Skip to content

Instantly share code, notes, and snippets.

@manuel-delverme

manuel-delverme/with replacement

Created May 7, 2017 14:29
Show Gist options
  • Save manuel-delverme/38ff6a9d835799205906b6bf385489e7 to your computer and use it in GitHub Desktop.
Save manuel-delverme/38ff6a9d835799205906b6bf385489e7 to your computer and use it in GitHub Desktop.
Download ZIP
Raw
with replacement
/usr/bin/python3.5 /home/awok/Documents/sapienza/s1/nlp/hw2/src/homework2.py model ../ ../resources
Using Theano backend.
model_output_path model
homework_dir: ../
model output: model
homework dir: ../
src dir: ../src/
data dir: ../data/
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:
resource dir: ../resources
https://github.com/Theano/Theano/wiki/Converting-to-the-new-gpu-back-end%28gpuarray%29
BORG INITD
BORG INITD
BORG: model load
ERROR (theano.sandbox.cuda): nvcc compiler not found on $PATH. Check your nvcc installation and try again.
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, 128) 140160
_________________________________________________________________
dense_1 (Dense) (None, 17) 2193
=================================================================
Total params: 142,353
Trainable params: 142,353
Non-trainable params: 0
_________________________________________________________________
None
Train...
Train on 204586 samples, validate on 25148 samples
Epoch 1/10
204586/204586 [==============================] - 100s - loss: 0.7637 - acc: 0.7600 - val_loss: 0.4342 - val_acc: 0.8647
Epoch 2/10
204586/204586 [==============================] - 99s - loss: 0.4013 - acc: 0.8723 - val_loss: 0.3775 - val_acc: 0.8804
Epoch 3/10
204586/204586 [==============================] - 101s - loss: 0.3519 - acc: 0.8874 - val_loss: 0.3556 - val_acc: 0.8870
Epoch 4/10
204586/204586 [==============================] - 100s - loss: 0.3241 - acc: 0.8956 - val_loss: 0.3418 - val_acc: 0.8928
Epoch 5/10
204586/204586 [==============================] - 99s - loss: 0.3044 - acc: 0.9015 - val_loss: 0.3406 - val_acc: 0.8951
Epoch 6/10
204586/204586 [==============================] - 100s - loss: 0.2900 - acc: 0.9056 - val_loss: 0.3325 - val_acc: 0.8961
Epoch 7/10
204586/204586 [==============================] - 99s - loss: 0.2777 - acc: 0.9094 - val_loss: 0.3235 - val_acc: 0.8999
Epoch 8/10
204586/204586 [==============================] - 99s - loss: 0.2691 - acc: 0.9119 - val_loss: 0.3242 - val_acc: 0.8997
Epoch 9/10
204586/204586 [==============================] - 99s - loss: 0.2603 - acc: 0.9141 - val_loss: 0.3164 - val_acc: 0.9033
Epoch 10/10
204586/204586 [==============================] - 99s - loss: 0.2525 - acc: 0.9170 - val_loss: 0.3198 - val_acc: 0.9029
dict_keys(['val_acc', 'val_loss', 'loss', 'acc'])
TEST 0 PASSED
TEST 1 PASSED
BORG INITD
predict_mass 2077
sending an array of: (25096, 4, 300)
e-mail : got NUM was NOUN
full : got ADJ was ADV
fledged : got NOUN was ADJ
operating : got VERB was NOUN
watch : got VERB was PROPN
and : got PROPN was CONJ
nostalgic : got ADJ was NOUN
this : got PRON was DET
buzzmachine : got VERB was PROPN
rush : got VERB was NOUN
-- : got ADP was PUNCT
've : got VERB was AUX
all : got DET was ADV
own : got ADJ was VERB
blogger : got NOUN was PROPN
out : got ADP was ADV
was : got VERB was AUX
fallujah : got NUM was PROPN
fallujah : got NUM was PROPN
of : got PUNCT was ADP
video's : got CONJ was NOUN
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
online : got NOUN was ADJ
besides : got ADP was ADV
gmail : got NOUN was PROPN
-- : got PART was PUNCT
wonder : got VERB was NOUN
of : got PART was ADP
wonders : got VERB was NOUN
-- : got ADP was PUNCT
gmail : got NOUN was PROPN
... : got ADP was PUNCT
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
rather : got ADV was ADP
and : got PROPN was CONJ
president : got NOUN was PROPN
iranians : got ADJ was PROPN
anti-american : got ADP was ADJ
of : got CONJ was ADP
pop. : got PROPN was NOUN
a : got PROPN was DET
declaration : got VERB was NOUN
of : got CONJ was ADP
general : got PROPN was ADJ
of : got CONJ was ADP
fallujah : got PART was PROPN
aggressive : got ADV was ADJ
and : got ADP was CONJ
's : got ADP was PART
falluja : got CONJ was PROPN
and : got ADP was CONJ
a : got CONJ was DET
and : got ADP was CONJ
http://www.gulf-news.com/articles/news.asp?articleid=97508 : got NUM was X
v. : got NOUN was ADP
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
iv : got PROPN was NUM
vi : got PROPN was NUM
vi : got PROPN was NUM
d : got X was NOUN
iii : got NOUN was NUM
vi : got PROPN was NUM
d : got X was NOUN
v : got X was NUM
vii : got NOUN was NUM
ginsburg : got NUM was PROPN
and : got PROPN was CONJ
v : got ADP was NUM
and : got ADP was CONJ
vi : got PROPN was NUM
d : got X was NOUN
iv : got X was NUM
souter : got NOUN was PROPN
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
souter : got NOUN was PROPN
ginsburg : got NUM was PROPN
and : got PROPN was CONJ
to : got PROPN was ADP
i : got PRON was NUM
ii : got X was NUM
a : got ADP was DET
dissenting : got ADJ was VERB
and : got PROPN was CONJ
a : got PROPN was DET
dissenting : got ADJ was VERB
to : got DET was ADP
i : got PRON was NUM
ii : got X was NUM
c : got X was NOUN
and : got NUM was CONJ
iii : got PROPN was NUM
b : got X was NOUN
a : got ADP was DET
dissenting : got ADJ was VERB
scalia : got NOUN was PROPN
and : got ADP was CONJ
to : got PROPN was ADP
i : got PRON was NUM
iii : got PROPN was NUM
while : got ADP was NOUN
highlights : got VERB was NOUN
and : got ADP was CONJ
'm : got AUX was VERB
finished : got VERB was ADJ
/ : 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 ADV was PROPN
symptomatic : got NOUN was ADJ
of : got CONJ was ADP
secretary : got NOUN was PROPN
state : got NOUN was PROPN
was : got AUX was VERB
finished : got VERB was ADJ
whirlwind : got ADJ was NOUN
political : got NOUN was ADJ
will : got AUX was NOUN
un : got ADV was PROPN
annan : got CONJ was PROPN
to : got DET was PART
african : got ADJ was PROPN
union : got NOUN was PROPN
and : got DET was CONJ
that : got SCONJ was PRON
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
away : got ADV was ADP
% : got PUNCT was SYM
bill : got NOUN was PROPN
and : got ADP was CONJ
a : got PART was DET
move : got VERB was NOUN
that : got SCONJ was PRON
buffett : got NOUN was PROPN
's : got CONJ was PART
was : got VERB was AUX
gateses : got NOUN was PROPN
worried : got VERB was ADJ
bill : got NOUN was PROPN
worried : got VERB was ADJ
enough : got ADJ was ADV
's : got CONJ was PART
worth : got ADJ was NOUN
as : got ADP was SCONJ
notes : got NOUN was VERB
to : got DET was ADP
best : got ADJ was ADV
-- : got NOUN was PUNCT
and : got NOUN was CONJ
em : got PROPN was INTJ
... : got CONJ was PUNCT
no : got DET was INTJ
... : got ADP was PUNCT
gates : got NOUN was PROPN
i.e : got PROPN was X
's : got VERB was AUX
% : got PUNCT was SYM
away : got ADV was ADP
that : got DET was PRON
% : got PUNCT was SYM
a : got ADP was DET
gone : got VERB was ADJ
and : got ADP was CONJ
buffet : got NOUN was PROPN
is : got VERB was AUX
of : got DET was ADP
berkshire : got NOUN was PROPN
bill : got VERB was PROPN
fourth : got ADJ was PROPN
rail : got NOUN was PROPN
un : got NOUN was PROPN
are : got VERB was AUX
as : got SCONJ was ADP
palestinians : got ADJ was PROPN
protest : got NOUN was VERB
terrorist : got NOUN was ADJ
to : got CONJ was ADP
's : got CONJ was PART
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
