In [21]:
from nltk import ngrams
In [53]:
n = 3
text = """
Avram Noam Chomsky (US Listeni/æˈvrɑːm ˈnoʊm ˈtʃɒmski/ a-VRAHM nohm CHOM-skee; born December 7, 1928) is an American linguist, philosopher, cognitive scientist, historian, social critic, and political activist. Sometimes described as "the father of modern linguistics", Chomsky is also a major figure in analytic philosophy, and one of the founders of the field of cognitive science. He is Institute Professor Emeritus at the Massachusetts Institute of Technology (MIT), where he has worked since 1955, and is the author of over 100 books on topics such as linguistics, war, politics, and mass media. Ideologically, he aligns with anarcho-syndicalism and libertarian socialism.
Born to middle-class Ashkenazi Jewish immigrants in Philadelphia, Chomsky developed an early interest in anarchism from alternative bookstores in New York City. Both Chomsky's parents were eminent Hebrew Scholars.[22] At the age of sixteen he began studies at the University of Pennsylvania, taking courses in linguistics, mathematics, and philosophy. He married fellow linguist Carol Schatz in 1949. From 1951 to 1955 he was appointed to Harvard University's Society of Fellows, where he developed the theory of transformational grammar for which he was awarded his doctorate in 1955. That year he began teaching at MIT, in 1957 emerging as a significant figure in the field of linguistics for his landmark work Syntactic Structures, which remodeled the scientific study of language, while from 1958 to 1959 he was a National Science Foundation fellow at the Institute for Advanced Study. He is credited as the creator or co-creator of the universal grammar theory, the generative grammar theory, the Chomsky hierarchy, and the minimalist program. Chomsky also played a pivotal role in the decline of behaviorism, being particularly critical of the work of B. F. Skinner.
An outspoken opponent of U.S. involvement in the Vietnam War, which he saw as an act of American imperialism, in 1967 Chomsky attracted widespread public attention for his anti-war essay "The Responsibility of Intellectuals". Associated with the New Left, he was arrested multiple times for his activism and placed on President Richard Nixon's Enemies List. While expanding his work in linguistics over subsequent decades, he also became involved in the Linguistics Wars. In collaboration with Edward S. Herman, Chomsky later co-wrote Manufacturing Consent: The Political Economy of the Mass Media, an analysis articulating the propaganda model of media criticism, and worked to expose the Indonesian occupation of East Timor. However, his defense of unconditional freedom of speech—including for Holocaust deniers—generated significant controversy in the Faurisson affair of the early 1980s. Following his retirement from active teaching, he has continued his vocal political activism, including opposing the War on Terror and supporting the Occupy movement.
One of the most cited scholars in history, Chomsky has influenced a broad array of academic fields. He is widely recognized as a paradigm shifter who helped spark a major revolution in the human sciences, contributing to the development of a new cognitivistic framework for the study of language and the mind. In addition to his continued scholarly research, he remains a leading critic of U.S. foreign policy, neoliberalism and contemporary state capitalism, the Israeli–Palestinian conflict, and mainstream news media. His ideas have proved highly significant within the anti-capitalist and anti-imperialist movements, but have also drawn criticism, with some accusing Chomsky of anti-Americanism and alleging that he is sympathetic to terrorism and, in some cases, genocide denial.
"""
enTrigrams = [ "".join(x) for x in ngrams(text, n) ]
# trigrams = ngrams(text, 3)
for i in enTrigrams:
print( i )
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ert
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so
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ial
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orn
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shk
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naz
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im
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de
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ork
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ity
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oth
th
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oms
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's
s p
pa
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ent
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ts
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Sc
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ola
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.[2
[22
22]
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r w
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in
in
n 1
19
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7 e
em
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erg
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gin
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as
as
s a
a
a s
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sig
ign
gni
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ifi
fic
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ant
nt
t f
fi
fig
igu
gur
ure
re
e i
in
in
n t
th
the
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e f
fi
fie
iel
eld
ld
d o
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uis
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tic
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re
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th
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rom
om
m 1
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8 t
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to
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19
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959
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he
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nal
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e F
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at
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r A
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r c
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ram
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ene
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rat
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ve
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gra
ram
amm
mma
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th
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eor
ory
ry,
y,
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th
the
he
e C
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hom
oms
msk
sky
ky
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hi
hie
ier
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rar
arc
rch
chy
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an
and
nd
d t
th
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he
e m
mi
min
ini
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pr
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oms
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sky
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als
lso
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o p
pl
pla
lay
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pi
piv
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kin
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.
