diff --git a/model.py b/model.py
index bde1a6a..23d0243 100644
--- a/model.py
+++ b/model.py
@@ -1,28 +1,56 @@
 import lzma
 from nltk.tokenize import word_tokenize
+from nltk import trigrams
+import string
+from collections import defaultdict, Counter
+
+
+trigrams_list = []
+model = defaultdict(lambda: defaultdict(lambda: 0))
+
+
+def preprocess(text):
+    _text = text.lower().replace('\\n', ' ').strip()
+    for character in _text:
+        if character not in string.ascii_lowercase + ' ':
+            _text = _text.replace(character, '')
+    return word_tokenize(_text)
+
 
 def predict(word_before, word_after):
-    return 'the'
-
-# with open('./dev-0/in.tsv', 'w', encoding='utf-8') as file:
-#     text = lzma.open('./dev-0/in.tsv.xz').read().decode('utf-8')
-#     file.write(text)
-
-# with open('./dev-0/in.tsv', encoding='utf-8') as file_in, open('./dev-0/expected.tsv', encoding='utf-8') as file_expected, open('./dev-0/out.tsv', 'w', encoding='utf-8') as file_out:
-#     for line_in, line_expected in zip(file_in, file_expected):
-#         _, _, _, _, _, _, before, after = line_in.split('\t')
-#         before = word_tokenize(before.replace('\\n', '\n'))
-#         after = word_tokenize(after.replace('\\n', '\n'))
-#         file_out.write(predict(before[-1], after[0]) + '\n')
+    prob_list = list(model[(word_before, word_after)].items())
+    print(prob_list)
+    max_prob = max(prob_list, key=lambda pair: pair[1], default=('', 0.0))
+    if max_prob[1] == 0:
+        return 'the'
+    return max_prob[0]
 
 
-with open('./test-A/in.tsv', 'w', encoding='utf-8') as file:
-    text = lzma.open('./test-A/in.tsv.xz').read().decode('utf-8')
+with open('train/in.tsv', 'w', encoding='utf-8') as file:
+    text = lzma.open('train/in.tsv.xz').read().decode('utf-8')
     file.write(text)
 
-with open('./test-A/in.tsv', encoding='utf-8') as file_in, open('./test-A/out.tsv', 'w', encoding='utf-8') as file_out:
+with open('train/in.tsv', encoding='utf-8') as file_in, open('train/expected.tsv', encoding='utf-8') as file_expected:
+    for index, (line_in, expected) in enumerate(zip(file_in, file_expected)):
+        if index % 1000 == 0:
+            print(index)
+        _, _, _, _, _, _, before, after = line_in.split('\t')
+        before, expected, after = preprocess(before), preprocess(expected), preprocess(after)
+        words = before + expected + after
+        trigrams_list += trigrams(words, pad_right=True, pad_left=True)
+
+for trigram in trigrams_list:
+    if not trigram[0] or not trigram[1] or not trigram[2]:
+        continue
+    model[(trigram[0], trigram[2])][trigram[1]] += 1
+
+for words_1_3 in model:
+    count = sum(model[words_1_3].values())
+    for word_2 in model[words_1_3]:
+        model[words_1_3][word_2] /= float(count)
+
+with open('test-A/in.tsv', encoding='utf-8') as file_in, open('test-A/out.tsv', 'w', encoding='utf-8') as file_out:
     for line_in in file_in:
         _, _, _, _, _, _, before, after = line_in.split('\t')
-        before = word_tokenize(before.replace('\\n', '\n'))
-        after = word_tokenize(after.replace('\\n', '\n'))
-        file_out.write(predict(before[-1], after[0]) + '\n')
\ No newline at end of file
+        word_before_in, word_after_in = preprocess(before)[-1], preprocess(after)[0]
+        file_out.write(predict(word_before_in, word_after_in) + '\n')
diff --git a/test-A/out.tsv b/test-A/out.tsv