over : got ADP was ADV
of : got CONJ was ADP
terrorist : got NOUN was ADJ
of : got CONJ was ADP
times : got ADV was PROPN
... : got X was SYM
as : got ADP was SCONJ
and : got ADP was CONJ
and : got ADP was CONJ
in : got ADP was SCONJ
wtf : got ADV was PRON
terrorist : got NOUN was ADJ
and : got DET was CONJ
marine : got ADJ was PROPN
80's : got NUM was NOUN
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
association : got NOUN was PROPN
muslim : got ADJ was PROPN
scholars : got NOUN was PROPN
iraqi : got ADJ was PROPN
is : got VERB was AUX
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
and : got DET was CONJ
fallujah : got NUM was PROPN
emphemeral : got PROPN was ADJ
national : got PROPN was ADJ
refrain : got NOUN was VERB
a : got PROPN was DET
more : got ADJ was ADV
of : got CONJ was ADP
shiites : got NOUN was PROPN
fallujah : got DET was PROPN
and : got PROPN was CONJ
shiites : got NOUN was PROPN
to : got ADP was PART
of : got CONJ was ADP
u.s. : got DET was PROPN
a : got PROPN was DET
anti-muslim : got ADP was ADJ
u.s. : got CONJ was PROPN
to : got DET was PART
ill : got ADJ was ADV
to : got CONJ was PART
council : got NOUN was PROPN
american : got ADJ was PROPN
islamic : got ADJ was PROPN
relations : got NOUN was PROPN
advocacy : got PROPN was NOUN
islamic : got PROPN was ADJ
hence : got SCONJ 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
osman : got CONJ was PROPN
e17 : got NUM was PROPN
stoke : got VERB was PROPN
newington : got PUNCT 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
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
forest : got NOUN was PROPN
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 CONJ was PROPN
yasim : got NUM was PROPN
jahmaal : got NUM was PROPN
vikash : got CONJ was PROPN
alias : got PROPN was NOUN
mississauga : got NUM was PROPN
of : got DET was ADP
avenue : got NOUN was PROPN
a : got ADP was DET
a : got PROPN was DET
vikash : got CONJ was PROPN
islamic : got PROPN was ADJ
fascist : got PROPN was NOUN
's : got ADP was VERB
and : got PART was CONJ
's : got VERB was AUX
and : got ADP was CONJ
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
monotheism : got NOUN was PROPN
and : got ADP was CONJ
war : got NOUN was PROPN
share : got NOUN was VERB
21st : got NUM was ADJ
worrying : got VERB was ADJ
that : got PRON was SCONJ
being : got VERB was AUX
up : got ADP was ADV
of : got CONJ was ADP
botching : got VERB was NOUN
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
's : got DET was PART
upper : got ADJ was PROPN
asyut : got ADP was PROPN
and : got PROPN was CONJ
after : got SCONJ was ADP
polyglot : got ADJ was NOUN
saudi : got PROPN was ADJ
monotheism : got NOUN was PROPN
and : got ADP was CONJ
war : got NOUN was PROPN
jordanian : got NOUN 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
protestant : got ADJ was PROPN
pietists : got PROPN was NOUN
and : got ADP was CONJ
war : got NOUN was PROPN
salafism : got NOUN was PROPN
as : got ADP was SCONJ
the : got ADJ was DET
german : got ADJ was PROPN
peasant : got ADJ was PROPN
rebellion : got NOUN was PROPN
and : got ADP was CONJ
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
of : got CONJ was ADP
tangiers : got NUM 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 PART was CONJ
that : got PRON was SCONJ
of : got NUM was ADP
counter-terrorism : got ADP was NOUN
czar : got PROPN was NOUN
mylroie : got CONJ was PROPN
'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
-- : got CONJ was PUNCT
-- : got CONJ was PUNCT
to : got NUM was ADP
% : got PUNCT was SYM
on : got SCONJ was ADP
and : got ADP was CONJ
?? : got PROPN was PUNCT
that : got SCONJ was PRON
neither : got ADV was CONJ
did : got AUX was VERB
captain : got NOUN was PROPN
ahab : got ADP was PROPN
to : got PROPN was ADP
's : got CONJ was PART
counter-terrorism : got PROPN was ADJ
and : got ADP was CONJ
were : got VERB was AUX
marginalized : got ADJ was VERB
dick : got NOUN was PROPN
focused : got VERB was ADJ
dick : got NOUN was PROPN
thereafter : got ADP was ADV
tenet : got NOUN was PROPN
's : got ADP was PART
islamist : got ADJ was PROPN
deal : got VERB was NOUN
prime : got ADJ was PROPN
minister : got NOUN was PROPN
nawaz : got ADP was PROPN
in : got ADP was ADV
qandahar : got NOUN was PROPN
in : got ADP was SCONJ
all : got DET was ADV
nawaz : got ADP was PROPN
was : got AUX was VERB
rife : got VERB was ADJ
in : got ADP was ADV
and : got ADP was CONJ
in : got ADP was ADV
's : got CONJ was PART
tabas : got DET was PROPN
be : got VERB was AUX
googled : got ADJ was VERB
one : got NOUN was NUM
king : got PROPN was NOUN
probablyl : got CONJ was ADV
gon : got PROPN was VERB
are : got VERB was AUX
like : got SCONJ was ADP
r : got AUX was VERB
are : got AUX was VERB
either : got CONJ was ADV
somewhere : got ADV was NOUN
's : got NUM was PART
$ : got PUNCT was SYM
somewhere : got ADV was NOUN
's : got PROPN was PART
somewhere : got ADV was NOUN
nice : got ADJ was NOUN
bad : got ADJ was NOUN
bet : got VERB was NOUN
paige : got VERB was PROPN
brown : got PROPN was ADJ
blonde : got NOUN was ADJ
am : got VERB was AUX
are : got VERB was AUX
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
with : got ADP was SCONJ
amazed : got VERB was ADJ
'm : got AUX was VERB
ackermann : got CONJ was PROPN
& : got PUNCT was CONJ
e-mail : got PROPN was NOUN
[email protected] : got NUM was X
's : got DET was PART
of : got NOUN was ADP
capital : got NOUN was PROPN
markets : got NOUN was PROPN
ackermann : got CONJ was PROPN
& : got PUNCT was CONJ
e-mail : got PROPN was NOUN
[email protected] : got NUM was X
nuts : got NOUN was ADJ
daily : got ADJ was ADV
have : got AUX was VERB
due : got ADP was ADJ
kinder : got ADJ was PROPN
$ : 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
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 CONJ was DET
'm : got VERB was AUX
tonite : got ADV was NOUN
a : got PART was DET
ride : got VERB was NOUN
's : got AUX was VERB
class : got ADJ 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
collapses : got NOUN was VERB
of : got PART was ADP
hurt : got VERB was NOUN
not : got PART was ADV
any : got ADV was DET
cotton : got NOUN was PROPN
bowl : got NOUN was PROPN
davey : got CONJ was PROPN
done : got VERB was ADJ
ark : got NOUN was PROPN
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
% : got PUNCT was SYM
fixed : got NOUN was VERB
of : got CONJ was ADP
dm : got PROPN was NOUN
% : got PUNCT was SYM
and : got NUM was CONJ
% : got PUNCT was SYM
volalatility : got DET was NOUN
and : got ADP was CONJ
$ : got PUNCT was NOUN
and : got ADP was CONJ
be : got VERB was AUX
a : got PROPN was DET
garch : got DET was NOUN
magali : got DET was PROPN
phb : got ADP 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
street : got NOUN was PROPN
d.c. : got CONJ was PROPN
[email protected] : got NUM was X
e-mail : got X was NOUN
andrew : got PROPN was X
edison@enron : got PROPN was X
ecogas : got NUM was PROPN
$ : got PUNCT was SYM
and : got ADP 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
oc : got PROPN was NOUN
& : 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
a. : got PRON was PROPN
corp. : got CONJ was PROPN
px : got PROPN was NOUN
enron@enronxgate : got NUM was X
along : got ADP was ADV
to : got DET was ADP
px : got PROPN was NOUN
to : got NUM was PART
down : got ADP was ADV
... : got CONJ was PUNCT
cgy : got PUNCT was PROPN
px : got PROPN was NOUN
