e100_b8.csv b/Neural graph module/df_train_a0.4_e100_b8.csv
new file mode 100644
index 0000000000000000000000000000000000000000..9d6ab16ddd4a9b5fbc43601e540f376b8eb77f6f
--- /dev/null
+++ b/Neural graph module/df_train_a0.4_e100_b8.csv	
@@ -0,0 +1,1119 @@
+correct_pred,prediction,pred_probability,gs_pred
+dbp:tenants,dbp:designer,0.19515365,None
+dbo:family,dbo:family,0.9999902,dbo:family
+dbo:wineregion,dbo:ingredient,0.6930167,dbp:region
+dbp:youthclubs,dbp:league,0.71059936,dbp:team
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+dbp:programminglanguage,dbp:developer,0.911881,dbo:computingplatform
+dbo:type,dbp:manufacturer,0.22123721,dbo:country
+dbp:successor,dbp:successor,0.99412435,dbp:successor
+dbp:owner,dbp:owner,0.9354789,dbp:owner
+dbp:teamname,dbo:sport,0.5275058,dbp:city
+dbo:executiveproducer,dbo:occupation,0.41443244,dbo:creator
+dbp:constituency,dbp:houses,0.75987464,dbp:constituency
+dbo:county,dbo:county,0.9990043,dbo:county
+dbp:starring,dbo:spouse,0.37530574,dbp:starring
+dbo:territory,dbp:residence,0.3550411,dbp:owner
+dbp:music,dbo:spouse,0.52255756,dbo:author
+dbp:deathcause,dbp:deathcause,0.99967515,dbp:deathcause
+dbp:editor,dbo:primeminister,0.5309647,dbp:owner
+dbp:starring,dbo:creator,0.76574993,dbp:designer
+dbp:combatant,dbp:combatant,0.99906224,dbp:combatant
+dbp:distributor,dbp:manufacturer,0.97183675,dbp:manufacturer
+dbo:board,dbo:primeminister,0.2664187,dbp:successor
+dbp:garrison,dbo:commander,0.40688476,dbo:commander
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+dbp:order,dbo:almamater,0.28951025,None
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diff --git a/Neural graph module/df_train_a0_e100_b8.csv b/Neural graph module/df_train_a0_e100_b8.csv
new file mode 100644
index 0000000000000000000000000000000000000000..cd76dde50c6fe7db1c069a491531c4168d6dba8c
--- /dev/null
+++ b/Neural graph module/df_train_a0_e100_b8.csv	
@@ -0,0 +1,1119 @@
+correct_pred,prediction,pred_probability,gs_pred
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+dbo:employer,dbo:employer,0.777211,None
+dbp:club,dbo:origin,0.6012871,dbo:birthplace
+dbo:family,dbo:family,0.9995383,dbo:family
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+dbp:residence,dbo:deathplace,0.81528115,dbo:deathplace
+dbo:field,dbp:fields,0.9841517,None
+dbp:playedfor,dbo:debutteam,0.73036355,dbo:formerteam
+dbp:youthclubs,dbo:formerteam,0.5507829,dbp:team
+dbo:author,dbo:author,0.99638027,dbo:author
+dbp:hometown,dbp:membership,0.64923626,dbo:birthplace
+dbp:album,dbp:artist,0.8993011,dbp:artist
+dbo:creator,dbo:author,0.6520049,None
+dbo:creator,dbo:creator,0.9768246,dbo:creator
+dbo:almamater,dbo:almamater,0.9286686,None
+dbo:gender,dbo:occupation,0.21804255,dbp:type
+dbo:knownfor,dbo:knownfor,0.98544693,dbo:knownfor
+dbo:country,dbo:country,0.8010474,dbo:location
+dbo:stadium,dbp:designer,0.25643337,dbp:region
+dbo:training,dbo:training,0.9640415,dbo:training
+dbo:rivermouth,dbo:rivermouth,0.9998658,dbo:rivermouth
+dbo:timezone,dbo:timezone,0.9971409,None
+dbp:type,dbp:cities,0.36597863,dbp:type
+dbo:college,dbp:education,0.6895234,dbo:birthplace
+dbo:operatingsystem,dbo:operatingsystem,0.9970951,dbp:operatingsystem
+dbp:membership,dbp:membership,0.99932814,dbp:membership
+dbo:routestart,dbo:routestart,0.99998724,dbo:routestart
+dbo:training,dbo:training,0.7426273,dbp:almamater
+dbp:coverartist,dbo:author,0.9468409,dbo:author
+dbo:birthplace,dbo:birthplace,0.9814543,dbo:birthplace
+dbo:computingplatform,dbo:computingplatform,0.9940018,dbp:designer
+dbo:album,dbp:artist,0.6040682,dbp:artist
+dbp:distributor,dbo:manufacturer,0.6660899,dbp:label
+dbo:literarygenre,dbo:creator,0.4016546,dbp:discipline
+dbo:designer,dbp:designer,0.4332581,dbp:designer
+dbo:nationality,dbp:nationality,0.82709545,dbp:nationality
+dbo:manufacturer,dbo:manufacturer,0.996287,dbo:manufacturer
+dbo:license,dbp:developer,0.6010901,dbp:developer
+dbp:education,dbp:education,0.9953923,None
+dbo:servingrailwayline,dbo:routestart,0.95601094,dbp:address
+dbo:almamater,dbo:almamater,0.8093456,dbo:almamater
+dbo:firstascentperson,dbp:designer,0.46361545,dbo:firstascentperson
+dbp:race,dbp:race,0.8473577,dbp:race
