From f3b94430e867a78385d4c6e337a757ad3c30820c Mon Sep 17 00:00:00 2001 From: Bartusiak Date: Tue, 5 May 2020 19:28:18 +0200 Subject: [PATCH] TFIDF proj commit --- dev-0/in.tsv | 2 +- dev-0/out.tsv | 199999 ++++++++++++++++++++-------------------- l_regression.pkl | Bin 2060 -> 2380 bytes linear_regression.py | 2 +- predict.py | 23 +- test-A/in.tsv | 2 +- test-A/out.tsv | 199997 +++++++++++++++++++-------------------- tfidf_model.pkl | Bin 1738880 -> 1738880 bytes 8 files changed, 200016 insertions(+), 200009 deletions(-) diff --git a/dev-0/in.tsv b/dev-0/in.tsv index f33d7e7..49b10a9 100644 --- a/dev-0/in.tsv +++ b/dev-0/in.tsv @@ -99997,4 +99997,4 @@ Why is it that in the US people are just picking up random disguises that are no 5429-7980-8121 If I was a Bayern fan I'd be pumped that a player was so enthusiastic about coming to the club that he's doing this. Start of a beautiful relationship, hopefully. Honestly I enjoyed it quite a lot. Despite my getting tired of HG's, I found it to be a fun few hours. -I have absolutely no idea! Vine? \ No newline at end of file +I have absolutely no idea! 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tfidf.fit_transform(created_dictionary) #PCA - principal component analysis - pca = TruncatedSVD(n_components=100) # Liniowa redukcja wymiarów , n_components - Pożądana wymiarowość danych wyjściowych + pca = TruncatedSVD(n_components=120) # Liniowa redukcja wymiarów , n_components - Pożądana wymiarowość danych wyjściowych x_pca = pca.fit_transform(x) l_regression = LinearRegression() l_regression.fit(x_pca,expected_dictionary) diff --git a/predict.py b/predict.py index e1bce47..a749979 100644 --- a/predict.py +++ b/predict.py @@ -13,20 +13,23 @@ def predict(): input_file = open("l_regression.pkl",'rb') l_regression = pickle.load(input_file) input_file = open("tfidf_model.pkl",'rb') - tfidf = pickle.load(input_file) + tfidf = pickle.load(input_file,encoding='UTF-8') - dev0 = pd.read_csv("dev-0/in.tsv", delimiter="\t", header=None, names=["txt"], quoting=csv.QUOTE_NONE, error_bad_lines=False) - testA = pd.read_csv("test-A/in.tsv", delimiter="\t", header=None, names=["txt"], quoting=csv.QUOTE_NONE, error_bad_lines=False) - devtxt = dev0["txt"] - testAtxt = testA["txt"] + dev0 = pd.read_csv("dev-0/in.tsv", delimiter="\t", header=None, names=["txt"], quoting=csv.QUOTE_NONE, error_bad_lines=False, skip_blank_lines=False) + testA = pd.read_csv("test-A/in.tsv", delimiter="\t", header=None, names=["txt"], quoting=csv.QUOTE_NONE, error_bad_lines=False, skip_blank_lines=False ) + #devtxt = dev0["txt"] + #testAtxt = testA["txt"] - print(testAtxt) - - dev0_vector = tfidf.fit_transform(devtxt) - testA_vector = tfidf.fit_transform(testAtxt) + #print(testAtxt) + dev0_vector = tfidf.fit_transform(dev0['txt'].apply(lambda dev0_vector: np.str_(dev0_vector))) + testA_vector = tfidf.fit_transform(testA['txt'].apply(lambda testA_vector: np.str_(testA_vector))) + #dev0_vector = tfidf.fit_transform(dev0['txt'].values.astype('U')) + #testA_vector = tfidf.fit_transform(testA['txt'].values.astype('U')) + #dev0_vector = tfidf.fit_transform(dev0['txt'],y=None) + #testA_vector = tfidf.fit_transform(testA['txt'],y=None) #print(testA_vector) - pca = TruncatedSVD(n_components=100) + pca = TruncatedSVD(n_components=120) dev0_pca = pca.fit_transform(dev0_vector) testA_pca = pca.fit_transform(testA_vector) diff --git a/test-A/in.tsv b/test-A/in.tsv index ff935c3..f5cb838 100644 --- a/test-A/in.tsv +++ b/test-A/in.tsv @@ -99997,4 +99997,4 @@ Mine still is. MUSTY_BALLSACK and ANAL_QUEEN's incestual offspring. Good point on the Toxicology report: came back positive for marijuana, but that's it. This sounds right initially but then you see a fly head butt the same inch of glass 300 times. Flies are not clever creatures -I don't actually "need" anything right now, but that never stops me from getting mite flavours \ No newline at end of file +I don't actually "need" anything right now, but that never stops me from getting mite flavours diff --git a/test-A/out.tsv b/test-A/out.tsv index 99ea8e7..ed5ac95 100644 --- a/test-A/out.tsv +++ b/test-A/out.tsv @@ -1,99997 +1,100000 @@ -2.013806128447050924e+03 -2.013770550373714514e+03 -2.013651929109290677e+03 -2.013593490748622571e+03 -2.013839377362607593e+03 -2.014060812739671064e+03 -2.013882314458806150e+03 -2.013645329335777888e+03 -2.013721899134342948e+03 -2.013744610426577538e+03 -2.013395178629381462e+03 -2.013584179604012206e+03 -2.013446340736430557e+03 -2.013708479041634519e+03 -2.013795308002707998e+03 -2.013654695466022531e+03 -2.013663497614483276e+03 -2.013862704966452384e+03 -2.013771076760130654e+03 -2.013557939346812873e+03 -2.013726790468703257e+03 -2.013534389046322985e+03 -2.013757362480253732e+03 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