to : got CONJ was PART
are : got VERB was AUX
required : got ADJ was VERB
is : got VERB was AUX
' : got PUNCT was PART
project : got NOUN was PROPN
bruin : got NOUN was PROPN
bear : got NOUN was PROPN
stearns : got PART was PROPN
related : got ADP was ADJ
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
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
c : got NOUN was X
and : got NUM was CONJ
email : got NOUN was VERB
@ : got PUNCT was ADP
securities : got NOUN was PROPN
a : got PROPN was DET
standard : got NOUN was ADJ
subject : got NOUN was ADJ
first : got ADJ was PROPN
securities : got NOUN was PROPN
inc : got NOUN was PROPN
blank : got VERB was ADJ
and : got ADP was CONJ
vice : got PROPN was NOUN
president : got PROPN was NOUN
equity : got PROPN was NOUN
derivatives : got PROPN was NOUN
first : got ADJ was PROPN
securities : got NOUN was PROPN
michael : got PROPN was X
olsen@enron : got PROPN was X
for : got ADP was SCONJ
in : got ADP was ADV
feel : got VERB was NOUN
pat : got NOUN was PROPN
better : got ADJ was ADV
whole : got ADJ was NOUN
# : got PUNCT was NOUN
daren : got X was PROPN
a : got PART was DET
deal : got VERB was NOUN
/ : got PUNCT was SYM
d : got PROPN was NOUN
meter : got PROPN was NOUN
# : got PUNCT was NOUN
qe : got NUM was NOUN
@ : got PUNCT was ADP
$ : got PUNCT was SYM
# : got PUNCT was NOUN
ls : got PROPN was NOUN
hpl : got PROPN was NOUN
13th : got NUM was NOUN
daren : got X was PROPN
teco : got PART was PROPN
tap : got VERB was PROPN
hpl : got NUM was PROPN
iferc : got NUM was PROPN
lsk : got CONJ was PROPN
teco : got PART was PROPN
tap : got VERB was PROPN
hpl : got NUM was PROPN
iferc : got NUM was PROPN
lsk : got CONJ was PROPN
teco : got PART was PROPN
tap : got VERB was PROPN
hpl : got NUM was PROPN
iferc : got NUM was PROPN
up : got ADP was ADV
good : got ADJ was ADV
??? : got X was PUNCT
$ : got PUNCT was SYM
+++ : got NUM was SYM
like : got ADP was SCONJ
http://24.27.98.30/pictures/08-05_garrett_gayle_bday : got NUM was X
cd : got PROPN was NOUN
a : got PART was DET
yell : got VERB was NOUN
mailto:[email protected] : got PROPN was X
abacus : got NOUN was PROPN
technologies : got NOUN was PROPN
loring : got DET was PROPN
lane : got NOUN was PROPN
spring : got NOUN was PROPN
ram : got PROPN was X
tackett : got PROPN was X
e-mail : got NUM was X
.vcf : got PROPN was NOUN
call : got VERB was NOUN
comets : got NOUN was PROPN
sat. : got ADP was PROPN
sat : got VERB was PROPN
@ : got PUNCT was ADP
for : got ADP was SCONJ
enfolio : got DET was PROPN
barclay : got CONJ was PROPN
works : got NOUN was PROPN
[email protected] : got CONJ was X
better : got ADJ was ADV
comets : got NOUN was PROPN
janette : got NUM was PROPN
eb3326 : got NUM was NOUN
e-mail : got PART was NOUN
comets : got NOUN was PROPN
sat. : got ADP was PROPN
sat : got VERB was PROPN
@ : got PUNCT was ADP
for : got ADP was SCONJ
janette : got NUM was PROPN
eb3326 : got NUM was NOUN
e-mail : got PART was NOUN
better : got ADJ was ADV
comets : got NOUN was PROPN
janette : got NUM was PROPN
eb3326 : got NUM was NOUN
e-mail : got PART was NOUN
john : got PROPN was X
salinardo@enron : got PROPN was X
to : got DET was ADV
for : got ADP was SCONJ
to : got DET was PART
correct : got ADJ was VERB
of : got NUM was ADP
of : got NUM was ADP
to : got CONJ was ADP
high : got ADJ was NOUN
of : got NUM was ADP
of : got NUM was ADP
of : got NUM was ADP
of : got NUM was ADP
to : got DET was PART
fall : got NOUN was VERB
of : got NUM was ADP
to : got CONJ was ADP
record : got NOUN was ADJ
high : got ADJ was NOUN
of : got NUM was ADP
of : got NUM was ADP
of : got NUM was ADP
low : got ADJ was NOUN
of : got CONJ was ADP
of : got PART was ADP
wall : got NOUN was PROPN
street : got NOUN was PROPN
a : got ADP was DET
depression : got NOUN was PROPN
wall : got NOUN was PROPN
street : got NOUN was PROPN
great : got ADJ was INTJ
there : got PRON was ADV
arond : got VERB was ADV
26th : got NUM was NOUN
pvt : got ADJ was NOUN
nville : got PART was PROPN
13th : got NUM was NOUN
26th : got NUM was NOUN
26th : got NUM was NOUN
that : got SCONJ was PRON
29th : got NUM was NOUN
and : got ADP was CONJ
official : got NOUN was ADJ
29th : got NUM was NOUN
mips : got PROPN was NOUN
's : got CONJ was PART
was : got VERB was AUX
of : got NOUN was ADP
missy : got PRON was PROPN
to : got CONJ was PART
half : got ADV was DET
and : got PART was CONJ
fucked : got ADJ was VERB
up : got ADV was ADP
******************* : got PROPN was PUNCT
internet : got ADJ was NOUN
and : got ADP was CONJ
internet : got ADJ was NOUN
and : got ADP was CONJ
as : got ADP was SCONJ
neither : got ADV was CONJ
j12746km : got NUM was NOUN
$ : got PUNCT was SYM
- : got PUNCT was SYM
individual : got ADJ was NOUN
including : got ADP was VERB
and : got DET was CONJ
for : got ADP was SCONJ
- : got PUNCT was SYM
of : got PART was ADP
to : got CONJ was PART
marvel : got NOUN was PROPN
consultants : got NOUN was PROPN
chagrin : got VERB was PROPN
blvd. : got ADP was PROPN
to : got CONJ was PART
a : got DET was ADV
plenty : got VERB was ADV
around : got ADP was ADV
and : got ADP was CONJ
b : got PROPN was NOUN
gianoucous : got NOUN was PROPN
spelling : got VERB was NOUN
?? : got PROPN was PUNCT
and : got PROPN was CONJ
elementary : got NOUN was ADJ
a : got CONJ was DET
while : got ADV was NOUN
and : got PROPN was CONJ
general : got NOUN was ADJ
married : got VERB was ADJ
to : got CONJ was ADP
opening : got VERB was NOUN
ex : got ADJ was X
defunctc : got ADP was ADJ
ompany : got PROPN was NOUN
over : got ADP was ADV
tva : got PART was NOUN
offer : got VERB was NOUN
tva : got DET was NOUN
this : got DET was PRON
shape : got VERB was NOUN
and : got ADP was CONJ
janette : got CONJ was PROPN
janette : got CONJ was PROPN
e-mail : got PROPN was NOUN
with : got ADP was SCONJ
to : got DET was ADP
yuk : got PROPN was INTJ
and : got ADP was CONJ
a : got CONJ was DET
call : got VERB was NOUN
up : got ADV was ADP
john : got PROPN was X
lamb@enron : got PROPN was X
blacklined : got CONJ was VERB
indian : got ADJ was PROPN
energy : got NOUN was PROPN
purchase : got NOUN was PROPN
agreement : got NOUN was PROPN
premium : got NOUN was PROPN
sharing : got NOUN was PROPN
agreement : got NOUN was PROPN
ppa : got NOUN was PROPN
is : got VERB was AUX
blacklined : got PART was VERB
epc : got PART was NOUN
cabazon : got ADJ was PROPN
wind : got NOUN was PROPN
project : got NOUN was PROPN
is : got VERB was AUX
blacklined : got PART was VERB
since : got ADP was SCONJ
and : got ADP was CONJ
and : got ADP was CONJ
's : got ADP was PART
ppa : got NOUN was PROPN
ppa : got PROPN was X
guaranty.doc : got X was NOUN
gpsa : got PROPN was X
gpsa : got ADP was X
guaranty.doc : got X was NOUN
redline : got NOUN was X
guaranty.doc : got PUNCT was NOUN
at : got ADP was SCONJ
be : got AUX was VERB
and : got PART was CONJ
inc.one : got CONJ was PROPN
[email protected] : got PROPN was X
cdwr : got PROPN was NOUN
everyday : got ADJ was NOUN
's : got CONJ was PART
reports : got NOUN was VERB
% : got PUNCT was SYM
cdwr : got NOUN was PROPN
as : got ADP was ADV
early : got ADJ was ADV
as : got SCONJ was ADP
and : got ADP was CONJ
work : got VERB was NOUN
are : got VERB was AUX
var : got PROPN was NOUN
frank : got ADJ was PROPN
have : got VERB was AUX
rac : got PROPN was NOUN
tomorrow : got VERB was NOUN
a : got ADP was DET
and : got PART was CONJ
and : got ADP was CONJ
titman : got PART was PROPN
