notebook.community

Edit and run

Outline

  • Collect some tweets
  • Annotate the tweets
  • Calculate the accuracy

Make sure corenlp_pywrap is pip-installed.





In [2]:



    


from pprint import pprint

Collect some data





In [3]:



    


# we'll use data from a job that collected tweets about parenting
tweet_bodies = [body for body in open('tweet_bodies.txt')]



    











In [4]:



    


# sanity checks
print(len(tweet_bodies))



    


















    






103

















In [5]:



    


# sanity checks
print(tweet_bodies[:10])



    


















    






[">>>>>NOTHING THE LIBERAL PARTY HAS PRODUCED HAS CREDIBILITY IN IT, & THEY'RE NOT GOING TO START NOW!!! https://t.co/oH5YfQcFCl\n", "Thank y'all @RRExpress 4 hosting our kids workshop,gave out abt 600 kits and had a ton of fun!!@jermeybotkin @Blair88833704 @sm6574 @bjp84\n", "About Trump digest (2/7): I started creating Trump digest playlists in early 2016 to teach my kids about Trump, even though most can't vote\n", 'And now a fantastic electric storm overhead.  The original and best son et lumiere. Other guests all dining indoors. They must be mad!\n', 'Why Young Kids Learn Through Movement ---->https://t.co/YyF7HAL04u via @TheAtlantic https://t.co/RiFHdl2ipy\n', 'Love this story by @wrivey about a creative way of leaving notes for your kids. https://t.co/ZlmnLgQm0R\n', 'Love this story by @wrivey about a creative way of leaving notes for your kids. https://t.co/nSBM2rejh0\n', 'Love this story by @wrivey about a creative way of leaving notes for your kids. https://t.co/TrrumJzi8N\n', 'Love this story by @wrivey about a creative way of leaving notes for your kids. https://t.co/mqsRt6yva3\n', 'Love this story by @wrivey about a creative way of leaving notes for your kids. https://t.co/hNtkuDwL4d\n']

















In [6]:



    


# lets do some quick deduplication
from duplicate_filter import duplicateFilter

## set the similarity threshold at 90%
dup_filter = duplicateFilter(0.9)

deduped_tweet_bodies = []
for id,tweet_body in enumerate(tweet_bodies):
    if not dup_filter.isDup(id,tweet_body):
        deduped_tweet_bodies.append(tweet_body)

pprint(deduped_tweet_bodies[:10])



    


















    






['>>>>>NOTHING THE LIBERAL PARTY HAS PRODUCED HAS CREDIBILITY '
 "IN IT, & THEY'RE NOT GOING TO START NOW!!! https://t.co/oH5YfQcFCl\n",
 "Thank y'all @RRExpress 4 hosting our kids workshop,gave out abt 600 kits and "
 'had a ton of fun!!@jermeybotkin @Blair88833704 @sm6574 @bjp84\n',
 'About Trump digest (2/7): I started creating Trump digest playlists in early '
 "2016 to teach my kids about Trump, even though most can't vote\n",
 'And now a fantastic electric storm overhead.  The original and best son et '
 'lumiere. Other guests all dining indoors. They must be mad!\n',
 'Why Young Kids Learn Through Movement ---->https://t.co/YyF7HAL04u via '
 '@TheAtlantic https://t.co/RiFHdl2ipy\n',
 'Love this story by @wrivey about a creative way of leaving notes for your '
 'kids. https://t.co/ZlmnLgQm0R\n',
 'I love my kids, Man. These are just 3 out of 8. They all grown up now. '
 '#lippoldislegend… https://t.co/Z0IM0ITgRX\n',
 "Now through 8/31, you can be the change in a child's life with "
 '@vitaminangels. Learn more: https://t.co/nhWvtfAQGY '
 'https://t.co/pEXvX8041u\n',
 "#Baby Education provides a learning environment that stimulates the child's "
 'interest in learning and maximizes https://t.co/Sj2d9Wfi4a\n',
 'Some people love growing up, they have always wanted to be older. I have '
 'always wanted to be a kid for life\n']

Annotate the data

Start by tokenizing





In [7]:



    


from nltk.tokenize import TweetTokenizer
tt = TweetTokenizer()
tokenized_deduped_tweet_bodies = [tt.tokenize(body) for body in deduped_tweet_bodies]



    











In [8]:



    


# sanity checks
len(tokenized_deduped_tweet_bodies)



    


















    
Out[8]:








98

















In [9]:



    


print(tokenized_deduped_tweet_bodies[:2])



    


















    






[['>', '>', '>', 'NOTHING', 'THE', 'LIBERAL', 'PARTY', 'HAS', 'PRODUCED', 'HAS', 'CREDIBILITY', 'IN', 'IT', ',', '&', "THEY'RE", 'NOT', 'GOING', 'TO', 'START', 'NOW', '!', '!', '!', 'https://t.co/oH5YfQcFCl'], ['Thank', "y'all", '@RRExpress', '4', 'hosting', 'our', 'kids', 'workshop', ',', 'gave', 'out', 'abt', '600', 'kits', 'and', 'had', 'a', 'ton', 'of', 'fun', '!', '!', '@jermeybotkin', '@Blair88833704', '@sm6574', '@bjp84']]

Now tag the tokens with parts-of-speech labels

The default configuration is the Greedy Averaged Perceptron tagger (https://explosion.ai/blog/part-of-speech-pos-tagger-in-python)





In [10]:



    


from nltk.tag import pos_tag as pos_tagger
tagged_tokenized_deduped_tweet_bodies = [ pos_tagger(tokens) for tokens in tokenized_deduped_tweet_bodies]



    











In [11]:



    


pprint(tagged_tokenized_deduped_tweet_bodies[:2])



    


















    






[[('>', 'JJ'),
  ('>', 'NNP'),
  ('>', 'NNP'),
  ('NOTHING', 'NNP'),
  ('THE', 'NNP'),
  ('LIBERAL', 'NNP'),
  ('PARTY', 'NNP'),
  ('HAS', 'NNP'),
  ('PRODUCED', 'NNP'),
  ('HAS', 'NNP'),
  ('CREDIBILITY', 'NNP'),
  ('IN', 'NNP'),
  ('IT', 'NNP'),
  (',', ','),
  ('&', 'CC'),
  ("THEY'RE", 'NNP'),
  ('NOT', 'NNP'),
  ('GOING', 'NNP'),
  ('TO', 'NNP'),
  ('START', 'NNP'),
  ('NOW', 'NNP'),
  ('!', '.'),
  ('!', '.'),
  ('!', '.'),
  ('https://t.co/oH5YfQcFCl', 'NN')],
 [('Thank', 'NNP'),
  ("y'all", 'NN'),
  ('@RRExpress', 'NN'),
  ('4', 'CD'),
  ('hosting', 'VBG'),
  ('our', 'PRP$'),
  ('kids', 'NNS'),
  ('workshop', 'NN'),
  (',', ','),
  ('gave', 'VBD'),
  ('out', 'RP'),
  ('abt', 'JJ'),
  ('600', 'CD'),
  ('kits', 'NNS'),
  ('and', 'CC'),
  ('had', 'VBD'),
  ('a', 'DT'),
  ('ton', 'NN'),
  ('of', 'IN'),
  ('fun', 'NN'),
  ('!', '.'),
  ('!', '.'),
  ('@jermeybotkin', 'JJ'),
  ('@Blair88833704', 'NN'),
  ('@sm6574', 'NNP'),
  ('@bjp84', 'NN')]]

















In [12]:



    


# let's look at the taxonomy of tags; in our case derived from the Penn treebank project 
# (http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.9.8216&rep=rep1&type=pdf)

import nltk
nltk.help.upenn_tagset()



    


















    






