dataset,lang,clf,feature,valid_acc,test_macro_f1,train_time_s
nusax_senti,ace,nb,bow,0.73,0.7245822736746357,0.10649295099938172
nusax_senti,ace,nb,tfidf,0.71,0.6921206246292059,0.10393614700296894
nusax_senti,ace,svm,bow,0.74,0.7572637650825301,0.49431590999665787
nusax_senti,ace,svm,tfidf,0.73,0.7538093656032038,0.5476793720008573
nusax_senti,ace,lr,bow,0.74,0.7741379077643682,1.7586607090015605
nusax_senti,ace,lr,tfidf,0.73,0.7549155792847402,2.6275607569987187
nusax_senti,ban,nb,bow,0.81,0.7255837564055948,0.10634634300004109
nusax_senti,ban,nb,tfidf,0.78,0.6955540775167215,0.11716896700090729
nusax_senti,ban,svm,bow,0.7,0.7495114993760028,0.5125168750018929
nusax_senti,ban,svm,tfidf,0.73,0.7529147071376414,0.5616988910005603
nusax_senti,ban,lr,bow,0.73,0.763328875993933,2.1179219930018007
nusax_senti,ban,lr,tfidf,0.74,0.7557567202513353,3.0178311630006647
nusax_senti,bbc,nb,bow,0.75,0.7299610010328857,0.10876638000263483
nusax_senti,bbc,nb,tfidf,0.69,0.7007575592074419,0.10966501900111325
nusax_senti,bbc,svm,bow,0.68,0.735509829469561,0.49259823199827224
nusax_senti,bbc,svm,tfidf,0.73,0.7667975833893678,0.5502597710001282
nusax_senti,bbc,lr,bow,0.67,0.7604433990819471,2.772800931998063
nusax_senti,bbc,lr,tfidf,0.74,0.7458465805450168,2.9213850500018452
nusax_senti,bjn,nb,bow,0.77,0.7194383547343147,0.1066130279978097
nusax_senti,bjn,nb,tfidf,0.73,0.684677537108683,0.10595553399980417
nusax_senti,bjn,svm,bow,0.8,0.7253608061933884,0.471495670000877
nusax_senti,bjn,svm,tfidf,0.82,0.748075526506899,0.5240535190023365
nusax_senti,bjn,lr,bow,0.8,0.7499586807903237,2.271033171000454
nusax_senti,bjn,lr,tfidf,0.82,0.7568634653487388,2.8041749939984584
nusax_senti,bug,nb,bow,0.73,0.7365058290101562,0.12796571199942264
nusax_senti,bug,nb,tfidf,0.74,0.7168409748470171,0.1105853080007364
nusax_senti,bug,svm,bow,0.74,0.7365312242412992,0.4985058219972416
nusax_senti,bug,svm,tfidf,0.73,0.7723170834032556,0.5512163089988462
nusax_senti,bug,lr,bow,0.73,0.7593648672004502,2.617265418997704
nusax_senti,bug,lr,tfidf,0.74,0.7717275169634349,2.4396847330026503
nusax_senti,eng,nb,bow,0.78,0.7646257393095741,0.112576112998795
nusax_senti,eng,nb,tfidf,0.78,0.7583738669440859,0.11082292799983406
nusax_senti,eng,svm,bow,0.77,0.7498253907206456,0.5545316790012293
nusax_senti,eng,svm,tfidf,0.79,0.741135688761387,0.5935689719990478
nusax_senti,eng,lr,bow,0.77,0.7588957576530072,2.551633449998917
nusax_senti,eng,lr,tfidf,0.79,0.7546109559761437,2.366756207000435
nusax_senti,ind,nb,bow,0.79,0.7311052022751223,0.10904537700116634
nusax_senti,ind,nb,tfidf,0.77,0.7145563170398451,0.1061097259989765
nusax_senti,ind,svm,bow,0.77,0.7389847019732078,0.49725567800123827
nusax_senti,ind,svm,tfidf,0.76,0.7867500264545731,0.5311256019995199
nusax_senti,ind,lr,bow,0.77,0.7469905810240528,1.729612373001146
nusax_senti,ind,lr,tfidf,0.79,0.7449965576763696,2.3192000259987253
nusax_senti,jav,nb,bow,0.74,0.6936706725701033,0.11563418500008993
nusax_senti,jav,nb,tfidf,0.73,0.6673232343562013,0.11053341099977843
nusax_senti,jav,svm,bow,0.77,0.7103629694737741,0.4914921810013766
nusax_senti,jav,svm,tfidf,0.77,0.7128098080110464,0.5261249059985857
nusax_senti,jav,lr,bow,0.77,0.7369373377827215,2.065414348999184
nusax_senti,jav,lr,tfidf,0.78,0.7163307688247489,2.345260932997917
nusax_senti,mad,nb,bow,0.72,0.6675472268179526,0.10704949300270528
nusax_senti,mad,nb,tfidf,0.71,0.6558823157783263,0.10632347000137088
nusax_senti,mad,svm,bow,0.78,0.7250705042438893,0.47815845900186105
nusax_senti,mad,svm,tfidf,0.76,0.737686561687533,0.5317435889992339
nusax_senti,mad,lr,bow,0.8,0.7495711698430774,1.9609403659997042
nusax_senti,mad,lr,tfidf,0.77,0.7333691949076565,2.29339863900168
nusax_senti,min,nb,bow,0.76,0.7319374982722026,0.105149139999412
nusax_senti,min,nb,tfidf,0.77,0.7089812075808771,0.10530368199761142
nusax_senti,min,svm,bow,0.74,0.7434964864849922,0.4811281139991479
nusax_senti,min,svm,tfidf,0.79,0.7672635913183056,0.5222675620025257
nusax_senti,min,lr,bow,0.77,0.74375919464705,1.685616974002187
nusax_senti,min,lr,tfidf,0.81,0.747665673831258,2.3451005489987438
nusax_senti,nij,nb,bow,0.73,0.6881603028893019,0.10576902200045879
nusax_senti,nij,nb,tfidf,0.73,0.6586424934251022,0.10559105599895702
nusax_senti,nij,svm,bow,0.75,0.73294166151309,0.5095905119997042
nusax_senti,nij,svm,tfidf,0.75,0.7505930459138641,0.5434619369989377
nusax_senti,nij,lr,bow,0.75,0.7340773040769744,1.8773003759997664
nusax_senti,nij,lr,tfidf,0.78,0.7270482914588879,2.4466565049988276
nusax_senti,sun,nb,bow,0.79,0.7189154173741615,0.10683661000075517
nusax_senti,sun,nb,tfidf,0.77,0.7030658211539604,0.10671319700122694
nusax_senti,sun,svm,bow,0.75,0.7341290616323682,0.48370587799945497
nusax_senti,sun,svm,tfidf,0.75,0.7431609681960861,0.5216594220000843
nusax_senti,sun,lr,bow,0.75,0.7446444229643165,1.799731637001969
nusax_senti,sun,lr,tfidf,0.78,0.7576680284773577,2.2154395220022707