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Created May 7, 2017 15:57
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last!
/usr/bin/python3.5 /home/awok/Documents/sapienza/s1/nlp/hw2/src/homework2.py model ../ ../resources
Using Theano backend.
WARNING (theano.sandbox.cuda): The cuda backend is deprecated and will be removed in the next release (v0.10). Please switch to the gpuarray backend. You can get more information about how to switch at this URL:
https://github.com/Theano/Theano/wiki/Converting-to-the-new-gpu-back-end%28gpuarray%29
ERROR (theano.sandbox.cuda): nvcc compiler not found on $PATH. Check your nvcc installation and try again.
model_output_path model
homework_dir: ../
model output: model
homework dir: ../
src dir: ../src/
data dir: ../data/
resource dir: ../resources
BORG: IM GOING TO LOAD! BEWARE! ../resources/word-vectors-english
train ../data/en-ud-train.conllu
load_data ../data/en-ud-train.conllu
cached model for ../data/en-ud-train.conllu failed
add_context 12543
204586 train sequences
load_data ../data/en-ud-dev.conllu
cached model for ../data/en-ud-dev.conllu failed
add_context 2002
_________________________________________________________________
Layer (type) Output Shape Param #
=================================================================
bidirectional_1 (Bidirection (None, 64) 63936
_________________________________________________________________
dense_1 (Dense) (None, 17) 1105
=================================================================
Total params: 65,041
Trainable params: 65,041
Non-trainable params: 0
_________________________________________________________________
None
Train...
Train on 204586 samples, validate on 25148 samples
Epoch 1/10
204586/204586 [==============================] - 65s - loss: 0.9642 - acc: 0.7028 - val_loss: 0.4890 - val_acc: 0.8475
Epoch 2/10
204586/204586 [==============================] - 65s - loss: 0.4564 - acc: 0.8584 - val_loss: 0.4116 - val_acc: 0.8712
Epoch 3/10
204586/204586 [==============================] - 64s - loss: 0.3974 - acc: 0.8755 - val_loss: 0.3835 - val_acc: 0.8794
Epoch 4/10
204586/204586 [==============================] - 65s - loss: 0.3703 - acc: 0.8834 - val_loss: 0.3722 - val_acc: 0.8837
Epoch 5/10
204586/204586 [==============================] - 64s - loss: 0.3520 - acc: 0.8881 - val_loss: 0.3633 - val_acc: 0.8861
Epoch 6/10
204586/204586 [==============================] - 64s - loss: 0.3387 - acc: 0.8920 - val_loss: 0.3567 - val_acc: 0.8884
Epoch 7/10
204586/204586 [==============================] - 65s - loss: 0.3278 - acc: 0.8944 - val_loss: 0.3522 - val_acc: 0.8901
Epoch 8/10
204586/204586 [==============================] - 66s - loss: 0.3212 - acc: 0.8971 - val_loss: 0.3448 - val_acc: 0.8929
Epoch 9/10
204586/204586 [==============================] - 65s - loss: 0.3136 - acc: 0.8993 - val_loss: 0.3425 - val_acc: 0.8930
Epoch 10/10
204586/204586 [==============================] - 64s - loss: 0.3069 - acc: 0.9012 - val_loss: 0.3447 - val_acc: 0.8930
dict_keys(['val_loss', 'val_acc', 'loss', 'acc'])
TEST 0 PASSED
TEST 1 PASSED
predict_mass 2077
sending an array of: (25096, 4, 300)
googleos : got NUM was PROPN
e-mail : got PROPN was NOUN
full : got ADJ was ADV
fledged : got NOUN was ADJ
operating : got VERB was NOUN
microsoft : got PART was PROPN
watch : got VERB was PROPN
and : got NUM was CONJ
nostalgic : got ADJ was NOUN
this : got PRON was DET
rush : got VERB was NOUN
-- : got ADP was PUNCT
all : got DET was ADV
own : got ADJ was VERB
blogger : got NOUN was PROPN
out : got ADP was ADV
on : got ADP was SCONJ
was : got VERB was AUX
fallujah : got NUM was PROPN
pic's : got PROPN was NOUN
fallujah : got NUM was PROPN
one : got NUM was NOUN
this : got PRON was DET
operation : got VERB was NOUN
my : got PRON was AUX
turn : got NOUN was VERB
's : got CONJ was PART
about : got ADP was ADV
online : got NOUN was ADJ
besides : got ADP was ADV
'm : got AUX was VERB
google : got NOUN was PROPN
gmail : got NOUN was PROPN
-- : got DET was PUNCT
wonder : got VERB was NOUN
of : got PART was ADP
wonders : got VERB was NOUN
-- : got ADP was PUNCT
're : got AUX was VERB
gmail : got NOUN was PROPN
... : got ADP was PUNCT
one : got NUM was PRON
time : got NOUN was PROPN
magazine : got NOUN was PROPN
of : got CONJ was SCONJ
a : got ADP was DET
are : got VERB was AUX
anti-proliferation : got PROPN was NOUN
president : got NOUN was PROPN
rather : got ADV was ADP
and : got PROPN was CONJ
president : got NOUN was PROPN
anti-american : got ADP was ADJ
pop. : got PROPN was NOUN
as : got ADP was SCONJ
a : got PROPN was DET
general : got PROPN was ADJ
fallujah : got PART was PROPN
committed : got ADJ was VERB
and : got ADP was CONJ
's : got ADP was PART
since : got ADP was SCONJ
falluja : got CONJ was PROPN
and : got PART was CONJ
and : got ADP was CONJ
a : got PART was DET
and : got ADP was CONJ
http://www.gulf-news.com/articles/news.asp?articleid=97508 : got NUM was X
rumsfeld : got NOUN was PROPN
idelogical : got ADP was ADJ
with : got ADP was SCONJ
circuit : got NOUN was PROPN
and : got ADP was CONJ
- : got PUNCT was SYM
long : got ADV was ADJ
i : got PRON was NUM
vi : got PROPN was NUM
vi : got PROPN was NUM
d : got X was NOUN
vi : got NOUN was NUM
d : got X was NOUN
v : got X was NUM
and : got PROPN was CONJ
vii : got NOUN was NUM
ginsburg : got NUM was PROPN
and : got PROPN was CONJ
v : got ADP was NUM
and : got PROPN was CONJ
vi : got NOUN was NUM
d : got X was NOUN
ginsburg : got NUM was PROPN
and : got PROPN was CONJ
breyer : got PROPN was NOUN
a : got CONJ was DET
and : got PROPN was CONJ
part : got NOUN was ADJ
ginsburg : got NUM was PROPN
and : got PROPN was CONJ
to : got DET was ADP
i : got PRON was NUM
and : got PROPN was CONJ
a : got CONJ was DET
dissenting : got ADJ was VERB
and : got PROPN was CONJ
a : got CONJ was DET
dissenting : got ADJ was VERB
to : got DET was ADP
i : got PRON was NUM
and : got NUM was CONJ
a : got CONJ was DET
dissenting : got ADJ was VERB
and : got ADP was CONJ
to : got DET was ADP
i : got PRON was NUM
while : got ADP was NOUN
to : got DET was PART
and : got ADP was CONJ
'm : got AUX was VERB
finished : got VERB was ADJ
's : got DET was PART
/ : got PUNCT was SYM
anti-gay : got NUM was ADJ
not : got PART was ADV
a : got PROPN was NOUN
times : got NOUN was PROPN
and : got ADP was CONJ
post : got VERB was PROPN
of : got CONJ was ADP
fast : got ADV was ADJ
term : got ADJ was NOUN
secretary : got NOUN was PROPN
was : got AUX was VERB
finished : got VERB was ADJ
political : got NOUN was ADJ
