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diff --git a/regressor.sav b/regressor.sav
new file mode 100644
index 0000000..e0bfd39
Binary files /dev/null and b/regressor.sav differ
diff --git a/solution.py b/solution.py
new file mode 100644
index 0000000..aebf81f
--- /dev/null
+++ b/solution.py
@@ -0,0 +1,64 @@
+from sklearn.feature_extraction.text import TfidfVectorizer
+from sklearn.linear_model import LinearRegression
+import pickle
+
+stopwords = []
+# stopwords source - https://github.com/bieli/stopwords/blob/master/polish.stopwords.txt
+with open('stopwords.txt') as f:
+    stopwords = [line.rstrip() for line in f]
+
+filename = 'regressor.sav'
+regressor = LinearRegression()
+# regressor = pickle.load(open(filename, 'rb'))
+vectorizer = TfidfVectorizer()
+
+
+def preprocess(doc):
+    doc = doc.lower().split(' ')
+    doc = list(filter(lambda word: (word not in stopwords) and (word != ''), doc))
+    doc = ' '.join(doc)
+    return doc
+
+
+def train():
+    with open('train/train.tsv') as f:
+        docs = [line.rstrip() for line in f]
+    docs_preprocessed = []
+    y = []
+    for doc in docs[:1000]:
+        row = doc.split('\t')
+        start = row[0]
+        end = row[1]
+        end = end.split(' ')
+        if len(end) > 1:
+            row.insert(4, end[1])
+        end = end[0]
+        rest = row[4:]
+        preprocessed = rest[0]
+        docs_preprocessed.append(preprocessed)
+        docs_preprocessed.append(preprocessed)
+        y.append(start)
+        y.append(end)
+    y = [float(value) for value in y]
+    x = vectorizer.fit_transform(docs_preprocessed)
+    regressor.fit(x, y)
+    pickle.dump(regressor, open(filename, 'wb'))
+
+
+def classify(path):
+    with open(path + 'in.tsv') as f:
+        docs = [line.rstrip() for line in f]
+    docs_preprocessed = []
+    for doc in docs:
+        docs_preprocessed.append(preprocess(doc))
+    test_x = vectorizer.transform(docs)
+    predictions = regressor.predict(test_x)
+    with open(path + 'out.tsv', 'w') as file:
+        for prediction in predictions:
+            file.write("%f\n" % prediction)
+
+
+train()
+classify('dev-0/')
+# classify('test-A/')
+
diff --git a/stopwords.txt b/stopwords.txt
new file mode 100644
index 0000000..eee0b22
--- /dev/null
+++ b/stopwords.txt
@@ -0,0 +1,350 @@
+a
+aby
+ach
+acz
+aczkolwiek
+aj
+albo
+ale
+alez
+ależ
+ani
+az
+aż
+bardziej
+bardzo
+beda
+bedzie
+bez
+deda
+będą
+bede
+będę
+będzie
+bo
+bowiem
+by
+byc
+być
+byl
+byla
+byli
+bylo
+byly
+był
+była
+było
+były
+bynajmniej
+cala
+cali
+caly
+cała
+cały
+ci
+cie
+ciebie
+cię
+co
+cokolwiek
+cos
+coś
+czasami
+czasem
+czemu
+czy
+czyli
+daleko
+dla
+dlaczego
+dlatego
+do
+dobrze
+dokad
+dokąd
+dosc
+dość
+duzo
+dużo
+dwa
+dwaj
+dwie
+dwoje
+dzis
+dzisiaj
+dziś
+gdy
+gdyby
+gdyz
+gdyż
+gdzie
+gdziekolwiek
+gdzies
+gdzieś
+go
+i
+ich
+ile
+im
+inna
+inne
+inny
+innych
+iz
+iż
+ja
+jak
+jakas
+jakaś
+jakby
+jaki
+jakichs
+jakichś
+jakie
+jakis
+jakiś
+jakiz
+jakiż
+jakkolwiek
+jako
+jakos
+jakoś
+ją
+je
+jeden
+jedna
+jednak
+jednakze
+jednakże
+jedno
+jego
+jej
+jemu
+jesli
+jest
+jestem
+jeszcze
+jeśli
+jezeli
+jeżeli
+juz
+już
+kazdy
+każdy
+kiedy
+kilka
+kims
+kimś
+kto
+ktokolwiek
+ktora
+ktore
+ktorego
+ktorej
+ktory
+ktorych
+ktorym
+ktorzy
+ktos
+ktoś
+która
+które
+którego
+której
+który
+których
+którym
+którzy
+ku
+lat
+lecz
+lub
+ma
+mają
+mało
+mam
+mi
+miedzy
+między
+mimo
+mna
+mną
+mnie
+moga
+mogą
+moi
+moim
+moj
+moja
+moje
+moze
+mozliwe
+mozna
+może
+możliwe
+można
+mój
+mu
+musi
+my
+na
+nad
+nam
+nami
+nas
+nasi
+nasz
+nasza
+nasze
+naszego
+naszych
+natomiast
+natychmiast
+nawet
+nia
+nią
+nic
+nich
+nie
+niech
+niego
+niej
+niemu
+nigdy
+nim
+nimi
+niz
+niż
+no
+o
+obok
+od
+około
+on
+ona
+one
+oni
+ono
+oraz
+oto
+owszem
+pan
+pana
+pani
+po
+pod
+podczas
+pomimo
+ponad
+poniewaz
+ponieważ
+powinien
+powinna
+powinni
+powinno
+poza
+prawie
+przeciez
+przecież
+przed
+przede
+przedtem
+przez
+przy
+roku
+rowniez
+również
+sam
+sama
+są
+sie
+się
+skad
+skąd
+soba
+sobą
+sobie
+sposob
+sposób
+swoje
+ta
+tak
+taka
+taki
+takie
+takze
+także
+tam
+te
+tego
+tej
+ten
+teraz
+też
+to
+toba
+tobą
+tobie
+totez
+toteż
+totobą
+trzeba
+tu
+tutaj
+twoi
+twoim
+twoj
+twoja
+twoje
+twój
+twym
+ty
+tych
+tylko
+tym
+u
+w
+wam
+wami
+was
+wasz
+wasza
+wasze
+we
+według
+wiele
+wielu
+więc
+więcej
+wlasnie
+właśnie
+wszyscy
+wszystkich
+wszystkie
+wszystkim
+wszystko
+wtedy
+wy
+z
+za
+zaden
+zadna
+zadne
+zadnych
+zapewne
+zawsze
+ze
+zeby
+zeznowu
+zł
+znow
+znowu
+znów
+zostal
+został
+żaden
+żadna
+żadne
+żadnych
+że
+żeby
\ No newline at end of file