dataset,lang,clf,feature,valid_acc,test_macro_f1,train_time_s nt_senti,abs,nb,bow,0.8571428571428571,0.6967010405487378,0.09516649400029564 nt_senti,abs,nb,tfidf,0.826530612244898,0.6770848763146201,0.10942001500006882 nt_senti,abs,svm,bow,0.8367346938775511,0.6987346856798553,0.11782437599686091 nt_senti,abs,svm,tfidf,0.8367346938775511,0.7027777296835593,0.11238267699809512 nt_senti,abs,lr,bow,0.8469387755102041,0.6890013726835964,0.6961651740020898 nt_senti,abs,lr,tfidf,0.8571428571428571,0.6988990814960331,0.7095056590005697 nt_senti,bew,nb,bow,0.8258928571428571,0.791209867867604,0.18520592400091118 nt_senti,bew,nb,tfidf,0.8482142857142857,0.7702550594293927,0.1908179050005856 nt_senti,bew,svm,bow,0.8482142857142857,0.8194254445964433,11.876079158999346 nt_senti,bew,svm,tfidf,0.8526785714285714,0.822615779937349,12.040876614002627 nt_senti,bew,lr,bow,0.8504464285714286,0.812614513352951,355.55260589599857 nt_senti,bew,lr,tfidf,0.8459821428571429,0.8131327323074193,319.55721351500324 nt_senti,bhp,nb,bow,0.81,0.6936386821750082,0.09708220900211018 nt_senti,bhp,nb,tfidf,0.81,0.6450537191808198,0.09804275600254186 nt_senti,bhp,svm,bow,0.76,0.6988756277788543,0.11873023899897817 nt_senti,bhp,svm,tfidf,0.76,0.6893539111167315,0.11909480900067138 nt_senti,bhp,lr,bow,0.72,0.6908452559532451,0.5628850430002785 nt_senti,bhp,lr,tfidf,0.78,0.7034784671454142,0.6061388640009682 nt_senti,btk,nb,bow,0.8214285714285714,0.7805361762958936,0.1813887779971992 nt_senti,btk,nb,tfidf,0.828125,0.7656241522864304,0.18309229999795207 nt_senti,btk,svm,bow,0.8303571428571429,0.7976630429114271,11.755153653000889 nt_senti,btk,svm,tfidf,0.8392857142857143,0.7620056332782421,12.088492462000431 nt_senti,btk,lr,bow,0.8236607142857143,0.7901015202053264,428.706335087998 nt_senti,btk,lr,tfidf,0.8392857142857143,0.7661651170683912,313.1300067299999 nt_senti,jav,nb,bow,0.8147321428571429,0.7988190306413443,0.20312185999864596 nt_senti,jav,nb,tfidf,0.8348214285714286,0.7570515970515971,0.19265273199926014 nt_senti,jav,svm,bow,0.8303571428571429,0.7818365047328744,11.308084559997951 nt_senti,jav,svm,tfidf,0.8348214285714286,0.7816249529887052,12.185856703999889 nt_senti,jav,lr,bow,0.8303571428571429,0.8136060521550035,384.0452746150004 nt_senti,jav,lr,tfidf,0.8325892857142857,0.7959094628732422,340.14876125700175 nt_senti,mad,nb,bow,0.8325892857142857,0.7838376560190439,0.19052558499970473 nt_senti,mad,nb,tfidf,0.8526785714285714,0.7770345596432553,0.1862978480021411 nt_senti,mad,svm,bow,0.8415178571428571,0.8044135937781907,11.933759981002368 nt_senti,mad,svm,tfidf,0.8370535714285714,0.7527858413709149,12.213863626999228 nt_senti,mad,lr,bow,0.8191964285714286,0.7692096345819214,341.72053414400216 nt_senti,mad,lr,tfidf,0.8258928571428571,0.7583139627271349,295.8166246539986 nt_senti,mak,nb,bow,0.8214285714285714,0.7676961741280648,0.19149977499910165 nt_senti,mak,nb,tfidf,0.8459821428571429,0.7641372080833964,0.19749206399865216 nt_senti,mak,svm,bow,0.8504464285714286,0.7925175522446358,11.73205580800277 nt_senti,mak,svm,tfidf,0.8459821428571429,0.7775210713216104,11.475456983000186 nt_senti,mak,lr,bow,0.8415178571428571,0.7743936830231246,435.3358632239979 nt_senti,mak,lr,tfidf,0.8482142857142857,0.7839450060996014,285.7724289180005 nt_senti,min,nb,bow,0.8236607142857143,0.8010023584905661,0.18697084599989466 nt_senti,min,nb,tfidf,0.8348214285714286,0.8010524964702862,0.18525267600125517 nt_senti,min,svm,bow,0.8370535714285714,0.8267678645639669,10.749202949999017 nt_senti,min,svm,tfidf,0.8348214285714286,0.8166180704553373,11.367455599000095 nt_senti,min,lr,bow,0.8348214285714286,0.8252700605387849,3.988207569000224 nt_senti,min,lr,tfidf,0.84375,0.8214774281805746,3.4345090400020126 nt_senti,mui,nb,bow,0.8131868131868132,0.7220271535580525,0.0976410860021133 nt_senti,mui,nb,tfidf,0.8241758241758241,0.7141372141372141,0.09786045099826879 nt_senti,mui,svm,bow,0.8021978021978022,0.6801870354440989,0.11126430999865988 nt_senti,mui,svm,tfidf,0.8131868131868132,0.7220271535580525,0.1136361790013325 nt_senti,mui,lr,bow,0.8351648351648352,0.6498166687265686,0.6639604179981689 nt_senti,mui,lr,tfidf,0.8021978021978022,0.6763098193527322,0.7285386389994528 nt_senti,rej,nb,bow,0.8205128205128205,0.6905124302384577,0.10935751099896152 nt_senti,rej,nb,tfidf,0.8076923076923077,0.6690307328605201,0.11012164700150606 nt_senti,rej,svm,bow,0.782051282051282,0.6645161290322581,0.11261493599886307 nt_senti,rej,svm,tfidf,0.8333333333333334,0.6636449855532764,0.11208170700047049 nt_senti,rej,lr,bow,0.7948717948717948,0.6125,0.5579792559983616 nt_senti,rej,lr,tfidf,0.8205128205128205,0.6874167577235242,0.5684623260021908 nt_senti,sun,nb,bow,0.8325892857142857,0.8051427329481156,0.18436879699947895 nt_senti,sun,nb,tfidf,0.8504464285714286,0.8033992897006595,0.18570132999957423 nt_senti,sun,svm,bow,0.8638392857142857,0.8420565894614338,11.573589367999375 nt_senti,sun,svm,tfidf,0.8571428571428571,0.8310382110909855,11.876829004002502 nt_senti,sun,lr,bow,0.8638392857142857,0.8434396880390821,3.6988740779997897 nt_senti,sun,lr,tfidf,0.8616071428571429,0.8340796638162187,3.0245748209999874