will : got AUX was NOUN
un : got ADV was PROPN
to : got DET was PART
african : got ADJ was PROPN
union : got NOUN was PROPN
is : got AUX was VERB
and : got PROPN was CONJ
un : got ADJ was PROPN
hear : got VERB was ADV
after : got SCONJ was ADP
pr : got NOUN was PROPN
and : got PROPN was CONJ
buffett : got NOUN was PROPN
away : got ADV was ADP
% : got PUNCT was SYM
bill : got NOUN was PROPN
and : got ADP was CONJ
foundation : got NOUN was PROPN
a : got PART was DET
move : got VERB was NOUN
buffett : got NOUN was PROPN
's : got CONJ was PART
was : got VERB was AUX
worried : got VERB was ADJ
bill : got NOUN was PROPN
worried : got VERB was ADJ
'm : got AUX was VERB
's : got CONJ was PART
worth : got ADJ was NOUN
as : got ADP was SCONJ
notes : got NOUN was VERB
more : got ADJ was ADV
liquid : got NOUN was ADJ
best : got ADJ was ADV
-- : got ADP was PUNCT
em : got PROPN was INTJ
... : got CONJ was PUNCT
no : got DET was INTJ
... : got ADP was PUNCT
gates : got NOUN was PROPN
means : got AUX was VERB
compared : got ADP was VERB
i.e : got PROPN was X
's : got VERB was AUX
% : got PUNCT was SYM
away : got ADV was ADP
% : got PUNCT was SYM
a : got NUM was DET
gone : got VERB was ADJ
that : got DET was SCONJ
bill : got NOUN was PROPN
buffet : got NOUN was PROPN
is : got VERB was AUX
of : got DET was ADP
berkshire : got NOUN was PROPN
bill : got NOUN was PROPN
over : got ADP was ADV
fourth : got ADJ was PROPN
rail : got NOUN was PROPN
and : got ADP was CONJ
un : got ADV was PROPN
terrorist : got NOUN was ADJ
as : got SCONJ was ADP
protest : got NOUN was VERB
terrorist : got NOUN was ADJ
scheduled : got ADJ was VERB
's : got CONJ was PART
forth : got ADP was ADV
unsc : got DET was PROPN
resolution : got NOUN was PROPN
un : got ADV was PROPN
secretary : got NOUN was PROPN
after : got ADV was SCONJ
terrorist : got NOUN was ADJ
as : got SCONJ was ADP
over : got ADP was ADV
project : got NOUN was VERB
of : got CONJ was SCONJ
terrorist : got NOUN was ADJ
of : got PROPN was ADP
times : got NOUN was PROPN
... : got X was SYM
delays : got NOUN was VERB
as : got ADP was SCONJ
of : got CONJ was ADP
and : got ADP was CONJ
since : got ADP was SCONJ
and : got ADP was CONJ
wtf : got INTJ was PRON
terrorist : got NOUN was ADJ
and : got DET was CONJ
marine : got NOUN was PROPN
80's : got NUM was NOUN
a : got ADP was DET
to : got CONJ was PART
not : got PART was ADV
iraqi : got ADJ was PROPN
lead : got NOUN was VERB
lukewarmly : got NOUN was ADV
threatening : got ADJ was VERB
caretaker : got ADJ was NOUN
association : got NOUN was PROPN
muslim : got ADJ was PROPN
scholars : got NOUN was PROPN
iraqi : got ADJ was PROPN
allawi : got ADJ was PROPN
of : got CONJ was SCONJ
arab : got ADJ was PROPN
fatally : got VERB was ADV
association : got NOUN was PROPN
muslim : got ADJ was PROPN
scholars : got NOUN was PROPN
for : got ADP was SCONJ
raiding : got NOUN was VERB
most : got ADJ was ADV
najaf : got NUM was PROPN
fallujah : got NUM was PROPN
emphemeral : got NUM was ADJ
shiite : got PROPN was ADJ
as : got SCONJ was ADP
a : got PROPN was DET
fallujah : got NUM was PROPN
of : got CONJ was ADP
more : got ADJ was ADV
of : got CONJ was ADP
and : got ADP was CONJ
and : got PROPN was CONJ
army : got NOUN was PROPN
najaf : got NUM was PROPN
most : got ADV was ADJ
to : got ADP was PART
anti-shiite : got PROPN was ADJ
u.s. : got DET was PROPN
a : got PROPN was DET
islamic : got PROPN was ADJ
fascists : got PROPN was NOUN
anti-muslim : got ADP was ADJ
u.s. : got CONJ was PROPN
to : got DET was PART
ill : got ADJ was ADV
council : got NOUN was PROPN
relations : got NOUN was PROPN
islamic : got PROPN was ADJ
fascists : got PROPN was NOUN
islamic : got PROPN was ADJ
muslims : got NOUN was PROPN
hence : got ADP was ADV
of : got CONJ was ADP
has : got AUX was VERB
not : got PART was ADV
dick : got NOUN was PROPN
e14 : got NUM was PROPN
muhammed : got NUM was PROPN
e17 : got NUM was PROPN
e17 : got NUM was PROPN
assan : got NUM was PROPN
e17 : got NUM was PROPN
waseem : got NUM was PROPN
high : got ADJ was PROPN
wycombe : got PUNCT was PROPN
waheed : got NUM was PROPN
e17 : got NUM was PROPN
e17 : got NUM was PROPN
tayib : got NUM was PROPN
e17 : got NUM was PROPN
e17 : got NUM was PROPN
stoke : got VERB was PROPN
newington : got X was PROPN
e17 : got NUM was PROPN
shazad : got NUM was PROPN
high : got ADJ was PROPN
wycombe : got PUNCT was PROPN
e10 : got NUM was PROPN
young : got ADJ was PROPN
high : got ADJ was PROPN
wycombe : got PUNCT was PROPN
assad : got NUM was PROPN
high : got ADJ was PROPN
wycombe : got PUNCT was PROPN
e17 : got NUM was PROPN
e5 : got NUM was PROPN
be : got AUX was VERB
fahim : got CONJ was PROPN
zakaria : got NUM was PROPN
mississauga : got NUM was PROPN
ont. : got NUM was PROPN
asad : got NUM was PROPN
mississauga : got NUM was PROPN
shareef : got NUM was PROPN
mississauga : got NUM was PROPN
mississauga : got NUM was PROPN
ont. : got NUM was PROPN
yasim : got NUM was PROPN
alias : got PROPN was NOUN
mississauga : got NUM was PROPN
of : got CONJ was ADP
avenue : got NOUN was PROPN
a : got PROPN was DET
islamic : got PROPN was ADJ
fascist : got ADJ was NOUN
to : got DET was PART
hateful : got NOUN was ADJ
's : got ADP was VERB
and : got PART was CONJ
than : got ADP was SCONJ
's : got VERB was AUX
and : got ADP was CONJ
holy : got ADJ was PROPN
war : got NOUN was PROPN
tawhid : got NOUN was PROPN
and : got ADP was CONJ
group : got NOUN was PROPN
and : got ADP was CONJ
sheikh : got PROPN was NOUN
mujahideen : got PROPN was NOUN
and : got ADP was CONJ
that : got PRON was SCONJ
and : got ADP was CONJ
holy : got ADJ was PROPN
war : got NOUN was PROPN
share : got NOUN was VERB
21st : got NUM was ADJ
being : got VERB was AUX
up : got ADP was ADV
of : got CONJ was ADP
hundred : got NOUN was NUM
usamah : got DET was PROPN
to : got CONJ was PART
55th : got NUM was PROPN
brigade : got NOUN was PROPN
of : got CONJ was ADP
because : got ADP was SCONJ
saudi : got PROPN was ADJ
were : got VERB was AUX
extremist : got ADJ was NOUN
wahhabi : got PROPN was ADJ
saudia : got DET was PROPN
's : got ADP was PART
upper : got ADJ was PROPN
asyut : got ADP was PROPN
and : got DET was CONJ
polyglot : got ADJ was NOUN
saudi : got PROPN was ADJ
a : got PROPN was DET
monotheism : got NOUN was PROPN
and : got ADP was CONJ
holy : got ADJ was PROPN
war : got NOUN was PROPN
jordanian : got ADP was ADJ
palestinian : got PROPN was ADJ
syrian : got PROPN was ADJ
oriented : got ADJ was VERB
salafi : got PROPN was ADJ
islamic : got PROPN was ADJ
thought : got VERB was NOUN
