diff --git a/Main.py b/Main.py
new file mode 100644
index 0000000..1fb6af5
--- /dev/null
+++ b/Main.py
@@ -0,0 +1,104 @@
+import re
+import numpy as np
+from tqdm import tqdm
+from collections import defaultdict
+
+ALPH = re.compile('[^a-z]')
+REPLACE_WITH_SPACE = re.compile(r"(\\+n|[{}\[\]”&:•¦()*0-9;\"«»$\-><^,®¬¿?¡!#+. \t\n])+")
+REMOVE = re.compile(r"'s|[\-­]\\n")
+
+
+def preprocess(l):
+    l = l.lower()
+    l = l.replace("’", "'")
+    l = REMOVE.sub('', l)
+    l = REPLACE_WITH_SPACE.sub(" ", l)
+    l = l.replace("i'm", "i am")
+    l = l.replace("won't", "will not")
+    l = l.replace("n't", " not")
+    l = l.replace("'ll", " will")
+    l = l.replace("'", "")
+    l = l.strip()
+    return l
+
+
+def words(l):
+    l = l.split()
+    return l
+
+
+lexicon_array = []
+lexicon = {}
+with open('words_alpha.txt') as f:
+    lexicon_array = [word.strip() for word in f]
+for w in lexicon_array:
+    lexicon[w] = len(lexicon)
+
+trigrams = defaultdict(lambda: defaultdict(lambda: defaultdict(int)))
+bigrams = defaultdict(lambda: defaultdict(int))
+
+with open('train/in.tsv') as f, open('train/expected.tsv') as e:
+    for line_no, (line, expected) in tqdm(enumerate(zip(f, e)), total=432022):
+        if line_no == 4000:
+            break
+        line = line.split('\t')
+        expected = ALPH.sub('', expected.lower())
+        l_ctx = preprocess(line[6])
+        r_ctx = preprocess(line[7])
+        w_list = words(l_ctx) + [expected] + words(r_ctx)
+        sentence = []
+        for w in w_list:
+            i = lexicon.get(w)
+            if i is not None:
+                sentence.append(i)
+        if len(sentence) >= 3:
+            prev_prev = sentence[0]
+            prev = sentence[1]
+            for next in sentence[2:]:
+                trigrams[prev_prev][next][prev] += 1
+                bigrams[prev_prev][prev] += 1
+                prev_prev = prev
+                prev = next
+            bigrams[prev_prev][prev] += 1
+
+
+def max_val(d):
+    max_elem = 0
+    max_key = None
+    for key, elem in d.items():
+        if elem > max_elem:
+            max_elem = elem
+            max_key = key
+    return max_key
+
+
+def infer(d):
+    with open(d + '/in.tsv') as f, open(d + '/out.tsv', "w+") as o:
+        for line in f:
+            line = line.split('\t')
+            l_ctx = preprocess(line[6])
+            r_ctx = preprocess(line[7])
+            if l_ctx != '' and r_ctx != '':
+                prev_prev = l_ctx.rsplit(" ", 1)[-1]
+                next = r_ctx.split(" ", 1)[0]
+                prev_prev_i = lexicon.get(prev_prev)
+                next_i = lexicon.get(next)
+                if prev_prev_i is not None:
+                    if next_i is not None:
+                        options = trigrams[prev_prev_i][next_i]
+                        if len(options) > 0:
+                            prev_i = max_val(options)
+                            prev = lexicon_array[prev_i]
+                            print(prev, file=o)
+                            continue
+                    options = bigrams[prev_prev_i]
+                    if len(options) > 0:
