From c5d9b752dc8b35bfd6846c84f5ea42e93fb843b6 Mon Sep 17 00:00:00 2001 From: Jakub Pokrywka Date: Thu, 16 Nov 2023 16:41:27 +0100 Subject: [PATCH] tfidf + lr --- dev-0/out.tsv | 63098 ++++++++--------- solutions/1.py | 41 + solutions/model.pickle | Bin 0 -> 5772118 bytes solutions/vectorizer.pickle | Bin 0 -> 3103878 bytes test-A/out.tsv | 63196 ++++++++--------- test-B/out.tsv | 120975 +++++++-------------------------- 6 files changed, 89081 insertions(+), 158229 deletions(-) create mode 100644 solutions/1.py create mode 100644 solutions/model.pickle create mode 100644 solutions/vectorizer.pickle diff --git a/dev-0/out.tsv b/dev-0/out.tsv index 02ed27b..33d7b2a 100644 --- a/dev-0/out.tsv +++ b/dev-0/out.tsv @@ -1,16 +1,16 @@ news +business news news news -culture news news -business news -business news news news +business +news lifestyle sport news @@ -32,77 +32,77 @@ opinion news sport news +news lifestyle -business sport news news news -culture -opinion +news +news news news 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lifestyle news -business +news +news business news sport @@ -146454,12 +146454,12 @@ news news news business -business news news news news -business +news +news news news news @@ -146481,81 +146481,81 @@ news sport news news -lifestyle +news sport -culture +opinion business business news news -lifestyle +news sport sport news opinion news -news +business sport news -sport news news news -opinion +news +news news news sport news news sport -business +news business sport opinion -business +news sport opinion business -opinion -news news +sport news news +sport business news news news -sport +news news opinion news news -lifestyle news news -sport news news news -sport +news +news +news opinion news culture +sport +business news news +opinion news news -opinion -sport -opinion news sport news news -opinion news news news +culture news news business @@ -146563,57 +146563,57 @@ sport sport business news -culture sport news news news news -opinion +news +business sport news news news culture -culture news news news -opinion news -sport +news +news +news business sport -opinion +culture news news sport lifestyle sport -lifestyle +news news sport +sport news news news news news news -business news culture -business +lifestyle news news news business +culture news -lifestyle business -lifestyle news -opinion news +opinion +sport business sport news @@ -146623,42 +146623,42 @@ news news sport news -culture +news news news news business news news -business +news opinion -business -business +sport +news sport business lifestyle business -news +sport business news -lifestyle -opinion +news +news news news news news sport +business +sport news -lifestyle news news news -sport news sport news news -opinion +news news news sport @@ -146666,65 +146666,65 @@ news sport news news +culture news -business sport news news news -news -news -sport -culture sport news +sport opinion +news +news +news sport -business +news news news culture news sport news -lifestyle +news lifestyle news opinion -culture -opinion news news sport +news lifestyle -culture -business lifestyle +culture news +lifestyle news +culture news sport news -lifestyle -news -opinion +sport news +culture news news +business lifestyle -lifestyle +news sport sport news -culture -sport +news sport -business +news +news news sport news news -lifestyle +news news news news @@ -146736,23 +146736,23 @@ news lifestyle sport news -lifestyle +business news sport business +lifestyle business news -news sport business sport -sport +business sport news news news sport -business +news news sport news @@ -146764,11 +146764,11 @@ business business culture sport -sport +news news business business -news +opinion news news sport @@ -146776,7 +146776,7 @@ business news sport news -news +sport culture news news @@ -146785,7 +146785,7 @@ news news news lifestyle -sport +news news lifestyle news @@ -146793,15 +146793,15 @@ culture news sport business -culture -sport -lifestyle news news -opinion -opinion lifestyle +sport 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news news +news +news +news business -sport -sport news +sport +business news sport news @@ -146933,49 +146933,49 @@ news news news news -business +news sport business news -lifestyle -news +business +sport sport opinion news news business -opinion news news news news news news -culture news -culture +sport +news +news sport business -lifestyle +news news news business -culture +opinion news lifestyle news -lifestyle +news news culture business news lifestyle -opinion +news business news lifestyle opinion -opinion +lifestyle news culture news @@ -146988,37 +146988,37 @@ news news news news +sport news -business news news lifestyle business sport -news +opinion sport news lifestyle news news -opinion -business +sport