index 1110f4d..dd88509 100644
--- a/test-A/out.tsv
+++ b/test-A/out.tsv
@@ -1,225 +1,498 @@
+mortgage
+was
 the
+man
 the
+mud
 the
+aestruc
 the
+there
+since
 the
+days
+in
+crop
+on
+which
+this
+incorporated
+ol
+tempt
 the
+line
 the
+city
 the
+compelled
+her
+it
+is
 the
+going
+unarmed
 the
 the
+speedy
+remembered
 the
 the
+him
 the
 the
+of
 the
 the
+of
 the
 the
+same
+half
 the
 the
+a
+to
+nt
+knowing
 the
+you
 the
 the
 the
+as
+between
 the
+is
+of
+is
 the
 the
 the
+in
+b
 the
 the
+that
 the
+methodism
+he
 the
 the
+their
+do
 the
 the
+be
 the
 the
 the
 the
+people
 the
 the
 the
 the
+itirnish
 the
 the
+time
+to
 the
+it
 the
 the
 the
 the
+was
+congress
+west
+in
 the
 the
+to
+of
 the
+of
+those
+judgment
+program
+he
+state
 the
+its
+connecticut
+been
 the
 the
 the
+less
 the
+taken
+man
+been
+unit
+city
+he
+costly
+all
+value
+to
+attention
 the
 the
 the
 the
 the
 the
+and
+state
+ment
+one
+things
+on
 the
+be
+give
+giving
+is
+tied
+marion
+roundhouses
+it
+will
+order
 the
+word
 the
+lasting
 the
 the
+wind
+west
 the
+mind
+security
 the
 the
 the
 the
 the
+ensued
+of
 the
+steamship
+of
+i
 the
 the
+to
 the
+itself
 the
 the
 the
+bearing
+of
+remedy
+may
+feet
+is
 the
+of
+henry
+and
+arriving
 the
 the
 the
+will
+that
 the
 the
+he
 the
 the
+even
+similar
 the
 the
+citizens
 the
 the
 the
+only
 the
+f
 the
+in
+of
+of
+any
 the
+for
 the
 the
 the
+whe
 the
 the
+black
+state
+it
 the
 the
+makes
+means
 the
 the
+dahney
 the
+panama
 the
+for
 the
+aquaria
 the
+has
 the
+street
+word
+honorable
+that
+of
+they
+by
+is
 the
+and
 the
 the
+it
+judgment
+novem
 the
 the
+which
 the
+morning
 the
 the
+city
 the
 the
+collectors
 the
+and
 the
 the
+out
+and
+going
+passenger
+in
 the
 the
 the
 the
 the
+as
 the
+was
+their
 the
 the
 the
+as
+valley
+said
 the
+city
 the
 the
+phoenix
 the
 the
+by
 the
+in
+make
 the
+been
 the
 the
 the
 the
 the
+good
 the
+it
+part
+with
 the
+on
+turn
+not
 the
+aloiighty
+four
+city
 the
 the
 the
 the
+that
+for
 the
+well
+efforts
 the
+to
+old
 the
 the
 the
+janetski
+two
+do
 the
+interest
+a
 the
 the
 the
+lanier
+township
 the
 the
+filed
 the
 the
 the
+will
 the
+tears
 the
 the
+made
+foreclosed
+evening
 the
 the
 the
+frockeubrough
+forth
+baby
+t
+color
 the
 the
 the
 the
+state
 the
+ol
+north
+yrs
 the
 the
+fund
+of
 the
+about
+wait
+ago
 the
 the
+right
 the
 the
+while
+been
 the
 the
 the
+within
+young
+and
+be
+it
+me
+were
 the
 the
+a
+ap
 the
+resolution
+by
+show
 the
+time
 the
+city
 the
 the
+if
 the
+him
 the
+been
 the
+catholic
+in
 the
+soft
+ofliccr
 the
 the
 the
 the
 the
+be
+been
 the
+in
 the
+costs
 the
 the
+ject
 the
 the
+hour
 the
+over
+state
+lowing
 the
 the
 the
+that
+very
+austin
 the
+struggle
+railroad
 the
 the
 the
+part
 the
 the
+attention
+redondo
+do
+state
+tion
+of
+in
+put
+purposes
+city
+those
+made
 the
+act
 the
 the
 the
@@ -227,25 +500,50 @@ the
 the
 the
 the
+amount
+be
+in
 the
+taken
 the
+priest
 the
+th
+geographical
+that
 the
 the
 the
+found
 the
+right
+be
 the
+was
+ject
+city
+and
 the
+ground
 the
+court
 the
 the
+was
+freshets
 the
+solemnity
+sufficient
+city
 the
 the
 the
 the
 the
+have
 the
+it
+of
 the
 the
 the
@@ -253,124 +551,299 @@ the
 the
 the
 the
+for
+which
+he
+that
+ol
 the
 the
+be
 the
 the
+of
 the
+that
+fact
 the
+gentleman
 the
 the