protestant : got ADJ was PROPN
most : got ADV was ADJ
salafis : got NOUN was PROPN
are : got AUX was VERB
militant : got NOUN was ADJ
protestant : got ADJ was PROPN
pietists : got PROPN was NOUN
and : got ADP was CONJ
holy : got ADJ was PROPN
war : got NOUN was PROPN
salafism : got NOUN was PROPN
as : got ADP was SCONJ
german : got ADJ was PROPN
peasant : got ADJ was PROPN
rebellion : got NOUN was PROPN
and : got ADP was CONJ
holy : got ADJ was PROPN
war : got NOUN was PROPN
orange : got NOUN was ADJ
haifa : got DET was PROPN
street : got NOUN was PROPN
samarra : got NUM was PROPN
none : got ADV was NOUN
tangiers : got DET was NOUN
into : got ADP was SCONJ
moroccan : got ADJ was PROPN
group : got NOUN was PROPN
part : got NOUN was ADJ
11 : got NUM was PROPN
panel : got NOUN was PROPN
's : got ADP was PART
and : got PROPN was CONJ
out : got ADP was ADV
and : got PROPN was CONJ
that : got PRON was SCONJ
of : got CONJ was ADP
of : got NUM was ADP
counter-terrorism : got ADP was NOUN
czar : got PROPN was NOUN
latter : got ADV was ADJ
's : got PROPN was PART
crackpot : got PROPN was NOUN
conspiracy : got PROPN was NOUN
trade : got NOUN was PROPN
towers : got NOUN was PROPN
crackpot : got ADJ was NOUN
of : got DET was SCONJ
-- : got ADP was PUNCT
allied : got ADJ was VERB
-- : got CONJ was PUNCT
to : got PROPN was ADP
% : got PUNCT was SYM
on : got SCONJ was ADP
what : got PRON was DET
were : got AUX was VERB
and : got ADP was CONJ
?? : got PROPN was PUNCT
that : got SCONJ was PRON
neither : got ADV was CONJ
did : got AUX was VERB
wolfowitz : got NUM was PROPN
captain : got NOUN was PROPN
ahab : got ADP was PROPN
's : got CONJ was PART
and : got ADP was CONJ
counter-terrorism : got PROPN was ADJ
and : got ADP was CONJ
were : got VERB was AUX
marginalized : got ADJ was VERB
focused : got VERB was ADJ
dick : got NOUN was PROPN
to : got DET was ADP
tenet : got NOUN was PROPN
islamist : got ADJ was PROPN
prime : got ADJ was PROPN
minister : got NOUN was PROPN
nawaz : got ADP was PROPN
in : got ADP was ADV
qandahar : got NUM was PROPN
in : got ADP was SCONJ
all : got DET was ADV
set : got VERB was ADJ
pervez : got CONJ was PROPN
nawaz : got DET was PROPN
was : got AUX was VERB
of : got CONJ was ADP
to : got CONJ was PART
in : got ADP was ADV
and : got ADP was CONJ
in : got ADP was ADV
's : got CONJ was PART
tabas : got PART was PROPN
gods : got PROPN was NOUN
as : got ADV was ADP
king : got PROPN was NOUN
to : got DET was ADP
probablyl : got PROPN was ADV
gon : got PROPN was VERB
na : got PROPN was PART
like : got SCONJ was ADP
r : got AUX was VERB
are : got AUX was VERB
somewhere : got ADV was NOUN
's : got NUM was PART
someplace : got ADV was NOUN
$ : got PUNCT was SYM
somewhere : got ADV was NOUN
's : got PROPN was PART
somewhere : got ADV was NOUN
real : got ADV was ADJ
nice : got ADJ was NOUN
bad : got ADJ was NOUN
brown : got PROPN was ADJ
blonde : got NOUN was ADJ
chick : got PROPN was NOUN
of : got DET was ADP
affected : got VERB was ADJ
b/c : got CONJ was SCONJ
satelite : got ADJ was NOUN
more : got ADV was ADJ
up : got ADP was ADV
do : got VERB was ADV
that : got DET was SCONJ
chase : got NOUN was PROPN
a : got ADP was DET
am : got AUX was VERB
with : got ADP was SCONJ
'm : got AUX was VERB
ackermann : got CONJ was PROPN
& : got PUNCT was CONJ
advisory : got ADJ was NOUN
e-mail : got PROPN was NOUN
and : got PROPN was CONJ
's : got DET was PART
to : got DET was PART
capital : got NOUN was PROPN
markets : got NOUN was PROPN
ackermann : got CONJ was PROPN
& : got PUNCT was CONJ
advisory : got ADJ was NOUN
e-mail : got PROPN was NOUN
nuts : got ADV was ADJ
daily : got ADJ was ADV
have : got AUX was VERB
due : got ADP was ADJ
$ : got PUNCT was SYM
$ : got PUNCT was SYM
aep : got DET was PROPN
$ : got PUNCT was SYM
$ : got PUNCT was SYM
$ : got PUNCT was SYM
$ : got PUNCT was SYM
bluegrass : got ADJ was NOUN
that : got SCONJ was PRON
-- : got CONJ was PUNCT
sets : got NOUN was VERB
equivalent : got PROPN was NOUN
's : got CONJ was PART
broken : got VERB was ADJ
a : got PART was DET
potential : got NOUN was ADJ
tonite : got PROPN was NOUN
a : got PART was DET
ride : got VERB was NOUN
'm : got AUX was VERB
's : got AUX was VERB
tonite : got PROPN was NOUN
and : got PART was CONJ
are : got AUX was VERB
finished : got VERB was ADJ
house : got NOUN was PROPN
of : got CONJ was ADP
pies : got NOUN was PROPN
b/c : got CONJ was SCONJ
down : got ADP was ADV
collapses : got NOUN was VERB
of : got PART was ADP
hurt : got VERB was NOUN
cotton : got NOUN was PROPN
bowl : got NOUN was PROPN
done : got VERB was ADJ
http://www.theadvocate.com/sports/story.asp?storyid=16473 : got NUM was X
http://www.theadvocate.com/sports/story.asp?storyid=16475 : got NUM was X
http://www.nola.com/lsu/t-p/football/index.ssf?/lsustory/lsunotes08.html : got NUM was X
http://www.nola.com/lsu/t-p/football/index.ssf?/lsustory/secnotes08.html : got NUM was X
http://www.nola.com/lsu/t-p/football/index.ssf?/lsustory/lsufoe08.html : got NUM was X
will : got AUX was NOUN
house : got NOUN was PROPN
pies : got NOUN was PROPN
is : got VERB was AUX
was : got VERB was AUX
are : got VERB was AUX
pse : got PROPN was NOUN
a : got PART was DET
fix : got VERB was NOUN
pse : got PROPN was NOUN
% : got PUNCT was SYM
dm : got PROPN was NOUN
% : got PUNCT was SYM
and : got NUM was CONJ
% : got PUNCT was SYM
volalatility : got ADP was NOUN
and : got ADP was CONJ
$ : got PUNCT was NOUN
and : got ADP was CONJ
be : got VERB was AUX
much : got ADJ was ADV
a : got PROPN was DET
garch : got DET was NOUN
magali : got DET was PROPN
van : got NOUN was PROPN
phb : got ADP was PROPN
bailly : got PART was PROPN
management : got NOUN was PROPN
and : got ADP was CONJ
economic : got ADJ was PROPN
consultants : got NOUN was PROPN
phb : got ADP was PROPN
inc. : got NOUN was PROPN
street : got NOUN was PROPN
facsimile : got PROPN was NOUN
[email protected] : got PROPN was X
e-mail : got X was NOUN
andrew : got PROPN was X
edison@enron : got PROPN was X
ecogas : got NUM was PROPN
randy : got ADJ was PROPN
maffett : got PART was PROPN
need : got VERB was NOUN
that : got PRON was SCONJ
$ : got PUNCT was SYM
ecogas : got NUM was PROPN
and : got PART was CONJ
and : got ADP was CONJ
for : got ADP was SCONJ
for : got ADP was SCONJ
becky : got PROPN was X
stephens@enron : got PROPN was X
below : got PROPN was ADV
oc : got PROPN was NOUN
in : got ADP was SCONJ
& : got PUNCT was CONJ
# : got PUNCT was NOUN
& : got PUNCT was CONJ
associates : got NOUN was PROPN
# : got PUNCT was NOUN
# : got PUNCT was NOUN
& : got PUNCT was CONJ