+                        prev_i = max_val(options)
+                        prev = lexicon_array[prev_i]
+                        print(prev, file=o)
+                        continue
+            print("", file=o)
+
+
+infer('dev-0')
+infer('test-A')
diff --git a/dev-0/out.tsv b/dev-0/out.tsv
new file mode 100644
index 0000000..53854cc
--- /dev/null
+++ b/dev-0/out.tsv
@@ -0,0 +1,10519 @@
+the
+appearance
+the
+
+any
+power
+and
+and
+and
+as
+are
+the
+much
+people
+to
+neither
+for
+as
+on
+the
+and
+will
+carried
+bound
+made
+in
+the
+
+the
+h
+of
+
+conflict
+know
+less
+fifty
+of
+feet
+part
+by
+was
+the
+of
+the
+of
+was
+the
+in
+
+the
+deal
+of
+in
+the
+of
+the
+of
+own
+of
+city
+is
+election
+the
+luckily
+his
+gun
+condition
+keys
+little
+way
+husband
+title
+the
+scornful
+said
+in
+city
+the
+party
+burying
+city
+the
+in
+in
+in
+to
+scientific
+
+husband
+paid
+of
+of
+men
+and
+the
+a
+at
+the
+of
+connected
+husband
+a
+accepted
+
+which
+to
+the
+to
+not
+festooned
+also
+value
+the
+in
+be
+right
+the
+parts
+of
+will
+
+from
+home
+was
+of
+and
+of
+of
+his
+believes
+years
+trust
+the
+and
+public
+people
+they
+open
+the
+
+from
+is
+and
+of
+
+the
+the
+air
+the
+to
+number
+in
+is
+time
+and
+or
+house
+it
+impossible
+own
+favor
+the
+upon
+the
+a
+it
+to
+
+half
+sunday
+and
+
+the
+his
+of
+the
+of
+feet
+of
+
+and
+favor
+the
+the
+five
+american
+to
+the
+several
+who
+
+and
+header
+which
+him
+no
+of
+city
+wife
+be
+the
+last
+others
+the
+the
+and
+beginning
+they
+the
+be
+and
+of
+in
+
+carry
+range
+people
+in
+
+and
+he
+morning
+of
+and
+on
+mr
+of
+said
+few
+the
+in
+less
+attention
+trust
+house
+with
+of
+the
+estate
+and
+
+of
+
+stealing
+was
+south
+w
+
+
+who
+and
+billows
+the
+the
+to
+by
+in
+side
+that
+the
+
+the
+
+been
+concerned
+the
+have
+when
+a
+what
+of
+of
+action
+of
+originally
+bowsprit
+of
+the
+of
+and
+the
+a
+went
+mortgage
+year
+to
+the
+
+the
+to
+in
+has
+is
+city
+lower
+pendent
+
+nightmare
+am
+that
+or
+n
+a
+the
+it
+the
+the
+of
+by
+the
+sisters
+
+
+the
+purified
+mention
+cent
+
+sexton
+and
+charged
+and
+the
+the
+that
+at
+fond
+be
+in
+
+
+of
+
+not
+time
+of
+been
+not
+who
+are
+of
+the
+cos
+
+of
+part
+end
+a
+the
+
+the
+much
+in
+thus
+wednesday
+converted
+little
+jewish
+the
+that
+lincoln
+city
+opinion
+m
+case
+
+the
+of
+of
+power
+favor
+people
+year
+been
+canada
+
+relied
+i
+around
+of
+in
+cheers
+in
+be
+a
+not
+for
+that
+and
+away
+the
+of
+was
+and
+the
+and
+real
+actual
+received
+and
+
+of
+for
+the
+gave
+of
+of
+payable
+and
+claim
+and
+
+not
+and
+the
+carefully
+she
+hopes
+will
+each
+a
+will
+and
+things
+sideration
+i
+to
+of
+well
+city
+the
+and
+do
+hair
+and
+and
+of
+of
+been
+the
+to
+by
+called
+to
+the
+in
+
+for
+it
+vicinity
+not
+of
+and
+west
+the
+the
+dressing
+number
+correspondence
+fair
+good
+nobility
+and
+
+for
+county
+the
+fact
+of
+to
+of
+lived
+same
+
+and
+of
+year
+but
+the
+
+are
+the
+all
+but
+the
+men
+
+hand
+up
+him
+his
+
+of
+house
+the
+ml
+know
+y
+leave
+go
+a
+are
+a
+e
+own
+there
+the
+a
+and
+committee
+minutes
+all
+who
+bunny
+through
+
+of
+the
