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+1999 +1922 +1879 +1882 +1868 +1961 +1934 +1907 +1836 +1853 +1919 +1906 +2007 +2003 +1884 +1870 +1862 +1912 +1995 +1946 +1974 +1943 +1974 +1938 +1871 +1899 +1969 +1847 +1988 +1842 +1907 1906 1846 -1870 +1997 +1931 +1957 +1882 +1940 +1915 +1891 +1892 +1908 +2013 +1904 +1940 +1946 +1996 +1964 +1996 +2004 +2010 +1989 +1929 +1989 +1938 +1901 +1928 +1925 +2017 +1856 +1916 +1954 +1874 +2016 +1929 +1922 +2007 +1862 +1827 +1819 +1916 +1950 +1980 +1916 +1927 +2012 +1994 1977 -1981 -1853 +1909 +1890 +1945 +1972 +1918 +1901 +2001 +1905 +1985 diff --git a/geval b/geval new file mode 100755 index 0000000..b68b316 Binary files /dev/null and b/geval differ diff --git a/mian.py b/mian.py index 1fd8367..0bb7a6a 100644 --- a/mian.py +++ b/mian.py @@ -1,3 +1,5 @@ +import csv + import gensim as gensim import smart_open from sklearn.feature_extraction.text import TfidfVectorizer @@ -11,30 +13,21 @@ import pandas as pd def read_train_file(inDirectory): colnames = ['start_date', 'end_date', 'title', 'sort_title', 'data'] df_train = pd.read_csv(inDirectory, sep="\t", names=colnames) - return df_train[:5000] + return df_train[:tain_set] def read_evaluate_file(inDirectory): colnames = ['data'] - df_train = pd.read_csv(inDirectory, sep="\t", names=colnames) - return df_train[:5000] + df_train = pd.read_csv(inDirectory, sep="\t", names=colnames, quoting=csv.QUOTE_NONE, error_bad_lines=False) + return df_train def train_date_mean(df): date_mean = (df['start_date'] + df['end_date']) / 2 return date_mean -def preper_data(df): - document_list = list() - for line in df: - tokens = gensim.utils.simple_preprocess(line, min_len=2, max_len=15) - filtered_sentence = [] - for word in tokens: - if word not in get_stop_words('polish'): - filtered_sentence.append(word) - document_list.append(filtered_sentence) - return document_list +tain_set = 50000 df = read_train_file('train/train.tsv') -date_mean_df = train_date_mean(df)[:5000] +date_mean_df = train_date_mean(df) vectorizer = TfidfVectorizer(stop_words=get_stop_words('polish')) train_vectorized_corpus = vectorizer.fit_transform(df['data']) reg = LinearRegression().fit(train_vectorized_corpus, date_mean_df) @@ -44,4 +37,7 @@ evaluate_vectorized_corpus = vectorizer.transform(df_evaluate['data']) evaluate = reg.predict(evaluate_vectorized_corpus) with open("dev-0/out.tsv", 'w') as file: for e in evaluate: - file.write("%i\n" % e) \ No newline at end of file + file.write("%i\n" % e) + + +os.system("./geval -t dev-0") \ No newline at end of file