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.S.
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ent
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th
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nam
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m W
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War
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r,
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wh
whi
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ich
ch
h h
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sa
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w a
as
as
s a
an
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n a
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mer
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ric
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im
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ial
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lis
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sm,
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in
in
n 1
19
196
967
67
7 C
Ch
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hom
oms
msk
sky
ky
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at
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rac
act
cte
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wi
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ide
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esp
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pre
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pu
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lic
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tio
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for
or
r h
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ant
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ssa
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ay
y "
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The
he
e R
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Res
esp
spo
pon
ons
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sib
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ili
lit
ity
ty
y o
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f I
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Int
nte
tel
ell
lle
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ect
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tua
ual
als
ls"
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As
Ass
sso
soc
oci
cia
iat
ate
ted
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d w
wi
wit
ith
th
h t
th
the
he
e N
Ne
New
ew
w L
Le
Lef
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ft,
t,
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e w
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ar
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rre
res
est
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ted
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mu
mul
ult
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ipl
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s f
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r h
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ac
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tiv
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ism
sm
m a
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and
nd
d p
pl
pla
lac
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ced
ed
d o
on
on
n P
Pr
Pre
res
esi
sid
ide
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ent
nt
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gui
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n c
co
col
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lab
abo
bor
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tio
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on
n w
wi
wit
ith
th
h E
Ed
Edw
dwa
war
ard
rd
d S
S.
S.
. H
He
Her
erm
rma
man
an,
n,
, C
Ch
Cho
hom
oms
msk
sky
ky
y l
la
lat
ate
ter
er
r c
co
co-
o-w
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wro
rot
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e M
Ma
Man
anu
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Co
Con
ons
nse
sen
ent
nt:
t:
: T
Th
The
he
e P
Po
Pol
oli
lit
iti
tic
ica
cal
al
l E
Ec
Eco
con
ono
nom
omy
my
y o
of
of
f t
th
the
he
e M
Ma
Mas
ass
ss
s M
Me
Med
edi
dia
ia,
a,
, a
an
an
n a
an
ana
nal
aly
lys
ysi
sis
is
s a
ar
art
rti
tic
icu
cul
ula
lat
ati
tin
ing
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g t
th
the
he
e p
pr
pro
rop
opa
pag
aga
gan
and
nda
da
a m
mo
mod
ode
del
el
l o
of
of
f m
me
med
edi
dia
ia
a c
cr
cri
rit
iti
tic
ici
cis
ism
sm,
m,
, a
an
and
nd
d w
wo
wor
ork
rke
ked
ed
d t
to
to
o e
ex
exp
xpo
pos
ose
se
e t
th
the
he
e I
In
Ind
ndo
don
one
nes
esi
sia
ian
an
n o
oc
occ
ccu
cup
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pat
ati
tio
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on
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of
of
f E
Ea
Eas
ast
st
t T
Ti
Tim
imo
mor
or.
r.
. H
Ho
How
owe
wev
eve
ver
er,
r,
, h
hi
his
is
s d
de
def
efe
fen
ens
nse
se
e o
of
of
f u
un
unc
nco
con
ond
ndi
dit
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tio
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ona
nal
al
l f
fr
fre
ree
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dom
om
m o
of
of
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or
r H
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olo
loc
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co
con
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tro
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in
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af
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ffa
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air
ir
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the
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ear
arl
rly
ly
y 1
19
198
980
80s
0s.
s.