department : got PROPN was NOUN
of : got PART was ADP
finance : got PROPN was NOUN
college : got NOUN was PROPN
of : got CONJ was ADP
business : got NOUN was PROPN
administration : got NOUN was PROPN
a : got PART was DET
consulting : got VERB was NOUN
prof. : got DET was PROPN
kevin : got PROPN was X
kindall@enron : got PROPN was X
canadian : got ADJ was PROPN
risk : got NOUN was PROPN
managers : got NOUN was PROPN
conference : got NOUN was PROPN
and : got PART was CONJ
' : got PUNCT was PART
starting : got VERB was NOUN
clewlow : got NUM was PROPN
strickland : got NUM was PROPN
out : got ADP was ADV
darrell : got NUM was PROPN
duffie : got NUM was PROPN
duffie : got NUM was PROPN
darrell : got X was PROPN
_____________________________________________ : got PROPN was SYM
darrell : got NUM was PROPN
duffie : got NUM was PROPN
gsb : got ADP was PROPN
[email protected] : got CONJ was X
_____________________________________________ : got PROPN was SYM
paper4.pdf : got NUM was X
and : got PART was CONJ
kaminski : got X was PROPN
lay : got VERB was PROPN
lays : got NOUN was PROPN
and : got ADP was CONJ
to : got DET was ADP
be : got VERB was AUX
confidentially : got VERB was ADV
and : got PART was CONJ
stinson : got CONJ was PROPN
since : got ADP was SCONJ
to : got DET was ADP
lasdon : got NOUN was PROPN
thrusday : got DET was PROPN
are : got VERB was AUX
that : got SCONJ was PRON
a : got PART was DET
change : got VERB was NOUN
so : got ADV was SCONJ
ubs : got PROPN was NOUN
that : got PRON was SCONJ
of : got ADP was SCONJ
kind : got ADV was ADJ
disregard : got NOUN was VERB
id's : got PROPN was NOUN
are : got VERB was AUX
ey4096.1 : got NUM was NOUN
01-feb-02 : got NUM was NOUN
$ : got PUNCT was SYM
ey4096.3 : got NUM was NOUN
01-feb-02 : got NUM was NOUN
$ : got PUNCT was SYM
ey4096.4 : got NUM was NOUN
01-feb-02 : got NUM was NOUN
$ : got PUNCT was SYM
ey4096.7 : got NUM was NOUN
01-feb-02 : got NUM was NOUN
- : got PUNCT was SYM
- : got PUNCT was SYM
$ : got PUNCT was SYM
ey4106.6 : got NUM was NOUN
01-feb-02 : got NUM was NOUN
p : got NOUN was PROPN
$ : got PUNCT was SYM
ey4106.7 : got NUM was NOUN
01-feb-02 : got NUM was NOUN
- : got PUNCT was SYM
$ : got PUNCT was SYM
ey4106.9 : got NUM was NOUN
01-feb-02 : got NUM was NOUN
$ : got PUNCT was SYM
ey4108.e : got NUM was NOUN
01-feb-02 : got NUM was NOUN
$ : got PUNCT was SYM
ey4108.f : got NUM was NOUN
01-feb-02 : got NUM was NOUN
$ : got PUNCT was SYM
ey4108.h : got NUM was NOUN
01-feb-02 : got NUM was NOUN
$ : got PUNCT was SYM
ey4108.i : got NUM was NOUN
01-feb-02 : got NUM was NOUN
$ : got PUNCT was SYM
ena : got PROPN was NOUN
dpr : got CONJ was NOUN
ews : got PROPN was NOUN
dpr : got CONJ was NOUN
to : got CONJ was PART
to : got CONJ was PART
's : got NUM was PART
dpr's : got CONJ was NOUN
's : got CONJ was PART
that : got SCONJ was PRON
31st : got NUM was NOUN
dpr : got PART was NOUN
dpr : got PROPN was NOUN
$ : got PUNCT was SYM
'000's : got NUM was NOUN
controls : got VERB was NOUN
[email protected] : got NUM was X
all : got ADV was DET
live : got VERB was ADJ
to : got CONJ was PART
risk : got PROPN was NOUN
id's : got CONJ was NOUN
over : got ADP was X
night : got NOUN was ADV
so : got ADV was SCONJ
of : got DET was ADP
leli : got X was PROPN
pairing : got VERB was NOUN
up : got ADP was NOUN
of : got CONJ was ADP
orphaned : got NOUN was VERB
present : got VERB was NOUN
international : got ADJ was PROPN
fund : got NOUN was PROPN
animal : got NOUN was PROPN
welfare : got NOUN was PROPN
and : got ADP was CONJ
bateleurs : got NOUN was PROPN
animal : got NOUN was PROPN
news : got NOUN was PROPN
interactive : got NOUN was ADJ
absorbing : got VERB was ADJ
& : got PUNCT was CONJ
between : got ADP was ADV
feng : got PROPN was NOUN
shui : got PROPN was NOUN
like : got ADV was ADJ
swetha : got X was PROPN
to : got CONJ was ADP
/ : got PUNCT was SYM
45's : got NUM was NOUN
78's : got NUM was NOUN
magnavox : got NOUN was PROPN
back : got ADV was VERB
price : got NOUN was PROPN
news : got NOUN was PROPN
price : got NOUN was PROPN
baptist : got PROPN was ADJ
pastor : got PROPN was NOUN
talks : got NOUN was VERB
of : got CONJ was ADP
double : got VERB was ADJ
dating : got VERB was NOUN
coupled : got VERB was ADJ
twinkle : got NOUN was VERB
twinkle : got NOUN was VERB
kitna : got PROPN was X
soyega : got PROPN was X
uthja : got CONJ was X
yaar : got PROPN was X
up : got ADP was ADV
high : got ADJ was ADV
uthke : got CONJ was X
jaldi : got PROPN was X
pee : got PROPN was X
le : got PROPN was X
chai : got NOUN was X
and : got PART was CONJ
-- : got X was PUNCT
and : got ADP was CONJ
rajendra : got X was PROPN
image_gif_part : got X was NOUN
a : got CONJ was DET
tale : got NOUN was PROPN
and : got ADP was CONJ
a : got CONJ was DET
dying : got VERB was ADJ
taleofterra.com : got PROPN was X
roving : got NOUN was PROPN
mouse : got NOUN was PROPN
alt.animals : got CONJ was NOUN
alt.animals.cat : got NUM was NOUN
alt.animals.ethics.vegetarian : got NUM was NOUN
talk.politics.animals : got NUM was NOUN
followup : got NOUN was VERB
to : got PROPN was ADP
alt.animals : got NUM was NOUN
extreme : got ADJ was PROPN
web : got NOUN was PROPN
surfs : got VERB was PROPN
http://extremewebsurfs.blogspot.com/ : got PROPN was X
& : got PUNCT was CONJ
and : got ADP was CONJ
web : got NOUN was PROPN
http://maartenvt.blogspot.com/ : got CONJ was X
arts : got PROPN was NOUN
more : got ADV was ADJ
.. : got X was PUNCT
[email protected] : got NUM was X
online : got ADJ was PROPN
2 : got NUM was PROPN
- : got PUNCT was SYM
gravity : got NOUN was PROPN
16th : got NUM was NOUN
17th : got NUM was NOUN
and : got NUM was CONJ
's : got ADP was PART
credit's : got CONJ was NOUN
^^ : got DET was SYM
a : got NUM was DET
reply : got NOUN was VERB
alt.animals.cat : got SYM was NOUN
a : got PROPN was DET
lost : got VERB was NOUN
found : got VERB was NOUN
and : got ADP was CONJ
and : got PART was CONJ
secure : got VERB was ADJ
do : got VERB was AUX
and : got PART was CONJ
www.southbhamcats.org.uk : got PROPN was X
ps : got PROPN was NOUN
re-homing : got PART was NOUN
key : got PROPN was ADJ
capital : got PROPN was NOUN
suspected : got NOUN was VERB
co-ordinator : got ADP was NOUN
and : got DET was CONJ
's : got ADP was PART
police : got PROPN was NOUN
chief : got PROPN was NOUN
lashkar : got NOUN was PROPN
militant : got NOUN was ADJ
diaries : got NOUN was PROPN
language : got NOUN was PROPN
nature : got NOUN was PROPN
development : got NOUN was PROPN
origin : got NOUN was PROPN
summarised : got CONJ was VERB
changes : got VERB was NOUN
economics : got NOUN was PROPN
for : got ADP was CONJ
and : got PART was CONJ
better : got ADJ was ADV
than : got ADP was SCONJ
portia : got X was PROPN
and : got ADP was CONJ
and : got NUM was CONJ
so : got ADV was SCONJ
... : got CONJ was PUNCT
cgoehring : got X was PROPN
inhibitory : got NOUN was ADJ
inhibitory : got NOUN was ADJ
of : got CONJ was ADP
a : got ADP was DET
of : got CONJ was ADP
medicine : got NOUN was PROPN
neuron : got NOUN was PROPN
and : got DET was CONJ
... : got NOUN was PUNCT
-- : got X was PUNCT
beavers : got NOUN was PROPN
to : got CONJ was ADP
cognitive : got ADJ was PROPN
science : got NOUN was PROPN
news : got NOUN was PROPN
worldwatch : got X was PROPN
projects : got NOUN was VERB
of : got CONJ was ADP
fahrenheit : got NOUN was PROPN
and : got ADP was CONJ
... : got NUM was PUNCT