+dbo:stateoforigin,dbp:owner,0.6249151,None
+dbo:currency,dbo:origin,0.8381512,dbo:currency
+dbp:prizes,dbo:award,0.3929817,dbo:award
+dbo:ingredient,dbo:ingredient,0.99504304,dbo:ingredient
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+dbp:screenplay,dbo:award,0.71835643,dbo:director
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+dbp:region,dbp:region,0.9973545,dbp:region
+dbp:employer,dbp:employer,0.9171196,dbp:employer
+dbp:governingbody,dbp:owner,0.88168067,dbp:governingbody
+dbo:battle,dbo:birthplace,0.25819013,dbp:battles
+dbp:producer,dbo:parent,0.43419996,dbp:label
+dbo:architecturalstyle,dbo:birthplace,0.25304303,dbo:architecturalstyle
+dbp:nationalorigin,dbp:nationalorigin,0.9931064,dbp:nationalorigin
+dbp:hometown,dbo:birthplace,0.25443608,dbo:birthplace
+dbp:venue,dbp:designer,0.31124353,dbp:country
+dbo:officiallanguage,dbo:country,0.44743595,dbo:origin
+dbp:agencyname,dbp:membership,0.7471566,dbp:headquarters
+dbp:headquarters,dbp:headquarters,0.96263343,dbp:headquarters
+dbo:militarybranch,dbp:garrison,0.32768035,dbo:country
+dbp:creator,dbo:creator,0.36002046,dbo:creator
+dbo:creator,dbo:creator,0.9882569,dbo:creator
+dbp:associatedacts,dbo:notablework,0.6059737,dbp:associatedacts
+dbp:borough,dbp:borough,0.9991159,dbp:borough
+dbo:commander,dbo:commander,0.96898437,dbo:commander
+dbp:language,dbo:country,0.5311122,dbp:nationality
+dbo:ceremonialcounty,dbp:cities,0.33233482,dbo:country
+dbo:voice,dbo:creator,0.266791,dbo:creator
+dbp:creators,dbp:creators,0.9682912,dbp:creators
+dbo:ingredient,dbo:ingredient,0.9868644,dbo:ingredient
diff --git a/Neural graph module/df_valid_a0.2_e100_b8.csv b/Neural graph module/df_valid_a0.2_e100_b8.csv
new file mode 100644
index 0000000000000000000000000000000000000000..b56da4d48b8de041823201936e980505b4154b52
--- /dev/null
+++ b/Neural graph module/df_valid_a0.2_e100_b8.csv	
@@ -0,0 +1,281 @@
+correct_pred,prediction,pred_probability,gs_pred
+dbp:music,dbp:label,0.70834386,dbo:musicby
+dbp:veneratedin,dbo:veneratedin,0.6259466,dbo:veneratedin
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+dbp:membership,dbp:membership,0.9987204,dbp:membership
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+dbp:maininterests,dbp:maininterests,0.6942445,dbp:maininterests
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+dbo:genre,dbp:discipline,0.2781412,dbp:genre
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+dbp:president,dbo:almamater,0.23352724,dbp:education
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+dbo:location,dbo:wineregion,0.97538674,dbp:country
+dbp:debutteam,dbp:playedfor,0.25318292,dbo:debutteam
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+dbo:voice,dbo:computingplatform,0.51609725,dbo:creator
+dbo:ideology,dbo:ideology,0.93753356,dbo:ideology
+dbp:nationalorigin,dbp:nationalorigin,0.9863837,dbp:nationalorigin
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+dbo:launchsite,dbp:owner,0.5028943,dbp:garrison
+dbo:denomination,dbo:birthplace,0.45173097,None
+dbp:address,dbp:headquarters,0.28948858,dbp:owner
+dbo:president,dbp:affiliation,0.38250986,dbp:affiliation
+dbp:publisher,dbo:author,0.51855975,dbp:publisher
+dbo:architecturalstyle,dbp:residence,0.5736168,dbo:country
+dbo:managerclub,dbo:birthplace,0.28849968,dbp:team
+dbp:appointer,dbo:spouse,0.41681916,None
+dbo:associatedmusicalartist,dbp:label,0.79792094,dbp:associatedacts
+dbo:rivermouth,dbo:inflow,0.298688,dbo:rivermouth
+dbo:occupation,dbp:discipline,0.7030361,dbo:occupation
+dbo:rivermouth,dbo:country,0.54474044,dbo:rivermouth
+dbo:relation,dbo:primeminister,0.51656747,None
+dbp:writers,dbo:creator,0.9607238,dbo:creator
+dbo:cpu,dbo:manufacturer,0.77631235,dbo:computingplatform
+dbo:founder,dbo:institution,0.23829432,dbo:timezone
+dbo:formerteam,dbp:playedfor,0.92817265,dbp:playedfor
+dbo:publisher,dbo:creator,0.36123678,dbp:author
+dbo:birthplace,dbo:country,0.9650396,dbo:birthplace
+dbp:fields,dbo:almamater,0.7628505,dbo:institution
+dbp:guests,dbp:guests,0.7046611,None
+dbo:voice,dbo:creator,0.8712074,dbo:voice
+dbp:tenants,dbo:employer,0.33517364,dbp:playedfor
+dbo:employer,dbo:employer,0.2876954,None
+dbp:place,dbo:origin,0.49977136,dbo:author