. F
Fo
Fol
oll
llo
low
owi
win
ing
ng
g h
hi
his
is
s r
re
ret
eti
tir
ire
rem
eme
men
ent
nt
t f
fr
fro
rom
om
m a
ac
act
cti
tiv
ive
ve
e t
te
tea
eac
ach
chi
hin
ing
ng,
g,
, h
he
he
e h
ha
has
as
s c
co
con
ont
nti
tin
inu
nue
ued
ed
d h
hi
his
is
s v
vo
voc
oca
cal
al
l p
po
pol
oli
lit
iti
tic
ica
cal
al
l a
ac
act
cti
tiv
ivi
vis
ism
sm,
m,
, i
in
inc
ncl
clu
lud
udi
din
ing
ng
g o
op
opp
ppo
pos
osi
sin
ing
ng
g t
th
the
he
e W
Wa
War
ar
r o
on
on
n T
Te
Ter
err
rro
ror
or
r a
an
and
nd
d s
su
sup
upp
ppo
por
ort
rti
tin
ing
ng
g t
th
the
he
e O
Oc
Occ
ccu
cup
upy
py
y m
mo
mov
ove
vem
eme
men
ent
nt.
t.
.
O
On
One
ne
e o
of
of
f t
th
the
he
e m
mo
mos
ost
st
t c
ci
cit
ite
ted
ed
d s
sc
sch
cho
hol
ola
lar
ars
rs
s i
in
in
n h
hi
his
ist
sto
tor
ory
ry,
y,
, C
Ch
Cho
hom
oms
msk
sky
ky
y h
ha
has
as
s i
in
inf
nfl
flu
lue
uen
enc
nce
ced
ed
d a
a
a b
br
bro
roa
oad
ad
d a
ar
arr
rra
ray
ay
y o
of
of
f a
ac
aca
cad
ade
dem
emi
mic
ic
c f
fi
fie
iel
eld
lds
ds.
s.
. H
He
He
e i
is
is
s w
wi
wid
ide
del
ely
ly
y r
re
rec
eco
cog
ogn
gni
niz
ize
zed
ed
d a
as
as
s a
a
a p
pa
par
ara
rad
adi
dig
igm
gm
m s
sh
shi
hif
ift
fte
ter
er
r w
wh
who
ho
o h
he
hel
elp
lpe
ped
ed
d s
sp
spa
par
ark
rk
k a
a
a m
ma
maj
ajo
jor
or
r r
re
rev
evo
vol
olu
lut
uti
tio
ion
on
n i
in
in
n t
th
the
he
e h
hu
hum
uma
man
an
n s
sc
sci
cie
ien
enc
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ces
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, c
co
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ont
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tri
rib
ibu
but
uti
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ing
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g t
to
to
o t
th
the
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de
dev
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vel
elo
lop
opm
pme
men
ent
nt
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of
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w c
co
cog
ogn
gni
nit
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tiv
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vis
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sti
tic
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c f
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fra
ram
ame
mew
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wor
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rk
k f
fo
for
or
r t
th
the
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st
stu
tud
udy
dy
y o
of
of
f l
la
lan
ang
ngu
gua
uag
age
ge
e a
an
and
nd
d t
th
the
he
e m
mi
min
ind
nd.
d.
. I
In
In
n a
ad
add
ddi
dit
iti
tio
ion
on
n t
to
to
o h
hi
his
is
s c
co
con
ont
nti
tin
inu
nue
ued
ed
d s
sc
sch
cho
hol
ola
lar
arl
rly
ly
y r
re
res
ese
sea
ear
arc
rch
ch,
h,
, h
he
he
e r
re
rem
ema
mai
ain
ins
ns
s a
a
a l
le
lea
ead
adi
din
ing
ng
g c
cr
cri
rit
iti
tic
ic
c o
of
of
f U
U.
U.S
.S.
S.