http://reflectioncafe.blogspot.com/2005/09/unnatural-disasterthe-less... : got NUM was X
n3td3v : got NUM was PROPN
n3td3v : got NUM was PROPN
online : got ADJ was PROPN
us : got PRON was PROPN
giant : got PROPN was NOUN
force : got NOUN was VERB
what : got DET was PRON
http://news.bbc.co.uk/go/em/fr/-/1/hi/technology/4630694.stm : got NUM was X
daily : got ADJ was PROPN
e-mail : got NOUN was PROPN
and : got ADP was CONJ
all : got DET was ADV
e-mail : got PUNCT was NOUN
this : got PRON was DET
this : got PRON was DET
e-mail : got PROPN was NOUN
neither : got ADV was CONJ
e-mail : got PROPN was NOUN
such : got DET was ADJ
e-mails : got ADP was NOUN
email : got NOUN was VERB
a : got CONJ was DET
http://news.bbc.co.uk/1/hi/help/4162471.stm : got NUM was X
http://www.reuters.co.uk/newspackagearticle.jhtml?type=worldnews&storyid=624569&section=news : got NUM was X
with : got ADP was SCONJ
of : got CONJ was ADP
more : got ADJ was ADV
level : got NOUN was ADJ
playing : got VERB was NOUN
to : got CONJ was ADP
and : got ADP was CONJ
nuclear : got NOUN was ADJ
president : got NOUN was PROPN
bilateral : got NOUN was ADJ
economic : got ADJ was PROPN
cooperation : got NOUN was PROPN
hopefully : got VERB was ADV
not : got PART was ADV
selah : got NUM was PROPN
-- : got X was PUNCT
to : got CONJ was ADP
blackbayou : got X was PROPN
alt.animals.cat : got SYM was NOUN
to : got CONJ was PART
have : got AUX was VERB
chronic : got VERB was ADJ
lyme : got NOUN was PROPN
'm : got AUX was VERB
stuck : got VERB was ADJ
& : got PUNCT was CONJ
for : got ADP was SCONJ
and : got PART was CONJ
http://www.myshutter.com/flash.htm : got CONJ was X
http://www.myshutter.com : got PROPN was X
amateur : got ADJ was NOUN
.. : got PART was PUNCT
and : got PART was CONJ
and : got DET was CONJ
-----= : got PROPN was SYM
newsfeeds.com : got PROPN was X
usenet : got PROPN was NOUN
=----- : got PUNCT was SYM
http://www.newsfeeds.com : got NUM was X
# : got PUNCT was NOUN
-----== : got CONJ was SYM
=----- : got NOUN was SYM
handcrafted : got NOUN was VERB
wholesale : got NOUN was ADV
like : got ADP was ADJ
and : got DET was CONJ
& : got PUNCT was CONJ
retail : got ADJ was NOUN
exhibits : got NOUN was VERB
shows : got VERB was NOUN
wholesale : got NOUN was ADJ
mail : got NOUN was VERB
over : got ADV was ADP
$ : got PUNCT was SYM
% : got PUNCT was SYM
visa : got NOUN was PROPN
amex : got SYM was PROPN
dinner : got NOUN was PROPN
& : got PUNCT was CONJ
animals : got NOUN was X
us.net : got DET was X
[email protected] : got CONJ was X
jolson : got PART was PROPN
n.j. : got CONJ was PROPN
magic : got NOUN was ADJ
a : got CONJ was DET
of : got CONJ was ADP
and : got ADP was CONJ
avant : got PROPN was NOUN
garde : got ADJ was NOUN
of : got CONJ was ADP
british : got ADJ was PROPN
museum : got NOUN was PROPN
virtuoso : got ADJ was NOUN
barrass : got NUM was PROPN
curator : got PROPN was NOUN
of : got PART was ADP
magic : got NOUN was ADJ
be : got AUX was VERB
and : got DET was CONJ
art : got PROPN was NOUN
a : got CONJ was DET
a : got CONJ was DET
bass : got NOUN was ADJ
a : got CONJ was DET
... : got PROPN was PUNCT
to : got CONJ was PART
gaze : got NOUN was VERB
of : got PART was ADP
art : got NOUN was PROPN
calligraphy : got NOUN was PROPN
modern : got ADJ was PROPN
museum : got NOUN was PROPN
press : got NOUN was PROPN
http://news.zdnet.co.uk/internet/0,39020369,39187928,00.htm : got NUM was X
technology : got NOUN was PROPN
news : got NOUN was PROPN
wiki : got NOUN was PROPN
media : got NOUN was PROPN
foundation : got NOUN was PROPN
that : got DET was SCONJ
search : got VERB was NOUN
zd : got DET was PROPN
net : got NOUN was PROPN
like : got ADP was SCONJ
is : got VERB was AUX
- : got PUNCT was SYM
is : got VERB was AUX
to : got ADP was PART
search : got NOUN was PROPN
encarta : got NOUN was PROPN
it's : got PROPN was PRON
like : got ADP was SCONJ
is : got VERB was AUX
as : got ADP was SCONJ
news : got NOUN was PROPN
reports : got NOUN was VERB
foundation : got NOUN was PROPN
wikipedia.org : got PROPN was X
and : got ADP was CONJ
sure : got ADJ was INTJ
coarse : got ADJ was NOUN
not : got PART was ADV
goliath : got PROPN was NOUN
selah : got NUM was PROPN
-- : got X was PUNCT
to : got CONJ was ADP
action : got NOUN was PROPN
network : got NOUN was PROPN
dedicated : got ADJ was VERB
http://www.bbc.co.uk/dna/actionnetwork/c55153 : got NUM was X
and : got PROPN was CONJ
a : got ADP was DET
ward : got PROPN was NOUN
a : got CONJ was DET
chant : got NOUN was PROPN
up : got ADP was ADV
and : got ADP was CONJ
action : got NOUN was PROPN
network : got NOUN was PROPN
action : got NOUN was PROPN
network : got NOUN was PROPN
post : got NOUN was VERB
to : got NUM was ADP
action : got NOUN was PROPN
network : got NOUN was PROPN
kind : got NOUN was ADJ
www.bbc.co.uk/actionnetwork : got PROPN was X
a : got PROPN was DET
up : got ADP was ADV
that : got PRON was SCONJ
off : got ADV was ADP
... : got ADP was PUNCT
none : got ADV was NOUN
volunteer : got NOUN was VERB
any : got DET was X
beams : got PROPN was VERB
and : got PROPN was CONJ
http://www.space.com/astronotes/astronotes.html : got PROPN 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
and : got ADP was CONJ
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 PART was PROPN
systems : got NOUN was PROPN
is : got VERB was AUX
are : got AUX was VERB
lts : got NOUN was PROPN
tie : got NOUN was VERB
house : got NOUN was PROPN
house : got NOUN was PROPN
and : got ADP was CONJ
co-founder : got NUM was NOUN
and : got PART was CONJ
a : got PROPN was DET
earth : got NOUN was PROPN
moon : got NOUN was PROPN
like : got ADP was SCONJ
selah : got NUM was PROPN
-- : got X was PUNCT
to : got CONJ was ADP
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
sleek : got NOUN was ADJ
and : got ADP was CONJ
house : got NOUN was PROPN
moon : got NOUN was PROPN
as : got ADP was ADV
5 : got NUM was PROPN
as : got ADP was SCONJ
are : got AUX was VERB
it's : got PROPN was PRON
not : got PART was ADV
moon : got NOUN was PROPN
ex-astronaut : got ADP was NOUN
... : got X was PUNCT
metric : got NOUN was ADJ
existing : got ADJ was VERB
moon : got NOUN was PROPN
to : got CONJ was PART
with : got ADP was SCONJ
industry : got ADJ was NOUN
a : got PART was DET
launch : got VERB was NOUN
as : got ADP was ADV
early : got ADV was ADJ
and : got ADP was CONJ
and : got PART was CONJ
avoid : got ADP was VERB
towards : got ADP was SCONJ
-- : got X was PUNCT
to : got CONJ was ADP
and : got PROPN was CONJ
image001.jpg : got NUM was NOUN
aging : got ADJ was NOUN
down : got ADV was ADP
will : got AUX was PROPN
rose : got VERB was NOUN
no : got INTJ was ADV
victor : got NOUN was PROPN
borge : got PUNCT was PROPN
socrates : got NOUN was PROPN
every : got DET was ADV
now : got NOUN was ADV
back : got ADV was ADP
zsa : got NUM was PROPN
gabor : got X was PROPN
spike : got NOUN was PROPN
milligan : got PUNCT was PROPN
was : got AUX was VERB
little : got NOUN was ADJ
hope : got NOUN was PROPN
... : got CONJ was PUNCT
starts : got NOUN was VERB
out : got ADV was ADP
diller : got NOUN was PROPN
a : got ADP was DET
enough : got ADJ was ADV
yahoo! : got PROPN was VERB
yahoo! : got NUM was PROPN
mail : got NOUN was PROPN
image_jpg_part : got X was NOUN
iguazu : got NUM was PROPN
spanish : got ADJ was PROPN
green : got PROPN was ADJ
green : got PROPN was ADJ
green : got PROPN was ADJ
tea : got PROPN was NOUN
green : got PROPN was ADJ
tea : got PROPN was NOUN