+to
 the
 the
 the
 the
+book
 the
+object
 the
 the
 the
 the
 the
+people
 the
 the
 the
+is
 the
 the
 the
+that
 the
+crowd
+and
+it
+of
+absence
 the
+for
 the
+mail
 the
+have
+was
+will
 the
 the
+proceeds
+of
 the
+whole
 the
+even
+he
+tree
+two
+skeptical
+have
+with
+are
+nec
 the
+city
+cause
 the
 the
 the
+virtue
 the
+have
 the
+any
+eves
 the
 the
+right
 the
+manner
+which
 the
+was
+in
+you
 the
+eleven
+transit
+said
+will
 the
+good
 the
+and
 the
+ness
+new
 the
 the
+complotion
+roielerit
 the
 the
+in
+will
+i
 the
+which
+me
 the
+judges
+to
 the
+class
 the
+whole
 the
 the
+be
+in
 the
+of
+be
 the
 the
+is
+for
+execution
+he
+ceive
 the
 the
+plain
 the
+foreclosed
 the
 the
+of
 the
 the
+enstatives
+without
 the
+wife
 the
+want
+congress
 the
+subject
+man
+prayer
 the
+house
+state
+creation
+people
+so
 the
 the
+with
+himself
+of
 the
 the
 the
 the
+and
 the
+firm
 the
+i
+had
 the
+laying
 the
+and
+city
+due
+na
+where
+up
+great
 the
+begin
+master
+to
+same
+of
+out
+truth
+exceeding
 the
+its
+give
+question
+that
 the
 the
 the
 the
+trctners
+voted
+state
+of
+a
+it
 the
+man
+gold
+on
 the
 the
+those
 the
 the
+state
 the
 the
 the
+service
+deem
 the
 the
 the
+with
+law
+chil
 the
+acres
 the
+went
 the
+offenders
+witch
 the
+a
 the
+parcel
+are
+farm
+them
 the
 the
 the
+right
+be
 the
+and
 the
+state
 the
 the
 the
+of
+on
+will
+title
+in
+merry
+class
 the
+iight
+state
+of
+would
+supplies
+of
+word
+not
+what
 the
 the
 the
+is
 the
 the
+i
 the
+adorned
+no
+man
+of
+forward
 the
+of
+state
 the
 the
 the
@@ -378,71 +851,141 @@ the
 the
 the
 the
+play
 the
 the
+look
+of
 the
+laitgmng
+one
+their
 the
 the
+character
+tween
+city
 the
+of
+one
 the
+demand
 the
 the
+not
+at
+in
 the
 the
+you
+until
 the
 the
 the
 the
+years
 the
 the
+magistrate
+he
 the
+city
 the
 the
 the
+greatly
+advertised
+everybody
 the
+said
+acres
+has
 the
 the
 the
 the
 the
+is
 the
+tin
+large
+efforts
 the
 the
+lems
+that
+and
+two
 the
+any
 the
 the
 the
+time
+he
+lsthcre
 the
 the
 the
+very
+and
+is
+prior
 the
+president
 the
 the
 the
+way
+birth
 the
 the
 the
 the
+these
 the
+from
+demand
 the
+ten
+one
 the
 the
+be
+at
+been
+more
+order
+virtue
+mclaughlin
 the
 the
+he
+sum
 the
+it
+short
 the
 the
+mrs
 the
+from
 the
 the
+application
 the
+it
 the
 the
+people
 the
 the
 the
 the
+miles
 the
+city
+have
 the
 the
 the
@@ -451,11 +994,21 @@ the
 the
 the
 the
+told
+fact
+city
+in
+house
 the
+not
+right
 the
+would
+other
 the
 the
 the
+such
 the
 the
 the
@@ -463,291 +1016,660 @@ the
 the
 the
 the
+very
+in
+on
 the
+year
+and
 the
+may
 the
 the
+canada
+ceive
 the
+consideration
+large
+in
 the
 the
 the
+are
+at
+yeo
 the
 the
+of
 the
+he
+far
+number
 the
 the
+of
+as
+not
+agent
 the
+not
 the
 the
 the
+they
+by
+line
+be
+education
 the
+have
+it
 the
+well
 the
 the
+gloves
+question
 the
 the
 the
 the
 the
 the
+tennessee
+held
+make
 the
+on
+catholic
 the
 the
+found
 the
 the
+a
+part
+topograpny
+grandeur
 the
 the
+a
+low
 the
 the
 the
+part
 the
+be
+his
+enter
 the
+make
+is
+amount
 the
+that
 the
+not
 the
 the
 the
 the
+my
+of
 the
 the
+very
+year
 the
 the
+gift
+how
 the
+young
 the
 the
+and
+and
 the
+out
+to
 the
 the
+in
+trust
+it
+said
+of
 the
 the
 the
 the
+in
 the
 the
+a
 the
+that
+dollar
 the
+it
 the
+of
 the
 the
+or
+has
+in
 the
 the
+mora