business +sport +culture +news +sport news -opinion news news news news +lifestyle news news news news -opinion news business -opinion -business lifestyle opinion opinion @@ -147029,17 +147029,17 @@ business news news business -culture +business news news -opinion 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-business +sport news news +business news +business news news +lifestyle news business opinion sport -opinion +news news news business @@ -147166,31 +147166,31 @@ business news sport culture -lifestyle +culture business news news sport news +business news -opinion business business sport culture sport -business -lifestyle -opinion +sport lifestyle opinion -sport +culture news news news -business news +business +business news +lifestyle news news sport @@ -147198,24 +147198,24 @@ news news sport lifestyle -business news -sport news -opinion +news +news opinion news -business news +sport +business news news news lifestyle -sport +news opinion lifestyle -opinion -business +news +news sport opinion business @@ -147239,15 +147239,15 @@ news culture culture sport +lifestyle +news +news +news +news news news news -culture news -opinion -opinion -opinion -opinion sport business news @@ -147267,23 +147267,23 @@ news sport business news +opinion news news -sport news news sport news news -business +news news business news -culture +news news lifestyle news -sport +news news news news @@ -147297,34 +147297,34 @@ news news business news -opinion news news news news +culture news news news news lifestyle -lifestyle news +lifestyle sport news -opinion -business -lifestyle news +business +sport news news news -business -lifestyle culture +news +news +news business news news -opinion +news culture news opinion @@ -147332,52 +147332,52 @@ news news news news -news +culture news news opinion -opinion -lifestyle -news -news news culture -news +sport +business lifestyle +culture +news +news business business opinion lifestyle news -business -business news -sport business +lifestyle sport +news +news lifestyle news sport news news sport -sport news news -sport +news +news business news sport news +business news news business -sport news +sport news news news -lifestyle news news news @@ -147386,50 +147386,50 @@ news news news news -sport -lifestyle +news +business sport business news news news -lifestyle +news sport -culture news news news -opinion news news -business news -business +news +news +news +news news news news sport -lifestyle +news news news news news opinion -opinion +sport news news news news opinion lifestyle -business +opinion business news news sport news news -opinion +news news lifestyle news @@ -147443,13 +147443,13 @@ business news news news -news -lifestyle +sport lifestyle news -business -business news +sport +news +sport news news news @@ -147457,7 +147457,7 @@ news news lifestyle culture -news +business lifestyle opinion news @@ -147465,56 +147465,56 @@ sport news news sport -business -opinion +news +news news business -culture +sport news news sport news -business +news sport news business -opinion -business news -sport news +opinion sport news +sport +sport news news news news sport lifestyle +sport news -news -news +business news news business news news sport -news +culture news news sport news news -business news -business news -culture +business +business +sport sport news news -news +business news news opinion @@ -147528,9 +147528,9 @@ lifestyle sport news sport +sport news news -business sport sport news @@ -147541,7 +147541,7 @@ business sport sport news -news +sport news opinion news @@ -147551,93 +147551,93 @@ news news news sport -sport +news news business -business -opinion +news +news news sport sport +sport news news -sport news business -lifestyle -sport +business +business news sport news news news -news business -culture +business +opinion sport business news business sport news +news sport sport sport -culture lifestyle -sport +news business news opinion news business news -business +sport news culture sport news news lifestyle -business +news news news culture -sport +opinion business news news news -business news news -business +news +news lifestyle -business news news -business -business news news +business +news sport sport news news -sport -lifestyle +news +culture +news sport news lifestyle news news -culture -business news news news news news +sport +news news news news @@ -147649,7 +147649,7 @@ business sport news news -lifestyle +business news sport news @@ -147658,62 +147658,62 @@ news news news sport +sport news news -business news opinion business news -business news news -business -business -opinion news -opinion +business news news news +opinion news sport -culture news news +sport +news news news sport +news +news business sport -business news news news -culture +news +opinion news