this : got PRON was DET
miramar : got NUM was PROPN
lol : got SYM was INTJ
cordoba : got NUM was PROPN
sorry : got ADJ was INTJ
iguazu : got NUM was PROPN
sorry : got ADJ was INTJ
which : got PRON was DET
is : got VERB was AUX
^^ : got PUNCT was SYM
=) : got X was SYM
fare : got VERB was NOUN
of : got CONJ was ADP
kolkatta : got NUM was PROPN
... : got CONJ was PUNCT
roflmao : got X was INTJ
fried : got NOUN was VERB
steamed : got ADJ was VERB
crab : got PROPN was NOUN
much : got ADV was ADJ
online : got NOUN was ADV
address : got VERB was NOUN
e-mail : got PROPN was NOUN
[email protected] : got NUM was X
gunther : got ADP was PROPN
http://www.kettererkunst.com/bio/guntheruecker-1930.shtml : got NUM was X
http://www.google.com/search?hl=en&rlz=1g1gglq_enus359&q=gunther+uecker+biography&gs_sm=c&gs_upl=484l484l0l5093l1l1l0l0l0l0l328l328l3-1l1l0&um=1&ie=utf-8&tbm=isch&source=og&sa=n&tab=wi&biw=1221&bih=756&sei=xvg5tqrrgoxk2axg0ry-bw#um=1&hl=en&rlz=1g1gglq_enus359&tbm=isch&sa=1&q=gunther+uecker+artist&pbx=1&oq=gunther+uecker+&aq=1s&aqi=g1g-s3&aql=&gs_sm=c&gs_upl=10219l10219l0l13797l1l1l0l0l0l0l125l125l0.1l1l0&bav=on.2,or.r_gc.r_pw.,cf.osb&fp=13ddcdc64cbf5fd&biw=1221&bih=756 : got NUM was X
much : got ADV was ADJ
big : got ADJ was PROPN
mac : got ADJ was PROPN
like : got ADP was INTJ
$ : got PUNCT was SYM
$ : got PUNCT was SYM
in : got ADP was PROPN
n : got PROPN was CONJ
out : got ADP was PROPN
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
and : got ADP was CONJ
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
miramar : got NUM was PROPN
heck : got ADJ was INTJ
to : got DET was PART
's : got DET was PART
apple : got NOUN was PROPN
that : got SCONJ was PRON
else : got ADJ was ADV
do : got VERB was AUX
miramar : got NUM was PROPN
that : got SCONJ was PRON
tremblant : got NUM was PROPN
as : got SCONJ was ADP
is : got VERB was AUX
of : got CONJ was ADP
(: : got CONJ was SYM
flickr.com : got PROPN was X
tumblr.com : got CONJ was X
and : got PROPN was CONJ
autocorrects.com : got NOUN was X
and : got PART was CONJ
and : got ADP was CONJ
(: : got PUNCT was SYM
cast : got NOUN was VERB
and : got PART was CONJ
thick : got ADJ was ADV
a : got ADP was DET
a : got ADP was DET
.. : got VERB was PUNCT
gps : got PROPN was NOUN
mazzoni : got NUM was PROPN
's : got PROPN was PART
deli : got NOUN was PROPN
phila : got NUM was PROPN
pa : got NOUN was PROPN
mazzoni : got DET was PROPN
's : got DET was PART
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
dancing : got VERB was NOUN
+ : got PUNCT was SYM
rumba : got NOUN was PROPN
room : got NOUN was PROPN
courage : got NOUN was PROPN
two : got NUM was PROPN
scupltures : got CONJ was NOUN
and : got NOUN was CONJ
http://www.livevideo.com/video/c8f5bbec570c4a4dbc326f694d79942a/courage-the-cowardly-dog-so-.aspx : got NUM was X
name : got NOUN was VERB
candy : got ADJ was NOUN
;d : got PUNCT was SYM
are : got VERB was AUX
of : got ADP was ADV
first : got ADV was ADJ
of : got DET was ADP
air : got NOUN was PROPN
land : got NOUN was VERB
out : got ADV was ADP
alexandrine : got CONJ was ADJ
and : got PROPN was CONJ
$ : got PUNCT was SYM
down : got ADV was ADP
gamestops : got PART was PROPN
ppl : got PROPN was NOUN
and : got NUM was CONJ
of : got CONJ was ADP
pre-order : got PROPN was NOUN
steiner : got DET was PROPN
leisure : got ADJ was PROPN
cruises : got NOUN was PROPN
much : got ADV was ADJ
and : got ADP was CONJ
a : got PART was DET
look : got VERB was NOUN
pos : got PROPN was NOUN
pos : got PROPN was NOUN
looking : got NOUN was ADJ
prosperity : got NOUN was PROPN
pos : got PROPN was NOUN
mac : got PROPN was NOUN
a : got PART was DET
favor : got VERB was NOUN
and : got PART was CONJ
sound : got NOUN was PROPN
dock : got NOUN was PROPN
a : got ADP was DET
jvc : got DET was PROPN
mini : got ADJ was X
b : got X was ADJ
& : got PUNCT was CONJ
w : got NOUN was ADJ
headfones : got PROPN was NOUN
usps : got NOUN was PROPN
hav : got PART was VERB
... : got ADP was PUNCT
?? : got PROPN was PUNCT
custom : got ADJ was NOUN
by : got ADP was ADV
taco : got NOUN was PROPN
bell : got NOUN was PROPN
burger : got NOUN was PROPN
king : got NOUN was PROPN
... : got ADP was PUNCT
close : got ADJ was ADV
nearby : got ADV was ADP
loop : got NOUN was PROPN
side : got NOUN was PROPN
side : got NOUN was PROPN
near : got ADP was ADJ
far : got ADV was ADJ
's : got PROPN was VERB
portillo : got NUM was PROPN
's : got PROPN was PART
or : got CONJ was PROPN
white : got ADJ was PROPN
:d : got PROPN was SYM
and : got PROPN was CONJ
has : got VERB was AUX
of : got CONJ was ADP
plenty : got NOUN was PROPN
enough : got ADJ was ADV
vote : got NOUN was VERB
hahaha : got SYM was INTJ
labour : got NUM was PROPN
conservative : got ADJ was NOUN
christchurch : got NUM was PROPN
pre-university : got PROPN was ADJ
with : got ADP was SCONJ
university : got PROPN was NOUN
bachelor : got NOUN was PROPN
to : got CONJ was PART
stands : got VERB was NOUN
thumbs : got VERB was NOUN
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
ncl : got PART was PROPN
of : got CONJ was ADP
up : got ADP was NOUN
royal : got ADJ was PROPN
carnival : got NOUN was PROPN
below : got ADV was ADP
either : got CONJ was DET
and : got ADP was CONJ
usb : got PROPN was NOUN
cell : got NOUN was VERB
to : got CONJ was ADP
does : got AUX was VERB
is : got VERB was AUX
usb : got PROPN was NOUN
are : got VERB was AUX
pcs : got PROPN was NOUN
& : got PUNCT was CONJ
usb : got PROPN was NOUN
to : got CONJ was PART
charge : got NOUN was VERB
is : got VERB was AUX
revered : got ADJ was VERB
respected : got ADJ was VERB
work : got NOUN was VERB
do : got AUX was VERB
these : got DET was PRON
in : got ADP was SCONJ
a : got PART was DET
look : got VERB was NOUN
http://www.small-business-software.net/look-at-slogans.htm : got NOUN was X
http://www.small-business-software.net/unique-selling-proposition.htm : got PUNCT was X
guaranteed : got VERB was ADJ
which : got PRON was DET
... : got NUM was PUNCT
has : got AUX was VERB
at : got ADV was ADP
best : got ADJ was PROPN
buy : got NOUN was PROPN
much : got ADV was ADJ
do : got VERB was AUX
boxing : got NOUN was PROPN
day : got NOUN was PROPN
look : got VERB was NOUN
wx10 : got NUM was PROPN
postor : got CONJ was NOUN
usint : got ADP was VERB
mad : got ADJ was NOUN
mad : got ADJ was NOUN
mad : got ADJ was NOUN
a : got ADP was DET
gorrilla : got DET was NOUN
screaming : got NOUN was VERB
in : got ADP was ADV
fifferent : got CONJ 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 X was PROPN
minh : got CONJ was PROPN
communists : got NOUN was PROPN
hanoi : got NUM was PROPN
that : got SCONJ was PRON
indochina : got CONJ was PROPN
war : got NOUN was PROPN
- : got PUNCT was SYM
not : got ADV was CONJ
war : got NOUN was PROPN
- : got PUNCT was SYM
a : got VERB was DET
pacman : got PROPN was NOUN
a : got ADP was DET
uv : got PROPN was NOUN
lamp : got PROPN was NOUN
a : got PROPN was DET
pacman : got PROPN was NOUN
uvb : got DET was NOUN
a : got PROPN was DET
pacman : got PROPN was NOUN
a : got PART was DET
basking : got VERB was NOUN
80's : got NUM was NOUN
- : got PUNCT was SYM
a : got ADP was DET
calcium : got ADJ was NOUN
to : got CONJ was ADP
calcium : got ADJ was NOUN
surprise : got VERB was NOUN
super : got ADJ was ADV
out : got ADP was ADV
... : got ADP was PUNCT
o : got X was INTJ
.. : got CONJ was PUNCT
b : got X was VERB
sanfranguide.com : got PUNCT was X
hind : got NOUN was ADJ