+member
+accident
+reclamation
+one
+york
+i
 the
 the
+expectations
 the
+of
+and
+i
 the
 the
+keep
 the
 the
 the
+worthington
+of
+city
 the
+mich
 the
 the
+it
 the
 the
 the
+do
+was
+in
+he
+was
+number
 the
+of
+time
+made
 the
+magill
 the
+pres
+features
+comedy
+th
+he
 the
+allegations
+in
+whalebouod
 the
+with
+speedy
+had
 the
 the
 the
+go
+be
 the
+defense
+in
 the
 the
+notwithstanding
 the
+in
+one
 the
+a
 the
+he
+a
+great
 the
 the
 the
+of
 the
+sire
+ceive
 the
 the
+wish
 the
 the
 the
 the
 the
 the
+all
+schools
 the
+lands
+intended
+strayed
 the
+and
+and
 the
+in
 the
 the
+roose
 the
 the
 the
+house
+not
 the
 the
 the
 the
+same
+of
 the
+in
+tested
 the
 the
+perches
+along
+bank
 the
+more
 the
 the
+given
 the
 the
 the
+which
+puluiioii
+to
 the
+of
+that
+by
 the
 the
+not
+one
 the
 the
 the
+bearing
+and
+who
 the
 the
 the
+which
 the
+and
+to
+to
 the
+further
 the
 the
+of
 the
 the
+loved
 the
 the
+ivtratioa
 the
+guard
 the
 the
+of
+which
+ceive
+committee
 the
+of
+he
 the
 the
+new
+d
+in
 the
 the
 the
+of
+recorded
 the
+is
+received
+number
 the
+of
+city
 the
 the
+south
+of
+in
 the
 the
+was
 the
+be
 the
 the
+heat
 the
+enough
 the
+of
+man
 the
+one
+a
+convention
+township
 the
 the
+of
+of
 the
 the
+hut
 the
 the
+mortgage
+compelled
 the
 the
 the
+on
 the
 the
+w
+been
 the
 the
 the
 the
 the
+on
 the
+he
 the
 the
+you
+is
+he
+account
 the
 the
 the
 the
 the
+his
+in
 the
+said
+on
 the
+e
 the
+favor
+a
+few
+least
+to
 the
 the
 the
 the
+is
 the
+discussed
 the
+which
+river
 the
 the
+beef
 the
 the
+he
+costly
 the
+as
+end
+most
 the
 the
+ail
+it
+wife
+to
+year
+miles
 the
+city
+rate
+merely
+white
+right
+majority
 the
 the
 the
+perience
 the
 the
 the
+see
+on
+vivian
+promote
+of
 the
 the
+oats
+most
+in
+ing
 the
+that
 the
 the
+of
+precisely
+of
 the
+sometimes
+heard
 the
+sight
 the
+delivered
+i
 the
 the
+our
+hungry
 the
+had
+part
+go
 the
 the
+troops
+large
+for
 the
+ing
+received
 the
 the
+desire
 the
 the
 the
+side
+man
+their
+us
+get
+of
+be
 the
 the
+to
+with
+this
 the
 the
 the
+united
+should
 the
+surprised
 the
+in
+almost
+jury
+is
+y
 the
 the
+was
+radical
+down
+they
+o
 the
 the
+and
+state
+more
 the
 the
 the
+them
+on
+make
 the
 the
 the
+be
+along
+to
+people
+been
+due
 the
+her
+carried
+it
 the
+to
+prise
 the
 the
 the
 the
+cent
 the
+was
+for
 the
+life
 the
+of
 the
+ngnt
+my
 the
+city
+and
+not
 the
+meeting
+that
+by
+number
+rejection
+recorded
+in
+top
+er
 the
+it
+about
+i
 the
+more
+same
 the
 the
 the
+will
+terms
+to
 the
 the
+said
 the
+that
 the
+as
+but
 the
+of
 the
+m
 the
+up
 the
 the
+demo
+onr
+of
 the
 the
+expressed
 the
+wife
 the
+once
+other
+at
+one
 the
+money
 the
+in
+ad
+it
 the
+titled
+thousand
 the
 the
+not
+is
+senate
 the
 the
 the
@@ -755,73 +1677,159 @@ the
 the
 the
 the
+first
+ihtire
 the
 the
+city
 the
 the
 the
+welltodo
+p
 the
+use
 the
+class
 the
+of
 the
 the
+rf
 the
 the
+not
 the
 the
+states
 the
+as
+wo
 the
+same
 the
 the
 the
+he
 the
 the
+ques
+it
+my
 the
+confederacy
+whom
+state
 the
 the
+a
+least
+a
+avenue
 the
+had
+states
+to
 the
+a
 the
+not
 the
 the
 the
+of
+tif
+little
+come
+temporal
+you
+such
 the
+of
+smith
 the
 the
 the
 the
+can
 the
+coast
 the
 the
 the
 the
+said
+state
+people
 the
+number
+it
+there
+aversion
 the
+ad
+in
+informed
+got