. f
fo
for
ore
rei
eig
ign
gn
n p
po
pol
oli
lic
icy
cy,
y,
, n
ne
neo
eol
oli
lib
ibe
ber
era
ral
ali
lis
ism
sm
m a
an
and
nd
d c
co
con
ont
nte
tem
emp
mpo
por
ora
rar
ary
ry
y s
st
sta
tat
ate
te
e c
ca
cap
api
pit
ita
tal
ali
lis
ism
sm,
m,
, t
th
the
he
e I
Is
Isr
sra
rae
ael
eli
li–
i–P
–Pa
Pal
ale
les
est
sti
tin
ini
nia
ian
an
n c
co
con
onf
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fli
lic
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ct,
t,
, a
an
and
nd
d m
ma
mai
ain
ins
nst
str
tre
rea
eam
am
m n
ne
new
ews
ws
s m
me
med
edi
dia
ia.
a.
. H
Hi
His
is
s i
id
ide
dea
eas
as
s h
ha
hav
ave
ve
e p
pr
pro
rov
ove
ved
ed
d h
hi
hig
igh
ghl
hly
ly
y s
si
sig
ign
gni
nif
ifi
fic
ica
can
ant
nt
t w
wi
wit
ith
thi
hin
in
n t
th
the
he
e a
an
ant
nti
ti-
i-c
-ca
cap
api
pit
ita
tal
ali
lis
ist
st
t a
an
and
nd
d a
an
ant
nti
ti-
i-i
-im
imp
mpe
per
eri
ria
ial
ali
lis
ist
st
t m
mo
mov
ove
vem
eme
men
ent
nts
ts,
s,
, b
bu
but
ut
t h
ha
hav
ave
ve
e a
al
als
lso
so
o d
dr
dra
raw
awn
wn
n c
cr
cri
rit
iti
tic
ici
cis
ism
sm,
m,
, w
wi
wit
ith
th
h s
so
som
ome
me
e a
ac
acc
ccu
cus
usi
sin
ing
ng
g C
Ch
Cho
hom
oms
msk
sky
ky
y o
of
of
f a
an
ant
nti
ti-
i-A
-Am
Ame
mer
eri
ric
ica
can
ani
nis
ism
sm
m a
an
and
nd
d a
al
all
lle
leg
egi
gin
ing
ng
g t
th
tha
hat
at
t h
he
he
e i
is
is
s s
sy
sym
ymp
mpa
pat
ath
the
het
eti
tic
ic
c t
to
to
o t
te
ter
err
rro
ror
ori
ris
ism
sm
m a
an
and
nd,
d,
, i
in
in
n s
so
som
ome
me
e c
ca
cas
ase
ses
es,
s,
, g
ge
gen
eno
noc
oci
cid
ide
de
e d
de
den
eni
nia
ial
al.
l.
In [40]:
from collections import Counter
In [54]:
enTfp = Counter(enTrigrams + [ ';;;' ])
#print(enTfp)
totalEn = sum(enTfp.values())
enProbs = dict( [ (x[0], x[1]/totalEn) for x in enTfp.items() ] )
print(enProbs)
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I': 0.0008110300081103001, '-im': 0.0002703433360367667, ' Un': 0.0005406866720735334, 'eas': 0.0002703433360367667, 'nvo': 0.0005406866720735334, 'Syn': 0.0002703433360367667, 'tha': 0.0002703433360367667, 'hat': 0.0008110300081103001, 'for': 0.0024330900243309003, 'fie': 0.0008110300081103001, '\n\nB': 0.0002703433360367667, 'hav': 0.0008110300081103001, 'iss': 0.0002703433360367667, 'ola': 0.0008110300081103001, ' 19': 0.0029737766964044337, 'er,': 0.0005406866720735334, 'fre': 0.0002703433360367667, 'del': 0.0010813733441470668, '\nAv': 0.0002703433360367667, ' B.': 0.0002703433360367667, 'air': 0.0002703433360367667, 'ge,': 0.0002703433360367667, 'rea': 0.0010813733441470668, 'cre': 0.0008110300081103001, 'Pro': 0.0002703433360367667, 'n s': 0.0010813733441470668, 's A': 0.0002703433360367667, 'ece': 0.0002703433360367667, 'd m': 0.0008110300081103001, ' ma': 0.0016220600162206002, ' th': 0.010273046769397134, 'ror': 0.0005406866720735334, 'ota': 0.0002703433360367667, 'r.