business sport news news news -news +sport news news news business news news -culture +sport +news news -opinion news news sport news news news -culture +news sport news sport @@ -147724,12 +147724,10 @@ business news news lifestyle -lifestyle -business -opinion +sport +news news news -culture news news news @@ -147738,6 +147736,8 @@ news news news news +sport +news news news news @@ -147746,7 +147746,7 @@ news culture news news -lifestyle +news opinion business business @@ -147755,31 +147755,31 @@ news sport news news -opinion +news news news news sport news culture +business news +sport news -culture -news -culture +lifestyle business -opinion news -lifestyle news +lifestyle news news business -culture news news -sport -opinion +news +news +news +news news sport sport @@ -147792,6 +147792,9 @@ business news sport business +business +news +sport news news news @@ -147799,87 +147802,84 @@ news news news news -culture -sport news -lifestyle sport sport sport culture news -business +sport news news opinion news sport -business +lifestyle culture culture news -news +sport opinion -lifestyle +sport news sport -opinion business news news -business -news news +sport news news +sport +business news news business sport -sport +news news sport news sport business -opinion +news business sport news sport -culture -opinion -news news +lifestyle news sport -sport -business news news +sport +culture news news +sport news news news -business news +news +lifestyle sport news news -culture +lifestyle news culture news business -opinion +news +sport sport -business opinion +business +business news -culture news -opinion news news news @@ -147896,31 +147896,31 @@ sport news news news -sport news +lifestyle sport news news opinion opinion news -news business -removed -news -sport business +culture news sport +news +news sport -lifestyle sport +news +news sport business news business sport -news +business sport news sport @@ -147934,30 +147934,30 @@ sport sport news news -business -opinion news +opinion news +culture news sport sport sport news -business +news news lifestyle sport opinion culture -business +news news news sport -opinion +news business news news -business +news opinion news news @@ -147966,7 +147966,7 @@ culture news news news -opinion +news news business news @@ -147975,8 +147975,8 @@ news news sport lifestyle +business news -culture news news news @@ -147986,28 +147986,28 @@ sport news news lifestyle -business +news sport opinion opinion -business sport -opinion +sport business news -lifestyle -sport -sport news +culture news sport news +opinion +sport +news news lifestyle business sport news -sport +news news news opinion @@ -148015,47 +148015,47 @@ news lifestyle news news -business news news -business news +business news news +business news news news news news +lifestyle news business -business +news +lifestyle opinion news news -opinion news news news news -sport news news -lifestyle -business +news +news news news business sport news news -news +lifestyle sport news sport news news -opinion +news news news news @@ -148067,41 +148067,41 @@ news culture news sport -culture +lifestyle +business +news +sport news -opinion -culture news -opinion news business news lifestyle -lifestyle +sport sport news news news news -news +business news business business -lifestyle +news sport opinion news news -culture +news sport opinion sport opinion news news -business +news lifestyle -business +news business news news @@ -148109,41 +148109,41 @@ news sport news news -sport -lifestyle news +lifestyle news +sport +lifestyle news opinion -opinion -opinion -news -lifestyle +sport news -business lifestyle news news sport news business +business +news +business sport news news sport news -business news -opinion +news +news business news +news +culture sport lifestyle -sport -lifestyle -news -news news +business +business news news opinion @@ -148155,29 +148155,29 @@ news opinion business news -opinion +news news news news sport news -opinion -business +news +news culture news news news sport -opinion +news sport opinion news sport -opinion +news sport news -culture -lifestyle +news +news business sport news @@ -148187,17 +148187,17 @@ news news news sport +sport news -opinion -culture +business news news -business +news +sport news news business -business -lifestyle +news business news sport @@ -148206,20 +148206,20 @@ news sport sport sport -news sport news +news sport -sport +news news opinion news -sport news news news business -opinion +business +news sport business news @@ -148227,7 +148227,7 @@ news news news business -business +sport news business news @@ -148235,23 +148235,23 @@ news news news news -business +news news business sport +business news news +lifestyle news -news -opinion -business business +culture news -lifestyle +news +sport news