+railroad
+the
+a
+of
+tailed
+and
+be
+on
+the
+of
+has
+have
+event
+the
+and
+the
+that
+
+of
+by
+
+coast
+census
+not
+and
+of
+in
+of
+of
+the
+city
+all
+and
+committee
+as
+the
+to
+demand
+we
+do
+of
+touching
+
+and
+the
+not
+was
+with
+the
+they
+make
+to
+it
+a
+city
+gentlemen
+the
+of
+and
+which
+and
+have
+of
+he
+whose
+the
+of
+make
+re
+the
+few
+and
+it
+than
+of
+the
+he
+of
+m
+much
+
+growth
+it
+it
+compromise
+figures
+think
+this
+tho
+people
+young
+years
+mexico
+time
+command
+in
+and
+and
+was
+the
+
+was
+
+costing
+as
+more
+
+of
+and
+
+of
+not
+variety
+the
+dwelling
+always
+more
+the
+company
+the
+of
+
+are
+the
+house
+know
+street
+one
+about
+nation
+faith
+is
+they
+the
+of
+
+to
+of
+notorious
+s
+office
+why
+the
+was
+the
+the
+of
+able
+in
+and
+the
+
+the
+the
+without
+interest
+that
+so
+
+do
+in
+few
+city
+of
+in
+ago
+av
+in
+the
+the
+the
+and
+the
+us
+for
+to
+but
+the
+of
+ed
+
+the
+and
+
+honors
+be
+circumstances
+of
+the
+he
+these
+was
+not
+city
+of
+the
+by
+to
+francisco
+the
+boy
+
+and
+less
+a
+the
+has
+be
+that
+in
+of
+ever
+been
+the
+per
+based
+such
+that
+instruments
+everybody
+and
+of
+the
+people
+people
+the
+of
+per
+and
+and
+and
+man
+said
+wait
+in
+of
+and
+kinds
+of
+
+meeting
+
+the
+of
+at
+and
+furnished
+in
+of
+all
+of
+rock
+his
+the
+be
+the
+max
+
+the
+the
+employing
+the
+
+mrs
+all
+and
+of
+that
+
+to
+demand
+in
+will
+than
+in
+of
+is
+their
+own
+hoped
+his
+was
+avenue
+said
+of
+of
+
+of
+house
+and
+the
+house
+
+the
+auction
+take
+be
+of
+hour
+to
+beloved
+years
+be
+road
+and
+city
+of
+be
+microbes
+church
+on
+i
+the
+own
+to
+in
+the
+
+from
+to
+and
+the
+be
+people
+house
+court
+who
+diseases
+the
+from
+the
+
+of
+that
+brilliant
+among
+first
+of
+the
+the
+men
+of
+flood
+county
+is
+him
+table
+the
+more
+w
+
+of
+remained
+hill
+cannot
+the
+make
+york
+he
+
+all
+is
+of
+knows
+and
+in
+the
+and
+that
+it
+in
+
+in
+louis
+in
+it
+of
+
+a
+been
+the
+been
+of
+also
+up
+away
+the
+by
+of
+that
+now
+of
+
+day
+and
+him
+other
+the
+hundred
+
+compared
+old
+company
+the
+
+and
+to
+was
+along
+case
+the
+the
+the
+city
+near
+the
+had
+matter
+of
+in
+been
+shall
+make
+south
+down
+
+the
+city
+and
+of
+the
+the
+which
+and
+be
+city
+fit
+while
+is
+continue
+that
+to
+they
+branch
+to
+of
+of
+
+
+
+originally
+old
+the
+of
+made
+feet
+the
+one
+five
+is
+to
+avenue
+and
+of
+
+the
+be
+
+louis
+young
+found
+the
+dwell
+with
+of
+in
+the
+city
+
+as
+of
+been
+right
+have
+of
+of
+and
+in
+the
+degrees
+
+and
+its
+lady
+in
+the
+of
+the
+of
+the
+the
+to
+of
+of
+a
+good
+auction
+been
+the
+as
+and
+the
+john
+russian
+with
+i
+f
+
+cast
+the
+that
+other
+cap
+the
+of
+the
+
+and
+and
+rn
+the
+and
+of
+
+be
+to
+
+be
+
+young
+declaration
+by
+make
+
+the
+forcible
+officers
+were
+be
+been
+been
+and
+unit
+own
+the
+of
+cited
+ct
+gone
+of
+the
+n
+and
+states
+be
+not
+and
+would
+home
+is
+
+
+the
+of
+royal
+be
+own
+have
+
+be
+same
+of
+sion
+of
+city
+the
+guano
+where
+the
+and
+of
+be
+people
+history
+
+sad
+terms
+th
+is
+
+explosive
+a
+is
+printed
+next
+cannon