# : got PUNCT was NOUN
corp. : got CONJ was PROPN
px : got PROPN was NOUN
along : got ADP was ADV
px : got PROPN was NOUN
to : got NUM was PART
down : got ADP was ADV
... : got CONJ was PUNCT
a : got ADP was DET
are : got VERB was AUX
required : got ADJ was VERB
is : got VERB was AUX
' : got PUNCT was PART
proposed : got NOUN was VERB
project : got NOUN was PROPN
bruin : got NOUN was PROPN
bear : got VERB was PROPN
stearns : got DET was PROPN
and : got NUM was CONJ
remaining : got ADJ was VERB
+ : got PUNCT was SYM
remaining : got ADJ was VERB
of : got PART was ADP
confirm : got VERB was NOUN
has : got AUX was VERB
wholesale : got PROPN was ADJ
ph : got PROPN was NOUN
blank : got NOUN was ADJ
13s : got NUM was NOUN
sample : got NOUN was ADJ
isdas : got CONJ was NOUN
a : got PROPN was X
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network : got NOUN was PROPN
action : got NOUN was PROPN
network : got NOUN was PROPN
post : got NOUN was VERB
action : got NOUN was PROPN
network : got NOUN was PROPN
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www.bbc.co.uk/actionnetwork : got PROPN was X
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a : got PROPN was DET
up : got ADP was ADV
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none : got ADV was NOUN
volunteer : got NOUN was VERB
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there : got ADV was PRON
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beams : got PROPN was VERB
and : got PROPN was CONJ
http://www.space.com/astronotes/astronotes.html : got NUM was X
space.com : got PROPN was X
space.com : got PROPN was X
like : got ADP was SCONJ
lunar : got ADJ was PROPN
transportation : got NOUN was PROPN
systems : got NOUN was PROPN
a : got NOUN was DET
space : got PROPN was NOUN
moon : got NOUN was PROPN
earth : got NOUN was PROPN
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moon : got NOUN was PROPN
space.com : got PROPN was X
test : got NOUN was VERB
earth : got NOUN was PROPN
and : got ADP was CONJ
-- : got CONJ was PUNCT
fund : got NOUN was VERB
a : got ADP was DET
lunar : got NOUN was PROPN
transporatation : got ADP was PROPN
systems : got NOUN was PROPN
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and : got PROPN was CONJ
are : got AUX was VERB
both : got CONJ was DET
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white : got ADJ was PROPN
house : got NOUN was PROPN
white : got ADJ was PROPN
house : got NOUN was PROPN
and : got ADP was CONJ
co-founder : got NUM was NOUN
and : got PROPN was CONJ
a : got PROPN was DET
highway : got PROPN was NOUN
like : got ADP was SCONJ
selah : got NUM was PROPN
-- : got X was PUNCT
hidden : got ADJ was PROPN
nook : got NOUN was PROPN
to : got CONJ was ADP
hidden : got ADJ was PROPN
nook : got NOUN was PROPN
http://www.space.com/missionlaunches/ft_050829_ksc_spacefuture.html : got NUM was X
space.com : got PROPN was X
u.s. : got DET was PROPN
and : got ADP was CONJ
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white : got ADJ was PROPN
house : got NOUN was PROPN
lunar : got PROPN was ADJ
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moon : got NOUN was PROPN
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5 : got NUM was PROPN
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moon : got NOUN was PROPN
administrator : got PROPN was NOUN
official : got ADJ was NOUN
ex-astronaut : got PROPN was NOUN
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metric : got NOUN was ADJ
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moon : got NOUN was PROPN
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with : got ADP was SCONJ
a : got PART was DET
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nook : got NOUN was PROPN
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nook : got NOUN was PROPN
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image001.jpg : got NUM was NOUN
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will : got AUX was PROPN
a : got PART was DET
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no : got DET was ADV
eleanor : got NUM was PROPN
victor : got NOUN was PROPN
borge : got PUNCT was PROPN
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socrates : got X was PROPN
groucho : got NUM was PROPN
every : got DET was ADV
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zsa : got NUM was PROPN
gabor : got X was PROPN
... : got CONJ was PUNCT
a : got CONJ was DET
spike : got NOUN was PROPN
milligan : got PUNCT was PROPN
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little : got NOUN was ADJ
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hope : got NOUN was PROPN
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diller : got X was PROPN
a : got ADP was DET
enough : got ADJ was ADV
__________________________________________________ : got PROPN was SYM
yahoo! : got NUM was VERB
yahoo! : got NUM was PROPN
mail : got NOUN was PROPN
image_jpg_part : got X was NOUN
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tea : got PROPN was NOUN
green : got PROPN was ADJ
tea : got PROPN was NOUN
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cordoba : got NUM was PROPN
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iguazu : got NUM was PROPN
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^^ : got ADP was SYM
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cliffs : got PROPN was NOUN
bogs : got VERB was NOUN
online : got NOUN was ADJ
fare : got VERB was NOUN
kolkatta : got NUM was PROPN
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roflmao : got X was INTJ
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resorts : got NOUN was PROPN
international : got ADJ was PROPN
online : got NOUN was ADV
email : got NOUN was VERB
e-mail : got PROPN was NOUN
gunther : got ADP was PROPN
http://www.kettererkunst.com/bio/guntheruecker-1930.shtml : got NUM was X
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much : got ADV was ADJ
big : got ADJ was PROPN
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as : got SCONJ was ADP
in : got ADP was PROPN
n : got PROPN was CONJ
out : got ADP was PROPN
five : got NUM was PROPN
guys : got NOUN was PROPN
and : got ADP was CONJ
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karol : got DET was PROPN
bag : got NOUN was PROPN
kindly : got ADJ was ADV
contact : got NOUN was VERB
laxmi : got ADP was PROPN
.. : got PROPN was PUNCT
miramar : got NUM was PROPN
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track : got NOUN was VERB