news news -opinion business news news @@ -148261,19 +148261,19 @@ business sport news news +lifestyle news news -opinion sport business -business -sport +news +news news news business business sport -news +culture news news sport @@ -148281,85 +148281,85 @@ news news business news -culture +news sport news news -culture +news news lifestyle news culture lifestyle -opinion +news sport news -business +news news news news news sport -culture -sport +opinion +business news business news news -sport +news business news news sport business news +business news -opinion news -sport +culture +news news news news news -culture sport news sport news sport -lifestyle -opinion -business +culture news +lifestyle news news news news sport +culture news news news sport -opinion +news news lifestyle -culture +news sport sport -culture -lifestyle +opinion +news business sport -lifestyle +sport business -opinion +sport sport news sport news lifestyle news -culture +news news news news @@ -148369,25 +148369,25 @@ news lifestyle sport business -culture +sport business news news -opinion +news sport sport news news -business +news news business news sport news -sport -business +news business news +news sport sport news @@ -148395,11 +148395,11 @@ news news sport sport -news +sport sport news sport -opinion +sport opinion news business @@ -148412,79 +148412,79 @@ news news opinion lifestyle +sport news -news -culture +sport news opinion business news news sport +culture news -opinion news business news -opinion news news -business -opinion news business news news news +news +news +news sport sport -opinion business news news sport +sport +culture news +business news news -opinion -opinion business news news news -news business business -news -news +business +opinion opinion opinion news +business news news sport news lifestyle news -business +news sport sport +business news news -news -opinion +culture sport business +sport news news news news news news -sport -news news news +opinion news sport sport @@ -148497,8 +148497,8 @@ news business news news -business -opinion +news +news news news business @@ -148506,20 +148506,20 @@ news news sport news -sport -culture news +opinion news -sport news +sport +opinion news news news business -news +business sport news -opinion +news news lifestyle news @@ -148530,42 +148530,42 @@ news news lifestyle news -opinion news sport -lifestyle -business news -culture -sport news news -culture +news +news sport +news +news +news sport sport news +business opinion news sport news business news -lifestyle news culture +culture sport business -sport news -business +news business news +news culture -culture -sport news sport +news +news business opinion news @@ -148577,9 +148577,9 @@ sport business news business -sport news -sport +news +news news news sport @@ -148587,11 +148587,11 @@ news sport culture news -business news news news -culture +news +sport news news sport @@ -148601,12 +148601,12 @@ news news lifestyle news -culture +news sport news news business -news +sport news news news @@ -148615,65 +148615,65 @@ sport sport news business -business news news -opinion +news business +news sport business -lifestyle news -opinion +news +news business lifestyle news news -sport -opinion +lifestyle +news news news news news sport -opinion news news -sport news news news news news -sport news +news +sport +business business sport news +news lifestyle -business -sport news news -opinion news -sport -sport news news news -business news news news news -culture -lifestyle +business news news +news +news +opinion +opinion business news news +business +sport sport news news @@ -148681,28 +148681,28 @@ news news news news -sport -opinion +news +culture culture news opinion news business -news +opinion news sport news news news -sport +news culture -lifestyle sport -culture +news +news sport -business -business culture +business +news sport news news @@ -148723,27 +148723,27 @@ sport news news news -opinion +news news news news sport news news -business news -business news business +news +news opinion -sport -opinion -business +lifestyle +news +news sport news news news -lifestyle +news lifestyle sport sport @@ -148756,21 +148756,21 @@ news news news news -news -opinion business +opinion +news culture sport culture -culture -opinion -opinion +news news business news +business +news +news news news -opinion news business business @@ -148778,17 +148778,17 @@ news news news news -culture +news sport news sport sport news news -lifestyle -business sport -lifestyle +news +sport +news news news opinion @@ -148804,60 +148804,60 @@ sport news opinion news -culture -news +business +lifestyle news news sport -opinion +news sport news news opinion news news -lifestyle +sport news -business news news news +opinion +news +news news -culture -business