+the
+s
+few
+a
+which
+as
+the
+was
+as
+city
+banks
+people
+time
+have
+republican
+enterprising
+city
+he
+and
+of
+the
+the
+
+has
+he
+that
+the
+until
+is
+of
+time
+
+city
+they
+the
+to
+is
+are
+new
+the
+
+the
+are
+the
+she
+miles
+over
+and
+
+of
+and
+and
+is
+time
+what
+
+in
+the
+the
+excited
+nature
+first
+in
+the
+to
+to
+as
+by
+topeka
+of
+of
+advocate
+the
+the
+perfumed
+the
+and
+i
+in
+the
+york
+the
+it
+the
+than
+
+state
+and
+this
+of
+is
+of
+in
+sufficient
+own
+development
+by
+and
+company
+the
+ed
+i
+will
+ploy
+fortune
+is
+so
+to
+who
+a
+patriots
+to
+the
+color
+
+unlawful
+it
+than
+and
+other
+the
+the
+the
+
+farm
+totten
+will
+stated
+part
+a
+d
+more
+of
+of
+the
+husband
+
+of
+the
+a
+mr
+
+of
+the
+place
+out
+he
+of
+at
+not
+
+all
+of
+to
+small
+college
+banana
+did
+of
+be
+grew
+the
+to
+cents
+of
+would
+of
+
+in
+a
+becoming
+the
+
+the
+whereas
+tommies
+not
+work
+city
+in
+of
+of
+the
+own
+with
+the
+find
+in
+in
+the
+is
+wit
+of
+of
+that
+they
+mortgage
+the
+the
+of
+carry
+in
+one
+and
+wife
+hilt
+the
+able
+of
+
+searched
+of
+to
+of
+the
+
+large
+in
+for
+ninth
+digest
+been
+of
+min
+
+roots
+of
+silly
+man
+like
+house
+be
+of
+heard
+hand
+people
+other
+the
+to
+of
+called
+the
+the
+all
+and
+to
+has
+got
+we
+of
+to
+when
+have
+and
+and
+of
+it
+the
+and
+of
+he
+states
+to
+to
+the
+deadly
+him
+the
+of
+the
+when
+
+into
+as
+and
+the
+that
+that
+titled
+is
+part
+it
+the
+and
+young
+not
+ago
+fay
+the
+was
+of
+three
+real
+pellets
+nowhere
+
+and
+combined
+
+notice
+
+has
+much
+given
+the
+
+they
+should
+the
+of
+pursuant
+
+
+the
+dangers
+the
+name
+be
+that
+that
+instead
+approve
+and
+other
+shall
+that
+in
+of
+the
+down
+an
+see
+it
+due
+and
+school
+upon
+who
+much
+of
+the
+the
+fe
+friends
+was
+were
+which
+that
+not
+the
+of
+with
+i
+of
+the
+the
+the
+committee
+are
+island
+of
+whom
+and
+the
+been
+a
+favor
+is
+is
+the
+their
+nominated
+world
+crowd
+the
+and
+is
+ourselves
+cent
+
+the
+
+own
+the
+to
+south
+york
+of
+who
+in
+day
+to
+be
+the
+of
+of
+west
+the
+him
+
+him
+the
+
+furious
+said
+the
+and
+the
+power
+his
+
+marshall
+an
+be
+u
+the
+the
+the
+morning
+
+the
+matter
+class
+part
+
+to
+the
+of
+found
+on
+of
+to
+of
+you
+also
+be
+husband
+not
+of
+this
+of
+his
+gold
+deaf
+in
+the
+
+d
+for
+the
+city
+to
+
+
+in
+him
+as
+be
+w
+to
+so
+a
+ol
+will
+a
+and
+d
+the
+denounced
+of
+re
+the
+furnished
+district
+
+of
+man
+
+it
+a
+the
+of
+the
+of
+of
+
+of
+a
+able
+of
+they
+own
+new
+of
+are
+been
+
+of
+
+the
+and
+being
+and
+coinage
+or
+think
+board
+their
+the
+
+
+and
+would
+the
+the
+first
+the
+
+the
+wrong
+the
+not
+
+the
+on
+out
+and
+a
+say
+of
+will
+buggy
+and
+criticism
+morality
+the
+have
+which
+west
+for
+the
+
+city
+a
+of
+charged
+to
+the
+east
+cents
+to
+to
+entire
+
+railroad
+number
+average
+the
+at
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diff --git a/test-A/out.tsv b/test-A/out.tsv
new file mode 100644
index 0000000..47b4213
--- /dev/null
+++ b/test-A/out.tsv
@@ -0,0 +1,7414 @@
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