$: dollar
    $ -$ --$ A$ C$ HK$ M$ NZ$ S$ U.S.$ US$
'': closing quotation mark
    ' ''
(: opening parenthesis
    ( [ {
): closing parenthesis
    ) ] }
,: comma
    ,
--: dash
    --
.: sentence terminator
    . ! ?
:: colon or ellipsis
    : ; ...
CC: conjunction, coordinating
    & 'n and both but either et for less minus neither nor or plus so
    therefore times v. versus vs. whether yet
CD: numeral, cardinal
    mid-1890 nine-thirty forty-two one-tenth ten million 0.5 one forty-
    seven 1987 twenty '79 zero two 78-degrees eighty-four IX '60s .025
    fifteen 271,124 dozen quintillion DM2,000 ...
DT: determiner
    all an another any both del each either every half la many much nary
    neither no some such that the them these this those
EX: existential there
    there
FW: foreign word
    gemeinschaft hund ich jeux habeas Haementeria Herr K'ang-si vous
    lutihaw alai je jour objets salutaris fille quibusdam pas trop Monte
    terram fiche oui corporis ...
IN: preposition or conjunction, subordinating
    astride among uppon whether out inside pro despite on by throughout
    below within for towards near behind atop around if like until below
    next into if beside ...
JJ: adjective or numeral, ordinal
    third ill-mannered pre-war regrettable oiled calamitous first separable
    ectoplasmic battery-powered participatory fourth still-to-be-named
    multilingual multi-disciplinary ...
JJR: adjective, comparative
    bleaker braver breezier briefer brighter brisker broader bumper busier
    calmer cheaper choosier cleaner clearer closer colder commoner costlier
    cozier creamier crunchier cuter ...
JJS: adjective, superlative
    calmest cheapest choicest classiest cleanest clearest closest commonest
    corniest costliest crassest creepiest crudest cutest darkest deadliest
    dearest deepest densest dinkiest ...
LS: list item marker
    A A. B B. C C. D E F First G H I J K One SP-44001 SP-44002 SP-44005
    SP-44007 Second Third Three Two * a b c d first five four one six three
    two
MD: modal auxiliary
    can cannot could couldn't dare may might must need ought shall should
    shouldn't will would
NN: noun, common, singular or mass
    common-carrier cabbage knuckle-duster Casino afghan shed thermostat
    investment slide humour falloff slick wind hyena override subhumanity
    machinist ...
NNP: noun, proper, singular
    Motown Venneboerger Czestochwa Ranzer Conchita Trumplane Christos
    Oceanside Escobar Kreisler Sawyer Cougar Yvette Ervin ODI Darryl CTCA
    Shannon A.K.C. Meltex Liverpool ...
NNPS: noun, proper, plural
    Americans Americas Amharas Amityvilles Amusements Anarcho-Syndicalists
    Andalusians Andes Andruses Angels Animals Anthony Antilles Antiques
    Apache Apaches Apocrypha ...
NNS: noun, common, plural
    undergraduates scotches bric-a-brac products bodyguards facets coasts
    divestitures storehouses designs clubs fragrances averages
    subjectivists apprehensions muses factory-jobs ...
PDT: pre-determiner
    all both half many quite such sure this
POS: genitive marker
    ' 's
PRP: pronoun, personal
    hers herself him himself hisself it itself me myself one oneself ours
    ourselves ownself self she thee theirs them themselves they thou thy us
PRP$: pronoun, possessive
    her his mine my our ours their thy your
RB: adverb
    occasionally unabatingly maddeningly adventurously professedly
    stirringly prominently technologically magisterially predominately
    swiftly fiscally pitilessly ...
RBR: adverb, comparative
    further gloomier grander graver greater grimmer harder harsher
    healthier heavier higher however larger later leaner lengthier less-
    perfectly lesser lonelier longer louder lower more ...
RBS: adverb, superlative
    best biggest bluntest earliest farthest first furthest hardest
    heartiest highest largest least less most nearest second tightest worst
RP: particle
    aboard about across along apart around aside at away back before behind
    by crop down ever fast for forth from go high i.e. in into just later
    low more off on open out over per pie raising start teeth that through
    under unto up up-pp upon whole with you
SYM: symbol
    % & ' '' ''. ) ). * + ,. < = > @ A[fj] U.S U.S.S.R * ** ***
TO: "to" as preposition or infinitive marker
    to
UH: interjection
    Goodbye Goody Gosh Wow Jeepers Jee-sus Hubba Hey Kee-reist Oops amen
    huh howdy uh dammit whammo shucks heck anyways whodunnit honey golly
    man baby diddle hush sonuvabitch ...
VB: verb, base form
    ask assemble assess assign assume atone attention avoid bake balkanize
    bank begin behold believe bend benefit bevel beware bless boil bomb
    boost brace break bring broil brush build ...
VBD: verb, past tense
    dipped pleaded swiped regummed soaked tidied convened halted registered
    cushioned exacted snubbed strode aimed adopted belied figgered
    speculated wore appreciated contemplated ...
VBG: verb, present participle or gerund
    telegraphing stirring focusing angering judging stalling lactating
    hankerin' alleging veering capping approaching traveling besieging
    encrypting interrupting erasing wincing ...
VBN: verb, past participle
    multihulled dilapidated aerosolized chaired languished panelized used
    experimented flourished imitated reunifed factored condensed sheared
    unsettled primed dubbed desired ...
VBP: verb, present tense, not 3rd person singular
    predominate wrap resort sue twist spill cure lengthen brush terminate
    appear tend stray glisten obtain comprise detest tease attract
    emphasize mold postpone sever return wag ...
VBZ: verb, present tense, 3rd person singular
    bases reconstructs marks mixes displeases seals carps weaves snatches
    slumps stretches authorizes smolders pictures emerges stockpiles
    seduces fizzes uses bolsters slaps speaks pleads ...
WDT: WH-determiner
    that what whatever which whichever
WP: WH-pronoun
    that what whatever whatsoever which who whom whosoever
WP$: WH-pronoun, possessive
    whose
WRB: Wh-adverb
    how however whence whenever where whereby whereever wherein whereof why
``: opening quotation mark
    ` ``

















In [13]:



    


# let's peek at the tag dictionary for our tagger

from nltk.tag.perceptron import PerceptronTagger
t = PerceptronTagger()
pprint(list(t.tagdict.items())[:10])
pprint(len(list(t.tagdict.items())))
t.tagdict['Santa']



    


















    






[('four', 'CD'),
 ('facilities', 'NNS'),
 ('controversial', 'JJ'),
 ('Until', 'IN'),
 ('whose', 'WP$'),
 ('under', 'IN'),
 ('pact', 'NN'),
 ('regional', 'JJ'),
 ('GE', 'NNP'),
 ('every', 'DT')]
1549










    
Out[13]:








'NNP'

Evaluate the annotations

We must choose which parts of speech to evaluate. Let's focus on adjectives, which are useful for sentiment analysis, and proper nouns, which provide a set of potential events and topics.

  • JJ: adjective or numeral, ordinal
  • JJR: adjective, comparative
  • JJS: adjective, superlative
  • NNP: noun, proper, singular
  • NNPS: noun, proper, plural




In [14]:



    


adjective_tags = ['JJ','JJR','JJS']
pn_tags = ['NNP','NNPS']
tag_types = [('adj',adjective_tags),('PN',pn_tags)]



    











In [15]:



    


# print format: "POS: TOKEN --> TWEET TEXT"

for body,tweet_tokens,tagged_tokens in zip(deduped_tweet_bodies,tokenized_deduped_tweet_bodies,tagged_tokenized_deduped_tweet_bodies):
    for token,tag in tagged_tokens:
        #if tag in adjective_tags:
        if tag in pn_tags:
            print_str = '{}: {} --> {}'.format(tag,token,body)
            print(print_str)



    


















    






NNP: > --> &gt;&gt;&gt;&gt;&gt;NOTHING THE LIBERAL PARTY HAS PRODUCED HAS CREDIBILITY IN IT, &amp; THEY'RE NOT GOING TO START NOW!!! https://t.co/oH5YfQcFCl

NNP: > --> &gt;&gt;&gt;&gt;&gt;NOTHING THE LIBERAL PARTY HAS PRODUCED HAS CREDIBILITY IN IT, &amp; THEY'RE NOT GOING TO START NOW!!! https://t.co/oH5YfQcFCl

NNP: NOTHING --> &gt;&gt;&gt;&gt;&gt;NOTHING THE LIBERAL PARTY HAS PRODUCED HAS CREDIBILITY IN IT, &amp; THEY'RE NOT GOING TO START NOW!!! https://t.co/oH5YfQcFCl

NNP: THE --> &gt;&gt;&gt;&gt;&gt;NOTHING THE LIBERAL PARTY HAS PRODUCED HAS CREDIBILITY IN IT, &amp; THEY'RE NOT GOING TO START NOW!!! https://t.co/oH5YfQcFCl

NNP: LIBERAL --> &gt;&gt;&gt;&gt;&gt;NOTHING THE LIBERAL PARTY HAS PRODUCED HAS CREDIBILITY IN IT, &amp; THEY'RE NOT GOING TO START NOW!!! https://t.co/oH5YfQcFCl

NNP: PARTY --> &gt;&gt;&gt;&gt;&gt;NOTHING THE LIBERAL PARTY HAS PRODUCED HAS CREDIBILITY IN IT, &amp; THEY'RE NOT GOING TO START NOW!!! https://t.co/oH5YfQcFCl

NNP: HAS --> &gt;&gt;&gt;&gt;&gt;NOTHING THE LIBERAL PARTY HAS PRODUCED HAS CREDIBILITY IN IT, &amp; THEY'RE NOT GOING TO START NOW!!! https://t.co/oH5YfQcFCl

NNP: PRODUCED --> &gt;&gt;&gt;&gt;&gt;NOTHING THE LIBERAL PARTY HAS PRODUCED HAS CREDIBILITY IN IT, &amp; THEY'RE NOT GOING TO START NOW!!! https://t.co/oH5YfQcFCl

NNP: HAS --> &gt;&gt;&gt;&gt;&gt;NOTHING THE LIBERAL PARTY HAS PRODUCED HAS CREDIBILITY IN IT, &amp; THEY'RE NOT GOING TO START NOW!!! https://t.co/oH5YfQcFCl

NNP: CREDIBILITY --> &gt;&gt;&gt;&gt;&gt;NOTHING THE LIBERAL PARTY HAS PRODUCED HAS CREDIBILITY IN IT, &amp; THEY'RE NOT GOING TO START NOW!!! https://t.co/oH5YfQcFCl

NNP: IN --> &gt;&gt;&gt;&gt;&gt;NOTHING THE LIBERAL PARTY HAS PRODUCED HAS CREDIBILITY IN IT, &amp; THEY'RE NOT GOING TO START NOW!!! https://t.co/oH5YfQcFCl

NNP: IT --> &gt;&gt;&gt;&gt;&gt;NOTHING THE LIBERAL PARTY HAS PRODUCED HAS CREDIBILITY IN IT, &amp; THEY'RE NOT GOING TO START NOW!!! https://t.co/oH5YfQcFCl

NNP: THEY'RE --> &gt;&gt;&gt;&gt;&gt;NOTHING THE LIBERAL PARTY HAS PRODUCED HAS CREDIBILITY IN IT, &amp; THEY'RE NOT GOING TO START NOW!!! https://t.co/oH5YfQcFCl

NNP: NOT --> &gt;&gt;&gt;&gt;&gt;NOTHING THE LIBERAL PARTY HAS PRODUCED HAS CREDIBILITY IN IT, &amp; THEY'RE NOT GOING TO START NOW!!! https://t.co/oH5YfQcFCl

NNP: GOING --> &gt;&gt;&gt;&gt;&gt;NOTHING THE LIBERAL PARTY HAS PRODUCED HAS CREDIBILITY IN IT, &amp; THEY'RE NOT GOING TO START NOW!!! https://t.co/oH5YfQcFCl

NNP: TO --> &gt;&gt;&gt;&gt;&gt;NOTHING THE LIBERAL PARTY HAS PRODUCED HAS CREDIBILITY IN IT, &amp; THEY'RE NOT GOING TO START NOW!!! https://t.co/oH5YfQcFCl

NNP: START --> &gt;&gt;&gt;&gt;&gt;NOTHING THE LIBERAL PARTY HAS PRODUCED HAS CREDIBILITY IN IT, &amp; THEY'RE NOT GOING TO START NOW!!! https://t.co/oH5YfQcFCl

NNP: NOW --> &gt;&gt;&gt;&gt;&gt;NOTHING THE LIBERAL PARTY HAS PRODUCED HAS CREDIBILITY IN IT, &amp; THEY'RE NOT GOING TO START NOW!!! https://t.co/oH5YfQcFCl

NNP: Thank --> Thank y'all @RRExpress 4 hosting our kids workshop,gave out abt 600 kits and had a ton of fun!!@jermeybotkin @Blair88833704 @sm6574 @bjp84

NNP: @sm6574 --> Thank y'all @RRExpress 4 hosting our kids workshop,gave out abt 600 kits and had a ton of fun!!@jermeybotkin @Blair88833704 @sm6574 @bjp84

NNP: Trump --> About Trump digest (2/7): I started creating Trump digest playlists in early 2016 to teach my kids about Trump, even though most can't vote

NNP: Trump --> About Trump digest (2/7): I started creating Trump digest playlists in early 2016 to teach my kids about Trump, even though most can't vote