+dbp:coach,dbo:spouse,0.4114892,dbo:coach
+dbp:houses,dbp:houses,0.98528546,dbp:houses
+dbo:producer,dbp:designer,0.34348616,dbo:creator
+dbp:publisher,dbo:author,0.802965,dbp:employer
+dbo:manager,dbp:owner,0.9343314,None
+dbp:almamater,dbo:almamater,0.86524695,dbo:almamater
+dbo:religion,dbo:ideology,0.2307188,dbo:occupation
+dbp:nearestcity,dbo:nearestcity,0.9532558,dbp:nearestcity
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+dbp:engine,dbo:operator,0.16093726,dbp:manufacturer
+dbp:license,dbo:computingplatform,0.38613456,dbo:knownfor
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+dbo:destination,dbp:nationalorigin,0.59114677,dbp:headquarters
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+dbo:opponent,dbo:birthplace,0.20826046,dbp:children
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+dbo:stateoforigin,dbo:almamater,0.5666708,dbo:birthplace
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+dbo:relative,dbp:fields,0.13388185,dbo:occupation
+dbo:origin,dbo:origin,0.99390525,dbo:origin
+dbo:manager,dbp:playedfor,0.14967065,dbp:manager
+dbo:affiliation,dbp:affiliation,0.87916166,dbp:affiliation
+dbo:county,dbo:nearestcity,0.82334423,dbo:county
+dbo:knownfor,dbp:fields,0.36131462,dbp:fields
+dbp:title,dbo:firstascentperson,0.54411364,dbp:title
+dbp:editor,dbo:almamater,0.23490895,dbp:owner
+dbp:primeminister,dbo:primeminister,0.49011543,dbo:birthplace
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+dbp:league,dbp:league,0.5858796,dbp:league
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+dbp:foundation,dbo:institution,0.3732187,dbo:birthplace
+dbp:location,dbp:manufacturer,0.24896249,dbo:birthplace
+dbo:religion,dbp:starring,0.29135728,dbo:creator
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+dbo:subsequentwork,dbp:artist,0.99539065,dbp:artist
+dbo:operator,dbp:employer,0.6960388,dbp:owner
+dbp:meaning,dbo:knownfor,0.26230317,dbp:region
+dbo:regionserved,dbo:country,0.642896,dbo:birthplace
+dbp:nationality,dbp:keypeople,0.61171883,dbp:combatant
+dbp:playedfor,dbp:playedfor,0.9145255,dbp:playedfor
+dbp:author,dbo:author,0.3290991,None
+dbo:citizenship,dbo:country,0.99502265,dbo:country
+dbo:campus,dbp:education,0.5713865,dbo:birthplace
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+dbo:maintainedby,dbo:nearestcity,0.5531099,dbo:maintainedby
+dbo:relation,dbo:almamater,0.22432289,dbo:almamater
+dbp:education,dbp:maininterests,0.611609,None
+dbp:crosses,dbo:birthplace,0.5821294,dbo:builder
+dbo:highschool,dbo:birthplace,0.45871112,dbp:highschool
+dbp:label,dbp:label,0.9998229,dbp:label
+dbo:writer,dbo:creator,0.32311022,dbo:creator
+dbp:occupation,dbo:occupation,0.9928409,None
+dbo:deathplace,dbp:battles,0.83763105,dbo:origin
+dbo:composer,dbo:director,0.39445302,dbp:music
+dbo:distributinglabel,dbp:label,0.9925962,dbp:genre
+dbp:headquarters,dbo:country,0.35403904,dbp:headquarters
+dbp:managerclubs,dbo:training,0.20714188,dbp:nationalteam
+dbo:routeend,dbp:borough,0.99867815,dbp:owner
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+dbo:language,dbp:placeofbirth,0.4790715,dbo:country
+dbo:child,dbp:education,0.3918034,None
+dbo:owner,dbo:author,0.9468228,dbo:author
+dbo:party,dbp:membership,0.7273626,dbp:membership
+dbo:author,dbo:musicby,0.6970944,dbo:author
+dbo:almamater,dbo:almamater,0.9995177,dbo:almamater
+dbo:award,dbo:creator,0.88174796,None
+dbo:order,dbo:order,0.98855454,dbo:order
+dbo:capital,dbp:battles,0.30290437,dbo:birthplace
+dbp:deathplace,dbp:fields,0.47385448,dbo:birthplace
+dbo:jurisdiction,dbp:battles,0.5256711,dbo:birthplace
+dbo:keyperson,dbo:employer,0.47812825,dbp:owner
+dbo:mountainrange,dbo:wineregion,0.32478786,dbo:mountainrange
+dbp:writer,dbo:creator,0.5285756,dbp:artist
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+dbo:opponent,dbp:battles,0.90694624,dbo:knownfor
+dbp:deathplace,dbp:playedfor,0.4015337,dbo:birthplace
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+dbo:birthplace,dbp:designer,0.6283609,dbo:birthplace
+dbp:outflow,dbo:nearestcity,0.79869014,dbo:inflow
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+dbo:programmeformat,dbp:area,0.94843596,dbo:programmeformat