+it
 the
 the
+people
 the
+it
 the
+gates
 the
+mortgage
+milliners
+at
+cupancy
+held
 the
 the
 the
+of
 the
+is
 the
+have
 the
 the
 the
+there
 the
+be
 the
 the
+was
+to
 the
 the
+had
 the
+markets
+ference
+north
+thronged
+do
+ol
+government
+it
 the
 the
 the
+vives
+mclaughlin
+been
+about
 the
+and
+young
+not
 the
 the
+city
+is
 the
 the
 the
@@ -829,349 +1837,714 @@ the
 the
 the
 the
+quarter
+of
+to
+get
+filed
 the
+should
 the
 the
+thereafter
+honorable
+time
 the
 the
+be
 the
+how
 the
+in
 the
+along
 the
 the
 the
+a
 the
+hour
 the
 the
 the
+hands
 the
+was
 the
 the
 the
+opera
 the
 the
 the
 the
+upon
+was
+more
+e
+not
 the
 the
 the
 the
+war
+destroyed
+had
 the
+adopt
 the
+that
 the
+of
 the
 the
 the
+secretary
 the
 the
+country
+foreclosed
 the
 the
 the
+foo
+into
+vote
+man
 the
 the
+far
 the
+acted
 the
+it
 the
 the
 the
 the
 the
+taxation
+for
+been
+city
 the
 the
 the
 the
 the
+per
 the
 the
 the
+were
+of
 the
+city
 the
+gloomy
+will
 the
+talking
+he
+of
 the
+had
+j
+j
 the
 the
+constitution
+results
+general
+arriving
 the
 the
 the
+congress
+see
+that
+and
+money
+made
+way
+stipulated
 the
 the
+made
 the
 the
 the
+point
 the
+ive
+they
+his
+law
 the
 the
 the
+was
 the
+to
 the
 the
 the
 the
+in
 the
 the
+these
 the
 the
 the
+part
+be
 the
+of
 the
+ment
+wills
+spikes
 the
+of
 the
+principle
 the
+ttnae
+is
 the
 the
 the
+same
 the
+interest
 the
 the
+by
 the
+can
+in
+toiling
+ance
+room
+fund
+commissioner
 the
+when
+com
+line
 the
+constitu
 the
 the
 the
+foreclosed
+li
+know
 the
+i
 the
 the
+whieli
 the
+it
 the
 the
 the
+day
+same
+hands
 the
 the
+be
+to
+execution
+s
+called
+were
+ization
+people
 the
+able
 the
+officers
 the
+do
 the
 the
+come
 the
+country
+was
 the
 the
 the
+merry
+bans
 the
+all
+of
+done
+difficult
 the
 the
 the
 the
 the
+he
+every
+and
+mud
 the
+no
 the
 the
 the
+southern
 the
+motive
 the
 the
+but
 the
 the
+it
+of
 the
 the
+costs
+are
 the
+of
 the
 the
 the
 the
+have
 the
+tion
+it
+medicine
+with
+who
+dispute
 the
 the
+manner
+little
 the
 the
+it
+year
 the
 the
+misjudged
 the
 the
+of
+on
 the
+medi
 the
 the
+not
+occupied
 the
+house
 the
+city
 the
+with
 the
 the
 the
+it
+net
+in
+make
 the
+and
 the
 the
 the
 the
+was
+mooney
+person
 the
+enemyi
 the
+in
 the
 the
+them
 the
 the
 the
+wurteni
+be
 the
+is
 the
 the
 the
+ten
 the
+as
+said
+thcbooks
 the
 the
 the
 the
+parallel
+as
+views
+oregon
+planning
+state
+episcopal
+tion
 the
+been
+pleted
 the
+at
 the
 the
+in
 the
+from
 the
+from
+it
 the
+is
+northern
+revived
 the
+be
 the
 the
+portunity
 the
 the
+out
+in
+be
+state
 the
+less
+told
+will
 the
 the
 the
 the
+right
 the
 the
+by
+notice
+i
 the
+pennsylvania
 the
 the
 the
+ameri
 the
+wdien
+of
 the
 the
+enquiry
 the
 the
+is
+this
 the
 the
+that
+state
+pointed
 the
+side
+at
+lated
 the
+claim
+this
 the
+ladder
+to
+that
+told
 the
 the
 the
+her
+out
+him
 the
+and
+in
+country
 the
 the
 the
 the
+not
 the
 the
 the
 the
+cloaks
 the
 the
 the
 the
 the
 the
+city
+secured
+will
 the
 the
 the
 the
 the
 the
+study
 the
 the
+he
 the
 the
+little
 the
+problem
 the
 the
+sell
+same
+of
 the
+railroad
+have
 the
 the
 the
+they
+leather
+part
 the
 the
+public
+sycopliants
 the
+great
 the
+more
 the
 the
 the
 the
 the
+low
+worth
 the
+tli
 the
 the
+them
 the
 the
+in
+precluded
 the
+tribunals
+it
 the
+to
 the
+to
+been
+this
+provement
+and
 the
 the
 the
+have
+attempt
+action
 the
+most
+that
 the
 the
+pie
+th
 the
+provisions
 the
 the
+said
+to
+of
+pins
 the
 the
+under
+and
 the
+not
+and
+recorded
+man
 the
 the
+every
+tober
+yourself
+favor
 the
 the
 the
+house
 the
+more
+next
+cess
+of
 the
+portion
+to
+and
 the
 the
+know
 the
+he
+few
+in
+that
 the
 the
+in
+therefore
+naked
 the
 the
 the
+will
 the
+not
 the
+some
+duty
 the
 the
 the
 the
+day
+public
+people
 the
 the
+of
+of
 the
 the
+at
 the
 the
 the
+not
 the
 the
+undue
 the
+country
 the
 the
+around
+at
+believe
+man
+favor
+number
+itere
+east
+as
 the
+brown
+as
 the
 the
+to
+goode
 the
 the
 the
+hall
+be
 the
+can
+budge
+at
 the
+see
 the
 the
+benkelp
+more
 the
 the
 the
+it
 the
+one
+united
+squar
+established
+said
 the
+only
 the
 the
 the
 the
 the
 the
+city
+for
 the
+other
 the
+used
 the
 the
+we
+never
 the
 the
+in
+a
+in
 the
 the
+useless
+or
+good
+those
 the
 the
 the
 the
 the
+questions
 the
 the
 the
@@ -1179,25 +2552,49 @@ the
 the
 the
 the
+to
+came
+was
+is
+he
+time
 the
 the
+all
 the
+logan
 the
+it
+carefully
 the
 the
 the
+no
+and
 the
+by
 the
 the
+of
+has
+country
 the
 the
 the
+be
 the
 the
+six
 the
+wards
+afiiboy
+as
 the
+number
+ambulances
 the
 the
+fond
 the
 the
 the
@@ -1206,114 +2603,247 @@ the
 the
 the
 the
+for
+of
+forked
+look
+uilhrcut
 the
+come
 the
 the
+civilization
 the
 the
 the
 the
+be
 the
 the
+shop
+been
 the
 the
 the
+ft
 the
+county
 the
+will
 the
 the
+been
+country
+door
+practice
+of
 the
+mentioned
+success
 the
+noti
 the
+avenue
 the
 the
 the
+was
+that
 the
+be
+ac
+pur
+large
 the
+murder
+trict
+by
 the
+fail
+added
 the
 the
+of
 the
 the
+been
+they
+easily
+willing
 the
 the
+of
+may
+not
+single
+number
 the
+was
 the
 the
+a
 the
+people
+true
+repulse
+that
+quently
 the
+we
 the
 the
+corted
 the
 the
+advert
 the
 the
+lucky
+right
+make
 the
+and
+number
 the
+its
 the
+would
+both
 the
 the
 the
+to
+finds
+manner
+that
+lonely
+two
 the
 the
 the
 the
+of
+attention
+here
 the
+subjectsof
+it
+people
 the
 the
+it
 the
 the
+city
+and
+it
+number
+property
+be
+deprived
 the
+be
 the
 the
 the
+once
+question
 the
+but
+been
 the
+ly
 the
 the
 the
 the
+such
+committee
 the
 the
 the
+since
 the
+for
 the
+state
 the
+it
+large
+say
 the
 the
 the
 the
+not
 the
+man
+have
+extent
+we
+last
 the
+want
 the
 the
+of
+to
 the
 the
 the
 the
 the
+auction
 the
+sprinkle
 the
+at
+hour
+newspaper
 the
+odious
+be
 the
+i
 the
 the
+be
+be
+build
 the
+them
+times
+landd
+any
 the
 the
+of
+that
+country
 the
+so
 the
 the
 the
+car
+part
+as
+made
+city
 the
 the
 the
 the
 the
+all
 the
 the
+lie
 the
 the
+two
+stipulated
+frozen
 the
 the
 the
@@ -1321,307 +2851,661 @@ the
 the
 the
 the
+really
 the
+ter
+both
 the
+to
+have
 the
 the
+state
 the
+in
 the
 the
+bill
+a
 the
 the
+a
+time
+his
 the
 the
+russian
 the
+such
 the
+six
 the
 the
 the
+of
 the
 the
+state
+system
+subsequer
 the
 the
 the
 the
+successive
 the
 the
+wife
+not
+are
 the
+never
+and
 the
+same
+of
+order
+prisoners
+he
+day
 the
+ounf
+davis
 the
+that
 the
 the
 the
 the
+marphy
+in
+quarters
+cataclasm
+of
 the
+than
+which
 the
 the
 the
 the
+a
 the
 the
+my
+of
+andre
+next
+payment
 the
+long
+percent
 the
+man
+selberts
 the
 the
 the
+is
+city
 the
 the
+is
 the
+how