\n': 0.0002703433360367667, ', c': 0.0005406866720735334, ' te': 0.0008110300081103001, 'ini': 0.0005406866720735334, 'ct ': 0.0002703433360367667, 'hia': 0.0002703433360367667, 'sm.': 0.0002703433360367667, 'y m': 0.0002703433360367667, 'ort': 0.0002703433360367667, 's s': 0.0005406866720735334, 'onf': 0.0002703433360367667, '.\n\n': 0.0008110300081103001, 'elp': 0.0005406866720735334, 'y s': 0.0005406866720735334, 'ili': 0.0002703433360367667, 'sy ': 0.0002703433360367667, '. 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In [61]:
from math import log
import copy
entropy = 0
for x in enProbs.items():
entropy += x[1] * log(x[1], 2)
print(-entropy)
BTrigrams = Counter(enTrigrams + [ ';;;' ] + [ 'krk' ])
BModel = dict( [ (x[0], x[1]/(totalEn + 1)) for x in BTrigrams.items() ] )
#print(BModel)
kld = 0
for x in BModel.items():
kld += x[1] * log(x[1]/enProbs.get(x[0], enProbs[';;;']), 2)
print(kld)
print(BModel['krk'] * log(enProbs[';;;']))
9.920303277129225
-0.00038997027967924337
-0.002220491295089852
In [50]:
text = """
巴塞羅那（加泰羅尼亞語：Barcelona）是加泰羅尼亞自治區首府、以及巴塞羅那省省會，位於伊比利亞半島的東北面，瀕臨地中海，全市人口約160萬，都會區人口則約5百萬。加泰羅尼亞自治區議會、行政機構、高等法院均設於此，1999年，巴塞羅那被美國國家地理雜誌選為五十個人生必遊景點之一。
相傳巴塞隆納由迦太基將領、漢尼拔的父親哈米爾卡·巴卡所興建，在其漫長的歷史上還曾作爲巴塞羅那伯爵領地和阿拉貢王國的都城。巴塞羅那因其衆多歷史建築和文化景點成爲衆多旅遊者的目的地，其中之代表是被列入聯合國世界遺產的安東尼·高第和路易·多門內克·蒙塔內的建築作品。安東尼·高第一直在巴塞羅那生活和工作，在這裏有他很多的作品，其中最著名的包括桂爾宮、桂爾公園和聖家堂。巴塞羅那尚有兩個知名的足球俱樂部：巴塞羅那和西班牙人，其中巴塞羅那是世界最著名的足球俱樂部之一。
關於城市的建立有兩種觀點，但均與哈米爾卡·巴卡有關。第一種認爲該城由古代英雄赫拉克勒斯在羅馬建立前400年（大約在西元前1153年[1]）建立，後哈米爾卡·巴卡於西元前三世紀重建並以自己的姓氏命名。而第二種說法認爲哈米爾卡·巴卡直接建立了巴塞羅那。
大約在西元前15年，羅馬人以“台伯山”（現市政廳附近的一座小丘）爲中心將城市重新規劃爲一座羅馬兵營。其後巴塞羅那作爲羅馬人的殖民地被稱爲Colonia Faventia Julia Augusta Pia Barcino或Colonia Julia Augusta Faventia Paterna Barcino。
在羅馬地理學家梅拉的描述中巴塞羅那還是一些小鎮組成的地區，但在後世學者眼中，巴塞羅那因自古羅馬時期便是貿易中心，主要是因這個地中海的城市擁有其獨特的位置和天然良港得以逐漸繁榮起來，並且不需要負擔沈重的帝國財政，還可以自己鑄造貨幣。
時至今日很多羅馬時期的重要建築都已經嚴重損毀，但在著名的歷史名勝區“哥特區”仍可看出昔日的格狀規劃。一些殘存的羅馬時期的城牆被集中於西元343年始建的拉蘇大教堂中。
西元五世紀早期（418年）巴塞羅那被西哥特王国人征服，八世紀早期被摩爾人征服，但西元801年查理曼大帝之子路易將其佔領並使之成爲加洛林王朝的西班牙邊疆區，由巴塞羅那伯爵統治。在西元985年被阿爾-曼蘇爾洗劫之前巴塞羅那都是基督教在伊比利亞半島的前沿堡壘。後來巴塞羅那伯爵日漸顯示出其獨立性並擴張領地直至統治整個加泰羅尼亞。西元12世紀由於王室聯姻的結果巴塞羅那伯爵頭銜由阿拉貢國王拉米羅二世繼承，加泰羅尼亞並入阿拉貢王國，到13世紀阿拉貢國王統治了包括那不勒斯、西西里在內的西地中海，並一度統治雅典。隨後阿拉貢王室與卡斯蒂利亞王室聯姻，兩國合併形成了今日西班牙的主體，加泰羅尼亞成爲西班牙的一部分，獨立性日漸減少。但時至今日仍有加泰羅尼亞獨立運動存在。
"""
frTrigrams = [ "".join(x) for x in ngrams(text, 3) ]
frFp = Counter(frTrigrams + [ ';;;' ])