+dbp:maininterests,dbp:maininterests,0.93681586,dbp:maininterests
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+dbp:relatives,dbp:battles,0.36315748,dbp:associatedacts
+dbp:recorded,dbp:artist,0.90975404,dbp:artist
+dbo:citizenship,dbp:battles,0.16882502,dbo:birthplace
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+dbo:militaryunit,dbp:label,0.19301471,dbo:militaryunit
+dbp:label,dbp:label,0.5184135,dbp:label
+dbo:breeder,dbp:race,0.93663424,dbo:breeder
+dbo:spouse,dbp:education,0.6193713,dbo:spouse
+dbp:prizes,dbp:education,0.38219285,dbo:award
+dbp:deputy,dbo:primeminister,0.27720076,dbp:successor
+dbp:beatifiedby,dbp:canonizedby,0.9942485,dbp:canonizedby
+dbo:institution,dbo:institution,0.98488915,dbo:institution
+dbp:birthplace,dbp:placeofbirth,0.9834779,dbo:birthplace
+dbp:residence,dbo:country,0.98564863,dbo:country
+dbo:opponent,dbo:primeminister,0.9822796,dbo:opponent
+dbo:currency,dbp:battles,0.82378757,dbo:currency
+dbo:trainer,dbp:starring,0.88651335,dbo:birthplace
+dbo:veneratedin,dbo:veneratedin,0.9989629,None
+dbp:writer,dbo:author,0.32887936,dbo:creator
+dbp:hubs,dbp:employer,0.34934303,dbp:founded
+dbp:artist,dbp:artist,0.9957569,dbp:artist
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+dbo:almamater,dbo:award,0.9841085,dbo:award
+dbo:operatingsystem,dbp:employer,0.29586276,dbo:operatingsystem
+dbo:honours,dbp:battles,0.22089137,dbp:race
+dbp:flagbearer,dbo:birthplace,0.25208256,dbp:flagbearer
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+dbp:prizes,dbo:award,0.9552692,dbp:awards
+dbp:country,dbp:membership,0.79070514,dbp:country
+dbo:sport,dbo:birthplace,0.6264987,dbo:sport
+dbp:narrated,dbo:creator,0.50356704,dbp:firstaired
+dbo:institution,dbo:almamater,0.99368215,dbo:birthplace
+dbo:creator,dbo:creator,0.99746966,dbo:creator
+dbp:destinations,dbp:cities,0.99225265,dbo:deathplace
+dbo:city,dbo:timezone,0.4216402,dbp:owner
+dbp:deathplace,dbo:country,0.14864033,dbo:location
+dbo:lyrics,dbp:artist,0.9907149,dbo:lyrics
+dbp:editor,dbo:author,0.4026958,dbp:editor
+dbp:nearestcity,dbo:birthplace,0.35412112,dbp:area
+dbo:party,dbp:battles,0.52772707,dbp:party
+dbo:campus,dbo:sport,0.45298627,dbp:area
+dbo:militarybranch,dbp:battles,0.2330122,dbo:occupation
+dbo:team,dbp:playedfor,0.84528154,dbo:birthplace
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+dbo:tenant,dbp:employer,0.31462634,dbo:formerteam
+dbo:ground,dbp:owner,0.58915776,dbp:league
+dbp:cinematography,dbp:starring,0.27783698,dbp:starring
+dbo:relation,dbo:almamater,0.6369057,dbo:commander
+dbo:child,dbo:occupation,0.29297873,dbp:party
+dbo:child,dbp:starring,0.29080206,dbp:children
+dbp:highschool,dbo:birthplace,0.6518271,dbo:highschool
+dbo:city,dbp:placeofbirth,0.8936601,dbo:birthplace
+dbp:hubs,dbo:ingredient,0.46748772,dbp:headquarters
+dbp:genre,dbp:discipline,0.49553514,dbp:designer
+dbp:prizes,dbo:award,0.5616956,dbo:award
+dbp:firstteam,dbp:firstteam,0.99763405,dbp:firstteam
+dbp:domain,dbo:order,0.7865694,None
+dbo:race,dbp:race,0.99444216,dbp:race
+dbp:homestadium,dbo:birthplace,0.4202317,dbp:region
+dbo:foundationplace,dbp:placeofbirth,0.5706546,dbo:birthplace
+dbp:recorded,dbp:artist,0.91887766,dbp:artist
+dbp:label,dbp:label,0.9977208,dbp:label
+dbo:stateoforigin,dbo:country,0.47842214,dbo:birthplace
+dbp:nationalorigin,dbp:nationalorigin,0.99675995,dbp:nationalorigin
+dbp:birthname,dbp:designer,0.22492576,dbo:birthplace
+dbp:spouse,dbo:award,0.99928963,dbp:children
+dbp:locationcountry,dbo:almamater,0.25239447,dbp:locationcountry
+dbp:headquarters,dbp:headquarters,0.38952494,dbo:birthplace
+dbp:firstdriver,dbo:poledriver,0.8452664,dbo:poledriver
+dbo:artist,dbo:creator,0.32200804,dbp:artist
+dbo:bronzemedalist,dbo:birthplace,0.74696195,dbo:bronzemedalist
+dbp:club,dbp:owner,0.7702352,dbp:youthclubs
+dbp:district,dbo:nearestcity,0.24959418,dbo:birthplace
+dbp:workinstitutions,dbp:affiliation,0.47070813,dbo:institution
+dbo:programmeformat,dbp:employer,0.34592235,dbp:area
+dbp:creator,dbp:artist,0.3714433,dbp:starring
+dbo:officiallanguage,dbo:officiallanguage,0.99898595,dbo:officiallanguage
+dbp:neighboringmunicipalities,dbo:birthplace,0.47642958,dbo:birthplace
+dbp:education,dbo:institution,0.54931897,dbp:education