NNP: Trump --> About Trump digest (2/7): I started creating Trump digest playlists in early 2016 to teach my kids about Trump, even though most can't vote

NNP: Young --> Why Young Kids Learn Through Movement ----&gt;https://t.co/YyF7HAL04u via @TheAtlantic https://t.co/RiFHdl2ipy

NNP: Kids --> Why Young Kids Learn Through Movement ----&gt;https://t.co/YyF7HAL04u via @TheAtlantic https://t.co/RiFHdl2ipy

NNP: Learn --> Why Young Kids Learn Through Movement ----&gt;https://t.co/YyF7HAL04u via @TheAtlantic https://t.co/RiFHdl2ipy

NNP: Through --> Why Young Kids Learn Through Movement ----&gt;https://t.co/YyF7HAL04u via @TheAtlantic https://t.co/RiFHdl2ipy

NNP: Movement --> Why Young Kids Learn Through Movement ----&gt;https://t.co/YyF7HAL04u via @TheAtlantic https://t.co/RiFHdl2ipy

NNP: ---> --> Why Young Kids Learn Through Movement ----&gt;https://t.co/YyF7HAL04u via @TheAtlantic https://t.co/RiFHdl2ipy

NNP: Man --> I love my kids, Man. These are just 3 out of 8. They all grown up now. #lippoldislegend… https://t.co/Z0IM0ITgRX

NNP: Learn --> Now through 8/31, you can be the change in a child's life with @vitaminangels. Learn more: https://t.co/nhWvtfAQGY https://t.co/pEXvX8041u

NNP: Education --> #Baby Education provides a learning environment that stimulates the child's interest in learning and maximizes https://t.co/Sj2d9Wfi4a

NNP: Shinichi --> Any child can be developed, it depends on how you do it -Shinichi Suzuki

NNP: Suzuki --> Any child can be developed, it depends on how you do it -Shinichi Suzuki

NNP: @RougeReporter --> @TParker1961 @Non_MSM_News @KazmierskiR @RosemryS @RougeReporter @iamcuckerberg YEP. I'VE SEEN PICS OF CHILDREN LEARNING THAT SHIT!

NNP: @iamcuckerberg --> @TParker1961 @Non_MSM_News @KazmierskiR @RosemryS @RougeReporter @iamcuckerberg YEP. I'VE SEEN PICS OF CHILDREN LEARNING THAT SHIT!

NNP: YEP --> @TParker1961 @Non_MSM_News @KazmierskiR @RosemryS @RougeReporter @iamcuckerberg YEP. I'VE SEEN PICS OF CHILDREN LEARNING THAT SHIT!

NNP: I'VE --> @TParker1961 @Non_MSM_News @KazmierskiR @RosemryS @RougeReporter @iamcuckerberg YEP. I'VE SEEN PICS OF CHILDREN LEARNING THAT SHIT!

NNP: SEEN --> @TParker1961 @Non_MSM_News @KazmierskiR @RosemryS @RougeReporter @iamcuckerberg YEP. I'VE SEEN PICS OF CHILDREN LEARNING THAT SHIT!

NNP: PICS --> @TParker1961 @Non_MSM_News @KazmierskiR @RosemryS @RougeReporter @iamcuckerberg YEP. I'VE SEEN PICS OF CHILDREN LEARNING THAT SHIT!

NNP: OF --> @TParker1961 @Non_MSM_News @KazmierskiR @RosemryS @RougeReporter @iamcuckerberg YEP. I'VE SEEN PICS OF CHILDREN LEARNING THAT SHIT!

NNP: CHILDREN --> @TParker1961 @Non_MSM_News @KazmierskiR @RosemryS @RougeReporter @iamcuckerberg YEP. I'VE SEEN PICS OF CHILDREN LEARNING THAT SHIT!

NNP: LEARNING --> @TParker1961 @Non_MSM_News @KazmierskiR @RosemryS @RougeReporter @iamcuckerberg YEP. I'VE SEEN PICS OF CHILDREN LEARNING THAT SHIT!

NNP: THAT --> @TParker1961 @Non_MSM_News @KazmierskiR @RosemryS @RougeReporter @iamcuckerberg YEP. I'VE SEEN PICS OF CHILDREN LEARNING THAT SHIT!

NNP: SHIT --> @TParker1961 @Non_MSM_News @KazmierskiR @RosemryS @RougeReporter @iamcuckerberg YEP. I'VE SEEN PICS OF CHILDREN LEARNING THAT SHIT!

NNP: He's --> He's such a cute boy Stephanie. I'm sure #milk is a big part of his awesome smile. 😉 https://t.co/1ThXtjm3qx

NNP: Stephanie --> He's such a cute boy Stephanie. I'm sure #milk is a big part of his awesome smile. 😉 https://t.co/1ThXtjm3qx

NNP: I'm --> He's such a cute boy Stephanie. I'm sure #milk is a big part of his awesome smile. 😉 https://t.co/1ThXtjm3qx

NNP: Laugh --> Laugh and Learn Linkup for Parents or Homeschool: This week's linkup features how to save kid's artw https://t.co/D3I2sZJ06a

NNP: Learn --> Laugh and Learn Linkup for Parents or Homeschool: This week's linkup features how to save kid's artw https://t.co/D3I2sZJ06a

NNP: Linkup --> Laugh and Learn Linkup for Parents or Homeschool: This week's linkup features how to save kid's artw https://t.co/D3I2sZJ06a

NNP: Parents --> Laugh and Learn Linkup for Parents or Homeschool: This week's linkup features how to save kid's artw https://t.co/D3I2sZJ06a

NNP: Homeschool --> Laugh and Learn Linkup for Parents or Homeschool: This week's linkup features how to save kid's artw https://t.co/D3I2sZJ06a

NNP: Math --> @TimberLaneES Math can happen everyday and in every way! #math@home

NNP: BH --> Have a safe, engaging, fun and learned time at BH/DC kids. Look after your friends &amp; leave the place better than you found it :)

NNP: / --> Have a safe, engaging, fun and learned time at BH/DC kids. Look after your friends &amp; leave the place better than you found it :)

NNP: DC --> Have a safe, engaging, fun and learned time at BH/DC kids. Look after your friends &amp; leave the place better than you found it :)

NNP: Hey --> Hey everyone, don't forget the 15th Annual Bobby Clarke Memorial "REEL KIDS, REEL FUN FISHING TOURNAMENT" is... https://t.co/pWWC489d2u

NNP: Annual --> Hey everyone, don't forget the 15th Annual Bobby Clarke Memorial "REEL KIDS, REEL FUN FISHING TOURNAMENT" is... https://t.co/pWWC489d2u

NNP: Bobby --> Hey everyone, don't forget the 15th Annual Bobby Clarke Memorial "REEL KIDS, REEL FUN FISHING TOURNAMENT" is... https://t.co/pWWC489d2u

NNP: Clarke --> Hey everyone, don't forget the 15th Annual Bobby Clarke Memorial "REEL KIDS, REEL FUN FISHING TOURNAMENT" is... https://t.co/pWWC489d2u

NNP: Memorial --> Hey everyone, don't forget the 15th Annual Bobby Clarke Memorial "REEL KIDS, REEL FUN FISHING TOURNAMENT" is... https://t.co/pWWC489d2u

NNP: " --> Hey everyone, don't forget the 15th Annual Bobby Clarke Memorial "REEL KIDS, REEL FUN FISHING TOURNAMENT" is... https://t.co/pWWC489d2u

NNP: REEL --> Hey everyone, don't forget the 15th Annual Bobby Clarke Memorial "REEL KIDS, REEL FUN FISHING TOURNAMENT" is... https://t.co/pWWC489d2u

NNP: KIDS --> Hey everyone, don't forget the 15th Annual Bobby Clarke Memorial "REEL KIDS, REEL FUN FISHING TOURNAMENT" is... https://t.co/pWWC489d2u

NNP: REEL --> Hey everyone, don't forget the 15th Annual Bobby Clarke Memorial "REEL KIDS, REEL FUN FISHING TOURNAMENT" is... https://t.co/pWWC489d2u

NNP: FUN --> Hey everyone, don't forget the 15th Annual Bobby Clarke Memorial "REEL KIDS, REEL FUN FISHING TOURNAMENT" is... https://t.co/pWWC489d2u

NNP: FISHING --> Hey everyone, don't forget the 15th Annual Bobby Clarke Memorial "REEL KIDS, REEL FUN FISHING TOURNAMENT" is... https://t.co/pWWC489d2u

NNP: TOURNAMENT --> Hey everyone, don't forget the 15th Annual Bobby Clarke Memorial "REEL KIDS, REEL FUN FISHING TOURNAMENT" is... https://t.co/pWWC489d2u

NNP: " --> Hey everyone, don't forget the 15th Annual Bobby Clarke Memorial "REEL KIDS, REEL FUN FISHING TOURNAMENT" is... https://t.co/pWWC489d2u

NNP: President --> "The Selling of the President," right?? THAT Joe McGinniss?? https://t.co/2FR6WKDTri

NNP: " --> "The Selling of the President," right?? THAT Joe McGinniss?? https://t.co/2FR6WKDTri

NNP: Joe --> "The Selling of the President," right?? THAT Joe McGinniss?? https://t.co/2FR6WKDTri

NNP: McGinniss --> "The Selling of the President," right?? THAT Joe McGinniss?? https://t.co/2FR6WKDTri

NNP: Keeley --> So proud of Keeley and all she has achieved.. https://t.co/BxnWle68Cu

NNP: #TrainerLife --> Man the kids I train and work with inspire me more then they will ever know #TrainerLife #CoachLife

NNP: #CoachLife --> Man the kids I train and work with inspire me more then they will ever know #TrainerLife #CoachLife

NNP: #singlemom --> This #schoolteacher #mompreneur #inventor and #singlemom created an app for bonding #kids and #moms https://t.co/cjD8iJljPt #summer #games

NNP: Everyday --> Everyday is a #newadventure with your #kids! @mygnomeontheroam w/ tips on #summeractivities https://t.co/sYcnUY36RY #momsinbiz #momleaders

NNP: / --> Everyday is a #newadventure with your #kids! @mygnomeontheroam w/ tips on #summeractivities https://t.co/sYcnUY36RY #momsinbiz #momleaders

NNP: India's --> Why India's Lack of Toilets Is Hurting Its Children's Development https://t.co/CVttFBhpEp via @WSJIndia

NNP: Lack --> Why India's Lack of Toilets Is Hurting Its Children's Development https://t.co/CVttFBhpEp via @WSJIndia

NNP: Toilets --> Why India's Lack of Toilets Is Hurting Its Children's Development https://t.co/CVttFBhpEp via @WSJIndia

NNP: Is --> Why India's Lack of Toilets Is Hurting Its Children's Development https://t.co/CVttFBhpEp via @WSJIndia

NNP: Children's --> Why India's Lack of Toilets Is Hurting Its Children's Development https://t.co/CVttFBhpEp via @WSJIndia

NNP: Development --> Why India's Lack of Toilets Is Hurting Its Children's Development https://t.co/CVttFBhpEp via @WSJIndia

NNP: Sportspower --> The Sportspower Rosemead metal swing set provides hours of active fun for kids. With two swing seats a slide a flying saucer and a Roman ...