 the
 the
 the
 the
+that
+will
 the
+said
+on
+city
 the
 the
+subscriber
 the
+vegetable
+made
+question
+that
+bis
+given
+cocked
 the
 the
+a
+state
+smali
 the
 the
 the
+reporter
 the
 the
+that
 the
+it
 the
 the
 the
 the
+be
+jili
+consistent
 the
+of
+tinct
+have
 the
+to
+of
+bird
+members
 the
+made
+that
 the
+road
+a
 the
 the
 the
 the
+carolina
+seats
 the
+able
+him
+application
 the
+j
 the
 the
+notice
+judicial
+tinue
 the
+also
 the
+trict
+said
 the
 the
 the
 the
 the
+blowingcalled
+and
+city
 the
 the
 the
 the
 the
+court
+account
 the
+compelled
 the
 the
 the
+j
+at
+of
+preeminent
+a
+city
 the
+chango
+of
+be
+now
 the
+be
+up
+good
 the
+city
 the
+oxygen
 the
 the
 the
+states
+could
+lhe
 the
+can
+such
+name
 the
 the
 the
 the
 the
 the
+langdon
+at
 the
 the
+weak
 the
 the
 the
 the
 the
 the
+world
+little
 the
+con
 the
 the
+a
 the
 the
+miles
+been
 the
+is
+things
 the
 the
+manner
+duty
+threw
+with
 the
+state
+people
+to
+city
+duty
 the
 the
+next
+city
 the
+word
 the
 the
 the
+of
+of
 the
+rest
+country
+to
+of
 the
 the
 the
+sen
 the
 the
+and
 the
+city
 the
 the
 the
+same
+were
 the
+poplar
 the
+sold
+wishing
+half
+say
+are
 the
 the
+in
+perhaps
 the
 the
 the
 the
+systematic
+of
 the
 the
 the
 the
+forlorn
+ceeded
 the
 the
 the
 the
+evidence
 the
+man
+be
 the
 the
+i
 the
+th
 the
+time
+high
+of
+and
+and
+of
+it
 the
 the
+that
+are
+per
 the
 the
+to
 the
+his
+and
 the
 the
+vice
+that
 the
+pends
+for
+irving
+his
+will
+when
+of
 the
 the
+thai
 the
+and
+say
+it
 the
+business
+includes
+and
 the
+about
+com
+country
 the
 the
 the
+ago
 the
+on
+take
 the
 the
 the
+manner
+people
 the
+if
+their
 the
 the
+made
 the
 the
 the
+of
+effort
+been
 the
 the
+per
+and
 the
 the
 the
+as
 the
+knew
+by
 the
+from
+that
 the
+been
 the
+everybody
+dur
+their
+leaders
+from
 the
 the
+states
+which
+which
 the
 the
 the
+when
+lords
 the
+record
 the
+occasion
+will
 the
 the
+to
 the
+wanted
 the
 the
+it
 the
+other
 the
+season
+time
+said
+person
 the
 the
+friends
 the
 the
 the
 the
+at
 the
 the
 the
+hen
 the
 the
 the
 the
+and
+duty
+defence
+is
 the
+ours
+larenl
 the
+root
 the
+other
 the
 the
 the
+ministration
 the
+number
 the
 the
 the
 the
 the
+people
 the
+be
 the
+manner
 the
+a
+to
+it
+a
 the
+and
+have
 the
 the
 the
+a
+is
 the
+nleholl
 the
+benefits
 the
 the
 the
 the
+different
+hour
 the
+city
 the
+in
+has
+is
+found
 the
+has
+all
+this
 the
 the
 the
+in
+voice
+consequently
+provides
 the
+is
 the
+inquisition
+one
+so
+they
+work
+smith
+in
+was
+lit
+is
+turned
 the
 the
 the
+which
 the
+state
 the
 the
+having
 the
 the
 the
+for
+of
+things
+number
 the
+other
 the
+known
 the
+people
+provement
 the
 the
+then
 the
 the
 the
 the
 the
+by
+of
+which
 the
+right
+of
+were
+upon
 the
+been
+it
 the
 the
 the
+is
 the
+in
+day
 the
+been
+each
+bers
+in
+a
 the
+to
 the
+about
 the
+of
 the
+tered
 the
 the
 the
+hand
+propositions
 the
 the
 the
+a
+him
 the
 the
+great
+of
 the
+taken
 the
+it
+said
+hands
+city
+make
+part
+than
 the
+its
+in
+was
 the
 the
+people
+sewingwith
 the
 the
 the
@@ -1630,46 +3514,88 @@ the
 the
 the
 the
+auy
+part
+an
+containing
 the
+a
 the
+line
 the
+time
+leges
+is
+j
+try
 the
 the
+make
+steadily
+forth
 the
+to
 the
 the
+that
+to
 the
 the
 the
+strange
 the
+which
 the
+of
+is
 the
+congress
 the
 the
 the
 the
 the
+posed
 the
+years
 the
 the
+is
 the
 the
+end
 the
 the
+and
+states
+is
+eois
+under
+his
 the
 the
 the
+city
+of
 the
+on
+will
+of
 the
 the
+rights
 the
+or
 the
+in
 the
 the
+to
 the
 the
 the
 the
+city
 the
 the
 the
@@ -1679,103 +3605,201 @@ the
 the
 the
 the
+judgment
+to
 the
+city
 the
+is
 the
 the
 the
 the
 the
+to
 the
 the
 the
 the
+had
+and
+in
 the
+demand
+be
+be
+adjacent
+on
 the
 the
+people
+in
+door
+purpose
+in
 the
 the
 the
+or
+those
+and
+disease
+be
+a
 the
 the
+other
 the
+city
 the
+to
 the
+in
+as
 the
+usual
+in
 the
 the
+same
 the
+he
+termined
 the
+paid
+taken
 the
+sixth
 the
+city
+city
 the
 the
 the
 the
+air
 the
 the
+hickman
+which
 the
 the
+and
+mortgage
 the
+falls
 the
 the
+knees
+execution
+by
 the
 the
 the
+alley
 the
+said
+five
 the
+business
+want
 the
+present
 the
 the
+as
 the
 the
 the
 the
+that
+state
+bunch
+carolina
+right
 the
 the
+railroads
+with
 the
 the
 the
 the
+state
+and
 the
+land
+some
+duly
 the
 the
+say
 the
 the
 the
+above
 the
+no
+to
 the
 the
 the
 the
+of
 the
+in
 the
+years
+rowland
+over
 the
 the
 the
 the
 the
 the
+communication
+at
 the
 the
+it
+tinued
 the
 the
 the
+fifth
 the
 the
 the
 the
 the
 the
+not
 the
 the
 the
+be
+pavs
+selves
+at
 the
 the
+be
 the
+as
 the
+that
+said
+it
+material
 the
+that
+ded
+to
+to
+that
 the
+ing
 the
 the
 the
@@ -1784,547 +3808,1176 @@ the
 the
 the
 the
+concerning
+to
 the
+him
 the
+city
 the
+want
+out
 the
+of
+together
 the
+court
+world
 the
+my
 the
 the
+at
+is
 the
 the
+they
 the
+purely
+other
 the
+himself
 the
+world
+been
 the
+it
+to
 the
+mat
 the
+every
+one
 the
 the
 the
 the
+readers
+issue
 the
 the
+time
 the
+sufficient
 the
+thought
+deg
+must
 the
+his
 the
 the
+other
 the
 the
+flrscend
+see
 the
+others
+letter
+this
 the
+look
+a
+that
+said
 the
+be
+is
+and
+why
+nurse
+question
+not
 the
 the
+residual
 the
 the
+he
 the
 the
 the
+vantage
 the
 the
 the
 the
+execution
+to
 the
+general
 the
+about
+from
+upright
+expressing
 the
 the
 the
 the
 the
 the
+right
+of
+to
 the
 the
 the
+well
+as
 the
+richard
+great
+dakota
 the
+our
+vz
+ago
 the
 the
+that
+so
 the
+make
+recommenda
 the
 the
 the
+it
+green
+been
+make
+latin
+people
+from
 the
 the
 the
 the
+shall
+on
+that
+sawmill
+on
 the
+a
+power
+that
 the
 the
+mnny
+congress
+which
+city
 the
 the
 the
+fifth
 the
+able
 the
+of
+consider
 the
+success
 the
+to
+few
 the
+and
+are
+people
 the
+female
+contradiction
 the
+successful
 the
 the
+would
+a
 the
+falls
+made
 the
 the
 the
 the
+mindful
+is
 the
+in
 the
+of
+kings
 the
 the
+four
 the
 the
 the
+city
+history
+that
+that
+by
 the
 the
+place
 the
+of
 the
 the
 the
+in
+ceived
+oscar
+inter
+new
+said
+all
+scarlet
+go
+it
+wife
+way
 the
+first
+to
+railroads
+old
 the
 the
 the
 the
 the
+it
 the
 the
 the
 the
+money
+said
+number
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 the
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 the
+since
 the
 the
 the
@@ -2335,524 +4988,1154 @@ the
 the
 the
 the
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 the
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 the
 the
+time
 the
 the
 the
@@ -2861,86 +6144,176 @@ the
 the
 the
 the
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@@ -2948,4467 +6321,1094 @@ the
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