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apple : got NOUN was PROPN
id : got PROPN was NOUN
and : got PART was CONJ
that : got SCONJ was PRON
else : got ADJ was ADV
do : got VERB was AUX
miramar : got NUM was PROPN
tremblant : got NUM was PROPN
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thx : got PROPN was NOUN
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is : got VERB was AUX
(: : got CONJ was SYM
flickr.com : got PROPN was X
tumblr.com : got CONJ was X
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autocorrects.com : got CONJ was X
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cast : got NOUN was VERB
and : got PART was CONJ
ham : got ADJ was NOUN
thick : got ADJ was ADV
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a : got ADP was DET
a : got ADP was DET
.. : got CONJ was PUNCT
gps : got PROPN was NOUN
mazzoni : got NUM was PROPN
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phila : got NUM was PROPN
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deli : got NOUN was PROPN
conshocken : got NUM was PROPN
ave : got PROPN was NOUN
phila : got NUM was PROPN
pa : got NOUN was PROPN
+ : got PUNCT was SYM
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out : got ADP was ADV
rumba : got NOUN was PROPN
room : got NOUN was PROPN
courage : got NOUN was PROPN
louvre : got NOUN was PROPN
are : got AUX was VERB
two : got NUM was PROPN
scupltures : got CONJ was NOUN
and : got NOUN was CONJ
to : got DET was ADP
http://www.livevideo.com/video/c8f5bbec570c4a4dbc326f694d79942a/courage-the-cowardly-dog-so-.aspx : got NUM was X
name : got NOUN was VERB
apple : got PROPN was NOUN
kabob : got PROPN was NOUN
those : got DET was PRON
;d : got PUNCT was SYM
of : got PART was ADV
first : got ADV was ADJ
... : got PROPN was PUNCT
air : got NOUN was PROPN
land : got NOUN was VERB
air : got NOUN was PROPN
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alexandrine : got PROPN was ADJ
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down : got ADV was ADP
gamestops : got PART was PROPN
id : got PROPN was NOUN
but : got ADP was CONJ
and : got NUM was CONJ
pre-order : got PROPN was NOUN
steiner : got DET was PROPN
leisure : got NOUN was PROPN
cruises : got NOUN was PROPN
much : got ADV was ADJ
and : got ADP was CONJ
a : got PART was DET
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looking : got VERB was ADJ
prosperity : got NOUN was PROPN
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mac : got PROPN was NOUN
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a : got CONJ was DET
and : got PART was CONJ
sound : got NOUN was PROPN
dock : got NOUN was PROPN
jvc : got DET was PROPN
mini : got PROPN was X
b : got X was ADJ
& : got PUNCT was CONJ
w : got PROPN was ADJ
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headfones : got PART was NOUN
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hav : got PROPN was VERB
... : got ADP was PUNCT
?? : got PROPN was PUNCT
by : got ADP was ADV
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bell : got NOUN was PROPN
burger : got NOUN was PROPN
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near : got ADP was ADJ
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portillo : got NUM was PROPN
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or : got CONJ was PROPN
white : got ADJ was PROPN
castle : got NOUN was PROPN
:d : got X was SYM
and : got PROPN was CONJ
has : got VERB was AUX
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of : got CONJ was ADP
plenty : got NOUN was PROPN
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vote : got NOUN was VERB
key : got ADJ was PROPN
labour : got NUM was PROPN
national : got ADJ was PROPN
conservative : got ADJ was NOUN
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connecting : got NOUN was VERB
christchurch : got NUM was PROPN
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matters : got NOUN was VERB
pre-university : got PROPN was ADJ
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university : got PROPN was NOUN
bachelor : got NOUN was PROPN
to : got CONJ was PART
and : got PROPN was CONJ
stands : got VERB was NOUN
down : got ADP was ADV
http://www.google.co.uk/search?q=backdrop+frame&ie=utf-8&oe=utf-8&aq=t&rls=org.mozilla:en-us:official&client=firefox-a&safe=active&sout=1 : got NUM was X
stand : got VERB was NOUN
google : got PROPN was VERB
carnival : got NOUN was PROPN
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ncl : got ADP was PROPN
none : got ADV was NOUN
above : got ADV was ADJ
of : got CONJ was ADP
up : got ADP was NOUN
royal : got ADJ was PROPN
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carnival : got NOUN was PROPN
below : got ADV was ADP
either : got ADV was DET
of : got CONJ was ADP
and : got ADP was CONJ
usb : got PROPN was NOUN
cell : got NOUN was VERB
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usb : got PROPN was NOUN
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& : got PUNCT was CONJ
usb : got PROPN was NOUN
revered : got ADJ was VERB
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these : got DET was PRON
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writing : got NOUN was VERB
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best : got ADJ was PROPN
buy : got NOUN was PROPN
one : got NUM was NOUN
s : got PROPN was X
much : got ADV was ADJ
do : got VERB was AUX
drop : got NOUN was VERB
boxing : got NOUN was PROPN
day : got NOUN was PROPN
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wx10 : got NUM was PROPN
postor : got DET was NOUN
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mad : got ADJ was NOUN
mad : got ADJ was NOUN
a : got ADP was DET
gorrilla : got CONJ was NOUN
in : got ADP was ADV
fifferent : got ADP was ADJ
tttthhhhh : got PROPN was NOUN
hanoi : got NUM was PROPN
and : got DET was CONJ
french : got ADJ was PROPN
indochina : got NUM was PROPN
ii : got CONJ was PROPN
minh : got CONJ was PROPN
communists : got NOUN was PROPN
hanoi : got NUM was PROPN
that : got SCONJ was PRON
indochina : got ADP was PROPN
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war : got NOUN was PROPN
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pacman : got PROPN was NOUN
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pacman : got PROPN was NOUN
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uvb : got DET was NOUN
a : got PROPN was DET
pacman : got PROPN was NOUN
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basking : got VERB was NOUN