# print(frFp)
totalFr = sum(frFp.values())
# print(totalFr)
frProbs = dict( [ (x[0], x[1] / totalFr) for x in frFp.items() ] )
print(frProbs)
{'蒙塔內': 0.0008417508417508417, '父親哈': 0.0008417508417508417, 'ave': 0.0016835016835016834, ' Pi': 0.0008417508417508417, '的都城': 0.0008417508417508417, '年，巴': 0.0008417508417508417, '隨後阿': 0.0008417508417508417, '-曼蘇': 0.0008417508417508417, '議會、': 0.0008417508417508417, '並且不': 0.0008417508417508417, '羅那尚': 0.0008417508417508417, '。在西': 0.0008417508417508417, '阿拉貢': 0.004208754208754209, '度統治': 0.0008417508417508417, '內的建': 0.0008417508417508417, '家地理': 0.0008417508417508417, '治區議': 0.0008417508417508417, '日漸顯': 0.0008417508417508417, '60萬': 0.0008417508417508417, '被稱爲': 0.0008417508417508417, '立性日': 0.0008417508417508417, '其衆多': 0.0008417508417508417, '財政，': 0.0008417508417508417, '爲一座': 0.0008417508417508417, '近的一': 0.0008417508417508417, '153': 0.0008417508417508417, '合國世': 0.0008417508417508417, 'a J': 0.0016835016835016834, '馬地理': 0.0008417508417508417, '\n\n在': 0.0008417508417508417, '統治了': 0.0008417508417508417, '\n巴塞': 0.0008417508417508417, '築作品': 0.0008417508417508417, '拉貢國': 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0.0008417508417508417, '建築都': 0.0008417508417508417, '直在巴': 0.0008417508417508417, '來巴塞': 0.0008417508417508417, '直至統': 0.0008417508417508417, 'Aug': 0.0016835016835016834, '此，1': 0.0008417508417508417, '被美國': 0.0008417508417508417, '西元1': 0.0008417508417508417, '梅拉的': 0.0008417508417508417, '設於此': 0.0008417508417508417, '馬人以': 0.0008417508417508417, '服，八': 0.0008417508417508417, '亞自治': 0.0016835016835016834, '拔的父': 0.0008417508417508417, '眼中，': 0.0008417508417508417, '家梅拉': 0.0008417508417508417, '年始建': 0.0008417508417508417, '世界最': 0.0008417508417508417, '和阿拉': 0.0008417508417508417, '選為五': 0.0008417508417508417, '營。其': 0.0008417508417508417, '的城市': 0.0008417508417508417, '成爲衆': 0.0008417508417508417, '是一些': 0.0008417508417508417, '。加泰': 0.0008417508417508417, '王拉米': 0.0008417508417508417, '一種認': 0.0008417508417508417, '兩個知': 0.0008417508417508417, '誌選為': 0.0008417508417508417, '伯爵頭': 0.0008417508417508417, '地中海': 0.0025252525252525255, '多的作': 0.0008417508417508417, '雅典。': 0.0008417508417508417, '羅那因': 0.0016835016835016834, '班牙人': 0.0008417508417508417, '元五世': 0.0008417508417508417, '羅馬時': 0.0025252525252525255, '王朝的': 0.0008417508417508417, '國家地': 0.0008417508417508417, '中海，': 0.0016835016835016834, '於城市': 0.0008417508417508417, '爲羅馬': 0.0008417508417508417, '是貿易': 0.0008417508417508417, '還是一': 0.0008417508417508417, '紀由於': 0.0008417508417508417, '治。在': 0.0008417508417508417, '聖家堂': 0.0008417508417508417, '界最著': 0.0008417508417508417, '立了巴': 0.0008417508417508417, '己鑄造': 0.0008417508417508417, '入阿拉': 0.0008417508417508417, '第一直': 0.0008417508417508417, '減少。': 0.0008417508417508417, '果巴塞': 0.0008417508417508417, '爲Co': 0.0008417508417508417, '英雄赫': 0.0008417508417508417, '國，到': 0.0008417508417508417, '期（4': 0.0008417508417508417, '多門內': 0.0008417508417508417, '地理學': 0.0008417508417508417, '殘存的': 0.0008417508417508417, '巴卡有': 0.0008417508417508417, '劃。一': 0.0008417508417508417, '爾人征': 0.0008417508417508417, '統治整': 0.0008417508417508417, '那省省': 0.0008417508417508417, '聯合國': 0.0008417508417508417, '都已經': 0.0008417508417508417, '。\n\n': 0.004208754208754209, '羅那生': 0.0008417508417508417, '王国人': 0.0008417508417508417, '早期（': 0.0008417508417508417, '重要建': 0.0008417508417508417, '前三世': 0.0008417508417508417, '勒斯在': 0.0008417508417508417, '洛林王': 0.0008417508417508417, '景點成': 0.0008417508417508417, '“台伯': 0.0008417508417508417, '三世紀': 0.0008417508417508417, '。而第': 0.0008417508417508417, '西西里': 0.0008417508417508417, '市擁有': 0.0008417508417508417, '的城牆': 0.0008417508417508417, 'uli': 0.0016835016835016834, '統治。': 0.0008417508417508417, '紀阿拉': 0.0008417508417508417, '市人口': 0.0008417508417508417, '東尼·': 0.0016835016835016834, '這裏有': 0.0008417508417508417, '很多羅': 0.0008417508417508417, '之代表': 0.0008417508417508417, '台伯山': 0.0008417508417508417, 'olo': 0.0016835016835016834, '爲該城': 0.0008417508417508417, '160': 0.0008417508417508417, '種觀點': 0.0008417508417508417, '沿堡壘': 0.0008417508417508417, '城牆被': 0.0008417508417508417, '漸減少': 0.0008417508417508417, '爵統治': 0.0008417508417508417, '有兩個': 0.0008417508417508417, '[1]': 0.0008417508417508417, '的目的': 0.0008417508417508417, '治雅典': 0.0008417508417508417, '運動存': 0.0008417508417508417, '和文化': 0.0008417508417508417, '鑄造貨': 0.0008417508417508417, 'nia': 0.0016835016835016834, '均與哈': 0.0008417508417508417, '\n在羅': 0.0008417508417508417, '元前1': 0.0016835016835016834, '包括那': 0.0008417508417508417, '點，但': 0.0008417508417508417, '\n西元': 0.0008417508417508417, '直接建': 0.0008417508417508417, '之一。': 0.0016835016835016834, '國王拉': 0.0008417508417508417, '建立了': 0.0008417508417508417, ']）建': 0.0008417508417508417, '那不勒': 0.0008417508417508417, '和天然': 0.0008417508417508417, '足球俱': 0.0016835016835016834, '生活和': 0.0008417508417508417, '（41': 0.0008417508417508417, '征服，': 0.0016835016835016834, '到13': 0.0008417508417508417, '西班牙': 0.003367003367003367, '不勒斯': 0.0008417508417508417, '中心，': 0.0008417508417508417, '卡斯蒂': 0.0008417508417508417, '。