From 1cc364e2b422948c8f78091413cdf2877ba838dd Mon Sep 17 00:00:00 2001 From: Zofia Galla Date: Wed, 12 May 2021 22:10:35 +0200 Subject: [PATCH] Add script and predictions --- dev-0/out.tsv | 5452 ++++++++++++++++++++++++++++++++++++++++++++++++ run.py | 33 + test-A/out.tsv | 5447 +++++++++++++++++++++++++++++++++++++++++++++++ 3 files changed, 10932 insertions(+) create mode 100644 dev-0/out.tsv create mode 100644 run.py create mode 100644 test-A/out.tsv diff --git a/dev-0/out.tsv b/dev-0/out.tsv new file mode 100644 index 0000000..ec7ed71 --- /dev/null +++ b/dev-0/out.tsv @@ -0,0 +1,5452 @@ +1.000000000000000000e+00 +1.000000000000000000e+00 +1.000000000000000000e+00 +1.000000000000000000e+00 +1.000000000000000000e+00 +1.000000000000000000e+00 +1.000000000000000000e+00 +0.000000000000000000e+00 +1.000000000000000000e+00 +0.000000000000000000e+00 +1.000000000000000000e+00 +0.000000000000000000e+00 +1.000000000000000000e+00 +1.000000000000000000e+00 +1.000000000000000000e+00 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+0.000000000000000000e+00 +1.000000000000000000e+00 +0.000000000000000000e+00 diff --git a/run.py b/run.py new file mode 100644 index 0000000..5d7257d --- /dev/null +++ b/run.py @@ -0,0 +1,33 @@ +import pandas as pd +import numpy as np +from sklearn.feature_extraction.text import TfidfVectorizer +data_raw = pd.read_csv('train/train.tsv', delimiter = '\t', header = None,usecols=[0, 1], names = ['y', 'X']) + +import string +import os + +from sklearn.feature_extraction.text import TfidfVectorizer +from stop_words import get_stop_words + + +def preprocess(item): + to_replace = '''~!@#$%^&*()_+-=[]{};\'":?/.>,<1234567890–”’''' + for r in to_replace: + item = item.replace(r, '') + return item.lower() + + +stop_words = get_stop_words('polish') + ['aby', 'tych', 'tym', 'tyle', 'tymi', 'też'] +vectorizer = TfidfVectorizer(stop_words=stop_words, preprocessor=preprocess) +tfs = vectorizer.fit_transform(data_raw.X) + +from sklearn.naive_bayes import MultinomialNB +clf = MultinomialNB() + +clf.fit(tfs,data_raw.y) + +for dir in ['dev-0/', 'test-A/']: + test_raw = pd.read_csv(dir+'in.tsv', delimiter = '\t', header = None,usecols=[0], names = ['X']) + X_test = vectorizer.transform(test_raw.X) + y_predicted = clf.predict(X_test) + np.savetxt(dir+"out.tsv", y_predicted, delimiter="\t") \ No newline at end of file diff --git a/test-A/out.tsv b/test-A/out.tsv new file mode 100644 index 0000000..5e4f571 --- /dev/null +++ b/test-A/out.tsv @@ -0,0 +1,5447 @@ +1.000000000000000000e+00 +1.000000000000000000e+00 +1.000000000000000000e+00 +0.000000000000000000e+00 +1.000000000000000000e+00 +1.000000000000000000e+00 +1.000000000000000000e+00 +1.000000000000000000e+00 +1.000000000000000000e+00 +1.000000000000000000e+00 +1.000000000000000000e+00 +1.000000000000000000e+00 +1.000000000000000000e+00 +1.000000000000000000e+00 +1.000000000000000000e+00 +1.000000000000000000e+00 +1.000000000000000000e+00 +1.000000000000000000e+00 +1.000000000000000000e+00 +1.000000000000000000e+00 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