+dbp:battles,dbo:creator,0.25525814,dbp:battles
+dbp:state,dbo:primeminister,0.5990759,None
+dbo:locatedinarea,dbo:firstascentperson,0.37428543,dbo:birthplace
+dbo:region,dbp:artist,0.28870016,None
+dbo:series,dbo:creator,0.8246458,None
+dbp:race,dbp:race,0.9995763,dbp:race
+dbo:associatedband,dbp:artist,0.9160447,dbp:artist
+dbp:narrated,dbo:creator,0.9768456,dbo:creator
+dbp:almamater,dbo:almamater,0.9641814,None
+dbo:keyperson,dbp:keypeople,0.25452134,dbp:keypeople
+dbo:voice,dbo:director,0.336173,dbo:creator
+dbp:city,dbp:placeofbirth,0.43798488,dbo:rivermouth
+dbo:stateoforigin,dbp:fields,0.49170583,dbo:country
+dbo:director,dbo:occupation,0.3561761,dbp:starring
+dbp:developer,dbp:headquarters,0.66902614,dbp:location
+dbp:place,dbo:timezone,0.7113933,dbo:origin
+dbo:narrator,dbo:creator,0.42996788,dbo:director
+dbo:employer,dbp:label,0.5590969,None
+dbp:placeofburial,dbp:residence,0.41773722,dbo:occupation
+dbp:currentmembers,dbp:starring,0.468133,dbp:label
+dbo:battle,dbp:battles,0.9972566,dbo:birthplace
+dbo:team,dbp:playedfor,0.8156319,dbp:team
+dbo:predecessor,dbo:origin,0.95073396,dbp:type
+dbp:publisher,dbp:fields,0.73594344,dbp:publisher
+dbo:producer,dbp:artist,0.9920587,dbp:artist
+dbp:spouse,dbo:spouse,0.98398894,dbo:spouse
+dbo:college,dbo:almamater,0.5909143,dbo:birthplace
diff --git a/Neural graph module/df_valid_a0.4_e100_b8.csv b/Neural graph module/df_valid_a0.4_e100_b8.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e54d4bf02203650a022ba60a5e3dc1bf212c1c6c
--- /dev/null
+++ b/Neural graph module/df_valid_a0.4_e100_b8.csv	
@@ -0,0 +1,281 @@
+correct_pred,prediction,pred_probability,gs_pred
+dbp:music,dbp:label,0.6820375,dbo:author
+dbp:veneratedin,dbp:deathcause,0.26227868,dbo:veneratedin
+dbo:profession,dbo:primeminister,0.3405796,None
+dbp:deathdate,dbp:successor,0.4416572,dbo:genre
+dbp:deathplace,dbp:successor,0.39634475,dbo:birthplace
+dbp:deathplace,dbo:commander,0.21155618,dbo:birthplace
+dbp:starring,dbp:label,0.28329232,dbo:author
+dbo:party,dbp:residence,0.638783,dbp:successor
+dbp:branch,dbp:membership,0.45957702,dbo:almamater
+dbp:purpose,dbp:membership,0.39006063,dbp:membership
+dbp:children,dbp:keypeople,0.98552483,dbp:successor
+dbp:poledriver,dbp:firstdriver,0.9617268,dbp:firstdriver
+dbo:academicadvisor,dbp:fields,0.58599365,dbp:fields
+dbp:team,dbp:owner,0.4165954,dbp:league
+dbo:academicdiscipline,dbp:fields,0.39687467,dbp:fields
+dbo:hometown,dbp:residence,0.37025654,dbo:birthplace
+dbo:ingredient,dbo:ingredient,0.9766376,dbo:ingredient
+dbo:owner,dbo:officiallanguage,0.5197959,dbp:owner
+dbo:almamater,dbo:almamater,0.4724337,dbo:almamater
+dbp:school,dbo:notablework,0.40886405,dbp:birthplace
+dbp:battles,dbp:battles,0.63245237,dbp:battles
+dbp:allegiance,dbp:battles,0.3135755,dbp:allegiance
+dbp:services,dbo:operatingsystem,0.46908852,dbo:genre
+dbp:currency,dbo:occupation,0.2907117,dbo:officiallanguage
+dbp:notablecommanders,dbo:commander,0.9540051,dbp:battles
+dbp:currentclub,dbp:league,0.98264045,dbo:occupation
+dbo:campus,dbo:occupation,0.18991171,dbo:birthplace
+dbp:language,dbp:artist,0.2666251,dbp:artist
+dbo:subsequentwork,dbo:author,0.3702751,dbp:artist
+dbo:manufacturer,dbo:manufacturer,0.9966556,dbo:manufacturer
+dbo:residence,dbp:race,0.34142047,None
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+dbp:membership,dbp:membership,0.9999615,dbp:membership
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+dbo:deathplace,dbo:formerteam,0.9310673,dbo:sport
+dbp:president,dbp:successor,0.18816422,dbp:successor
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+dbp:nationalorigin,dbp:nationalorigin,0.9945251,dbp:nationalorigin
+dbo:citizenship,dbo:kingdom,0.515135,dbp:nationality
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+dbo:launchsite,dbo:almamater,0.14677279,dbp:garrison
+dbo:denomination,dbo:country,0.5847423,None
+dbp:address,dbo:almamater,0.3572359,dbp:owner
+dbo:president,dbo:almamater,0.6292065,dbp:affiliation
+dbp:publisher,dbp:author,0.44162524,dbp:publisher
+dbo:architecturalstyle,dbp:residence,0.43045205,dbo:country
+dbo:managerclub,dbo:occupation,0.22575647,dbp:team
+dbp:appointer,dbp:successor,0.61899155,None
+dbo:associatedmusicalartist,dbp:artist,0.8564076,dbp:associatedacts
+dbo:rivermouth,dbp:cities,0.879374,dbo:rivermouth
+dbo:occupation,dbo:almamater,0.45032117,dbp:associatedacts
+dbo:rivermouth,dbo:almamater,0.3401443,dbo:rivermouth
+dbo:relation,dbo:primeminister,0.40407175,None
+dbp:writers,dbo:creator,0.54835325,dbo:creator
+dbo:cpu,dbo:manufacturer,0.95848644,dbo:computingplatform
+dbo:founder,dbp:successor,0.46916068,dbp:area
+dbo:formerteam,dbo:formerteam,0.99838865,dbo:formerteam
+dbo:publisher,dbp:keypeople,0.2559209,dbp:author
+dbo:birthplace,dbo:country,0.45703924,dbo:birthplace
+dbp:fields,dbo:almamater,0.430496,dbp:fields
+dbp:guests,dbo:ingredient,0.13595165,None
+dbo:voice,dbo:director,0.699317,dbo:voice
+dbp:tenants,dbo:employer,0.5567145,dbo:formerteam
+dbo:employer,dbo:employer,0.22241054,None
+dbp:place,dbo:origin,0.3826264,dbo:author
+dbp:coach,dbo:spouse,0.81842154,dbo:coach
+dbp:houses,dbp:houses,0.987166,dbp:houses
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+dbo:manager,dbp:league,0.6871246,None
+dbp:almamater,dbo:almamater,0.83340806,dbo:almamater
+dbo:religion,dbo:almamater,0.27105108,dbo:occupation
+dbp:nearestcity,dbo:nearestcity,0.91691273,dbp:nearestcity
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+dbp:engine,dbo:manufacturer,0.2243033,dbp:designer
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+dbo:destination,dbp:destinations,0.99681795,dbp:destinations
+dbp:coach,dbo:formerteam,0.91213745,dbp:name
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+dbp:headquarters,dbp:headquarters,0.37226838,dbo:birthplace
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+dbo:relative,dbp:race,0.38764107,dbo:spouse
+dbo:origin,dbo:origin,0.9825618,dbo:origin
+dbo:manager,dbp:league,0.52780193,dbp:manager
+dbo:affiliation,dbp:affiliation,0.7652285,dbp:affiliation
+dbo:county,dbo:nearestcity,0.41488832,dbp:city
+dbo:knownfor,dbp:fields,0.54639524,dbp:fields
+dbp:title,dbp:origin,0.13775691,dbp:title
+dbp:editor,dbo:country,0.41778788,dbp:owner
+dbp:primeminister,dbo:commander,0.5229602,dbp:successor
+dbp:commander,dbo:commander,0.39499694,dbo:commander
+dbp:league,dbp:league,0.9759728,dbp:league
+dbp:subject,dbp:author,0.89363754,dbo:author
+dbp:foundation,dbp:education,0.3530889,dbo:country
+dbp:location,dbp:manufacturer,0.6702467,dbo:birthplace
+dbo:religion,dbo:creator,0.7521541,dbo:creator
+dbp:employer,dbo:institution,0.95048434,dbo:institution
+dbo:profession,dbp:battles,0.46509594,dbo:occupation
+dbo:subsequentwork,dbp:artist,0.99871314,dbp:artist
+dbo:operator,dbo:manufacturer,0.7616699,dbp:owner
+dbp:meaning,dbp:author,0.49692366,dbp:region
+dbo:regionserved,dbo:country,0.58132136,dbo:deathplace
+dbp:nationality,dbp:residence,0.7335692,dbp:nationality
+dbp:playedfor,dbp:designer,0.4958968,dbo:formerteam
+dbp:author,dbo:notablework,0.3657151,None
+dbo:citizenship,dbo:country,0.8059121,dbo:country
+dbo:campus,dbp:fields,0.37146035,dbo:birthplace
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+dbo:maintainedby,dbp:cities,0.39451757,dbo:maintainedby
+dbo:relation,dbo:almamater,0.2911768,dbo:almamater
+dbp:education,dbo:almamater,0.40790746,None
+dbp:crosses,dbp:designer,0.70857775,dbo:builder
+dbo:highschool,dbo:almamater,0.39496505,dbp:highschool
+dbp:label,dbp:label,0.99970895,dbp:label
+dbo:writer,dbp:author,0.3232221,dbo:creator
+dbp:occupation,dbo:occupation,0.7172193,None
+dbo:deathplace,dbp:battles,0.7298021,dbo:country
+dbo:composer,dbp:battles,0.15028356,dbp:music
+dbo:distributinglabel,dbp:label,0.9990957,dbo:foundedby
+dbp:headquarters,dbp:membership,0.43530074,dbp:residence
+dbp:managerclubs,dbo:occupation,0.37294233,dbp:manager
+dbo:routeend,dbp:borough,0.9997663,dbp:owner
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+dbo:child,dbp:successor,0.43240353,None
+dbo:owner,dbo:author,0.6026259,dbo:author
+dbo:party,dbp:membership,0.28381982,dbp:membership
+dbo:author,dbp:author,0.6737136,dbo:author
+dbo:almamater,dbo:almamater,0.9960626,dbo:almamater
+dbo:award,dbo:notablework,0.23960389,None
+dbo:order,dbo:order,0.36747524,dbo:order
+dbo:capital,dbo:officiallanguage,0.40634862,dbp:residence