news news business +business opinion -opinion -lifestyle +news news business -culture news -opinion news news news -business +news +news +news sport news news lifestyle sport -business +news sport news news business -business -sport news +sport +culture news +culture news sport news -sport news news news @@ -148866,16 +148866,16 @@ opinion business news news -lifestyle +news sport business -news +business opinion news news +sport news -news -lifestyle +business news news news @@ -148888,25 +148888,25 @@ sport culture news sport -lifestyle +sport +news news news -business news news news opinion -business +news sport -business +opinion business news -business -business +news +news sport business -culture -sport +news +news news sport sport @@ -148921,98 +148921,98 @@ news business news news -culture +news business culture -culture +news business +sport news news -opinion business sport news -culture -lifestyle +news +news business sport news sport sport -business +lifestyle news sport news opinion sport -business news -business -business +sport +sport +news sport sport news news news -business news -business +news +opinion news news sport -culture +news news lifestyle -opinion -sport +news sport news news news +news business lifestyle lifestyle news -business news news +sport news business sport news -culture -business -opinion news -lifestyle -culture business news +news +sport culture business +news +news +news lifestyle sport news -business +news sport culture sport news -business +sport news business sport -culture +sport news news news news -lifestyle +culture news news sport news -news +lifestyle business news sport @@ -149021,31 +149021,31 @@ news news news business -business -news +opinion news +lifestyle news news news -culture -culture -news +opinion +lifestyle +lifestyle lifestyle news news -opinion -news news +opinion news news news +sport opinion sport +sport news news news -business -culture +lifestyle news news news @@ -149056,24 +149056,24 @@ business news news culture -lifestyle -news +sport +opinion news news news -sport +lifestyle sport news news -opinion +culture business -lifestyle +sport business business business news news -news +opinion news news news @@ -149082,13 +149082,13 @@ business news business sport -business -sport +news sport news -opinion news -culture +news +news +news sport news news @@ -149099,24 +149099,24 @@ news business business news -opinion +culture sport news news +lifestyle news -culture news business -opinion +news opinion news news -business +news news news business -culture -opinion +news +sport sport news news @@ -149124,7 +149124,7 @@ lifestyle news business sport -news +culture culture business news diff --git a/solutions/1.py b/solutions/1.py new file mode 100644 index 0000000..7255aba --- /dev/null +++ b/solutions/1.py @@ -0,0 +1,41 @@ +from sklearn.feature_extraction.text import TfidfVectorizer +from sklearn.linear_model import LogisticRegression +from sklearn.metrics import accuracy_score +import pickle + + + +with open('../train/in.tsv') as f: + train_in = [x.split('\t')[-1].rstrip() for x in f.readlines()] + +with open('../train/expected.tsv') as f: + train_expected = [x.rstrip() for x in f.readlines()] + +classes = sorted(set(train_expected)) + +vectorizer = TfidfVectorizer() +X_train = vectorizer.fit_transform(train_in) +y_train = [classes.index(x) for x in train_expected] + +model = LogisticRegression().fit(X_train, y_train) + +print(accuracy_score(y_train, model.predict(X_train))) + + + +for DATASET in 'dev-0', 'test-A', 'test-B': + with open(f'../{DATASET}/in.tsv') as f: + d_in = [x.split('\t')[-1].rstrip() for x in f.readlines()] + + X_d = vectorizer.transform(d_in) + out = model.predict(X_d) + with open(f'../{DATASET}/out.tsv','w') as f: + for sample in out: + class_name = classes[sample] + f.write(class_name + '\n') + +with open('vectorizer.pickle','wb') as f: + pickle.dump(vectorizer, f) + +with open('model.pickle','wb') as f: + pickle.dump(model, f) diff --git a/solutions/model.pickle b/solutions/model.pickle new file mode 100644 index 0000000000000000000000000000000000000000..ce01b21f5596d785fcd21cb993ac4c916e5c55e5 GIT binary patch literal 5772118 zcmZ^~bzGHA7cLAUA&4Rd2#5*_1|gD4EKpDhQ9w{crMtTuq`SMjyIC{>qI4=C5~6}A zCW4-Q-t#`s`F`g+XaBM1p4oG+S+nkY&#dcOYdrSGgzq8x&nKAK+So)_)5?s?#L$dT zs+*eY=$de;o0#hxTH6?EM+ei&{r6H)SKmt4+S<_EEIKOsyl1p)^toVi3tcl!6C20q z;5{anql5SA*lL+ zKlsqU6?JQEO@bQw(XzzB`?XCpt*zDVbq)0mY@+3Z_giV2>6n|UTia;b=o0E=*5)R5 zx>nJ_q$XN=`qt6G6sDRE>V^cd(Xu+hRHn8jHiqi|kwH*P)7Hj3I+&c$U(4KDH(Hh` zn9^R;>OaD)YzX?2nW-C@YgrS-Qkd|lTWQ)DniH-Mn5paOYTDQmW=&97Jz6Fzl9(u% z;y*$OP0_(e&1_9A9J#d3t#rBmGoYrGl_tR!`_-*%>~oe$k52=VXax$$g^@n1V@lY#c3g|K}}x427Zt{QuXlB*DZY(em>0 zGJgr5|9r_3*+gpvTo?LZHYFk={_n+qpDGc_f9reyTax~_B>Qg}O}L$)&428r9&NyA 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