NNP: Rosemead --> The Sportspower Rosemead metal swing set provides hours of active fun for kids. With two swing seats a slide a flying saucer and a Roman ...

NNP: Roman --> The Sportspower Rosemead metal swing set provides hours of active fun for kids. With two swing seats a slide a flying saucer and a Roman ...

NNP: " --> "And the fun stuff's just for kids" ok seems like he's pretty grounded 

NNP: WORRY --> "WORRY BOUT TOMORRAWNAWNAW" oh ffs jacob

NNP: BOUT --> "WORRY BOUT TOMORRAWNAWNAW" oh ffs jacob

NNP: TOMORRAWNAWNAW --> "WORRY BOUT TOMORRAWNAWNAW" oh ffs jacob

NNP: " --> "WORRY BOUT TOMORRAWNAWNAW" oh ffs jacob

NNP: Dad --> Dad Honors Dead Wife By Recreating Engagement Photos With Daughter https://t.co/t0bxBajvyH

NNP: Honors --> Dad Honors Dead Wife By Recreating Engagement Photos With Daughter https://t.co/t0bxBajvyH

NNP: Dead --> Dad Honors Dead Wife By Recreating Engagement Photos With Daughter https://t.co/t0bxBajvyH

NNP: Wife --> Dad Honors Dead Wife By Recreating Engagement Photos With Daughter https://t.co/t0bxBajvyH

NNP: Engagement --> Dad Honors Dead Wife By Recreating Engagement Photos With Daughter https://t.co/t0bxBajvyH

NNP: Photos --> Dad Honors Dead Wife By Recreating Engagement Photos With Daughter https://t.co/t0bxBajvyH

NNP: Daughter --> Dad Honors Dead Wife By Recreating Engagement Photos With Daughter https://t.co/t0bxBajvyH

NNP: VR --> _sufiiiiiii: What to Do Before VR Taking Off - TR? https://t.co/xpc0maZrqB Salon Games for Kids: https://t.co/gTbgxk2n5t

NNP: Taking --> _sufiiiiiii: What to Do Before VR Taking Off - TR? https://t.co/xpc0maZrqB Salon Games for Kids: https://t.co/gTbgxk2n5t

NNP: Off --> _sufiiiiiii: What to Do Before VR Taking Off - TR? https://t.co/xpc0maZrqB Salon Games for Kids: https://t.co/gTbgxk2n5t

NNP: Salon --> _sufiiiiiii: What to Do Before VR Taking Off - TR? https://t.co/xpc0maZrqB Salon Games for Kids: https://t.co/gTbgxk2n5t

NNP: Games --> _sufiiiiiii: What to Do Before VR Taking Off - TR? https://t.co/xpc0maZrqB Salon Games for Kids: https://t.co/gTbgxk2n5t

NNP: Kids --> _sufiiiiiii: What to Do Before VR Taking Off - TR? https://t.co/xpc0maZrqB Salon Games for Kids: https://t.co/gTbgxk2n5t

NNP: Will --> @bgcola28 been fun, made some great friends but I won't have some 1 questing my integrity &amp; acting like a child. Will miss ya @gja360

NNP: Wtf --> Wtf. I'm outside on the swing and my neighbors don't know I'm here but I hear their daughter say, "Remember when I drank bleach?" Uhhhh 😅 ok

NNP: I'm --> Wtf. I'm outside on the swing and my neighbors don't know I'm here but I hear their daughter say, "Remember when I drank bleach?" Uhhhh 😅 ok

NNP: I'm --> Wtf. I'm outside on the swing and my neighbors don't know I'm here but I hear their daughter say, "Remember when I drank bleach?" Uhhhh 😅 ok

NNP: Remember --> Wtf. I'm outside on the swing and my neighbors don't know I'm here but I hear their daughter say, "Remember when I drank bleach?" Uhhhh 😅 ok

NNP: Uhhhh --> Wtf. I'm outside on the swing and my neighbors don't know I'm here but I hear their daughter say, "Remember when I drank bleach?" Uhhhh 😅 ok

NNP: 😅 --> Wtf. I'm outside on the swing and my neighbors don't know I'm here but I hear their daughter say, "Remember when I drank bleach?" Uhhhh 😅 ok

NNP: Pesto --> Pesto pasta with grilled asparagus and son home grown squash topped with my favorite fish 😎… https://t.co/bkMEPOcais

NNP: … --> Pesto pasta with grilled asparagus and son home grown squash topped with my favorite fish 😎… https://t.co/bkMEPOcais

NNP: Hara --> Officials say Hara Mbe was "a freak of nature with a big heart &amp; worked especially well with children".

NNP: Mbe --> Officials say Hara Mbe was "a freak of nature with a big heart &amp; worked especially well with children".

NNP: Thank --> Thank you for sharing your story Angel. It is truly inspiring to keep pushing for the best no matter the situation 💜 https://t.co/6sR7eofkpg

NNP: Angel --> Thank you for sharing your story Angel. It is truly inspiring to keep pushing for the best no matter the situation 💜 https://t.co/6sR7eofkpg

NNP: 💜 --> Thank you for sharing your story Angel. It is truly inspiring to keep pushing for the best no matter the situation 💜 https://t.co/6sR7eofkpg

NNP: #anime --> #gaming #anime #etc NEW Sonic Unleashed Xbox 360, 2008 Family Fun Kids Read Description https://t.co/jj6vqSgsgB https://t.co/urb6voviD9

NNP: #etc --> #gaming #anime #etc NEW Sonic Unleashed Xbox 360, 2008 Family Fun Kids Read Description https://t.co/jj6vqSgsgB https://t.co/urb6voviD9

NNP: NEW --> #gaming #anime #etc NEW Sonic Unleashed Xbox 360, 2008 Family Fun Kids Read Description https://t.co/jj6vqSgsgB https://t.co/urb6voviD9

NNP: Sonic --> #gaming #anime #etc NEW Sonic Unleashed Xbox 360, 2008 Family Fun Kids Read Description https://t.co/jj6vqSgsgB https://t.co/urb6voviD9

NNP: Unleashed --> #gaming #anime #etc NEW Sonic Unleashed Xbox 360, 2008 Family Fun Kids Read Description https://t.co/jj6vqSgsgB https://t.co/urb6voviD9

NNP: Xbox --> #gaming #anime #etc NEW Sonic Unleashed Xbox 360, 2008 Family Fun Kids Read Description https://t.co/jj6vqSgsgB https://t.co/urb6voviD9

NNP: Family --> #gaming #anime #etc NEW Sonic Unleashed Xbox 360, 2008 Family Fun Kids Read Description https://t.co/jj6vqSgsgB https://t.co/urb6voviD9

NNP: Fun --> #gaming #anime #etc NEW Sonic Unleashed Xbox 360, 2008 Family Fun Kids Read Description https://t.co/jj6vqSgsgB https://t.co/urb6voviD9

NNP: Kids --> #gaming #anime #etc NEW Sonic Unleashed Xbox 360, 2008 Family Fun Kids Read Description https://t.co/jj6vqSgsgB https://t.co/urb6voviD9

NNP: Read --> #gaming #anime #etc NEW Sonic Unleashed Xbox 360, 2008 Family Fun Kids Read Description https://t.co/jj6vqSgsgB https://t.co/urb6voviD9

NNP: Description --> #gaming #anime #etc NEW Sonic Unleashed Xbox 360, 2008 Family Fun Kids Read Description https://t.co/jj6vqSgsgB https://t.co/urb6voviD9

NNP: Littles --> My daughter has beautiful,coltish legs. Littles will be tall when she's grown.

NNP: Angry --> #gaming #anime #etc Angry Birds Trilogy Xbox 360, 2012 Mint Family Fun Kids https://t.co/P4dB4HUXKP https://t.co/7wHGHkRNjt

NNP: Birds --> #gaming #anime #etc Angry Birds Trilogy Xbox 360, 2012 Mint Family Fun Kids https://t.co/P4dB4HUXKP https://t.co/7wHGHkRNjt

NNP: Trilogy --> #gaming #anime #etc Angry Birds Trilogy Xbox 360, 2012 Mint Family Fun Kids https://t.co/P4dB4HUXKP https://t.co/7wHGHkRNjt

NNP: Xbox --> #gaming #anime #etc Angry Birds Trilogy Xbox 360, 2012 Mint Family Fun Kids https://t.co/P4dB4HUXKP https://t.co/7wHGHkRNjt

NNP: Mint --> #gaming #anime #etc Angry Birds Trilogy Xbox 360, 2012 Mint Family Fun Kids https://t.co/P4dB4HUXKP https://t.co/7wHGHkRNjt

NNP: Family --> #gaming #anime #etc Angry Birds Trilogy Xbox 360, 2012 Mint Family Fun Kids https://t.co/P4dB4HUXKP https://t.co/7wHGHkRNjt

NNP: Fun --> #gaming #anime #etc Angry Birds Trilogy Xbox 360, 2012 Mint Family Fun Kids https://t.co/P4dB4HUXKP https://t.co/7wHGHkRNjt

NNP: Kids --> #gaming #anime #etc Angry Birds Trilogy Xbox 360, 2012 Mint Family Fun Kids https://t.co/P4dB4HUXKP https://t.co/7wHGHkRNjt

NNP: Lucky --> #Outdoors #Gifts 2016 Lucky Crew Complete #Scooter Red https://t.co/7ga1fYVXwx #Kids #Toys https://t.co/UCEmmWfDQ4

NNP: Crew --> #Outdoors #Gifts 2016 Lucky Crew Complete #Scooter Red https://t.co/7ga1fYVXwx #Kids #Toys https://t.co/UCEmmWfDQ4

NNP: Complete --> #Outdoors #Gifts 2016 Lucky Crew Complete #Scooter Red https://t.co/7ga1fYVXwx #Kids #Toys https://t.co/UCEmmWfDQ4

NNP: #Scooter --> #Outdoors #Gifts 2016 Lucky Crew Complete #Scooter Red https://t.co/7ga1fYVXwx #Kids #Toys https://t.co/UCEmmWfDQ4

NNP: Red --> #Outdoors #Gifts 2016 Lucky Crew Complete #Scooter Red https://t.co/7ga1fYVXwx #Kids #Toys https://t.co/UCEmmWfDQ4

NNP: Oh --> @JJWatt Oh my!  This is too good.   Love that kid and the bond y'all have developed.