隨後': 0.0008417508417508417, '那作爲': 0.0008417508417508417, '\n\n西': 0.0008417508417508417, '那和西': 0.0008417508417508417, '貢王國': 0.0016835016835016834, '基將領': 0.0008417508417508417, 'lia': 0.0016835016835016834, '子路易': 0.0008417508417508417, '哈米爾': 0.003367003367003367, '的父親': 0.0008417508417508417, '工作，': 0.0008417508417508417, '巴塞隆': 0.0008417508417508417, '入聯合': 0.0008417508417508417, '之前巴': 0.0008417508417508417, '著名的': 0.0025252525252525255, '仍有加': 0.0008417508417508417, '的殖民': 0.0008417508417508417, '路易·': 0.0008417508417508417, '第和路': 0.0008417508417508417, '城由古': 0.0008417508417508417, '。\n關': 0.0008417508417508417, '界遺產': 0.0008417508417508417, ' Au': 0.0016835016835016834, '年（大': 0.0008417508417508417, '羅那（': 0.0008417508417508417, '基督教': 0.0008417508417508417, '代表是': 0.0008417508417508417, '堂中。': 0.0008417508417508417, '古羅馬': 0.0008417508417508417, '室與卡': 0.0008417508417508417, '丘）爲': 0.0008417508417508417, '以自己': 0.0016835016835016834, '8年）': 0.0008417508417508417, '爲哈米': 0.0008417508417508417, '張領地': 0.0008417508417508417, '那被美': 0.0008417508417508417, '了今日': 0.0008417508417508417, '、桂爾': 0.0008417508417508417, '特區”': 0.0008417508417508417, '己的姓': 0.0008417508417508417, '國王統': 0.0008417508417508417, '不需要': 0.0008417508417508417, 'a A': 0.0016835016835016834, '利亞半': 0.0016835016835016834, '勝區“': 0.0008417508417508417, '國合併': 0.0008417508417508417, '的西地': 0.0008417508417508417, '但在著': 0.0008417508417508417, '人口約': 0.0008417508417508417, '位置和': 0.0008417508417508417, '羅那伯': 0.003367003367003367, '5百萬': 0.0008417508417508417, '日很多': 0.0008417508417508417, '阿爾-': 0.0008417508417508417, '的帝國': 0.0008417508417508417, '爾公園': 0.0008417508417508417, '巴卡所': 0.0008417508417508417, '的東北': 0.0008417508417508417, '城市的': 0.0008417508417508417, '查理曼': 0.0008417508417508417, '分，獨': 0.0008417508417508417, '塞羅那': 0.015151515151515152, '置和天': 0.0008417508417508417, '但均與': 0.0008417508417508417, '里在內': 0.0008417508417508417, '，但均': 0.0008417508417508417, '国人征': 0.0008417508417508417, '附近的': 0.0008417508417508417, '比利亞': 0.0016835016835016834, '亞半島': 0.0016835016835016834, '最著名': 0.0016835016835016834, '銜由阿': 0.0008417508417508417}
In [52]:
from math import log
test = "緊鄰城市東北部，其最高點第比達博峰海拔512米"
trigrams = [ "".join(x) for x in ngrams(test, 3) ]
frP = 0
enP = 0
for x in trigrams:
frP += log(frProbs.get(x, frProbs[';;;']))
enP += log(enProbs.get(x, enProbs[';;;']))
print("French:", frP)
print("English:", enP)
French: -148.68055649837441
English: -172.53217362848147
In [ ]:
In [ ]:
Content source: dcavar/python-tutorial-for-ipython
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