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+dbp:almamater,dbo:almamater,0.99038893,dbo:almamater
+dbo:birthplace,dbp:designer,0.81758815,dbo:occupation
+dbp:outflow,dbo:almamater,0.30760792,dbo:rivermouth
+dbo:field,dbp:fields,0.78451896,dbo:occupation
+dbo:programmeformat,dbp:area,0.3952053,dbo:genre
+dbp:maininterests,dbo:almamater,0.52876264,dbp:maininterests
+dbo:team,dbo:formerteam,0.9993062,dbp:league
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+dbp:recorded,dbp:artist,0.9566542,dbp:artist
+dbo:citizenship,dbp:battles,0.35617137,dbp:nationality
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+dbo:militaryunit,dbp:associatedacts,0.526332,dbo:militaryunit
+dbp:label,dbp:label,0.41436073,dbp:label
+dbo:breeder,dbp:race,0.9846779,dbo:breeder
+dbo:spouse,dbp:education,0.33967894,dbo:spouse
+dbp:prizes,dbo:award,0.74285746,dbo:award
+dbp:deputy,dbo:primeminister,0.7049626,dbp:successor
+dbp:beatifiedby,dbp:canonizedby,0.9997069,dbp:canonizedby
+dbo:institution,dbo:institution,0.8763156,dbo:institution
+dbp:birthplace,dbo:creator,0.5186604,dbp:area
+dbp:residence,dbo:country,0.94724387,dbo:country
+dbo:opponent,dbp:successor,0.4977058,dbo:opponent
+dbo:currency,dbp:battles,0.45930868,dbo:currency
+dbo:trainer,dbo:primeminister,0.22930743,dbo:birthplace
+dbo:veneratedin,dbo:veneratedin,0.9819219,None
+dbp:writer,dbp:author,0.7100449,dbo:creator
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+dbo:honours,dbp:race,0.2549103,dbp:race
+dbp:flagbearer,dbo:silvermedalist,0.7634219,dbp:location
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+dbp:prizes,dbo:award,0.9961671,dbp:prizes
+dbp:country,dbp:membership,0.5303819,dbp:country
+dbo:sport,dbo:occupation,0.6234011,dbo:sport
+dbp:narrated,dbp:author,0.37191433,dbo:network
+dbo:institution,dbo:almamater,0.9972113,dbo:institution
+dbo:creator,dbo:creator,0.8336428,dbo:creator
+dbp:destinations,dbp:cities,0.9904428,dbo:deathplace
+dbo:city,dbo:timezone,0.56174266,dbp:owner
+dbp:deathplace,dbo:occupation,0.14862047,dbo:location
+dbo:lyrics,dbp:artist,0.8737615,dbo:lyrics
+dbp:editor,dbo:author,0.4650439,dbp:editor
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+dbp:hubs,dbp:carries,0.23226297,dbp:headquarters
+dbp:genre,dbp:discipline,0.76305294,dbp:designer
+dbp:prizes,dbo:award,0.9846762,dbo:award
+dbp:firstteam,dbp:firstteam,0.99999475,dbp:firstteam
+dbp:domain,dbo:order,0.994255,None
+dbo:race,dbp:race,0.9951256,dbp:race
+dbp:homestadium,dbo:country,0.50853455,dbp:region
+dbo:foundationplace,dbo:country,0.9386775,dbo:birthplace
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+dbp:birthname,dbp:successor,0.445002,dbo:almamater
+dbp:spouse,dbo:award,0.9999354,dbp:deathplace
+dbp:locationcountry,dbo:almamater,0.56555223,dbp:locationcity
+dbp:headquarters,dbp:headquarters,0.498849,dbo:birthplace
+dbp:firstdriver,dbp:firstdriver,0.97797626,dbp:firstdriver
+dbo:artist,dbp:author,0.26642412,dbp:artist
+dbo:bronzemedalist,dbo:formerteam,0.22043574,dbo:bronzemedalist
+dbp:club,dbp:owner,0.94336426,dbp:team
+dbp:district,dbp:origin,0.6947857,dbp:successor
+dbp:workinstitutions,dbo:almamater,0.2928068,dbo:institution
+dbo:programmeformat,dbo:occupation,0.78522336,dbp:area
+dbp:creator,dbp:recorded,0.37419215,dbo:country
+dbo:officiallanguage,dbo:officiallanguage,0.98764336,dbo:officiallanguage
+dbp:neighboringmunicipalities,dbp:residence,0.51098347,dbo:birthplace
+dbp:education,dbp:education,0.41861042,dbp:education
+dbp:battles,dbp:battles,0.17885987,dbp:battles
+dbp:state,dbp:successor,0.54110616,None
+dbo:locatedinarea,dbo:almamater,0.22115055,dbp:city
+dbo:region,dbo:designer,0.6665269,None
+dbo:series,dbo:creator,0.97891766,None
+dbp:race,dbp:race,0.9993679,dbp:race
+dbo:associatedband,dbp:associatedacts,0.6794647,dbp:associatedacts
+dbp:narrated,dbp:associatedacts,0.40835968,dbo:creator
+dbp:almamater,dbo:almamater,0.98821133,None
+dbo:keyperson,dbo:institution,0.30946803,dbp:keypeople
+dbo:voice,dbo:director,0.942779,dbo:creator
+dbp:city,dbp:designer,0.42977932,dbo:rivermouth
+dbo:stateoforigin,dbp:keypeople,0.17768018,dbp:nationality
+dbo:director,dbo:occupation,0.70184284,dbo:director
+dbp:developer,dbp:residence,0.24998909,dbp:developer
+dbp:place,dbo:timezone,0.9188822,dbo:origin