NNP: Fun --> Fun fact. there's a alternative ending to the speech, that Subaru and Rem literally do runaway together get married, have kids.

NNP: Subaru --> Fun fact. there's a alternative ending to the speech, that Subaru and Rem literally do runaway together get married, have kids.

NNP: Rem --> Fun fact. there's a alternative ending to the speech, that Subaru and Rem literally do runaway together get married, have kids.

NNP: @cadillacman1961 --> @DonaldJTrumpJr @cadillacman1961 That's how my daughter learned when she was that age! At almost 15 now I can't keep her out of the pool LOL

NNP: That's --> @DonaldJTrumpJr @cadillacman1961 That's how my daughter learned when she was that age! At almost 15 now I can't keep her out of the pool LOL

NNP: LOL --> @DonaldJTrumpJr @cadillacman1961 That's how my daughter learned when she was that age! At almost 15 now I can't keep her out of the pool LOL

NNP: String --> "The String Bean Slinger" I love watching this kid pitch! He brings the heat! @ChicagoCubsPA  https://t.co/YJdlr5oHkv

NNP: Bean --> "The String Bean Slinger" I love watching this kid pitch! He brings the heat! @ChicagoCubsPA  https://t.co/YJdlr5oHkv

NNP: Slinger --> "The String Bean Slinger" I love watching this kid pitch! He brings the heat! @ChicagoCubsPA  https://t.co/YJdlr5oHkv

NNP: " --> "The String Bean Slinger" I love watching this kid pitch! He brings the heat! @ChicagoCubsPA  https://t.co/YJdlr5oHkv

NNP: Run --> Why Should Kids Run?: A few scientific findings to ponder...Bone Strength develops the most in pre-teen and e... https://t.co/BW9e4KdKqG

NNP: Bone --> Why Should Kids Run?: A few scientific findings to ponder...Bone Strength develops the most in pre-teen and e... https://t.co/BW9e4KdKqG

NNP: Strength --> Why Should Kids Run?: A few scientific findings to ponder...Bone Strength develops the most in pre-teen and e... https://t.co/BW9e4KdKqG

NNP: Disney --> #Fun Disney Frozen Design a Vinyl Elsa Doll | Fun DIY Crafts for Kids with Amy Jo on DCTC: Disney Frozen Desi... https://t.co/ToSZYuxlgP

NNP: Frozen --> #Fun Disney Frozen Design a Vinyl Elsa Doll | Fun DIY Crafts for Kids with Amy Jo on DCTC: Disney Frozen Desi... https://t.co/ToSZYuxlgP

NNP: Design --> #Fun Disney Frozen Design a Vinyl Elsa Doll | Fun DIY Crafts for Kids with Amy Jo on DCTC: Disney Frozen Desi... https://t.co/ToSZYuxlgP

NNP: Vinyl --> #Fun Disney Frozen Design a Vinyl Elsa Doll | Fun DIY Crafts for Kids with Amy Jo on DCTC: Disney Frozen Desi... https://t.co/ToSZYuxlgP

NNP: Elsa --> #Fun Disney Frozen Design a Vinyl Elsa Doll | Fun DIY Crafts for Kids with Amy Jo on DCTC: Disney Frozen Desi... https://t.co/ToSZYuxlgP

NNP: Doll --> #Fun Disney Frozen Design a Vinyl Elsa Doll | Fun DIY Crafts for Kids with Amy Jo on DCTC: Disney Frozen Desi... https://t.co/ToSZYuxlgP

NNP: | --> #Fun Disney Frozen Design a Vinyl Elsa Doll | Fun DIY Crafts for Kids with Amy Jo on DCTC: Disney Frozen Desi... https://t.co/ToSZYuxlgP

NNP: Fun --> #Fun Disney Frozen Design a Vinyl Elsa Doll | Fun DIY Crafts for Kids with Amy Jo on DCTC: Disney Frozen Desi... https://t.co/ToSZYuxlgP

NNP: DIY --> #Fun Disney Frozen Design a Vinyl Elsa Doll | Fun DIY Crafts for Kids with Amy Jo on DCTC: Disney Frozen Desi... https://t.co/ToSZYuxlgP

NNP: Crafts --> #Fun Disney Frozen Design a Vinyl Elsa Doll | Fun DIY Crafts for Kids with Amy Jo on DCTC: Disney Frozen Desi... https://t.co/ToSZYuxlgP

NNP: Kids --> #Fun Disney Frozen Design a Vinyl Elsa Doll | Fun DIY Crafts for Kids with Amy Jo on DCTC: Disney Frozen Desi... https://t.co/ToSZYuxlgP

NNP: Amy --> #Fun Disney Frozen Design a Vinyl Elsa Doll | Fun DIY Crafts for Kids with Amy Jo on DCTC: Disney Frozen Desi... https://t.co/ToSZYuxlgP

NNP: Jo --> #Fun Disney Frozen Design a Vinyl Elsa Doll | Fun DIY Crafts for Kids with Amy Jo on DCTC: Disney Frozen Desi... https://t.co/ToSZYuxlgP

NNP: DCTC --> #Fun Disney Frozen Design a Vinyl Elsa Doll | Fun DIY Crafts for Kids with Amy Jo on DCTC: Disney Frozen Desi... https://t.co/ToSZYuxlgP

NNP: Disney --> #Fun Disney Frozen Design a Vinyl Elsa Doll | Fun DIY Crafts for Kids with Amy Jo on DCTC: Disney Frozen Desi... https://t.co/ToSZYuxlgP

NNP: Frozen --> #Fun Disney Frozen Design a Vinyl Elsa Doll | Fun DIY Crafts for Kids with Amy Jo on DCTC: Disney Frozen Desi... https://t.co/ToSZYuxlgP

NNP: Desi --> #Fun Disney Frozen Design a Vinyl Elsa Doll | Fun DIY Crafts for Kids with Amy Jo on DCTC: Disney Frozen Desi... https://t.co/ToSZYuxlgP

NNP: Amanda --> @amandalcormier you are a strong beautiful woman Amanda and I am happy to have seen you grown! (I am still an immature child)

NNP: #party --> #Liveme #party #fun #hype #Dabs #EmojiChallenge Crazyy_Mitchell🍪’s #onairnow~ https://t.co/5VlivljjMS https://t.co/XRHnwAWtmB

NNP: #fun --> #Liveme #party #fun #hype #Dabs #EmojiChallenge Crazyy_Mitchell🍪’s #onairnow~ https://t.co/5VlivljjMS https://t.co/XRHnwAWtmB

NNP: #hype --> #Liveme #party #fun #hype #Dabs #EmojiChallenge Crazyy_Mitchell🍪’s #onairnow~ https://t.co/5VlivljjMS https://t.co/XRHnwAWtmB

NNP: #Dabs --> #Liveme #party #fun #hype #Dabs #EmojiChallenge Crazyy_Mitchell🍪’s #onairnow~ https://t.co/5VlivljjMS https://t.co/XRHnwAWtmB

NNP: #EmojiChallenge --> #Liveme #party #fun #hype #Dabs #EmojiChallenge Crazyy_Mitchell🍪’s #onairnow~ https://t.co/5VlivljjMS https://t.co/XRHnwAWtmB

NNP: Crazyy_Mitchell --> #Liveme #party #fun #hype #Dabs #EmojiChallenge Crazyy_Mitchell🍪’s #onairnow~ https://t.co/5VlivljjMS https://t.co/XRHnwAWtmB

NNP: 🍪 --> #Liveme #party #fun #hype #Dabs #EmojiChallenge Crazyy_Mitchell🍪’s #onairnow~ https://t.co/5VlivljjMS https://t.co/XRHnwAWtmB

NNP: ’ --> #Liveme #party #fun #hype #Dabs #EmojiChallenge Crazyy_Mitchell🍪’s #onairnow~ https://t.co/5VlivljjMS https://t.co/XRHnwAWtmB

NNP: #onairnow --> #Liveme #party #fun #hype #Dabs #EmojiChallenge Crazyy_Mitchell🍪’s #onairnow~ https://t.co/5VlivljjMS https://t.co/XRHnwAWtmB

NNP: ~ --> #Liveme #party #fun #hype #Dabs #EmojiChallenge Crazyy_Mitchell🍪’s #onairnow~ https://t.co/5VlivljjMS https://t.co/XRHnwAWtmB

NNP: Fun --> Fun fact: he married the daughter of Olive Haynes - of  ANZAC Girls fame (who wrote the book the show is based on) https://t.co/4UcZaazox8

NNP: Olive --> Fun fact: he married the daughter of Olive Haynes - of  ANZAC Girls fame (who wrote the book the show is based on) https://t.co/4UcZaazox8

NNP: Haynes --> Fun fact: he married the daughter of Olive Haynes - of  ANZAC Girls fame (who wrote the book the show is based on) https://t.co/4UcZaazox8

NNP: ANZAC --> Fun fact: he married the daughter of Olive Haynes - of  ANZAC Girls fame (who wrote the book the show is based on) https://t.co/4UcZaazox8

NNP: Girls --> Fun fact: he married the daughter of Olive Haynes - of  ANZAC Girls fame (who wrote the book the show is based on) https://t.co/4UcZaazox8

NNP: Lol --> Lol.... Spending time with my baby girl. She is growing up way too fast. I wish I could... https://t.co/7dr6Oa9tVK

NNP: I'm --> Made homemade chicken fingers and oven sweet potato fries because I'm a child #nevergrowingup #adultingtherightway

NNP: Young --> "Young children don't need to be taught in order to learn. Explicit instruction can be limiting." @AlisonGopnik https://t.co/c0eTZPRgr3

NNP: Explicit --> "Young children don't need to be taught in order to learn. Explicit instruction can be limiting." @AlisonGopnik https://t.co/c0eTZPRgr3

NNP: I'm --> Going somewhere fun where we can be ourselves I'm not into the fancy stuff I'm a child I wanna have fun  https://t.co/k2f03jfmKZ

NNP: I'm --> Going somewhere fun where we can be ourselves I'm not into the fancy stuff I'm a child I wanna have fun  https://t.co/k2f03jfmKZ

NNP: DRP --> @MichiganDEQ DRP Incinerator is an atrocity. How many more days must I tell my child she can't play outside bc of stench?

NNP: Incinerator --> @MichiganDEQ DRP Incinerator is an atrocity. How many more days must I tell my child she can't play outside bc of stench?

NNP: Son --> When I was a young boy my father take me into the city to see a marching band. He said ( Son when you grow up would you be the saver (1/2)

NNP: @kacto_ --> @MsKathrynRenee @kacto_ @ConstanceWu youre welcome! Thanks for making acting not fun for children everywhere!

NNP: @ConstanceWu --> @MsKathrynRenee @kacto_ @ConstanceWu youre welcome! Thanks for making acting not fun for children everywhere!

NNP: Justin --> Justin Timberlake Just Gave the Most Inspiring Speech: "I Hope My Son Watches This One Day" https://t.co/pbJgx73u28

NNP: Timberlake --> Justin Timberlake Just Gave the Most Inspiring Speech: "I Hope My Son Watches This One Day" https://t.co/pbJgx73u28

NNP: Just --> Justin Timberlake Just Gave the Most Inspiring Speech: "I Hope My Son Watches This One Day" https://t.co/pbJgx73u28

NNP: Gave --> Justin Timberlake Just Gave the Most Inspiring Speech: "I Hope My Son Watches This One Day" https://t.co/pbJgx73u28

NNP: Most --> Justin Timberlake Just Gave the Most Inspiring Speech: "I Hope My Son Watches This One Day" https://t.co/pbJgx73u28

NNP: Inspiring --> Justin Timberlake Just Gave the Most Inspiring Speech: "I Hope My Son Watches This One Day" https://t.co/pbJgx73u28

NNP: Speech --> Justin Timberlake Just Gave the Most Inspiring Speech: "I Hope My Son Watches This One Day" https://t.co/pbJgx73u28

NNP: Watches --> Justin Timberlake Just Gave the Most Inspiring Speech: "I Hope My Son Watches This One Day" https://t.co/pbJgx73u28

NNP: One --> Justin Timberlake Just Gave the Most Inspiring Speech: "I Hope My Son Watches This One Day" https://t.co/pbJgx73u28

NNP: Day --> Justin Timberlake Just Gave the Most Inspiring Speech: "I Hope My Son Watches This One Day" https://t.co/pbJgx73u28

NNP: " --> Justin Timberlake Just Gave the Most Inspiring Speech: "I Hope My Son Watches This One Day" https://t.co/pbJgx73u28

NNP: Date --> Date night with my daughter 😘

NNP: … --> We saw a live outdoor play called Nature: a walking play" at… https://t.co/2yATk8EjZi

NNP: #STEM --> Sometimes parents of #dyslexia can feel like this- so explore learning outside school! #Art #STEM #History #Music  https://t.co/gzZs39YWYo

NNP: #History --> Sometimes parents of #dyslexia can feel like this- so explore learning outside school! #Art #STEM #History #Music  https://t.co/gzZs39YWYo

NNP: #Music --> Sometimes parents of #dyslexia can feel like this- so explore learning outside school! #Art #STEM #History #Music  https://t.co/gzZs39YWYo

NNP: Died --> @LukeGawne -The kid who hit rock bottom. Died n came back to life inspired and decided to fight to get another try its that time. I'm hyped!

NNP: I'm --> @LukeGawne -The kid who hit rock bottom. Died n came back to life inspired and decided to fight to get another try its that time. I'm hyped!

NNP: Jerry --> My son Jerry, we just got back from a little firing range time in the back 40

NNP: RT --> RT @VibeMagazine: Ghost's face when he learned his son stole Angela's gun...#PowerTV https://t.co/gm15UBQHKg &lt; lmfaooo

NNP: Ghost's --> RT @VibeMagazine: Ghost's face when he learned his son stole Angela's gun...#PowerTV https://t.co/gm15UBQHKg &lt; lmfaooo

NNP: Angela's --> RT @VibeMagazine: Ghost's face when he learned his son stole Angela's gun...#PowerTV https://t.co/gm15UBQHKg &lt; lmfaooo

NNP: Child --> Child Stars You Never Thought Would Grow Up To Be This Super Attractive, #7 Is A Real Hottie https://t.co/YDuaxdGvSz a

NNP: Stars --> Child Stars You Never Thought Would Grow Up To Be This Super Attractive, #7 Is A Real Hottie https://t.co/YDuaxdGvSz a

NNP: Never --> Child Stars You Never Thought Would Grow Up To Be This Super Attractive, #7 Is A Real Hottie https://t.co/YDuaxdGvSz a

NNP: Thought --> Child Stars You Never Thought Would Grow Up To Be This Super Attractive, #7 Is A Real Hottie https://t.co/YDuaxdGvSz a

NNP: Would --> Child Stars You Never Thought Would Grow Up To Be This Super Attractive, #7 Is A Real Hottie https://t.co/YDuaxdGvSz a

NNP: Grow --> Child Stars You Never Thought Would Grow Up To Be This Super Attractive, #7 Is A Real Hottie https://t.co/YDuaxdGvSz a

NNP: Up --> Child Stars You Never Thought Would Grow Up To Be This Super Attractive, #7 Is A Real Hottie https://t.co/YDuaxdGvSz a

NNP: Super --> Child Stars You Never Thought Would Grow Up To Be This Super Attractive, #7 Is A Real Hottie https://t.co/YDuaxdGvSz a

NNP: Attractive --> Child Stars You Never Thought Would Grow Up To Be This Super Attractive, #7 Is A Real Hottie https://t.co/YDuaxdGvSz a

NNP: Hottie --> Child Stars You Never Thought Would Grow Up To Be This Super Attractive, #7 Is A Real Hottie https://t.co/YDuaxdGvSz a

NNP: I'm --> So my daughter is trying to turn on her stomach and I'm not helping her. She must learn. #parenting #momlife

NNP: RT --> #PowerTV RT @VibeMagazine: Ghost's face when he learned his son stole Angela's gun...#PowerTV https://t.co/35wnrw5Y8R

NNP: Ghost's --> #PowerTV RT @VibeMagazine: Ghost's face when he learned his son stole Angela's gun...#PowerTV https://t.co/35wnrw5Y8R

NNP: Angela's --> #PowerTV RT @VibeMagazine: Ghost's face when he learned his son stole Angela's gun...#PowerTV https://t.co/35wnrw5Y8R

NNP: I'm --> You're very welcome! Creativity and kids are my passions!  I'm lucky enough to find opportunities to have a career with both! @ScharkieChamp

These seem like dreadful results. Let's try a different NLP engine.

Stanford CoreNLP

Download:

http://nlp.stanford.edu/software/stanford-corenlp-full-2016-10-31.zip

Then unzip. Start up the server from the unzipped directory:

$ java -mx4g -cp "*" edu.stanford.nlp.pipeline.StanfordCoreNLPServer -port 9000 -timeout 15000





In [35]:



    


from corenlp_pywrap import pywrap
cn = pywrap.CoreNLP(url='http://localhost:9000', annotator_list=["pos"])



    











In [36]:



    


corenlp_results = []

for tweet_body in deduped_tweet_bodies:
    try:
        corenlp_results.append( cn.basic(tweet_body,out_format='json').json() )
    except UnicodeEncodeError:
        corenlp_results.append( {'sentences':[]} )



    











In [38]:



    


# pull out the tokens and tags
corenlp_tagged_tokenized_deduped_tweet_bodies = [ [(token['word'],token['pos']) for sentence in result['sentences'] for token in sentence['tokens']] for result in corenlp_results]



    











In [40]:



    


# print format: "POS: TOKEN --> TWEET TEXT"

for body,tagged_tokens in zip(deduped_tweet_bodies,corenlp_tagged_tokenized_deduped_tweet_bodies):
    for token,tag in tagged_tokens:
        if tag in pn_tags:
        #if tag in adjective_tags:
            print_str = '{}: {} --> {}'.format(tag,token,body)
            print(print_str)



    


















    






NNP: THEY --> &gt;&gt;&gt;&gt;&gt;NOTHING THE LIBERAL PARTY HAS PRODUCED HAS CREDIBILITY IN IT, &amp; THEY'RE NOT GOING TO START NOW!!! https://t.co/oH5YfQcFCl

NNP: 'RE --> &gt;&gt;&gt;&gt;&gt;NOTHING THE LIBERAL PARTY HAS PRODUCED HAS CREDIBILITY IN IT, &amp; THEY'RE NOT GOING TO START NOW!!! https://t.co/oH5YfQcFCl

NNP: NOT --> &gt;&gt;&gt;&gt;&gt;NOTHING THE LIBERAL PARTY HAS PRODUCED HAS CREDIBILITY IN IT, &amp; THEY'RE NOT GOING TO START NOW!!! https://t.co/oH5YfQcFCl

NNP: GOING --> &gt;&gt;&gt;&gt;&gt;NOTHING THE LIBERAL PARTY HAS PRODUCED HAS CREDIBILITY IN IT, &amp; THEY'RE NOT GOING TO START NOW!!! https://t.co/oH5YfQcFCl

NNP: START --> &gt;&gt;&gt;&gt;&gt;NOTHING THE LIBERAL PARTY HAS PRODUCED HAS CREDIBILITY IN IT, &amp; THEY'RE NOT GOING TO START NOW!!! https://t.co/oH5YfQcFCl

NNP: NOW --> &gt;&gt;&gt;&gt;&gt;NOTHING THE LIBERAL PARTY HAS PRODUCED HAS CREDIBILITY IN IT, &amp; THEY'RE NOT GOING TO START NOW!!! https://t.co/oH5YfQcFCl

NNP: Trump --> About Trump digest (2/7): I started creating Trump digest playlists in early 2016 to teach my kids about Trump, even though most can't vote

NNP: Trump --> About Trump digest (2/7): I started creating Trump digest playlists in early 2016 to teach my kids about Trump, even though most can't vote

NNP: Trump --> About Trump digest (2/7): I started creating Trump digest playlists in early 2016 to teach my kids about Trump, even though most can't vote

NNP: Young --> Why Young Kids Learn Through Movement ----&gt;https://t.co/YyF7HAL04u via @TheAtlantic https://t.co/RiFHdl2ipy

NNP: Kids --> Why Young Kids Learn Through Movement ----&gt;https://t.co/YyF7HAL04u via @TheAtlantic https://t.co/RiFHdl2ipy

NNP: Learn --> Why Young Kids Learn Through Movement ----&gt;https://t.co/YyF7HAL04u via @TheAtlantic https://t.co/RiFHdl2ipy

NNP: Movement --> Why Young Kids Learn Through Movement ----&gt;https://t.co/YyF7HAL04u via @TheAtlantic https://t.co/RiFHdl2ipy

NNP: #Baby --> #Baby Education provides a learning environment that stimulates the child's interest in learning and maximizes https://t.co/Sj2d9Wfi4a

NNP: Education --> #Baby Education provides a learning environment that stimulates the child's interest in learning and maximizes https://t.co/Sj2d9Wfi4a

NNP: Shinichi --> Any child can be developed, it depends on how you do it -Shinichi Suzuki

NNP: Suzuki --> Any child can be developed, it depends on how you do it -Shinichi Suzuki

NNP: SEEN --> @TParker1961 @Non_MSM_News @KazmierskiR @RosemryS @RougeReporter @iamcuckerberg YEP. I'VE SEEN PICS OF CHILDREN LEARNING THAT SHIT!

NNPS: PICS --> @TParker1961 @Non_MSM_News @KazmierskiR @RosemryS @RougeReporter @iamcuckerberg YEP. I'VE SEEN PICS OF CHILDREN LEARNING THAT SHIT!

NNP: SHIT --> @TParker1961 @Non_MSM_News @KazmierskiR @RosemryS @RougeReporter @iamcuckerberg YEP. I'VE SEEN PICS OF CHILDREN LEARNING THAT SHIT!

NNP: Laugh --> Laugh and Learn Linkup for Parents or Homeschool: This week's linkup features how to save kid's artw https://t.co/D3I2sZJ06a

NNP: Learn --> Laugh and Learn Linkup for Parents or Homeschool: This week's linkup features how to save kid's artw https://t.co/D3I2sZJ06a

NNP: Linkup --> Laugh and Learn Linkup for Parents or Homeschool: This week's linkup features how to save kid's artw https://t.co/D3I2sZJ06a

NNP: Homeschool --> Laugh and Learn Linkup for Parents or Homeschool: This week's linkup features how to save kid's artw https://t.co/D3I2sZJ06a

NNP: Math --> @TimberLaneES Math can happen everyday and in every way! #math@home

NNP: BH/DC --> Have a safe, engaging, fun and learned time at BH/DC kids. Look after your friends &amp; leave the place better than you found it :)

NNP: Hillary --> Hillary wants to bring 550,000 rape-uguees who'd want to bring harm to out mothers &amp; daughters... #NeverHillary https://t.co/mScD4CFkUs

NNP: Bobby --> Hey everyone, don't forget the 15th Annual Bobby Clarke Memorial "REEL KIDS, REEL FUN FISHING TOURNAMENT" is... https://t.co/pWWC489d2u

NNP: Clarke --> Hey everyone, don't forget the 15th Annual Bobby Clarke Memorial "REEL KIDS, REEL FUN FISHING TOURNAMENT" is... https://t.co/pWWC489d2u

NNP: Memorial --> Hey everyone, don't forget the 15th Annual Bobby Clarke Memorial "REEL KIDS, REEL FUN FISHING TOURNAMENT" is... https://t.co/pWWC489d2u

NNP: REEL --> Hey everyone, don't forget the 15th Annual Bobby Clarke Memorial "REEL KIDS, REEL FUN FISHING TOURNAMENT" is... https://t.co/pWWC489d2u

NNPS: KIDS --> Hey everyone, don't forget the 15th Annual Bobby Clarke Memorial "REEL KIDS, REEL FUN FISHING TOURNAMENT" is... https://t.co/pWWC489d2u

NNP: REEL --> Hey everyone, don't forget the 15th Annual Bobby Clarke Memorial "REEL KIDS, REEL FUN FISHING TOURNAMENT" is... https://t.co/pWWC489d2u

NNP: FUN --> Hey everyone, don't forget the 15th Annual Bobby Clarke Memorial "REEL KIDS, REEL FUN FISHING TOURNAMENT" is... https://t.co/pWWC489d2u

NNP: FISHING --> Hey everyone, don't forget the 15th Annual Bobby Clarke Memorial "REEL KIDS, REEL FUN FISHING TOURNAMENT" is... https://t.co/pWWC489d2u

NNP: TOURNAMENT --> Hey everyone, don't forget the 15th Annual Bobby Clarke Memorial "REEL KIDS, REEL FUN FISHING TOURNAMENT" is... https://t.co/pWWC489d2u

NNP: Selling --> "The Selling of the President," right?? THAT Joe McGinniss?? https://t.co/2FR6WKDTri

NNP: President --> "The Selling of the President," right?? THAT Joe McGinniss?? https://t.co/2FR6WKDTri

NNP: Joe --> "The Selling of the President," right?? THAT Joe McGinniss?? https://t.co/2FR6WKDTri

NNP: McGinniss --> "The Selling of the President," right?? THAT Joe McGinniss?? https://t.co/2FR6WKDTri

NNP: Keeley --> So proud of Keeley and all she has achieved.. https://t.co/BxnWle68Cu

NNP: KimKardashian --> KimKardashian: haha thank you! we had so much fun watching the lightening driving in a convertable! https://t.co/f172kAEfYK

NNP: India --> Why India's Lack of Toilets Is Hurting Its Children's Development https://t.co/CVttFBhpEp via @WSJIndia

NNPS: Toilets --> Why India's Lack of Toilets Is Hurting Its Children's Development https://t.co/CVttFBhpEp via @WSJIndia

NNP: Children --> Why India's Lack of Toilets Is Hurting Its Children's Development https://t.co/CVttFBhpEp via @WSJIndia

NNP: Development --> Why India's Lack of Toilets Is Hurting Its Children's Development https://t.co/CVttFBhpEp via @WSJIndia

NNP: https://t.co/CVttFBhpEp --> Why India's Lack of Toilets Is Hurting Its Children's Development https://t.co/CVttFBhpEp via @WSJIndia

NNP: @WSJIndia --> Why India's Lack of Toilets Is Hurting Its Children's Development https://t.co/CVttFBhpEp via @WSJIndia

NNP: Sportspower --> The Sportspower Rosemead metal swing set provides hours of active fun for kids. With two swing seats a slide a flying saucer and a Roman ...

NNP: Rosemead --> The Sportspower Rosemead metal swing set provides hours of active fun for kids. With two swing seats a slide a flying saucer and a Roman ...

NNP: Roman --> The Sportspower Rosemead metal swing set provides hours of active fun for kids. With two swing seats a slide a flying saucer and a Roman ...

NNP: WORRY --> "WORRY BOUT TOMORRAWNAWNAW" oh ffs jacob

NNP: BOUT --> "WORRY BOUT TOMORRAWNAWNAW" oh ffs jacob

NNP: TOMORRAWNAWNAW --> "WORRY BOUT TOMORRAWNAWNAW" oh ffs jacob

NNP: Dad --> Dad Honors Dead Wife By Recreating Engagement Photos With Daughter https://t.co/t0bxBajvyH

NNP: Honors --> Dad Honors Dead Wife By Recreating Engagement Photos With Daughter https://t.co/t0bxBajvyH

NNP: Dead --> Dad Honors Dead Wife By Recreating Engagement Photos With Daughter https://t.co/t0bxBajvyH

NNP: Wife --> Dad Honors Dead Wife By Recreating Engagement Photos With Daughter https://t.co/t0bxBajvyH

NNP: Salon --> _sufiiiiiii: What to Do Before VR Taking Off - TR? https://t.co/xpc0maZrqB Salon Games for Kids: https://t.co/gTbgxk2n5t

NNPS: Games --> _sufiiiiiii: What to Do Before VR Taking Off - TR? https://t.co/xpc0maZrqB Salon Games for Kids: https://t.co/gTbgxk2n5t

NNPS: Kids --> _sufiiiiiii: What to Do Before VR Taking Off - TR? https://t.co/xpc0maZrqB Salon Games for Kids: https://t.co/gTbgxk2n5t

NNP: Hara --> Officials say Hara Mbe was "a freak of nature with a big heart &amp; worked especially well with children".

NNP: Mbe --> Officials say Hara Mbe was "a freak of nature with a big heart &amp; worked especially well with children".

NNP: NEW --> #gaming #anime #etc NEW Sonic Unleashed Xbox 360, 2008 Family Fun Kids Read Description https://t.co/jj6vqSgsgB https://t.co/urb6voviD9

NNP: Sonic --> #gaming #anime #etc NEW Sonic Unleashed Xbox 360, 2008 Family Fun Kids Read Description https://t.co/jj6vqSgsgB https://t.co/urb6voviD9

NNP: Family --> #gaming #anime #etc NEW Sonic Unleashed Xbox 360, 2008 Family Fun Kids Read Description https://t.co/jj6vqSgsgB https://t.co/urb6voviD9

NNP: Fun --> #gaming #anime #etc NEW Sonic Unleashed Xbox 360, 2008 Family Fun Kids Read Description https://t.co/jj6vqSgsgB https://t.co/urb6voviD9

NNP: Kids --> #gaming #anime #etc NEW Sonic Unleashed Xbox 360, 2008 Family Fun Kids Read Description https://t.co/jj6vqSgsgB https://t.co/urb6voviD9

NNP: Read --> #gaming #anime #etc NEW Sonic Unleashed Xbox 360, 2008 Family Fun Kids Read Description https://t.co/jj6vqSgsgB https://t.co/urb6voviD9

NNP: Littles --> My daughter has beautiful,coltish legs. Littles will be tall when she's grown.

NNP: Angry --> #gaming #anime #etc Angry Birds Trilogy Xbox 360, 2012 Mint Family Fun Kids https://t.co/P4dB4HUXKP https://t.co/7wHGHkRNjt

NNP: Birds --> #gaming #anime #etc Angry Birds Trilogy Xbox 360, 2012 Mint Family Fun Kids https://t.co/P4dB4HUXKP https://t.co/7wHGHkRNjt

NNP: Trilogy --> #gaming #anime #etc Angry Birds Trilogy Xbox 360, 2012 Mint Family Fun Kids https://t.co/P4dB4HUXKP https://t.co/7wHGHkRNjt

NNP: Xbox --> #gaming #anime #etc Angry Birds Trilogy Xbox 360, 2012 Mint Family Fun Kids https://t.co/P4dB4HUXKP https://t.co/7wHGHkRNjt

NNP: Mint --> #gaming #anime #etc Angry Birds Trilogy Xbox 360, 2012 Mint Family Fun Kids https://t.co/P4dB4HUXKP https://t.co/7wHGHkRNjt

NNP: Family --> #gaming #anime #etc Angry Birds Trilogy Xbox 360, 2012 Mint Family Fun Kids https://t.co/P4dB4HUXKP https://t.co/7wHGHkRNjt

NNP: Fun --> #gaming #anime #etc Angry Birds Trilogy Xbox 360, 2012 Mint Family Fun Kids https://t.co/P4dB4HUXKP https://t.co/7wHGHkRNjt

NNP: Kids --> #gaming #anime #etc Angry Birds Trilogy Xbox 360, 2012 Mint Family Fun Kids https://t.co/P4dB4HUXKP https://t.co/7wHGHkRNjt

NNP: Lucky --> #Outdoors #Gifts 2016 Lucky Crew Complete #Scooter Red https://t.co/7ga1fYVXwx #Kids #Toys https://t.co/UCEmmWfDQ4

NNP: Crew --> #Outdoors #Gifts 2016 Lucky Crew Complete #Scooter Red https://t.co/7ga1fYVXwx #Kids #Toys https://t.co/UCEmmWfDQ4

NNP: #Scooter --> #Outdoors #Gifts 2016 Lucky Crew Complete #Scooter Red https://t.co/7ga1fYVXwx #Kids #Toys https://t.co/UCEmmWfDQ4

NNP: Red --> #Outdoors #Gifts 2016 Lucky Crew Complete #Scooter Red https://t.co/7ga1fYVXwx #Kids #Toys https://t.co/UCEmmWfDQ4

NNP: Subaru --> Fun fact. there's a alternative ending to the speech, that Subaru and Rem literally do runaway together get married, have kids.

NNP: Rem --> Fun fact. there's a alternative ending to the speech, that Subaru and Rem literally do runaway together get married, have kids.

NNP: LOL --> @DonaldJTrumpJr @cadillacman1961 That's how my daughter learned when she was that age! At almost 15 now I can't keep her out of the pool LOL

NNP: String --> "The String Bean Slinger" I love watching this kid pitch! He brings the heat! @ChicagoCubsPA  https://t.co/YJdlr5oHkv

NNP: Bean --> "The String Bean Slinger" I love watching this kid pitch! He brings the heat! @ChicagoCubsPA  https://t.co/YJdlr5oHkv

NNP: Slinger --> "The String Bean Slinger" I love watching this kid pitch! He brings the heat! @ChicagoCubsPA  https://t.co/YJdlr5oHkv

NNP: Run --> Why Should Kids Run?: A few scientific findings to ponder...Bone Strength develops the most in pre-teen and e... https://t.co/BW9e4KdKqG

NNP: #Fun --> #Fun Disney Frozen Design a Vinyl Elsa Doll | Fun DIY Crafts for Kids with Amy Jo on DCTC: Disney Frozen Desi... https://t.co/ToSZYuxlgP

NNP: Disney --> #Fun Disney Frozen Design a Vinyl Elsa Doll | Fun DIY Crafts for Kids with Amy Jo on DCTC: Disney Frozen Desi... https://t.co/ToSZYuxlgP

NNP: Frozen --> #Fun Disney Frozen Design a Vinyl Elsa Doll | Fun DIY Crafts for Kids with Amy Jo on DCTC: Disney Frozen Desi... https://t.co/ToSZYuxlgP

NNP: Design --> #Fun Disney Frozen Design a Vinyl Elsa Doll | Fun DIY Crafts for Kids with Amy Jo on DCTC: Disney Frozen Desi... https://t.co/ToSZYuxlgP

NNP: Vinyl --> #Fun Disney Frozen Design a Vinyl Elsa Doll | Fun DIY Crafts for Kids with Amy Jo on DCTC: Disney Frozen Desi... https://t.co/ToSZYuxlgP

NNP: Elsa --> #Fun Disney Frozen Design a Vinyl Elsa Doll | Fun DIY Crafts for Kids with Amy Jo on DCTC: Disney Frozen Desi... https://t.co/ToSZYuxlgP

NNP: Doll --> #Fun Disney Frozen Design a Vinyl Elsa Doll | Fun DIY Crafts for Kids with Amy Jo on DCTC: Disney Frozen Desi... https://t.co/ToSZYuxlgP

NNP: | --> #Fun Disney Frozen Design a Vinyl Elsa Doll | Fun DIY Crafts for Kids with Amy Jo on DCTC: Disney Frozen Desi... https://t.co/ToSZYuxlgP

NNP: Fun --> #Fun Disney Frozen Design a Vinyl Elsa Doll | Fun DIY Crafts for Kids with Amy Jo on DCTC: Disney Frozen Desi... https://t.co/ToSZYuxlgP

NNP: DIY --> #Fun Disney Frozen Design a Vinyl Elsa Doll | Fun DIY Crafts for Kids with Amy Jo on DCTC: Disney Frozen Desi... https://t.co/ToSZYuxlgP

NNP: Crafts --> #Fun Disney Frozen Design a Vinyl Elsa Doll | Fun DIY Crafts for Kids with Amy Jo on DCTC: Disney Frozen Desi... https://t.co/ToSZYuxlgP

NNPS: Kids --> #Fun Disney Frozen Design a Vinyl Elsa Doll | Fun DIY Crafts for Kids with Amy Jo on DCTC: Disney Frozen Desi... https://t.co/ToSZYuxlgP

NNP: Amy --> #Fun Disney Frozen Design a Vinyl Elsa Doll | Fun DIY Crafts for Kids with Amy Jo on DCTC: Disney Frozen Desi... https://t.co/ToSZYuxlgP

NNP: Jo --> #Fun Disney Frozen Design a Vinyl Elsa Doll | Fun DIY Crafts for Kids with Amy Jo on DCTC: Disney Frozen Desi... https://t.co/ToSZYuxlgP

NNP: DCTC --> #Fun Disney Frozen Design a Vinyl Elsa Doll | Fun DIY Crafts for Kids with Amy Jo on DCTC: Disney Frozen Desi... https://t.co/ToSZYuxlgP

NNP: Disney --> #Fun Disney Frozen Design a Vinyl Elsa Doll | Fun DIY Crafts for Kids with Amy Jo on DCTC: Disney Frozen Desi... https://t.co/ToSZYuxlgP

NNP: Frozen --> #Fun Disney Frozen Design a Vinyl Elsa Doll | Fun DIY Crafts for Kids with Amy Jo on DCTC: Disney Frozen Desi... https://t.co/ToSZYuxlgP

NNP: Desi --> #Fun Disney Frozen Design a Vinyl Elsa Doll | Fun DIY Crafts for Kids with Amy Jo on DCTC: Disney Frozen Desi... https://t.co/ToSZYuxlgP

NNP: Amanda --> @amandalcormier you are a strong beautiful woman Amanda and I am happy to have seen you grown! (I am still an immature child)

NNP: Olive --> Fun fact: he married the daughter of Olive Haynes - of  ANZAC Girls fame (who wrote the book the show is based on) https://t.co/4UcZaazox8

NNP: Haynes --> Fun fact: he married the daughter of Olive Haynes - of  ANZAC Girls fame (who wrote the book the show is based on) https://t.co/4UcZaazox8

NNP: ANZAC --> Fun fact: he married the daughter of Olive Haynes - of  ANZAC Girls fame (who wrote the book the show is based on) https://t.co/4UcZaazox8

NNPS: Girls --> Fun fact: he married the daughter of Olive Haynes - of  ANZAC Girls fame (who wrote the book the show is based on) https://t.co/4UcZaazox8

NNP: @MichiganDEQ --> @MichiganDEQ DRP Incinerator is an atrocity. How many more days must I tell my child she can't play outside bc of stench?

NNP: DRP --> @MichiganDEQ DRP Incinerator is an atrocity. How many more days must I tell my child she can't play outside bc of stench?

NNP: Incinerator --> @MichiganDEQ DRP Incinerator is an atrocity. How many more days must I tell my child she can't play outside bc of stench?

NNP: Son --> When I was a young boy my father take me into the city to see a marching band. He said ( Son when you grow up would you be the saver (1/2)

NNP: Justin --> Justin Timberlake Just Gave the Most Inspiring Speech: "I Hope My Son Watches This One Day" https://t.co/pbJgx73u28

NNP: Timberlake --> Justin Timberlake Just Gave the Most Inspiring Speech: "I Hope My Son Watches This One Day" https://t.co/pbJgx73u28

NNP: Hope --> Justin Timberlake Just Gave the Most Inspiring Speech: "I Hope My Son Watches This One Day" https://t.co/pbJgx73u28

NNP: Son --> Justin Timberlake Just Gave the Most Inspiring Speech: "I Hope My Son Watches This One Day" https://t.co/pbJgx73u28

NNP: Jerry --> My son Jerry, we just got back from a little firing range time in the back 40

NNP: Angela --> RT @VibeMagazine: Ghost's face when he learned his son stole Angela's gun...#PowerTV https://t.co/gm15UBQHKg &lt; lmfaooo

NNP: #PowerTV --> RT @VibeMagazine: Ghost's face when he learned his son stole Angela's gun...#PowerTV https://t.co/gm15UBQHKg &lt; lmfaooo

NNP: Stars --> Child Stars You Never Thought Would Grow Up To Be This Super Attractive, #7 Is A Real Hottie https://t.co/YDuaxdGvSz a

NNP: Thought --> Child Stars You Never Thought Would Grow Up To Be This Super Attractive, #7 Is A Real Hottie https://t.co/YDuaxdGvSz a

NNP: #PowerTV --> #PowerTV RT @VibeMagazine: Ghost's face when he learned his son stole Angela's gun...#PowerTV https://t.co/35wnrw5Y8R

NNP: Angela --> #PowerTV RT @VibeMagazine: Ghost's face when he learned his son stole Angela's gun...#PowerTV https://t.co/35wnrw5Y8R

NNP: #PowerTV --> #PowerTV RT @VibeMagazine: Ghost's face when he learned his son stole Angela's gun...#PowerTV https://t.co/35wnrw5Y8R

Conclusions and next steps

For Tweet bodies:

  • NLTK TweetTokenizer is pretty good
  • NLTK default POS tagger is dreadful
  • CoreNLP POS tagger is better than NLTK

Next steps:

  • Make more careful accuracy measurements
  • Get a better tokenizer into CoreNLP
  • Look at other POS taggers (SpaCy?)
  • Compare other tags, such as sentiment




In [ ]:

Content source: jrmontag/Data-Science-45min-Intros

Similar notebooks:

notebook.community | gallery | about