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a : got ADP was DET
surprise : got ADJ was NOUN
out : got ADP was ADV
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o : got PROPN was INTJ
and : got ADP was CONJ
.. : got CONJ was PUNCT
b : got PROPN was VERB
sanfranguide.com : got PUNCT was X
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.. : got ADP was PUNCT
ad=nd : got PART was CONJ
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and : got PART was CONJ
and : got ADP was CONJ
ig : got PROPN was SCONJ
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adn : got PROPN was CONJ
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for : got ADP was SCONJ
and : got DET was CONJ
and : got ADP was CONJ
and : got ADP was CONJ
and : got ADP was CONJ
to : got DET was ADP
s : got NOUN was PART
was : got VERB was AUX
much : got ADV was ADJ
for : got ADP was SCONJ
what : got PRON was DET
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count : got NOUN was VERB
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no : got DET was ADV
matter : got NOUN was ADV
more : got ADV was ADJ
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another : got PRON was DET
italian : got PROPN was ADJ
chinese : got PROPN was ADJ
well : got ADV was INTJ
hakka : got DET was PROPN
restaurant : got NOUN was PROPN
prime : got ADJ was PROPN
ribs : got NOUN was PROPN
yelp.com : got NOUN was X
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pleasseee : got PUNCT was INTJ
script : got NOUN was PROPN
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irish : got PROPN was ADJ
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fiasco : got NOUN was PROPN
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door : got NOUN was PROPN
cinema : got NOUN was PROPN
club : got NOUN was PROPN
and : got ADP was CONJ
wallis : got DET was PROPN
bird : got NOUN was PROPN
and : got PUNCT was CONJ
distinctly : got ADJ was ADV
irish : got PROPN was ADJ
and : got ADP was CONJ
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fitted : got VERB was ADJ
one : got NUM was NOUN
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to : got NUM was PART
http://www.debenhams.com/women/craghoppers#catalogid=10001&lid=//productsuniverse/en_gb/product_online0y/categories%3c0productsuniverse_186610/brand_description0.000000e+000craghoppers0/categories%3c0productsuniverse_18661_186820&ps=default&sfn=categories&sfv=coats+%26amp0+jackets&storeid=10001 : got NUM was X
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for : got ADP was SCONJ
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no : got DET was INTJ
... : got NOUN was PUNCT
nacho : got NOUN was PROPN
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suppose : got ADJ was VERB
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argentineans : got NUM was PROPN
invercargill : got DET was PROPN
invercargill : got DET was PROPN
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no : got DET was ADV
matter : got NOUN was ADV
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bl**dy : got ADP was ADJ
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burger : got NOUN was PROPN
portillo : got CONJ was PROPN
s : got PROPN was PART
white : got ADJ was PROPN
which : got PRON was DET
one : got NUM was NOUN
do : got VERB was AUX
like : got ADP was VERB
best : got ADJ was ADV
and : got ADP was CONJ
s : got PROPN was PART
's : got PROPN was PART
are : got AUX was VERB
hackney : got NOUN was PROPN
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printers : got NOUN was PROPN
' : got PUNCT was PART
row : got NOUN was PROPN
& : got PUNCT was CONJ
harms : got NOUN was PROPN
glenview : got NUM was PROPN
http://www.youtube.com/watch?v=q2ldf0xu3ni : got NUM was X
of : got PART was ADP
a : got VERB was DET
1/2 : got NUM was ADJ
http://www.flickr.com/photos/jellybeanjill13/532522805/ : got NUM was X
has : got AUX was VERB
yellow : got NOUN was ADJ
dhirea : got NUM was NOUN
plz : got PROPN was INTJ
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esp : got INTJ was ADV
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been : got AUX was VERB
meal : got NOUN was ADJ
int : got PROPN was X
to : got NUM was ADP
... : got X was PUNCT
there : got ADV was PRON
a : got CONJ was DET
one : got NUM was NOUN
and : got ADP was CONJ
one : got NUM was NOUN
one : got NUM was NOUN
donatello : got CONJ was PROPN
there : got ADV was PRON
of : got PROPN was ADP
as : got SCONJ was ADP
slayer : got PROPN was NOUN
and : got ADP was CONJ
king : got PROPN was NOUN
:d : got PROPN was SYM
painting : got NOUN was VERB
and : got SCONJ was CONJ
disrespecting : got VERB was ADJ
wasted : got ADJ was VERB
on : got ADP was ADV
hibachi : got NOUN was PROPN
out : got ADP was ADV
out : got ADP was ADV
there : got PRON was ADV
it's : got INTJ was PRON
a : got ADP was DET
flat : got ADJ was PROPN
top : got ADJ was PROPN
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to : got DET was PART
graduate : got NOUN was VERB
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since : got ADP was SCONJ
aground : got VERB was ADP
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and : got PART was CONJ
canon : got NOUN was PROPN
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canon : got NOUN was PROPN
t2i : got NUM was PROPN
stops : got NOUN was VERB
as : got ADP was SCONJ
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on : got ADP was NOUN
and : got PART was CONJ
in : got ADP was ADV
in : got ADP was ADV
enough : got ADV was ADJ
is : got VERB was AUX
canon : got NOUN was PROPN
a : got ADP was DET
t1i : got NUM was PROPN
and : got PART was CONJ
such : got ADJ was DET
canon : got NOUN was PROPN
and : got ADP was CONJ
a : got ADP was DET
re-boot : got DET was NOUN
a : got ADP was DET
re-start : got PROPN was NOUN
canon : got NOUN was PROPN
may : got VERB was PROPN
rdu : got NUM was PROPN
airport : got NOUN was PROPN
better : got ADJ was ADV
travelocity : got ADP was PROPN
expedia : got NOUN was PROPN
and : got PART was CONJ
up : got ADP was ADV
korean : got ADJ was PROPN
air : got NOUN was PROPN
to : got CONJ was ADP
to : got CONJ was ADP
's : got ADP was VERB
key : got ADJ was NOUN
a : got PART was DET
states : got NOUN was PROPN
fly : got VERB was PROPN
genesis : got NOUN was PROPN
& : got PUNCT was CONJ
to : got DET was PART
deal : got NOUN was VERB
a : got NUM was DET
groupon : got NOUN was PROPN
to : got ADP was SCONJ
groupon : got NOUN was PROPN
living : got VERB was PROPN