+dbo:narrator,dbo:creator,0.44032353,dbo:director
+dbo:employer,dbp:associatedacts,0.47090533,None
+dbp:placeofburial,dbp:affiliation,0.5521301,dbp:owner
+dbp:currentmembers,dbp:venue,0.4099563,dbp:associatedacts
+dbo:battle,dbp:battles,0.9641289,dbo:birthplace
+dbo:team,dbo:formerteam,0.99926347,dbp:team
+dbo:predecessor,dbp:successor,0.55320966,dbp:locationcity
+dbp:publisher,dbp:discipline,0.20155838,dbp:parent
+dbo:producer,dbp:artist,0.8960211,dbp:artist
+dbp:spouse,dbo:spouse,0.91259074,dbo:spouse
+dbo:college,dbp:education,0.6080187,dbo:birthplace
diff --git a/Neural graph module/df_valid_a0_e100_b8.csv b/Neural graph module/df_valid_a0_e100_b8.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0f1954061fa8bd2c73698bbad0b48e368dcba151
--- /dev/null
+++ b/Neural graph module/df_valid_a0_e100_b8.csv	
@@ -0,0 +1,281 @@
+correct_pred,prediction,pred_probability,gs_pred
+dbp:music,dbp:label,0.9235998,dbo:author
+dbp:veneratedin,dbp:maininterests,0.6043614,dbo:veneratedin
+dbo:profession,dbo:knownfor,0.33164653,None
+dbp:deathdate,dbp:designer,0.3363093,dbp:genre
+dbp:deathplace,dbp:designer,0.5294027,dbo:birthplace
+dbp:deathplace,dbp:designer,0.39424974,dbo:deathplace
+dbp:starring,dbo:spouse,0.6900167,dbo:author
+dbo:party,dbp:party,0.97967213,dbp:party
+dbp:branch,dbp:membership,0.31144717,dbo:parent
+dbp:purpose,dbp:affiliation,0.2685839,dbp:affiliation
+dbp:children,dbp:keypeople,0.9736182,dbo:parent
+dbp:poledriver,dbp:firstdriver,0.7412997,dbp:firstdriver
+dbo:academicadvisor,dbo:almamater,0.4723744,dbp:fields
+dbp:team,dbo:author,0.5604851,dbp:nationality
+dbo:academicdiscipline,dbp:fields,0.8349554,dbp:fields
+dbo:hometown,dbo:deathplace,0.5497324,dbo:birthplace
+dbo:ingredient,dbo:ingredient,0.9946142,dbo:ingredient
+dbo:owner,dbo:country,0.6614399,dbp:owner
+dbo:almamater,dbo:author,0.48809183,dbp:education
+dbp:school,dbo:notablework,0.35205522,dbp:birthplace
+dbp:battles,dbp:battles,0.780045,dbp:battles
+dbp:allegiance,dbp:battles,0.21960534,dbp:title
+dbp:services,dbo:operatingsystem,0.78508097,dbp:services
+dbp:currency,dbo:country,0.17847979,dbo:timezone
+dbp:notablecommanders,dbo:commander,0.644068,dbp:battles
+dbp:currentclub,dbp:league,0.5554865,dbp:owner
+dbo:campus,dbp:fields,0.25052822,dbo:birthplace
+dbp:language,dbp:recorded,0.87868553,dbp:recorded
+dbo:subsequentwork,dbo:author,0.9226242,dbp:label
+dbo:manufacturer,dbp:owner,0.6310948,dbo:manufacturer
+dbo:residence,dbo:deathplace,0.91376007,None
+dbo:narrator,dbp:race,0.17974441,dbo:executiveproducer
+dbp:nationality,dbp:nationality,0.86305207,dbp:nationality
+dbo:militarybranch,dbp:role,0.39270374,dbo:country
+dbp:debutteam,dbo:origin,0.5226672,dbo:formerteam
+dbo:currency,dbo:origin,0.8319716,dbo:currency
+dbp:membership,dbp:membership,0.999627,dbp:membership
+dbp:sisterstations,dbp:sisterstations,0.81699824,dbp:sisterstations
+dbp:company,dbp:owner,0.39834112,dbp:country
+dbp:maininterests,dbp:maininterests,0.98823,dbp:maininterests
+dbp:predecessor,dbp:education,0.34719133,dbp:successor
+dbo:occupation,dbp:owner,0.9846101,dbp:team
+dbp:purpose,dbp:placeofbirth,0.3905789,dbo:occupation
+dbo:nearestcity,dbo:nearestcity,0.3534908,dbo:birthplace
+dbo:genre,dbp:designer,0.2939291,dbp:genre
+dbo:leader,dbo:country,0.3940652,dbp:headquarters
+dbo:headquarter,dbp:manufacturer,0.1468432,dbo:birthplace
+dbo:deathplace,dbo:formerteam,0.40695897,dbo:deathplace
+dbp:president,dbp:education,0.6270215,dbp:education
+dbp:currentclub,dbp:owner,0.68788457,dbp:team
+dbo:location,dbo:country,0.31520787,dbp:country
+dbp:debutteam,dbo:debutteam,0.24910972,dbo:debutteam
+dbo:child,dbo:parent,0.323776,dbo:parent
+dbo:voice,dbp:designer,0.42814627,dbo:occupation
+dbo:ideology,dbp:religion,0.71321577,dbo:country
+dbp:nationalorigin,dbp:nationalorigin,0.99580103,dbp:nationalorigin
+dbo:citizenship,dbp:garrison,0.1359968,dbp:fields
+dbp:license,dbp:programminglanguage,0.8923568,dbp:developer
+dbp:coach,dbo:formerteam,0.5731286,dbp:club
+dbo:launchsite,dbp:designer,0.22220856,dbp:garrison
+dbo:denomination,dbo:birthplace,0.49308038,None
+dbp:address,dbp:affiliation,0.48817188,dbp:owner
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