are : got VERB was AUX
hid : got VERB was ADJ
are : got VERB was AUX
.. : got CONJ was PUNCT
to : got ADP was PART
and : got PART was CONJ
hind : got NOUN was ADJ
and : got ADP was CONJ
ig : got PROPN was SCONJ
adn : got PROPN was CONJ
s : got VERB was AUX
much : got ADV was ADJ
for : got ADP was SCONJ
and : got DET was CONJ
to : got CONJ was ADP
and : got ADP was CONJ
and : got ADP was CONJ
and : got ADP was CONJ
to : got DET was ADP
was : got VERB was AUX
much : got ADV was ADJ
for : got ADP was SCONJ
best : got ADJ was ADV
count : got NOUN was VERB
$ : got PUNCT was SYM
no : got DET was ADV
matter : got VERB was ADV
more : got ADV was ADJ
one : got PRON was NUM
and : got ADP was CONJ
another : got PRON was DET
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
of : got SCONJ was ADP
measure : got NOUN was VERB
measure : got NOUN was VERB
as : got SCONJ was ADP
a : got ADP was DET
one : got NUM was NOUN
as : got ADP was SCONJ
irish : got PROPN was ADJ
of : got CONJ was ADP
:d : got PUNCT was SYM
script : got NOUN was PROPN
and : got PART was CONJ
the : got DET was PRON
re : got NOUN was VERB
pleasseee : got PUNCT was INTJ
script : got NOUN was PROPN
that : got SCONJ was ADV
was : got VERB was AUX
surprised : got ADJ was VERB
a : got PART was DET
look : got VERB was NOUN
general : got ADJ was PROPN
fiasco : got NOUN was PROPN
two : got NUM was PROPN
door : got NOUN was PROPN
cinema : got NOUN was PROPN
wallis : got DET was PROPN
bird : got NOUN was PROPN
and : got ADP was CONJ
us : got PRON was PROPN
's : got CONJ was PART
... : got CONJ was PUNCT
quality : got NOUN was ADJ
fitted : got VERB was ADJ
soaked : got VERB was ADJ
light : got NOUN was ADJ
- : got PUNCT was SYM
to : got DET 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
... : got CONJ was PUNCT
5x : got NUM was PROPN
optical : got NOUN was ADJ
... : got SCONJ was PUNCT
... : got CONJ was PUNCT
5x : got NUM was PROPN
optical : got NOUN was ADJ
... : got SCONJ was PUNCT
do : got AUX was VERB
... : got CONJ was PUNCT
is : got AUX was VERB
nacho : got NOUN was PROPN
nacho : got NOUN was PROPN
to : got DET was PART
not : got PART was CONJ
for : got ADP was SCONJ
dining : got NOUN was VERB
no : got DET was INTJ
... : got VERB was PUNCT
second : got NOUN was ADJ
is : got VERB was AUX
suppose : got ADV was VERB
invercargill : got DET was PROPN
invercargill : got DET was PROPN
tip : got NOUN was ADJ
to : got DET was PART
no : got DET was ADV
matter : got NOUN was ADV
as : got ADP was SCONJ
bl**dy : got CONJ was ADJ
metro : got PROPN was ADJ
like : got ADP was INTJ
burger : got NOUN was PROPN
king : got NOUN was PROPN
which : got PRON was DET
one : got NUM was NOUN
like : got ADP was VERB
best : got ADJ was ADV
red : got ADJ was PROPN
robin : got NOUN was PROPN
and : got ADP was CONJ
s : got X was PART
idk : got INTJ was VERB
's : got PROPN was PART
about : got ADV was ADP
's : got CONJ was PART
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 CONJ was ADP
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 DET was NOUN
plz : got PROPN was INTJ
to : got CONJ was ADP
esp : got ADJ was ADV
meal : got NOUN was ADJ
int : got PROPN was X
to : got CONJ was ADP
... : got PROPN was PUNCT
there : got ADV was PRON
donatello : got NUM was PROPN
a : got CONJ was DET
one : got NUM was NOUN
and : got NUM was CONJ
one : got NUM was NOUN
one : got NUM was NOUN
donatello : got NOUN was PROPN
of : got DET was ADP
michelangelo : got NOUN was PROPN
slayer : got PROPN was NOUN
and : got DET 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
of : got DET was ADP
hibachi : got NOUN was PROPN
it's : got INTJ was PRON
and : got PART was CONJ
around : got ADV was ADP
a : got ADP was DET
flat : got ADJ was PROPN
top : got ADJ was PROPN
grill : got NOUN was PROPN
to : got DET was PART
graduate : got NOUN was VERB
then : got ADV was ADP
minimum : got ADJ was NOUN
aground : got VERB was ADP
before : got ADV was ADP
off : got ADV was ADP
and : got ADP was CONJ
and : got PART was CONJ
canon : got NOUN was PROPN
t2i : got NUM was PROPN
stops : got NOUN was VERB
canon : got NOUN was PROPN
t2i : got NUM was PROPN
stops : got NOUN was VERB
in : got ADP was SCONJ
on : got ADP was NOUN
and : got PART was CONJ
is : got VERB was AUX
canon : got NOUN was PROPN
t1i : got NUM was PROPN
and : got PART was CONJ
canon : got NOUN was PROPN
and : got ADP was CONJ
a : got ADP was DET
re-start : got PROPN was NOUN
canon : got NOUN was PROPN
to : got CONJ was ADP
rdu : got CONJ 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
air : got NOUN was PROPN
to : got CONJ was ADP
to : got CONJ was ADP
to : got CONJ was ADP
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 X was DET
groupon : got NOUN was PROPN
to : got ADP was SCONJ
groupon : got NOUN was PROPN
living : got VERB was PROPN
social : got NOUN was PROPN
anytime : got ADV was NOUN
ff : got PROPN was NOUN
deal : got NOUN was ADJ
zebraklub : got CONJ was PROPN
on : got ADV was ADP
and : got ADP was CONJ
fun : got NOUN was ADJ
little : got ADJ was NOUN
metra : got NOUN was PROPN
and : got ADP was CONJ
gardens : got NOUN was PROPN
and : got PART was CONJ
and : got PART was CONJ
to : got NOUN was ADV
2 : got NUM was ADP
to : got CONJ was ADP
to : got CONJ was PART
try : got NOUN was VERB
great : got ADJ was ADV
bye : got NOUN was INTJ
aquarium : got PROPN was NOUN
freshwater : got ADJ was NOUN
best : got ADJ was ADV
to : got VERB was ADP
a : got CONJ was DET
gouramis : got CONJ was NOUN
clownloach : got ADP was NOUN
a : got NUM was DET
krib : got NUM was NOUN
and : got PROPN was CONJ
cory : got ADJ was NOUN
nice : got ADJ was NOUN
oscars : got PROPN was NOUN
dr. : got DET was PROPN
white : got ADJ was PROPN
what : got PRON was DET
a : got VERB was DET
fried : got NOUN was VERB
covers : got VERB was NOUN
gold : got NOUN was PROPN
coast : got NOUN was PROPN
in : got ADP was PROPN
and : got NUM was CONJ
out : got ADV was PROPN
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
deleted : got NOUN was VERB
4 : got NUM was SCONJ
playin : got PROPN was VERB
top : got ADJ was NOUN
simplz : got DET was ADV
in : got ADP was ADV
& : got PUNCT was CONJ
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
to : got CONJ was ADP
of : got DET was ADP
biometrics : got NOUN was PROPN
watching : got VERB was NOUN
doctor : got NOUN was PROPN
bogomilsky : got CONJ was PROPN
what : got PRON was DET
vnhh : got DET was PROPN
and : got PART was CONJ
southland : got NOUN was PROPN
and : got ADP was CONJ
got : got AUX was VERB
to : got CONJ was ADP
landscape : got NOUN was PROPN
quality : got NOUN was ADJ
and : got PROPN was CONJ
... : 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
ghatkopar : got CONJ was PROPN
qt : got NOUN was PROPN
and : got DET was CONJ
mani : got PROPN was NOUN
wonderful : got ADJ was ADV
of : got PART was ADP
allentown : got DET was PROPN
post : got NOUN was PROPN
office : got NOUN was PROPN
and : got PROPN was CONJ
a : got CONJ was DET
fun : got NOUN was ADJ
little : got ADJ was NOUN
all : got DET was ADV
round : got NOUN was ADV
tire : got NOUN was PROPN
to : got DET was ADP
did : got AUX was VERB
and : got PROPN was CONJ
was : got VERB was AUX
craggy : got NOUN was PROPN
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
's : got ADP was PART
liquor : got NOUN was PROPN
clh : got X was PROPN
home : got NOUN was ADV
can : got AUX was NOUN
and : got VERB was CONJ
downstairs : got NOUN was ADV