social : got ADJ was PROPN
anytime : got ADV was NOUN
ff : got PROPN was NOUN
deal : got NOUN was ADJ
zebraklub : got CONJ was PROPN
little : got ADJ was NOUN
spending : got NOUN was VERB
and : got PART was CONJ
and : got PART was CONJ
to : got CONJ was ADV
2 : got NUM was ADP
to : got PART was ADP
to : got CONJ was PART
great : got ADJ was ADV
bye : got NOUN was INTJ
freshwater : got ADJ was NOUN
saltwater : got PROPN was NOUN
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to : got VERB was ADP
clownloach : got PROPN was NOUN
a : got ADP was DET
gouramis : got CONJ was NOUN
clownloach : got ADP was NOUN
a : got PROPN was DET
krib : got PROPN was NOUN
and : got ADP was CONJ
cory : got PROPN was NOUN
rainbows : got PROPN was NOUN
nice : got ADJ was NOUN
:) : got PUNCT was SYM
that : got PRON was DET
oscars : got PROPN was NOUN
what : got PRON was DET
thank : got NOUN was VERB
fried : got ADJ was VERB
fast : got ADV was ADJ
covers : got VERB was NOUN
gold : got ADJ was PROPN
coast : got NOUN was PROPN
in : got ADP was PROPN
and : got NUM was CONJ
out : got ADP was PROPN
little : got ADJ was NOUN
to : got ADP was ADV
bast : got PROPN was ADJ
tire : got NOUN was PROPN
gooroo : got PUNCT was PROPN
tire : got NOUN was PROPN
gooroo : got CONJ was PROPN
geeksquad : got CONJ was PROPN
4 : got NUM was SCONJ
playin : got PROPN was VERB
top : got ADJ was NOUN
simplz : got DET was ADV
and : got ADP was CONJ
in : got ADP was ADV
& : got PUNCT was CONJ
out : got ADP was ADV
american : got ADJ was PROPN
express : got NOUN was PROPN
club : got PROPN was NOUN
to : got PUNCT was ADP
to : got DET was PART
love : got NOUN was VERB
to : got CONJ was ADP
biometrics : got NOUN was PROPN
watching : got VERB was NOUN
green : got PROPN was ADJ
doctor : got NOUN was PROPN
bogomilsky : got CONJ was PROPN
ridge : got NOUN was PROPN
what : got PRON was DET
vnhh : got DET was PROPN
and : got ADP was CONJ
conyers : got NUM was PROPN
southland : got NOUN was PROPN
and : got PART was CONJ
and : got ADP was CONJ
got : got AUX was VERB
and : got DET was CONJ
landscape : got NOUN was PROPN
quality : got NOUN was ADJ
and : got PROPN was CONJ
over : got ADP was ADV
... : got CONJ was PUNCT
does : got AUX was VERB
and : got ADP was CONJ
yum : got PROPN was INTJ
's : got PROPN was PART
and : got ADP was CONJ
market : got NOUN was PROPN
.! : got X was PUNCT
ghatkopar : got ADP was PROPN
qt : got NOUN was PROPN
and : got DET was CONJ
pedi : got PROPN was NOUN
mani : got PROPN was NOUN
recoment : got DET was VERB
wonderful : got ADJ was ADV
of : got CONJ was ADP
allentown : got DET was PROPN
post : got NOUN was PROPN
office : got NOUN was PROPN
and : got ADP was CONJ
to : got CONJ was PART
little : got ADJ was NOUN
all : got DET was ADV
round : got NOUN was ADV
tire : got NOUN was PROPN
go : got NOUN was VERB
to : got DET was ADP
did : got AUX was VERB
not : got PART was ADV
and : got PROPN was CONJ
was : got VERB was AUX
mobile : got NOUN was ADJ
car : got NOUN was PROPN
wash : got NOUN was PROPN
and : got PROPN was CONJ
and : got ADP was CONJ
american : got ADJ was PROPN
pride : got NOUN was PROPN
irrigation : got NOUN was PROPN
& : got PUNCT was CONJ
landscaping : got NOUN was PROPN
movers : got NOUN was PROPN
noonan : got DET was PROPN
liquor : got NOUN was PROPN
is : got AUX was VERB
clh : got X was PROPN
scented : got ADJ was VERB
home : got NOUN was ADV
of : got DET was ADP
can : got AUX was NOUN
and : got PART was CONJ
downstairs : got NOUN was ADV
to : got ADP was ADV
and : got DET was CONJ
and : got PROPN was CONJ
are : got AUX was VERB
home : got NOUN was ADV
inford : got DET was PROPN
media : got NOUN was PROPN
b2b : got NUM was NOUN
relish : got NOUN was PROPN
to : got DET was ADP
darlington : got CONJ was PROPN
sandwicheering : got PROPN was NOUN
and : got DET was CONJ
standard : got ADJ was NOUN
reiew : got X was NOUN
and : got ADP was CONJ
both : got CONJ was DET
and : got ADP was CONJ
what : got PRON was DET
a : got PART was DET
there : got ADV was PRON
and : got ADP was CONJ
and : got PART was CONJ
to : got CONJ was ADP
... : got PROPN was PUNCT
karol : got DET was PROPN
wooden : got NOUN was ADJ
plank : got PROPN was NOUN
plenty : got ADJ was NOUN
not : got PART was ADV
impressed : got VERB was ADJ
and : got ADP was CONJ
a : got CONJ was DET
best : got ADJ was ADV
of : got CONJ was ADP
ie : got VERB was X
is : got VERB was AUX
dr. : got DET was PROPN
rohatgi : got DET was PROPN
and : got ADP was CONJ
hit : got VERB was NOUN
miss : got VERB was NOUN
not : got PART was ADV
and : got ADP was CONJ
best : got ADJ was ADV
run : got NOUN was VERB
orginizied : got NUM was ADJ
out : got ADP was ADV
avvo : got CONJ was PROPN
of : got CONJ was ADP
!! : got PROPN was PUNCT
sanctuary : got NOUN was PROPN
what : got PRON was DET
a : got ADP was DET
in : got ADP was SCONJ
wornderful : got PROPN was ADJ
gables : got NOUN was PROPN
what : got PRON was DET
a : got PART was DET
dump : got VERB was NOUN
and : got ADP was CONJ
on : got ADP was ADV
and : got NUM was CONJ
on : got ADP was ADV
mrs. : got NUM was PROPN
of : got CONJ was ADP
and : got ADP was CONJ
expired : got VERB was ADJ
than : got ADP was SCONJ
there : got PRON was ADV
there : got PRON was ADV
mean : got VERB was ADJ
to : got DET was ADP
computers : got NOUN was PROPN
until : got SCONJ was ADP
qualitech : got DET was PROPN
computers : got NOUN was PROPN
enough : got ADJ was ADV
'm : got AUX was VERB
exelent : got DET was ADJ
of : got CONJ was ADP
prego : got NOUN was PROPN
and : got ADP was CONJ
love : got NOUN was VERB
city : got NOUN was PROPN
and : got PROPN was CONJ
need : got VERB was NOUN
's : got ADP was PART
corona : got NOUN was PROPN
a : got PART was DET
% : got PUNCT was SYM
and : got ADP was CONJ
morningside : got DET was PROPN
road : got NOUN was PROPN
2scompany : got NUM was PROPN
... : got PROPN was PUNCT
much : got ADV was ADJ
thai : got PROPN was ADJ
... : got CONJ was PUNCT
and : got ADP was CONJ
unic : got NUM was ADJ
unic : got PROPN was ADJ
and : got ADP was CONJ
was : got VERB was AUX
out : got ADP was ADV
and : got ADP was CONJ
.. : got CONJ was PUNCT
bond : got NOUN was PROPN
... : got CONJ was PUNCT
of : got CONJ was ADP
need : got VERB was NOUN
taste : got NOUN was VERB
above : got ADP was ADV
beyond : got ADP was ADV
set : got VERB was NOUN
up : got ADP was NOUN
to : got DET was PART
travelled : got NUM was VERB
plenty : got ADJ was NOUN
not : got PART was ADV
impressed : got VERB was ADJ
not : got PART was ADV
organized : got VERB was ADJ
great : got ADJ was PROPN
limos : got NOUN was PROPN
int : got PROPN was ADP
he : got PRON was DET
metro : got PROPN was NOUN
and : got ADP was CONJ
build : got VERB was NOUN
waiting : got VERB was NOUN
like : got ADP was SCONJ
.. : got CONJ was PUNCT
well : got ADV was INTJ
that : got PRON was ADV
a : got ADP was DET
long : got ADV was ADJ
while : got SCONJ was NOUN
recwarehouse.com : got PROPN was X
drive : got NOUN was VERB
to : got PROPN was ADP
mfj : got X was PROPN
run : got NOUN was VERB
back : got ADV was ADJ
spot : got NOUN was ADJ
on : got ADP was ADJ
kebab : got PROPN was NOUN
around : got ADP was ADV
and : got ADP was CONJ
chilly : got ADJ was NOUN
and : got ADP was CONJ
worst : got ADJ was ADV
tasting : got NOUN was VERB
worst : got ADJ was ADV
tasting : got NOUN was VERB
possible : got ADJ was ADV
not : got PART was ADV
not : got PART was ADV
over : got ADP was X
cooked : got VERB was ADJ
over : got ADV was X
priced : got VERB was ADJ
garden : got NOUN was PROPN
bright : got ADJ was PROPN
futures : got NOUN was PROPN
and : got DET was CONJ
over : got ADP was ADV
$ : got PUNCT was SYM
$ : got PUNCT was SYM
to : got DET was PART
order : got NOUN was VERB
/ : got PUNCT was X
that : got SCONJ was PRON
battery : got NOUN was PROPN
park : got NOUN was PROPN
pest : got NOUN was PROPN
better : got ADJ was ADV
to : got DET was ADP
mother : got NOUN was PROPN
and : got ADP was CONJ
done : got VERB was ADJ
mr. : got ADP was PROPN
and : got ADP was CONJ
to : got PUNCT was ADP
fixing : got NOUN was VERB
to : got CONJ was SCONJ
been : got VERB was AUX
disappointed : got ADJ was VERB
not : got PART was ADV
rushi : got PUNCT was PROPN
& : got PUNCT was CONJ
step : got NOUN was VERB
infra : got NOUN was X
& : got PUNCT was CONJ
+ : got PUNCT was SYM
to : got DET was ADP
few : got ADJ was NOUN
summit : got NOUN was PROPN
new : got ADJ was PROPN
to : got PART was ADP
hop : got VERB was PROPN
+ : got PUNCT was SYM
and : got PART was CONJ
edit : got NOUN was PROPN
inside : got NOUN was ADV
outsize : got ADJ was ADV
tmobile : got NOUN was PROPN
university : got NOUN was PROPN
are : got AUX was VERB
and : got PART was CONJ
to : got DET was PART
like : got SCONJ was VERB
friendly : got ADJ was ADV
check : got NOUN was VERB
up : got ADP was ADV
front : got NOUN was ADV
is : got AUX was VERB
and : got ADP was CONJ
wireless : got NOUN was PROPN
deters : got NOUN was PROPN
favorite : got NOUN was ADJ
and : got ADP was CONJ
to : got ADP was PART
shop : got NOUN was VERB
front : got NOUN was ADJ
kind : got ADV was ADJ
world : got NOUN was PROPN
's : got CONJ was PART
finest : got ADJ was PROPN
donair : got NOUN was PROPN
/ : got PUNCT was SYM
up : got ADP was ADV
bon : got PROPN was INTJ
appetit : got PROPN was INTJ
and : got ADP was CONJ
out : got ADP was ADV
and : got ADP was CONJ
garage : got NOUN was PROPN
pros : got NOUN was PROPN
to : got CONJ was ADP
... : got PROPN was PUNCT
a : got PART was DET
hell : got PROPN was NOUN
like : got SCONJ was INTJ
'm : got AUX was VERB
... : got CONJ was PUNCT
order : got AUX was VERB
take : got VERB was NOUN
out : got ADP was NOUN
are : got AUX was VERB
little : got ADJ was NOUN
like : got ADP was VERB
tries : got VERB was NOUN
and : got ADP was CONJ
was : got AUX was VERB
worried : got VERB was ADJ
and : got ADP was CONJ
yarmouth : got NUM was PROPN
towed : got NOUN was VERB
bath : got NOUN was PROPN
r&l : got DET was PROPN
plumbing : got NOUN was PROPN
services : got NOUN was PROPN
and : got ADP was CONJ
out : got ADP was PRON
to : got CONJ was ADP
computer : got NOUN was ADJ
a : got PART was DET
ichiban : got CONJ was PROPN
siding : got NOUN was PROPN
and : got PART was CONJ
involved : got VERB was ADJ
so : got ADV was SCONJ
natasha : got X was PROPN
training : got NOUN was VERB
changes : got NOUN was VERB
been : got AUX was VERB
is : got VERB was AUX
to : got ADP was PART
was : got VERB was AUX
at : got ADP was ADV
all : got DET was ADV
across : got ADV was ADP
across : got ADV was ADP
out : got ADP was ADV
.. : got CONJ was PUNCT
.. : got CONJ was PUNCT
unlocked : got ADJ was VERB
quite : got ADV was DET
done : got ADJ was VERB
by : got ADP was ADV
as : got ADV was SCONJ
for : got ADP was SCONJ
so : got SCONJ was ADV
have : got AUX was VERB
post-op : got NOUN was ADJ
in : got ADP was ADV
and : got ADP was CONJ
chesapeake : got NUM was PROPN
hr : got NOUN was PROPN
center : got PROPN was NOUN
and : got PROPN was CONJ
close : got ADJ was ADV
to : got CONJ was ADP
v : got VERB was AUX
z3 : got NUM was PROPN
there : got PRON was ADV
of : got PART was ADP
on : got ADP was ADV
recomended : got ADJ was VERB
7th : got NUM was NOUN
14th : got NUM was NOUN
begiinning : got PROPN was NOUN
to : got PART was ADP
mega : got PROPN was X
no : got INTJ was NOUN
undercooked : got ADJ was VERB
not : got PART was ADV
sprecher : got NUM was PROPN
's : got PROPN was PART
and : got PART was CONJ
dr. : got NUM was PROPN
chiropractic : got NOUN was PROPN
to : got CONJ was ADP
need : got VERB was NOUN
guide : got PROPN was NOUN
that : got DET was PRON
and : got PART was CONJ
to : got DET was PART
to : got CONJ was SCONJ
helped : got PROPN was VERB
to : got ADP was PART
and : got ADP was CONJ
deathly : got ADJ was ADV
and : got ADP was CONJ
giant : got NOUN was ADJ
so : got ADV was ADJ
so : got ADV was ADJ
that : got ADV was DET
kind : got ADV was NOUN
of : got DET was ADP
... : got CONJ was PUNCT
cook : got NOUN was VERB
family : got NOUN was PROPN
bagels : got NOUN was PROPN
town : got NOUN was PROPN
bagel : got NOUN was PROPN
and : got ADP was CONJ
family : got NOUN was PROPN
bagels : got NOUN was PROPN
proofed : got VERB was ADJ
fast : got ADV was ADJ
lack : got NOUN was ADJ
luster : got NOUN was ADJ
all : got DET was ADV
to : got DET was ADP
and : got ADP was CONJ
branch : got NOUN was VERB
pad : got NOUN was PROPN
fast : got ADV was ADJ
to : got CONJ was ADP
clogged : got ADJ was VERB
rich : got ADJ was PROPN
and : got PROPN was CONJ
rich : got ADJ was PROPN
and : got ADP was CONJ
and : got PROPN was CONJ
diagnosing : got NOUN was VERB
to : got CONJ was PART
results {'recall': 0.7998033708243651, 'precision': 0.8602871137837296, 'coverage': 1.0, 'f1': 0.828943409844825}
TEST 2 PASSED
predicted ['PRON', 'VERB', 'DET', 'ADJ', 'NOUN', 'PUNCT']
TEST 3 PASSED
. PASSED
/usr/local/lib/python3.5/dist-packages/matplotlib/backends/backend_gtk3.py:219: Warning: Source ID 8 was not found when attempting to remove it
GLib.source_remove(self._idle_draw_id)
Process finished with exit code 0
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