to : got DET was ADV
to : got CONJ was ADP
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 NOUN was PROPN
and : got ADP was CONJ
reiew : got PUNCT was NOUN
and : got ADP was CONJ
both : got CONJ was DET
what : got PRON was DET
a : got VERB was DET
there : got ADJ was PRON
and : got ADP was CONJ
to : got CONJ was ADP
iphone : got PROPN was NOUN
wooden : got NOUN was ADJ
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
were : got VERB was AUX
not : got PART was ADV
and : got ADP was CONJ
mones : got CONJ was PROPN
best : got ADJ was ADV
run : got NOUN was VERB
orginizied : got NUM was ADJ
out : got ADP was ADV
avvo : got DET was PROPN
rated : got ADJ was VERB
of : got CONJ was ADP
gribow : got CONJ was PROPN
sanctuary : got NOUN was PROPN
what : got PRON was DET
a : got VERB was DET
this : got PRON was DET
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
on : got ADP was ADV
closing : got VERB was NOUN
mrs. : got NUM was PROPN
of : got CONJ was ADP
expired : got VERB was ADJ
there : got PRON was ADV
there : got PRON was ADV
mean : got VERB was ADJ
to : got DET was ADP
!!!!!! : got NOUN was PUNCT
computers : got NOUN was PROPN
until : got SCONJ was ADP
computers : got NOUN was PROPN
enough : got ADJ was ADV
exelent : got DET was ADJ
company : got VERB was NOUN
of : got CONJ was ADP
prego : got NOUN was PROPN
love : got NOUN was VERB
compact : got ADJ was PROPN
's : got PROPN was PART
% : got PUNCT was SYM
and : got ADP was CONJ
emergency : got ADJ was NOUN
morningside : got DET was PROPN
road : got NOUN was PROPN
2scompany : got NUM was PROPN
... : got PROPN was PUNCT
favor : got ADJ was NOUN
thai : got PROPN was ADJ
... : got CONJ was PUNCT
unic : got NUM was ADJ
unic : got CONJ was ADJ
and : got DET was CONJ
and : got ADP was CONJ
to : got CONJ was ADP
was : got VERB was AUX
out : got ADP was ADV
.. : got CONJ was PUNCT
and : got ADP was CONJ
bond : got NOUN was PROPN
... : got CONJ was PUNCT
of : got PART was ADP
need : got VERB was NOUN
taste : got NOUN was VERB
set : got VERB was NOUN
up : got ADP was NOUN
to : got DET was PART
travelled : got NUM was VERB
there : got PRON was ADV
not : got PART was ADV
not : got PART was ADV
organized : got VERB was ADJ
great : got ADJ was PROPN
limos : got NOUN was PROPN
int : got PUNCT was ADP
he : got PRON was DET
metro : got PROPN was NOUN
needs : got VERB was NOUN
build : got VERB was NOUN
and : got DET was CONJ
like : got ADP was SCONJ
.. : got CONJ was PUNCT
while : got SCONJ was NOUN
recwarehouse.com : got CONJ was X
down : got ADV was ADP
mfj : got X was PROPN
run : got NOUN was VERB
down : got ADV was ADP
back : got ADV was ADJ
spot : got NOUN was ADJ
on : got ADP was ADJ
around : got ADP was ADV
and : got ADP was CONJ
chilly : got ADJ was NOUN
and : got ADP was CONJ
to : got CONJ was ADP
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 NOUN was ADJ
over : got ADV was X
priced : got VERB was ADJ
olive : got NOUN was PROPN
garden : got NOUN was PROPN
bright : got ADJ was PROPN
futures : got NOUN was PROPN
and : got DET was CONJ
bisconti : got CONJ was PROPN
over : got ADP was ADV
$ : got PUNCT was SYM
$ : got PUNCT was SYM
to : got DET was PART
order : got NOUN was VERB
there : got PRON was ADV
/ : got PUNCT was X
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
plucker : got NOUN was PROPN
and : got ADP was CONJ
a : got VERB was DET
done : got VERB was ADJ
mr. : got ADP was PROPN
and : got ADP was CONJ
both : got CONJ was DET
to : got PUNCT was ADP
off : got PROPN was ADP
fixing : got NOUN was VERB
a : got PART was DET
dent : got VERB was NOUN
to : got CONJ was SCONJ
miata : got NOUN was PROPN
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
hop : got NOUN was PROPN
hing : got NOUN was PROPN
+ : got PUNCT was SYM
kind : got NOUN was ADJ
and : got PART was CONJ
edit : got NOUN was PROPN
inside : got NOUN was ADV
outsize : got ADJ was ADV
university : got NOUN was PROPN
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
has : got AUX was VERB
to : got NUM was ADP
carval : got CONJ was PROPN
deters : got NOUN was PROPN
favorite : got NOUN was ADJ
waiting : got VERB was NOUN
and : got ADP was CONJ
shop : got NOUN was VERB
front : got NOUN 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
like : got SCONJ was INTJ
'm : got AUX was VERB
... : got ADP was PUNCT
take : got VERB was NOUN
out : got ADV was NOUN
are : got AUX was VERB
tries : got VERB was NOUN
and : got ADP was CONJ
late : got ADV was ADJ
and : got ADP was CONJ
up : got ADV was ADP
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 DET was ADP
computer : got NOUN was ADJ
a : got PART was DET
book : got VERB was NOUN
outside : got ADJ was NOUN
ichiban : got CONJ was PROPN
siding : got NOUN was PROPN
involved : got VERB was ADJ
natasha : got X was PROPN
training : got NOUN was VERB
to : got CONJ was ADP
changes : got NOUN was VERB
is : got VERB was AUX
to : got DET was PART
was : got VERB was AUX
all : got DET was ADV
across : got ADV was ADP
tailor : got VERB was NOUN
across : got ADV was ADP
.. : got CONJ was PUNCT
.. : got CONJ was PUNCT
hopefully : got VERB was ADV
unlocked : got ADJ was VERB
done : got ADJ was VERB
by : got ADP was ADV
for : got ADP was SCONJ
have : got AUX was VERB
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
superb : got NOUN was ADJ
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 ADJ was X
definite : got INTJ was ADJ
no : got INTJ was NOUN
undercooked : got ADJ was VERB
least : got ADJ was ADV
not : got PART was ADV
sprecher : got DET 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
and : got PART was CONJ
and : got PROPN was CONJ
deathly : got ADJ was ADV
and : got ADP was CONJ
giant : got NOUN was ADJ
of : got CONJ was ADP
so : got ADV was ADJ
so : got ADV was ADJ
kind : got ADV was NOUN
... : got CONJ was PUNCT
cook : got NOUN was VERB
family : got NOUN was PROPN
bagels : 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 PROPN was ADJ
bready : got NOUN was ADJ
lack : got NOUN was ADJ
luster : got NOUN was ADJ
to : got DET was ADP
and : got ADP was CONJ
branch : got NOUN was VERB
pad : got NOUN was PROPN
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
use : got NOUN was VERB
precision:
PRON 0.9834254143646409
SYM 0.75
NUM 0.6894243641231593
ADP 0.868952559887271
PROPN 0.8456057007125891
SCONJ 0.9206798866855525
CONJ 0.7154696132596685
PART 0.8456883509833586
AUX 0.9594742606790799
DET 0.9364583333333333
NOUN 0.880802425938885
ADJ 0.889018691588785
VERB 0.9379797359533313
X 0.4470588235294118
PUNCT 0.9621092516577202
INTJ 0.9514563106796117
ADV 0.9328743545611016
recall
PRON 0.989805375347544
SYM 0.16304347826086957
NUM 0.960820895522388
ADP 0.9167492566897919
PROPN 0.6859344894026975
SCONJ 0.8397932816537468
CONJ 0.7009472259810555
PART 0.8873015873015873
AUX 0.9348986125933831
DET 0.9483122362869199
NOUN 0.9138431752178122
ADJ 0.8989958653278204
VERB 0.951120797011208
X 0.2733812949640288
PUNCT 0.9810045074050225
INTJ 0.8166666666666667
ADV 0.8848979591836734
results {'f1': 0.8306786504941331, 'precision': 0.8539104751727941, 'recall': 0.8086774532244834, 'coverage': 1.0}
TEST 2 PASSED
predicted ['PRON', 'VERB', 'DET', 'ADJ', 'NOUN', 'PUNCT']
TEST 3 PASSED
{'f1': 0.8306786504941331, 'precision': 0.8539104751727941, 'recall': 0.8086774532244834, 'coverage': 1.0}
. 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
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment