Text preprocessing with Python NLTK package
Here, I’m presenting my code I used to clean text data for my fake news detection project. I hope it is useful!
Organize with EDA
from freq_utils import * # This is my personal library which contains frequently used packages and functions
from nltk import pos_tag
from nltk.tokenize import sent_tokenize
from nltk.stem import WordNetLemmatizer
from nltk.help import upenn_tagset
from nltk.tokenize import TreebankWordTokenizer
from nltk.tokenize import word_tokenize, sent_tokenize
from nltk import pos_tag, RegexpParser
from nltk.corpus import stopwords, wordnet
import regex as re
from collections import Counter
import time
pd.options.display.max_colwidth = 200
df0 = pd.read_csv('data/True.csv')
df1 = pd.read_csv('data/Fake.csv')
# Drop data we don't use (learnt from eda_raw.ipynb)
df0.drop(['text','subject','date'], axis=1, inplace=True)
df1.drop(['text','subject','date'], axis=1, inplace=True)
df0.drop_duplicates()
df1.drop_duplicates()
df0 = df0[df0.title.str.split().str.len()>2]
df1 = df1[df1.title.str.split().str.len()>2]
df0['org_title'] = df0.title.copy()
df1['org_title'] = df1.title.copy()
# Useful function to display rows selectively
def print_sentences_with_this_string(this_string, column_to_look, df_list, df_names,
print_words=False, print_set=False, sent_token=False):
n_dataFrame = len(df_list)
pat = re.compile(this_string)
set_list = []
for i in range(n_dataFrame):
df = df_list[i]
df = df[df[column_to_look].str.contains(this_string, regex= True, na=False)]
count = df[column_to_look].count()
print(this_string,'in',column_to_look,'\n',df_names[i],':',count)
if count==0:
continue
if print_set:
df = df.sample(min(len(df),1000), random_state=20)
else:
df = df.sample(min(len(df),20), random_state=20)
corpus_list = df[column_to_look].to_numpy()
index_list = df.index.to_numpy()
example_df = pd.DataFrame(columns=['index','selected_text','selected_words'])
for row in range(len(index_list)):
if sent_token:
sentences = sent_tokenize(corpus_list[row])
display_text = ''
display_word = []
for sentence in sentences:
if pat.search(sentence):
display_text += sentence+' '
display_word += pat.findall(sentence)
example_df.loc[row] = [index_list[row],display_text,display_word]
else:
if pat.search(corpus_list[row]):
display_text = corpus_list[row]
display_word = pat.findall(display_text)
example_df.loc[row] = [index_list[row],display_text,display_word]
example_df.set_index('index')
if print_set:
#word_set = set()
word_set = list()
lst_list = list(example_df.selected_words)
for lst in lst_list:
word_set += lst
#print(word_set)
word_counter = Counter(word_set)
print(word_counter.most_common(200))
if not print_words:
example_df.drop(['selected_words'], axis=1, inplace=True)
display(example_df.sample(min(len(df),20), random_state=20))
if print_set:
set_list.append(word_set)
if print_set:
return set_list
def replace_regex(old_exp, new_exp='_no_arg_', verbose=False):
if verbose:
print_sentences_with_this_string(old_exp, 'title', [df0,df1], ['True','Fake'], print_words=True, print_set=True)
if not new_exp=='_no_arg_':
df0.title.replace(to_replace=old_exp, value=new_exp, regex=True, inplace=True)
df1.title.replace(to_replace=old_exp, value=new_exp, regex=True, inplace=True)
if verbose:
print(old_exp,'replaced to',new_exp)
print_sentences_with_this_string(new_exp, 'title', [df0,df1], ['True','Fake'], print_words=True, print_set=True)
# To test
exp_list = []
First handling itmes
- Items requiring irregular treatment.
- Process least interfering cleaning item first.
Replace N. Korea, N.Korea to North Korea
- This word occurs frequently, so its expression better be unified.
- Do this step before removing single words.
# Replace N. Korea, N.Korea to North Korea
old_exp = '(?:[\s]|^)[N][\.]?[\s]?Korea'
new_exp = ' North Korea'
replace_regex(old_exp, new_exp, verbose=False)
exp_list.append(old_exp)
Remove single letter capical word
- Usually middle names, which is not necessary.
- Remove such words after treat N. Korea stuffs.
# Remove single letter capical word (e.g. middle name)
old_exp = '(?:[\s]|^)[A-Z][\.](?:[\s]|$)'
new_exp = ' '
replace_regex(old_exp, new_exp, verbose=False)
exp_list.append(old_exp)
Abbreviation before PoS tagging
- Unify different abbreviation for a same word.
- Do this step before removing dots.
- Abbreviation items:
- Remove a dot at the end of a Month word starts with an upper case. (Jul. -> Jul)
- No. <number> to _number_
- UN, UK variations : U.N. and U.K. then _u_n_ and _u_k_ after PoS tagging
- Rep. : Rep
- Sept. : Sep
- Sen. : Sen
- Gov. : Gov
- PM : PM, then _prime_minister_ after PoS tagging
- P.M. and p.m. (post meridiem): p.m., then _pm_ after PoS tagging (same for a.m.)
- US, U.S, U.S. or U.S.A.: U.S., then _u_s_ after PoS tagging
old_exp = '(?:[\s]|^)[N][o][\.]?[\s]?[\d]+'
new_exp = ' _number_ '
replace_regex(old_exp, new_exp, verbose=False)
exp_list.append(old_exp)
old_exp = '(?:[\s]|^)[U][\.]?[N][\.]?(?:[\s]|$)'
#new_exp = ' _u_n_ '
new_exp = ' U.N. '
replace_regex(old_exp, new_exp, verbose=False)
exp_list.append(old_exp)
old_exp = '(?:[\s]|^)[U][\.]?[K][\.]?(?:[\s]|$)'
#new_exp = ' _u_k_ '
new_exp = ' U.K. '
replace_regex(old_exp, new_exp, verbose=False)
exp_list.append(old_exp)
old_exp = '(?:[\s]|^)[U][\.]?[S][\.]?[A]?[\.]?(?:[\s]|$)'
#old_exp = '(?:[^\w]|^)[U][\.]?[S][\.]?[A]?[\.]?(?:[^\w]|$)'
#new_exp = ' _u_s_ '
new_exp = ' U.S. '
replace_regex(old_exp,new_exp, verbose=False)
exp_list.append(old_exp)
old_exp = '(?:[\s]|^)[Rr][Ee][Pp][\.]'
new_exp = ' Rep '
replace_regex(old_exp, new_exp, verbose=False)
exp_list.append(old_exp)
old_exp = '(?:[\s]|^)[Ss][Ee][Pp][Tt][\.]'
new_exp = ' Sept '
replace_regex(old_exp, new_exp, verbose=False)
exp_list.append(old_exp)
old_exp = '(?:[\s]|^)[Ss][Ee][Nn][\.]'
new_exp = ' Sen '
replace_regex(old_exp, new_exp, verbose=False)
exp_list.append(old_exp)
old_exp = '(?:[\s]|^)[Gg][Oo][Vv][\.]'
new_exp = ' Gov '
replace_regex(old_exp, new_exp, verbose=False)
exp_list.append(old_exp)
old_exp = '(?:[\s]|^)[P][M](?:[\s]|$)'
#new_exp = ' _prime_minister_ '
new_exp = ' PM '
replace_regex(old_exp,new_exp, verbose=False)
exp_list.append(old_exp)
old_exp = '(?:[\s]|^)[Pp][\.][Mm][\.](?:[\s]|$)'
#new_exp = ' _pm_ '
new_exp = ' p.m. '
replace_regex(old_exp,new_exp, verbose=False)
exp_list.append(old_exp)
old_exp = '(?:[\s]|^)[Aa][\.][Mm][\.](?:[\s]|$)'
#new_exp = ' _am_ '
new_exp = ' a.m. '
replace_regex(old_exp,new_exp, verbose=False)
exp_list.append(old_exp)
# Remove a dot at the end of a word starts with an upper case.
old_exp = '(?:[\s]|^)[Jj][Aa][Nn][\.]'
new_exp = ' Jan '
replace_regex(old_exp, new_exp, verbose=False)
exp_list.append(old_exp)
old_exp = '(?:[\s]|^)[Ff][Ee][Bb][\.]'
new_exp = ' Feb '
replace_regex(old_exp, new_exp, verbose=False)
exp_list.append(old_exp)
old_exp = '(?:[\s]|^)[Mm][Aa][Rr][\.]'
new_exp = ' Mar '
replace_regex(old_exp, new_exp, verbose=False)
exp_list.append(old_exp)
old_exp = '(?:[\s]|^)[Pp][Rr][\.]'
new_exp = ' Apr '
replace_regex(old_exp, new_exp, verbose=False)
exp_list.append(old_exp)
old_exp = '(?:[\s]|^)[Jj][Uu][Nn][\.]'
new_exp = ' Jun '
replace_regex(old_exp, new_exp, verbose=False)
exp_list.append(old_exp)
old_exp = '(?:[\s]|^)[Jj][Uu][Ll][\.]'
new_exp = ' Jul '
replace_regex(old_exp, new_exp, verbose=False)
exp_list.append(old_exp)
old_exp = '(?:[\s]|^)[Aa][Uu][Gg][\.]'
new_exp = ' Aug '
replace_regex(old_exp, new_exp, verbose=False)
exp_list.append(old_exp)
old_exp = '(?:[\s]|^)[Ss][Ee][Pp][\.]'
new_exp = ' Sep '
replace_regex(old_exp, new_exp, verbose=False)
exp_list.append(old_exp)
old_exp = '(?:[\s]|^)[Oo][Cc][Tt][\.]'
new_exp = ' Oct '
replace_regex(old_exp, new_exp, verbose=False)
exp_list.append(old_exp)
old_exp = '(?:[\s]|^)[Nn][Oo][Vv][\.]'
new_exp = ' Nov '
replace_regex(old_exp, new_exp, verbose=False)
exp_list.append(old_exp)
old_exp = '(?:[\s]|^)[Dd][Ee][Cc][\.]'
new_exp = ' Dec '
replace_regex(old_exp, new_exp, verbose=False)
exp_list.append(old_exp)
Special characters, before word tokenization
@ : Digital source or swearing
Replace any word with \@ to a tag word
old_exp = '[^\s]*[\@]+[^\s]*'
new_exp = ' _mytag_at_ '
replace_regex(old_exp, new_exp, verbose=False)
exp_list.append(old_exp)
* : Slangs
Replace any word contains * to a tag word
old_exp = '[^\s]*[\*]+[^\s]*'
new_exp = ' _mytag_slang_ '
replace_regex(old_exp, new_exp, verbose=False)
exp_list.append(old_exp)
\/ : Date (9/11, 24/7), or clickbait (e.g. video/image)
Replace \/ to a space
old_exp = '[\/]'
new_exp = ' '
replace_regex(old_exp,new_exp, verbose=False)
exp_list.append(old_exp)
Parentheses [] () {} : Clickbait or emphasis
~Replace to a tag with enclosed text~ Replace a parentheses to a space
#old_exp = '[\[\{\(\]\}\)]'
#old_exp = '[\[\{\(][\s]?[\w]+[\s]?[\]\}\)]'
#new_exp = ' '
#replace_regex(old_exp,new_exp, verbose=False)
#exp_list.append(old_exp)
% : Percent
Replace to a word “percent”
old_exp = '[\%]'
new_exp = ' percent '
replace_regex(old_exp,new_exp, verbose=False)
exp_list.append(old_exp)
$ : Dollor or slangs (ignore few slang cases)
Remove
old_exp = '[\$]'
new_exp = ''
replace_regex(old_exp,new_exp, verbose=False)
exp_list.append(old_exp)
\&: “And” or special words (e.g. “Q&A”, “AT&T”)
Replace to a word “and” if spaced, replace to an underbar otherwise
old_exp = '[\s][\&][\s]'
new_exp = ' and '
replace_regex(old_exp,new_exp, verbose=False)
exp_list.append(old_exp)
old_exp = '[\&]'
new_exp = '_'
replace_regex(old_exp,new_exp, verbose=False)
exp_list.append(old_exp)
# : Either special noun or number (e.g. hashtag, tv show episode, website address)
Replace to an underbar
old_exp = '[\#]'
new_exp = '_'
replace_regex(old_exp,new_exp, verbose=False)
exp_list.append(old_exp)
Dots
Replace to a space
# dot dot, dot dot dot, or dot dot dot...
old_exp = '[\.][\.]+'
new_exp = ' '
replace_regex(old_exp, new_exp, verbose=False)
exp_list.append(old_exp)
Hyphen
Replace to _, with space
old_exp = '[\-]'
new_exp = ' _ '
replace_regex(old_exp, new_exp, verbose=False)
exp_list.append(old_exp)
Quotation
Replace to a space
#old_exp = '(?:[\s]|^)[\'\"]'
#new_exp = ' '
#replace_regex(old_exp, new_exp, verbose=False)
#exp_list.append(old_exp)
#old_exp = '[\'\"](?:[\s]|$)'
#new_exp = ' '
#replace_regex(old_exp, new_exp, verbose=False)
#exp_list.append(old_exp)
Number
Replace to a tag
old_exp = '[\d]+'
new_exp = ' _digit_ '
replace_regex(old_exp, new_exp, verbose=False)
exp_list.append(old_exp)
Remaining special characters
print_sentences_with_this_string('[^\s\w]', 'title', [df0,df1], ['True','Fake'], print_words=True, print_set=True)
[^\s\w] in title
True : 15009
[('.', 750), ("'", 652), (',', 369), (':', 321), ('"', 14), (';', 9), ('?', 8), ('(', 4), (')', 4), ('’', 2), ('‘', 1), ('\u200b', 1)]
| index | selected_text | selected_words | |
|---|---|---|---|
| 890 | 18518 | Saudi king to start Russia visit on Thursday: state news agency | [:] |
| 694 | 7436 | Netanyahu sees U.S. _ Israel ties 'reaching new heights' after Trump victory | [., ., ', '] |
| 798 | 20257 | In Mexican town, women and 'muxes' take charge after massive quake | [,, ', '] |
| 147 | 1214 | U.S. condemns Venezuelan elections as neither free nor fair | [., .] |
| 858 | 21357 | British foreign secretary visits Libyan strongman, backs ceasefire | [,] |
| 446 | 20948 | Colombia's Golfo crime gang willing to surrender, president says | [', ,] |
| 634 | 5048 | Watchdog presses U.S. lawmakers to probe Icahn's role with Trump | [., ., '] |
| 127 | 1058 | Twitter to label election ads after U.S. regulatory threat | [., .] |
| 812 | 13014 | In break with decades of U.S. policy, Trump to recognize Jerusalem as Israel's capital | [., ., ,, '] |
| 438 | 2812 | MSNBC host leaving the Republican party, becoming an independent | [,] |
| 747 | 20239 | Draining the swamp: Hard _ hit Everglades town mops up after Irma | [:] |
| 528 | 13165 | Former Egypt premier says he's 'fine' and still mulling election bid | [', ', '] |
| 558 | 5040 | CIA contractors likely source of latest WikiLeaks release: U.S. officials | [:, ., .] |
| 592 | 3131 | House speaker optimistic on tax reform prospects this year: source | [:] |
| 499 | 16124 | U.S. urges cooperation after Kurdish leader's resignation | [., ., '] |
| 505 | 8497 | Trump's remarks on gun rights, Clinton unleash torrent of criticism | [', ,] |
| 45 | 4647 | Kremlin says bank's meeting with Trump son _ in _ law was routine business | ['] |
| 20 | 17891 | Pledging to tackle inequality, U.K. PM May seeks identity beyond Brexit | [,, ., .] |
| 306 | 746 | CBO estimates ending Obamacare mandate would increase uninsured, premiums | [,] |
| 62 | 12059 | Gunmen assassinate mayor of Libya's biggest port city | ['] |
[^\s\w] in title
Fake : 21060
[('’', 639), (':', 415), ('”', 256), ('[', 253), (']', 253), ('…', 248), ('“', 242), (',', 225), ('(', 209), (')', 209), ('!', 185), ('‘', 146), ('.', 137), ('?', 84), ('–', 34), (';', 10), ('+', 2), ('″', 1), ('—', 1)]
| index | selected_text | selected_words | |
|---|---|---|---|
| 890 | 17727 | BOOM! SARAH HUCKABEE SANDERS Sets Media Straight On Difference Between Trump Volunteer’s Meeting and Clinton _ DNC Paying Millions For Fake Russian Dossier | [!, ’] |
| 694 | 13218 | WATCH HILLARY SUPPORTERS Weigh In On The Second Amendment…Yikes! [Video] | […, !, [, ]] |
| 798 | 23371 | Exposed: The U.S. is an Oligarchy Ruled by Billionaires and Dictators | [:, ., .] |
| 147 | 12447 | BREAKING: PRESIDENT _ ELECT TRUMP Meets With President Obama [Video] | [:, [, ]] |
| 858 | 9242 | JUST IN: “Pit Bull” Attorney For Special Counsel Robert Mueller Attended Hillary’s Election Night Party | [:, “, ”, ’] |
| 446 | 10851 | SHERIFF DAVID CLARKE Picked For Key Position In Trump Administration Aren’t We Lucky! | [’, !] |
| 634 | 23236 | Yahoo caves in to NSA, FBI – and secretly monitors customer email accounts for U.S. Gov’t | [,, –, ., ., ’] |
| 127 | 9912 | When The View’s WHOOPI GOLDBERG Told Hillary Why She Lost To Trump…Even HILLARY Was Surprised [VIDEO] | [’, …, [, ]] |
| 812 | 18537 | THIRD _ RATE ACTOR Who Called His _digit_ _ Yr Old Daughter A “Rude Thoughtless Pig” Defends Liberal Pig “ISIS Kathy” Who Attacked Trump’s _digit_ _ Year Old Son | [“, ”, “, ”, ’] |
| 438 | 19309 | HYPOCRISY ON STEROIDS: Check Out HATEFUL Trump Bullies In Anti _ Bullying Ad For Kids [VIDEO] | [:, [, ]] |
| 747 | 15697 | MOOCH FOR PRESIDENT? Surprising New Poll Shows How Michelle Stacks Up Against Hillary In _digit_ Presidential Bid | [?] |
| 528 | 17505 | HOW IS THIS POSSIBLE? LATINO IMMIGRANT, ANTI _ TRUMP Activist Group With Ties To George Soros and ACORN Awarded More Than _digit_ MILLION In Taxpayer Funds | [?, ,] |
| 558 | 13364 | BREAKING: HERE’S WHY HILLARY’S “Khan Man” Just Deleted His Law Firm Website…Backtracking To Hide True Agenda | [:, ’, ’, “, ”, …] |
| 592 | 5816 | Fox Host: Don’t Ban Assault Weapons Because Terrorists Would Just Use Crock Pots (VIDEO) | [:, ’, (, )] |
| 499 | 18014 | BIG MISTAKE? MASKED ANTIFA COWARDS Target KID ROCK’S DETROIT Concert Opening Of Little Caesars Arena Tonight | [?, ’] |
| 505 | 14153 | UH OH! BILL CLINTON Unloads On Obama! [Video] | [!, !, [, ]] |
| 45 | 9044 | FL ‘Responsible Gun Owners’ Shoot _digit_ _ Year _ Old Girl During ‘Celebratory’ New Year’s Gunfire (VIDEO) | [‘, ’, ‘, ’, ’, (, )] |
| 20 | 2687 | WATCH: Hypocrite Mike Pence Calls Democratic Obstruction Of Trump’s Supreme Court Nominee ‘Unprecedented’ | [:, ’, ‘, ’] |
| 306 | 9194 | NEWT GINGRICH Slams DOJ’s Sessions: “It’s time for the Attorney General to step up to the plate and do his job.” [Video] | [’, :, “, ’, ., ”, [, ]] |
| 62 | 12202 | GREAT! PRO _ COAL OKLAHOMA AG Tapped For Head Of EPA | [!] |
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Word tokenization and Part-of-Speech (PoS) taggins
Tokenize and PoS tagging
Use TreebankWordTokenizer
Abbreviation with dot
- Some abbreviations contained dots for proper PoS taggings
- Now, remove dots in the abbreviations
Stopword and short word removal
- Remove stop words
- Remove 1-2 letters words
def convert_pos(pos):
tag = ''
try:
# get first two letters of PoS tag
tag = pos[:2]
except:
tag = 'n'
if tag == 'JJ':
tag = 'a'
elif tag == 'NN':
tag = 'n'
elif tag == 'RB':
tag = 'r'
elif tag == 'VB':
tag = 'v'
else:
tag = 'n'
return tag
def gen_organized_list(title):
'''
Apply to the title column
'''
lemmatizer = WordNetLemmatizer()
tb_tokenizer = TreebankWordTokenizer()
stop_words = set(stopwords.words('english'))
clean_pat = re.compile('[\w\.]+[\']?[\w]*|[\:\;\!\?\.\'\"\,\[\{\(\]\}\)]')
minimal_pat = re.compile('[a-z_]{3,}')
# list for each row
words_list = []
pos_list = []
minimal_words_list = []
# tokenize title
words = tb_tokenizer.tokenize(title)
for word in words:
# skip noisy special character
if not bool(clean_pat.search(word)):
continue
# get a list of single item
pos = pos_tag([word])
pos = pos[0][1]
# Handle abbreviation
old_exp = '(?:[\s]|^)[P][M](?:[\s]|$)'
new_exp = ' _prime_minister_ '
word = re.sub(old_exp,new_exp,word)
old_exp = '(?:[\s]|^)[Pp][\.][Mm][\.](?:[\s]|$)'
new_exp = ' _pm_ '
word = re.sub(old_exp,new_exp,word)
old_exp = '(?:[\s]|^)[Aa][\.][Mm][\.](?:[\s]|$)'
new_exp = ' _am_ '
word = re.sub(old_exp,new_exp,word)
old_exp = '(?:[\s]|^)[U][\.]?[S][\.]?(?:[\s]|$)'
new_exp = ' _u_s_ '
word = re.sub(old_exp,new_exp,word)
old_exp = '(?:[\s]|^)[U][\.]?[N][\.]?(?:[\s]|$)'
new_exp = ' _u_n_ '
word = re.sub(old_exp,new_exp,word)
old_exp = '(?:[\s]|^)[U][\.]?[K][\.]?(?:[\s]|$)'
new_exp = ' _u_k_ '
word = re.sub(old_exp,new_exp,word)
word = word.lower()
# append word, pos
pos_list.append(pos)
words_list.append(word)
clean_words = clean_pat.findall(word)
# append minimal words
for clean_word in clean_words:
minimal_words = minimal_pat.findall(clean_word)
for minimal_word in minimal_words:
if not minimal_word in stop_words:
minimal_words_list.append(lemmatizer.lemmatize(minimal_word, convert_pos(pos)))
words_list = ' '.join(words_list)
pos_list = ' '.join(pos_list)
minimal_words_list = ' '.join(minimal_words_list)
return words_list, pos_list, minimal_words_list
temp0 = df0.title.apply(gen_organized_list)
temp1 = df1.title.apply(gen_organized_list)
df0['lower_title'] = df0.org_title.str.lower()
df1['lower_title'] = df1.org_title.str.lower()
df0['cleaned_words'] = temp0.apply(lambda x : x[0])
df1['cleaned_words'] = temp1.apply(lambda x : x[0])
df0['cleaned_pos'] = temp0.apply(lambda x : x[1])
df1['cleaned_pos'] = temp1.apply(lambda x : x[1])
df0['minimal_words'] = temp0.apply(lambda x : x[2])
df1['minimal_words'] = temp1.apply(lambda x : x[2])
df0.drop(['title'],axis=1,inplace=True)
df1.drop(['title'],axis=1,inplace=True)
display(df1)
42
| org_title | lower_title | cleaned_words | cleaned_pos | minimal_words | |
|---|---|---|---|---|---|
| 0 | Donald Trump Sends Out Embarrassing New Year’s Eve Message; This is Disturbing | donald trump sends out embarrassing new year’s eve message; this is disturbing | donald trump sends out embarrassing new year’s eve message ; this is disturbing | NNP NN NNS IN VBG NNP NN NN NN : DT VBZ VBG | donald trump sends embarrass new year eve message disturb |
| 1 | Drunk Bragging Trump Staffer Started Russian Collusion Investigation | drunk bragging trump staffer started russian collusion investigation | drunk bragging trump staffer started russian collusion investigation | NN VBG NN NN VBN JJ NN NN | drunk brag trump staffer start russian collusion investigation |
| 2 | Sheriff David Clarke Becomes An Internet Joke For Threatening To Poke People ‘In The Eye’ | sheriff david clarke becomes an internet joke for threatening to poke people ‘in the eye’ | sheriff david clarke becomes an internet joke for threatening to poke people ‘in the eye’ | NN NNP NN NNS DT NN NN IN VBG TO NN NNS NN DT NN | sheriff david clarke becomes internet joke threaten poke people eye |
| 3 | Trump Is So Obsessed He Even Has Obama’s Name Coded Into His Website (IMAGES) | trump is so obsessed he even has obama’s name coded into his website (images) | trump is so obsessed he even has obama’s name coded into his website ( images ) | NN NN RB VBN PRP RB NN NN NN VBN NN PRP$ NNP ( NNS ) | trump obsess even obama name cod website image |
| 4 | Pope Francis Just Called Out Donald Trump During His Christmas Speech | pope francis just called out donald trump during his christmas speech | pope francis just called out donald trump during his christmas speech | NN NN RB VBN IN NNP NN IN PRP$ NN NN | pope francis call donald trump christmas speech |
| ... | ... | ... | ... | ... | ... |
| 23476 | McPain: John McCain Furious That Iran Treated US Sailors Well | mcpain: john mccain furious that iran treated us sailors well | mcpain : john mccain furious that iran treated _u_s_ sailors well | NN : NNP NN JJ DT NN VBN NNP NNS RB | mcpain john mccain furious iran treat _u_s_ sailor well |
| 23477 | JUSTICE? Yahoo Settles E-mail Privacy Class-action: $4M for Lawyers, $0 for Users | justice? yahoo settles e-mail privacy class-action: $4m for lawyers, $0 for users | justice ? yahoo settles e _ mail privacy class _ action : _digit_ m for lawyers , _digit_ for users | NN . NN NNS NN NN NN NN NN NN NN : NN NN IN NNS , NN IN NNS | justice yahoo settle mail privacy class action _digit_ lawyer _digit_ user |
| 23478 | Sunnistan: US and Allied ‘Safe Zone’ Plan to Take Territorial Booty in Northern Syria | sunnistan: us and allied ‘safe zone’ plan to take territorial booty in northern syria | sunnistan : _u_s_ and allied ‘safe zone’ plan to take territorial booty in northern syria | NN : NNP CC NNP NN NN NN TO VB JJ NN IN NNP NNS | sunnistan _u_s_ allied safe zone plan take territorial booty northern syria |
| 23479 | How to Blow $700 Million: Al Jazeera America Finally Calls it Quits | how to blow $700 million: al jazeera america finally calls it quits | how to blow _digit_ million : al jazeera america finally calls it quits | WRB TO NN NN NN : NN NN NNP RB NNS PRP NNS | blow _digit_ million jazeera america finally call quits |
| 23480 | 10 U.S. Navy Sailors Held by Iranian Military – Signs of a Neocon Political Stunt | 10 u.s. navy sailors held by iranian military – signs of a neocon political stunt | _digit_ _u_s_ navy sailors held by iranian military signs of a neocon political stunt | NN NNP NNP NNS NNP IN JJ JJ NNS IN DT NN JJ NN | _digit_ _u_s_ navy sailor held iranian military sign neocon political stunt |
23471 rows × 5 columns
Confirm text processing result
for x in exp_list:
#print_sentences_with_this_string(x, 'org_title', [df0,df1], ['True','Fake'], print_words=True, print_set=True)
print(x)
selected_row = df0.org_title.str.contains(x,regex=True)
if len(selected_row)>0:
display(df0[selected_row])
selected_row = df1.org_title.str.contains(x,regex=True)
if len(selected_row)>0:
display(df1[selected_row])
(?:[\s]|^)[N][\.]?[\s]?Korea
| org_title | lower_title | cleaned_words | cleaned_pos | minimal_words | |
|---|---|---|---|---|---|
| 1582 | Trump slaps travel restrictions on N.Korea, Venezuela in sweeping new ban | trump slaps travel restrictions on n.korea, venezuela in sweeping new ban | trump slaps travel restrictions on north korea , venezuela in sweeping new ban | NN NNS NN NNS IN NN NNP , NNP IN VBG JJ NN | trump slap travel restriction north korea venezuela sweep new ban |
| 1923 | U.S. Treasury's Mnuchin drafting new N. Korea sanctions: Fox News | u.s. treasury's mnuchin drafting new n. korea sanctions: fox news | _u_s_ treasury 's mnuchin drafting new north korea sanctions : fox news | NNP NNP POS NN VBG JJ NN NNP NNS : NN NNS | _u_s_ treasury mnuchin draft new north korea sanction fox news |
| 2224 | Amid nuclear standoff, frozen N.Korea debt untradeable due to sanctions | amid nuclear standoff, frozen n.korea debt untradeable due to sanctions | amid nuclear standoff , frozen north korea debt untradeable due to sanctions | IN JJ NN , NNS NN NNP NN JJ JJ TO NNS | amid nuclear standoff frozen north korea debt untradeable due sanction |
| 10647 | U.S., backed by China, proposes tough N.Korea sanctions at U.N. | u.s., backed by china, proposes tough n.korea sanctions at u.n. | _u_s_ , backed by china , proposes tough north korea sanctions at _u_n_ . | NNP , VBD IN NNP , NNS JJ NN NNP NNS IN NN . | _u_s_ back china proposes tough north korea sanction _u_n_ |
| 12757 | Russia: U.S. military drills likely aimed at provoking N.Korea | russia: u.s. military drills likely aimed at provoking n.korea | russia : _u_s_ military drills likely aimed at provoking north korea | NN : NNP JJ NNS JJ VBN IN VBG NN NNP | russia _u_s_ military drill likely aim provoke north korea |
| 13458 | Tillerson: China could do more to curb oil exports to N.Korea | tillerson: china could do more to curb oil exports to n.korea | tillerson : china could do more to curb oil exports to north korea | NN : NNP MD VB RBR TO NN NN NNS TO NN NNP | tillerson china could curb oil export north korea |
| 13469 | Kremlin says U.S. idea to cut all ties with N.Korea simplistic | kremlin says u.s. idea to cut all ties with n.korea simplistic | kremlin says _u_s_ idea to cut all ties with north korea simplistic | NNP VBZ NNP NN TO NN DT NNS IN NN NNP JJ | kremlin say _u_s_ idea cut tie north korea simplistic |
| 13565 | U.S. imposing more sanctions against N.Korea soon: White House | u.s. imposing more sanctions against n.korea soon: white house | _u_s_ imposing more sanctions against north korea soon : white house | NNP VBG RBR NNS IN NN NNP RB : NNP NNP | _u_s_ impose sanction north korea soon white house |
| 19140 | Trump slaps travel restrictions on N.Korea, Venezuela in sweeping new ban | trump slaps travel restrictions on n.korea, venezuela in sweeping new ban | trump slaps travel restrictions on north korea , venezuela in sweeping new ban | NN NNS NN NNS IN NN NNP , NNP IN VBG JJ NN | trump slap travel restriction north korea venezuela sweep new ban |
| 20031 | Japan's Suga: government strongly protests latest N Korea missile launch | japan's suga: government strongly protests latest n korea missile launch | japan 's suga : government strongly protests latest north korea missile launch | NNP POS NN : NN RB NNS JJS NN NNP NN NN | japan suga government strongly protest late north korea missile launch |
| 21108 | U.N. chief condemns N.Korea nuclear test, says it is 'profoundly destabilizing' | u.n. chief condemns n.korea nuclear test, says it is 'profoundly destabilizing' | _u_n_ chief condemns north korea nuclear test , says it is 'profoundly destabilizing ' | NNP NN NN NN NNP JJ NN , VBZ PRP VBZ RB VBG '' | _u_n_ chief condemns north korea nuclear test say profoundly destabilize |
| 21118 | Xi, Putin agree to 'appropriately deal' with N.Korea nuclear test: Xinhua | xi, putin agree to 'appropriately deal' with n.korea nuclear test: xinhua | xi , putin agree to 'appropriately deal ' with north korea nuclear test : xinhua | NN , NN NN TO RB NN '' IN NN NNP JJ NN : NN | putin agree appropriately deal north korea nuclear test xinhua |
| org_title | lower_title | cleaned_words | cleaned_pos | minimal_words | |
|---|---|---|---|---|---|
| 9790 | ACTOR JAMES WOODS DESTROYS Leftist TIME For Article Suggesting U.S. LIED About N. Korea Torturing Otto Warmbier Who Died After Returning In A Coma | actor james woods destroys leftist time for article suggesting u.s. lied about n. korea torturing otto warmbier who died after returning in a coma | actor james woods destroys leftist time for article suggesting _u_s_ lied about north korea torturing otto warmbier who died after returning in a coma | NN NN NN NN JJ NN IN NN VBG NNP NN IN NN NNP VBG NNP JJR WP VBD IN VBG IN DT NN | actor james wood destroys leftist time article suggest _u_s_ lied north korea torture otto warmbier die return coma |
| 10187 | BREAKING NEWS: GENERAL MATTIS Issues Fiery Warning To N. Korea’s Kim Jong Un…STAND DOWN Or Face “End of Its Regime…Destruction of Its People” | breaking news: general mattis issues fiery warning to n. korea’s kim jong un…stand down or face “end of its regime…destruction of its people” | breaking news : general mattis issues fiery warning to north korea’s kim jong un…stand down or face “end of its regime…destruction of its people” | NN NN : NNP NN NNS NN VBG TO NN NNP NNP RB NN RB CC NN NN IN PRP$ NN IN PRP$ NN | breaking news general mattis issue fiery warn north korea kim jong stand face end regime destruction people |
| 10463 | #FakeNewsMorningShow GMA Compares President Trump To N. Korean’s Murderous Dictator Kim Jong Un [VIDEO] | #fakenewsmorningshow gma compares president trump to n. korean’s murderous dictator kim jong un [video] | _fakenewsmorningshow gma compares president trump to north korean’s murderous dictator kim jong un [ video ] | NN NN NNS NNP NN TO NN NNP JJ NN NNP RB NN NN NN NN | _fakenewsmorningshow gma compare president trump north korean murderous dictator kim jong video |
| 10611 | FATHER OF STUDENT Released From N. Korean Prison Slams Obama…Uses ONE WORD To Describe President Trump That Will Make Liberals Cringe [VIDEO] | father of student released from n. korean prison slams obama…uses one word to describe president trump that will make liberals cringe [video] | father of student released from north korean prison slams obama…uses one word to describe president trump that will make liberals cringe [ video ] | NN IN NN VBN IN NN JJ NN NNS NNS CD NN TO NN NNP NN DT MD VB NNS NN NN NN NN | father student release north korean prison slam obama us one word describe president trump make liberal cringe video |
| 10635 | BREAKING NEWS: “At The Direction Of The President” 22-Yr Old American Is Released From N. Korean Prison [VIDEO] | breaking news: “at the direction of the president” 22-yr old american is released from n. korean prison [video] | breaking news : “at the direction of the president” _digit_ _ yr old american is released from north korean prison [ video ] | NN NN : NN DT NN IN DT NN NN NN NN NN JJ NN VBN IN NN JJ NN NN NN NN | breaking news direction president _digit_ old american release north korean prison video |
| 11109 | “Crazy Fat Kid” Kim Jong Un Has HILARIOUS Rule That Prevents N. Korean Men From Copying His Look | “crazy fat kid” kim jong un has hilarious rule that prevents n. korean men from copying his look | “crazy fat kid” kim jong un has hilarious rule that prevents north korean men from copying his look | NN NN NNP NNP RB NN NN NN NN DT NNS NN JJ NN IN VBG PRP$ VB | crazy fat kid kim jong hilarious rule prevents north korean men copy look |
| 11151 | PEACE THROUGH STRENGTH: China To Cooperate With Trump On N. Korea…FLASHBACK: CHINESE DISRESPECT Weak Obama On Final Visit…Forced Him To Exit From “Ass” Of Air Force One [VIDEO] | peace through strength: china to cooperate with trump on n. korea…flashback: chinese disrespect weak obama on final visit…forced him to exit from “ass” of air force one [video] | peace through strength : china to cooperate with trump on north korea…flashback : chinese disrespect weak obama on final visit…forced him to exit from “ass” of air force one [ video ] | NN IN NN : NNP TO NN IN NN IN NN NNP : NN NN NN NN IN JJ VBN NN TO NN IN NN IN NNP NN CD NN NN NN | peace strength china cooperate trump north korea flashback chinese disrespect weak obama final visit force exit as air force one video |
| 11380 | NUCLEAR SHOWDOWN? NAVY SEAL TEAM That Killed Osama Bin Laden To Take Part In Military Drills Against N. Korea | nuclear showdown? navy seal team that killed osama bin laden to take part in military drills against n. korea | nuclear showdown ? navy seal team that killed osama bin laden to take part in military drills against north korea | NN NN . NN NN NN DT VBN NN NN NNP TO VB NN IN JJ NNS IN NN NNP | nuclear showdown navy seal team kill osama bin laden take part military drill north korea |
| 17893 | ACTOR JAMES WOODS DESTROYS Leftist TIME For Article Suggesting U.S. LIED About N. Korea Torturing Otto Warmbier Who Died After Returning In A Coma | actor james woods destroys leftist time for article suggesting u.s. lied about n. korea torturing otto warmbier who died after returning in a coma | actor james woods destroys leftist time for article suggesting _u_s_ lied about north korea torturing otto warmbier who died after returning in a coma | NN NN NN NN JJ NN IN NN VBG NNP NN IN NN NNP VBG NNP JJR WP VBD IN VBG IN DT NN | actor james wood destroys leftist time article suggest _u_s_ lied north korea torture otto warmbier die return coma |
| 18178 | BREAKING NEWS: GENERAL MATTIS Issues Fiery Warning To N. Korea’s Kim Jong Un…STAND DOWN Or Face “End of Its Regime…Destruction of Its People” | breaking news: general mattis issues fiery warning to n. korea’s kim jong un…stand down or face “end of its regime…destruction of its people” | breaking news : general mattis issues fiery warning to north korea’s kim jong un…stand down or face “end of its regime…destruction of its people” | NN NN : NNP NN NNS NN VBG TO NN NNP NNP RB NN RB CC NN NN IN PRP$ NN IN PRP$ NN | breaking news general mattis issue fiery warn north korea kim jong stand face end regime destruction people |
| 18380 | #FakeNewsMorningShow GMA Compares President Trump To N. Korean’s Murderous Dictator Kim Jong Un [VIDEO] | #fakenewsmorningshow gma compares president trump to n. korean’s murderous dictator kim jong un [video] | _fakenewsmorningshow gma compares president trump to north korean’s murderous dictator kim jong un [ video ] | NN NN NNS NNP NN TO NN NNP JJ NN NNP RB NN NN NN NN | _fakenewsmorningshow gma compare president trump north korean murderous dictator kim jong video |
| 18485 | FATHER OF STUDENT Released From N. Korean Prison Slams Obama…Uses ONE WORD To Describe President Trump That Will Make Liberals Cringe [VIDEO] | father of student released from n. korean prison slams obama…uses one word to describe president trump that will make liberals cringe [video] | father of student released from north korean prison slams obama…uses one word to describe president trump that will make liberals cringe [ video ] | NN IN NN VBN IN NN JJ NN NNS NNS CD NN TO NN NNP NN DT MD VB NNS NN NN NN NN | father student release north korean prison slam obama us one word describe president trump make liberal cringe video |
| 18500 | BREAKING NEWS: “At The Direction Of The President” 22-Yr Old American Is Released From N. Korean Prison [VIDEO] | breaking news: “at the direction of the president” 22-yr old american is released from n. korean prison [video] | breaking news : “at the direction of the president” _digit_ _ yr old american is released from north korean prison [ video ] | NN NN : NN DT NN IN DT NN NN NN NN NN JJ NN VBN IN NN JJ NN NN NN NN | breaking news direction president _digit_ old american release north korean prison video |
| 18799 | “Crazy Fat Kid” Kim Jong Un Has HILARIOUS Rule That Prevents N. Korean Men From Copying His Look | “crazy fat kid” kim jong un has hilarious rule that prevents n. korean men from copying his look | “crazy fat kid” kim jong un has hilarious rule that prevents north korean men from copying his look | NN NN NNP NNP RB NN NN NN NN DT NNS NN JJ NN IN VBG PRP$ VB | crazy fat kid kim jong hilarious rule prevents north korean men copy look |
| 18962 | NUCLEAR SHOWDOWN? NAVY SEAL TEAM That Killed Osama Bin Laden To Take Part In Military Drills Against N. Korea | nuclear showdown? navy seal team that killed osama bin laden to take part in military drills against n. korea | nuclear showdown ? navy seal team that killed osama bin laden to take part in military drills against north korea | NN NN . NN NN NN DT VBN NN NN NNP TO VB NN IN JJ NNS IN NN NNP | nuclear showdown navy seal team kill osama bin laden take part military drill north korea |
(?:[\s]|^)[A-Z][\.](?:[\s]|$)
| org_title | lower_title | cleaned_words | cleaned_pos | minimal_words | |
|---|---|---|---|---|---|
| 1923 | U.S. Treasury's Mnuchin drafting new N. Korea sanctions: Fox News | u.s. treasury's mnuchin drafting new n. korea sanctions: fox news | _u_s_ treasury 's mnuchin drafting new north korea sanctions : fox news | NNP NNP POS NN VBG JJ NN NNP NNS : NN NNS | _u_s_ treasury mnuchin draft new north korea sanction fox news |
| 5582 | Robert F. Kennedy's son announces run for Illinois governor | robert f. kennedy's son announces run for illinois governor | robert kennedy 's son announces run for illinois governor | NNP NN POS NN NNS VB IN NNP NN | robert kennedy son announces run illinois governor |
| 7500 | Former President George W. Bush does not cast vote for president | former president george w. bush does not cast vote for president | former president george bush does not cast vote for president | NN NNP NNP NNP VBZ RB NN NN IN NN | former president george bush cast vote president |
| 8088 | Ex-President George W. Bush dips toe into U.S. trade debate | ex-president george w. bush dips toe into u.s. trade debate | ex _ president george bush dips toe into _u_s_ trade debate | NN NN NNP NNP NNP NNS NN IN NNP NN NN | president george bush dip toe _u_s_ trade debate |
| 9082 | George W. Bush ends exile, helps Republicans raise money | george w. bush ends exile, helps republicans raise money | george bush ends exile , helps republicans raise money | NNP NNP NNS NN , NNS NNPS NN NN | george bush end exile help republican raise money |
| 10579 | Wall Street's big short: President Donald J. Trump | wall street's big short: president donald j. trump | wall street 's big short : president donald trump | NNP NNP POS JJ JJ : NNP NNP NN | wall street big short president donald trump |
| 10809 | White House hopeful John Kasich hires former George W. Bush press aide | white house hopeful john kasich hires former george w. bush press aide | white house hopeful john kasich hires former george bush press aide | NNP NNP NN NNP NNP NNS JJ NNP NNP NN NN | white house hopeful john kasich hire former george bush press aide |
| 10819 | Jeb Bush gets a brotherly hand from George W. in South Carolina | jeb bush gets a brotherly hand from george w. in south carolina | jeb bush gets a brotherly hand from george in south carolina | NN NNP VBZ DT RB NN IN NNP IN NNP NNP | jeb bush get brotherly hand george south carolina |
| 10864 | George W. Bush to make first appearance for brother Jeb | george w. bush to make first appearance for brother jeb | george bush to make first appearance for brother jeb | NNP NNP TO VB RB NN IN NN NN | george bush make first appearance brother jeb |
| 12784 | UK PM May promises to uphold N. Ireland peace process as Brexit impasse ends | uk pm may promises to uphold n. ireland peace process as brexit impasse ends | _u_k_ _prime_minister_ may promises to uphold ireland peace process as brexit impasse ends | NNP NN NNP NNS TO JJ NN NN NN IN NN NN NNS | _u_k_ _prime_minister_ may promise uphold ireland peace process brexit impasse end |
| 21344 | Samsung leader Jay Y. Lee given five-year jail sentence for bribery | samsung leader jay y. lee given five-year jail sentence for bribery | samsung leader jay lee given five _ year jail sentence for bribery | NN NN NNP NNP VBN CD NN NN NN NN IN NN | samsung leader jay lee give five year jail sentence bribery |
| org_title | lower_title | cleaned_words | cleaned_pos | minimal_words | |
|---|---|---|---|---|---|
| 206 | W. Virginia Halloween Store Boasts Shockingly Racist Costume Display Featuring Pres. Obama (VIDEO) | w. virginia halloween store boasts shockingly racist costume display featuring pres. obama (video) | virginia halloween store boasts shockingly racist costume display featuring pres. obama ( video ) | NNP NN NN NNS RB NN NN NN VBG NN NN ( NN ) | virginia halloween store boast shockingly racist costume display feature pres obama video |
| 208 | WATCH: George W. Bush Calls Out Trump For Supporting White Supremacy | watch: george w. bush calls out trump for supporting white supremacy | watch : george bush calls out trump for supporting white supremacy | NN : NNP NNP NNS IN NN IN VBG NNP NN | watch george bush call trump support white supremacy |
| 524 | Trump’s Response To USS John S. McCain Collision Was Just Heartless | trump’s response to uss john s. mccain collision was just heartless | trump’s response to uss john mccain collision was just heartless | NN NN TO NN NNP NN NN NN RB NN | trump response us john mccain collision heartless |
| 536 | Even Robert E. Lee Didn’t Want Confederate Monuments To ‘Keep Open The Sores Of War’ | even robert e. lee didn’t want confederate monuments to ‘keep open the sores of war’ | even robert lee didn’t want confederate monuments to ‘keep open the sores of war’ | RB NNP NNP NN VB NN NNS TO NN VB DT NNS IN NN | even robert lee want confederate monument keep open sore war |
| 552 | Even Robert E. Lee’s Great-Great Grandson Wants Statues Torn Down | even robert e. lee’s great-great grandson wants statues torn down | even robert lee’s great _ great grandson wants statues torn down | RB NNP NN NN NN NN NN NNS NNS NN IN | even robert lee great great grandson want statue torn |
| ... | ... | ... | ... | ... | ... |
| 20291 | WATCH: GEORGE W. BUSH Offers Somber Memorial Honoring Lives Of Murdered Dallas Police Officers…OBAMA Gives Speech About URGENT Need For GUN CONTROL [VIDEO] | watch: george w. bush offers somber memorial honoring lives of murdered dallas police officers…obama gives speech about urgent need for gun control [video] | watch : george bush offers somber memorial honoring lives of murdered dallas police officers…obama gives speech about urgent need for gun control [ video ] | NN : NN NNP NNS NNP JJ VBG NNS IN VBN NNS NNS NN NNS NN IN NN NN IN NN NN NN NN NN | watch george bush offer somber memorial honor life murder dallas police officer obama give speech urgent need gun control video |
| 20310 | BREAKING…OBAMA’S WAR ON COPS: ANOTHER Cop Ambushed And SHOT 3 Times In Neck By Black Man With Lengthy Criminal History In W. St. Louis | breaking…obama’s war on cops: another cop ambushed and shot 3 times in neck by black man with lengthy criminal history in w. st. louis | breaking…obama’s war on cops : another cop ambushed and shot _digit_ times in neck by black man with lengthy criminal history in st. louis | NN NN NN NN : NN NN VBN CC NN NN NNS IN NN IN NN NN IN JJ JJ NN IN NNP NNP | breaking obama war cop another cop ambush shot _digit_ time neck black man lengthy criminal history louis |
| 20382 | BREAKING: US SUPREME COURT Upholds U. Of TX-Austin Admissions Ability To Choose Black, Hispanic Students Before White, Asian Students | breaking: us supreme court upholds u. of tx-austin admissions ability to choose black, hispanic students before white, asian students | breaking : _u_s_ supreme court upholds of tx _ austin admissions ability to choose black , hispanic students before white , asian students | NN : NNP NN NN NNS IN NN NN NN NNS NN TO VB NN , JJ NNS IN NNP , JJ NNS | breaking _u_s_ supreme court upholds austin admission ability choose black hispanic student white asian student |
| 20551 | LEADING N. CAROLINA NEWSPAPER: Girls Need To Attempt “Overcoming Discomfort” At Sight Of “Male Genitalia” In Locker Rooms | leading n. carolina newspaper: girls need to attempt “overcoming discomfort” at sight of “male genitalia” in locker rooms | leading carolina newspaper : girls need to attempt “overcoming discomfort” at sight of “male genitalia” in locker rooms | NN NN NN : NNS NN TO NN VBG NN IN NN IN NN NN IN NN NNS | leading carolina newspaper girl need attempt overcome discomfort sight male genitalia locker room |
| 21709 | AS ISIS HAS CELEBRATORY PARADE IN W. ANBAR PROVINCE OF IRAQ: Pathetic Obama Regime Asks Networks To Stop Using “B-loop” ISIS Footage | as isis has celebratory parade in w. anbar province of iraq: pathetic obama regime asks networks to stop using “b-loop” isis footage | as isis has celebratory parade in anbar province of iraq : pathetic obama regime asks networks to stop using “b _ loop” isis footage | IN NN NN NN NN NN NN NN IN NN : JJ NN NN NNS NNS TO VB VBG NN NN NN NN NN | isi celebratory parade anbar province iraq pathetic obama regime asks network stop use loop isi footage |
93 rows × 5 columns
(?:[\s]|^)[N][o][\.]?[\s]?[\d]+
| org_title | lower_title | cleaned_words | cleaned_pos | minimal_words | |
|---|---|---|---|---|---|
| 222 | Exclusive: Contenders emerge for No.2 Fed job, search to narrow | exclusive: contenders emerge for no.2 fed job, search to narrow | exclusive : contenders emerge for _number_ fed job , search to narrow | JJ : NNS NN IN NN NNP NN , NN TO NN | exclusive contender emerge _number_ fed job search narrow |
| 300 | No. 2 Democrat in Senate calls on Franken to resign | no. 2 democrat in senate calls on franken to resign | _number_ democrat in senate calls on franken to resign | NN NNP IN NNP NNS IN NNS TO NN | _number_ democrat senate call franken resign |
| 479 | Conyers should resign if accusations are 'founded': No. 2 House Democrat | conyers should resign if accusations are 'founded': no. 2 house democrat | conyers should resign if accusations are 'founded ' : _number_ house democrat | NNS MD NN IN NNS VBP VBN '' : NN NNP NNP | conyers resign accusation found _number_ house democrat |
| 484 | No. 2 Republican in U.S. House sees conference on tax bill soon | no. 2 republican in u.s. house sees conference on tax bill soon | _number_ republican in _u_s_ house sees conference on tax bill soon | NN JJ IN NNP NNP NNS NN IN NN NN RB | _number_ republican _u_s_ house see conference tax bill soon |
| 524 | Senate to vote on tax plan this week, No. 2 Republican says | senate to vote on tax plan this week, no. 2 republican says | senate to vote on tax plan this week , _number_ republican says | NNP TO NN IN NN NN DT NN , NN JJ VBZ | senate vote tax plan week _number_ republican say |
| 2581 | No. 2 Senate Republican: health bill to be discussed Tuesday before vote | no. 2 senate republican: health bill to be discussed tuesday before vote | _number_ senate republican : health bill to be discussed tuesday before vote | NN NNP JJ : NN NN TO VB VBN NNP IN NN | _number_ senate republican health bill discuss tuesday vote |
| 2851 | Senate's No. 2 Republican eyes healthcare vote next week: The Hill | senate's no. 2 republican eyes healthcare vote next week: the hill | senate 's _number_ republican eyes healthcare vote next week : the hill | NNP POS NN JJ NNS NN NN JJ NN : DT NN | senate _number_ republican eye healthcare vote next week hill |
| 3813 | Senators pledge aggressive Russia probe after meeting with U.S. Justice Department's No. 2 | senators pledge aggressive russia probe after meeting with u.s. justice department's no. 2 | senators pledge aggressive russia probe after meeting with _u_s_ justice department 's _number_ | NNS NN JJ NN NN IN NN IN NNP NN NNP POS NN | senator pledge aggressive russia probe meeting _u_s_ justice department _number_ |
| 4183 | Trump pick for No. 2 at Commerce Dept withdraws name: source | trump pick for no. 2 at commerce dept withdraws name: source | trump pick for _number_ at commerce dept withdraws name : source | NN NN IN NN IN NNP NN NNS NN : NN | trump pick _number_ commerce dept withdraws name source |
| 4728 | Trump expected to nominate attorney Sullivan as No. 2 at State Dept.: WSJ | trump expected to nominate attorney sullivan as no. 2 at state dept.: wsj | trump expected to nominate attorney sullivan as _number_ at state dept. : wsj | NN VBN TO NN NN NN IN NN IN NN NN : NN | trump expect nominate attorney sullivan _number_ state dept wsj |
| 4740 | No. 2 House Republican says healthcare bill debate to start Friday: CNN | no. 2 house republican says healthcare bill debate to start friday: cnn | _number_ house republican says healthcare bill debate to start friday : cnn | NN NNP JJ VBZ NN NN NN TO NN NNP : NN | _number_ house republican say healthcare bill debate start friday cnn |
| 4919 | Trump picks Boeing executive Shanahan to become Pentagon's No.2 | trump picks boeing executive shanahan to become pentagon's no.2 | trump picks boeing executive shanahan to become pentagon 's _number_ | NN NNS VBG NN NN TO NN NNP POS NN | trump pick boeing executive shanahan become pentagon _number_ |
| 5078 | Trump's Justice No. 2 rebuffs Democrats on Russia probe | trump's justice no. 2 rebuffs democrats on russia probe | trump 's justice _number_ rebuffs democrats on russia probe | NN POS NN NN NNS NNPS IN NN NN | trump justice _number_ rebuff democrat russia probe |
| 5094 | No. 2 Senate Republican says Senate to probe Trump's wiretap claims | no. 2 senate republican says senate to probe trump's wiretap claims | _number_ senate republican says senate to probe trump 's wiretap claims | NN NNP JJ VBZ NNP TO NN NN POS NN NNS | _number_ senate republican say senate probe trump wiretap claim |
| 5516 | Trump nixes Abrams for No. 2 State Department job: sources | trump nixes abrams for no. 2 state department job: sources | trump nixes abrams for _number_ state department job : sources | NN NNS NNS IN NN NN NNP NN : NNS | trump nix abrams _number_ state department job source |
| 8257 | No. 2 House Democrat opposes temporary gov't spending bill | no. 2 house democrat opposes temporary gov't spending bill | _number_ house democrat opposes temporary gov't spending bill | NN NNP NNP NNS JJ NN NN NN | _number_ house democrat opposes temporary gov spending bill |
| 8880 | House No. 2 Republican says still questions Clinton's judgment in email matter | house no. 2 republican says still questions clinton's judgment in email matter | house _number_ republican says still questions clinton 's judgment in email matter | NNP NN JJ VBZ RB NNS NN POS NN IN NN NN | house _number_ republican say still question clinton judgment email matter |
| 9754 | Republican Cruz, hoping to revive struggling campaign, taps Fiorina as No. 2 | republican cruz, hoping to revive struggling campaign, taps fiorina as no. 2 | republican cruz , hoping to revive struggling campaign , taps fiorina as _number_ | JJ NN , VBG TO NN VBG NN , NNS NNP IN NN | republican cruz hop revive struggle campaign tap fiorina _number_ |
| 9990 | Antitrust head Baer to serve as No. 3 at Justice Department | antitrust head baer to serve as no. 3 at justice department | antitrust head baer to serve as _number_ at justice department | JJ NN NN TO NN IN NN IN NN NNP | antitrust head baer serve _number_ justice department |
| 10602 | No. 2 Senate Republican voices unease over Trump candidacy: CNN | no. 2 senate republican voices unease over trump candidacy: cnn | _number_ senate republican voices unease over trump candidacy : cnn | NN NNP JJ NNS NN IN NN NN : NN | _number_ senate republican voice unease trump candidacy cnn |
| 10910 | Pentagon's No. 2 says cut in LCS ship program 'not an indictment' | pentagon's no. 2 says cut in lcs ship program 'not an indictment' | pentagon 's _number_ says cut in lcs ship program 'not an indictment ' | NNP POS NN VBZ NN IN NN NN NN NNS DT NN '' | pentagon _number_ say cut lcs ship program indictment |
| org_title | lower_title | cleaned_words | cleaned_pos | minimal_words | |
|---|---|---|---|---|---|
| 21963 | New Survey Shows No.1 Fear of US Citizens is Government NOT Terrorism | new survey shows no.1 fear of us citizens is government not terrorism | new survey shows _number_ fear of _u_s_ citizens is government not terrorism | NNP NN NNS NN NN IN NNP NNS VBZ NN NN NN | new survey show _number_ fear _u_s_ citizen government terrorism |
| 22746 | New Survey Shows No.1 Fear of US Citizens is Government NOT Terrorism | new survey shows no.1 fear of us citizens is government not terrorism | new survey shows _number_ fear of _u_s_ citizens is government not terrorism | NNP NN NNS NN NN IN NNP NNS VBZ NN NN NN | new survey show _number_ fear _u_s_ citizen government terrorism |
(?:[\s]|^)[U][\.]?[N][\.]?(?:[\s]|$)
| org_title | lower_title | cleaned_words | cleaned_pos | minimal_words | |
|---|---|---|---|---|---|
| 386 | Flynn, Kushner targeted several states in failed U.N. lobbying: diplomats | flynn, kushner targeted several states in failed u.n. lobbying: diplomats | flynn , kushner targeted several states in failed _u_n_ lobbying : diplomats | NN , NNP VBN JJ NNS IN VBD NNP NN : NNS | flynn kushner target several state fail _u_n_ lobbying diplomat |
| 448 | U.N. rights boss condemns "spreading hatred through tweets" | u.n. rights boss condemns "spreading hatred through tweets" | _u_n_ rights boss condemns spreading hatred through tweets '' | NNP NNS NN NN VBG VBN IN NNS '' | _u_n_ right bos condemns spread hatred tweet |
| 770 | China says will investigate if U.N. resolutions on North Korea contravened | china says will investigate if u.n. resolutions on north korea contravened | china says will investigate if _u_n_ resolutions on north korea contravened | NNP VBZ MD NN IN NNP NNS IN NN NNP VBN | china say investigate _u_n_ resolution north korea contravene |
| 858 | U.S. draft U.N. resolution seeks extension of Syria chemical probe | u.s. draft u.n. resolution seeks extension of syria chemical probe | _u_s_ draft _u_n_ resolution seeks extension of syria chemical probe | NNP NN NNP NN NN NN IN NNS NN NN | _u_s_ draft _u_n_ resolution seek extension syria chemical probe |
| 1037 | U.N. rights expert assails Trump administration on press treatment | u.n. rights expert assails trump administration on press treatment | _u_n_ rights expert assails trump administration on press treatment | NNP NNS NN NNS NN NN IN NN NN | _u_n_ right expert assails trump administration press treatment |
| ... | ... | ... | ... | ... | ... |
| 21372 | U.N. calls for pause in air strikes to spare civilians in Syria's Raqqa | u.n. calls for pause in air strikes to spare civilians in syria's raqqa | _u_n_ calls for pause in air strikes to spare civilians in syria 's raqqa | NNP NNS IN NN IN NN NNS TO NN NNS IN NNS POS NN | _u_n_ call pause air strike spare civilian syria raqqa |
| 21406 | U.S., North Korea clash at U.N. forum over nuclear weapons | u.s., north korea clash at u.n. forum over nuclear weapons | _u_s_ , north korea clash at _u_n_ forum over nuclear weapons | NNP , NN NNP NN IN NNP NN IN JJ NNS | _u_s_ north korea clash _u_n_ forum nuclear weapon |
| 21408 | U.S., North Korea clash at U.N. forum over nuclear weapons | u.s., north korea clash at u.n. forum over nuclear weapons | _u_s_ , north korea clash at _u_n_ forum over nuclear weapons | NNP , NN NNP NN IN NNP NN IN JJ NNS | _u_s_ north korea clash _u_n_ forum nuclear weapon |
| 21409 | U.S., North Korea clash at U.N. arms forum on nuclear threat | u.s., north korea clash at u.n. arms forum on nuclear threat | _u_s_ , north korea clash at _u_n_ arms forum on nuclear threat | NNP , NN NNP NN IN NNP NNS NN IN JJ NN | _u_s_ north korea clash _u_n_ arm forum nuclear threat |
| 21411 | North Korea shipments to Syria chemical arms agency intercepted: U.N. report | north korea shipments to syria chemical arms agency intercepted: u.n. report | north korea shipments to syria chemical arms agency intercepted : _u_n_ report | NN NNP NNS TO NNS NN NNS NN VBN : NNP NN | north korea shipment syria chemical arm agency intercept _u_n_ report |
482 rows × 5 columns
| org_title | lower_title | cleaned_words | cleaned_pos | minimal_words | |
|---|---|---|---|---|---|
| 8 | Former CIA Director Slams Trump Over UN Bullying, Openly Suggests He’s Acting Like A Dictator (TWEET) | former cia director slams trump over un bullying, openly suggests he’s acting like a dictator (tweet) | former cia director slams trump over _u_n_ bullying , openly suggests he’s acting like a dictator ( tweet ) | NN NNP NN NNS NN IN NNP VBG , RB NNS NN VBG IN DT NN ( NN ) | former cia director slam trump _u_n_ bully openly suggests act like dictator tweet |
| 348 | Trump’s UN Speech May Have Been Terrible, But The Faces Of Other Representatives Were Priceless | trump’s un speech may have been terrible, but the faces of other representatives were priceless | trump’s _u_n_ speech may have been terrible , but the faces of other representatives were priceless | NN NNP NN NNP VB NN JJ , CC DT NNS IN JJ NNS WRB NN | trump _u_n_ speech may terrible face representative priceless |
| 901 | Trump Crumbles As His Own UN Ambassador Shuts Down His Russia Lies (VIDEO) | trump crumbles as his own un ambassador shuts down his russia lies (video) | trump crumbles as his own _u_n_ ambassador shuts down his russia lies ( video ) | NN NNS IN PRP$ JJ NNP NN NNS IN PRP$ NN NNS ( NN ) | trump crumbles _u_n_ ambassador shuts russia lie video |
| 1677 | The UN Just Sent Trump A DIRE Warning About Obamacare | the un just sent trump a dire warning about obamacare | the _u_n_ just sent trump a dire warning about obamacare | DT NNP RB NN NN DT NN VBG IN NN | _u_n_ sent trump dire warn obamacare |
| 3152 | Republicans Vote To DEFUND The U.N. In Retaliation For One Single Issue | republicans vote to defund the u.n. in retaliation for one single issue | republicans vote to defund the _u_n_ in retaliation for one single issue | NNPS NN TO NN DT NNP IN NN IN CD NN NN | republican vote defund _u_n_ retaliation one single issue |
| ... | ... | ... | ... | ... | ... |
| 22658 | Wikileaks: NSA Spied on UN Secretary-General and World Leaders’ Secret Meetings | wikileaks: nsa spied on un secretary-general and world leaders’ secret meetings | wikileaks : nsa spied on _u_n_ secretary _ general and world leaders’ secret meetings | NNS : NN VBN IN NNP NNP NN NNP CC NN NN JJ NNS | wikileaks nsa spy _u_n_ secretary general world leader secret meeting |
| 23258 | Russian Military: US Coalition Predator Drone Spotted at Time & Place of Syria UN Aid Convoy Attack | russian military: us coalition predator drone spotted at time & place of syria un aid convoy attack | russian military : _u_s_ coalition predator drone spotted at time and place of syria _u_n_ aid convoy attack | JJ JJ : NNP NN NN NN VBN IN NN CC NN IN NNS NNP NN NN NN | russian military _u_s_ coalition predator drone spot time place syria _u_n_ aid convoy attack |
| 23273 | WMD FRAUD: Sexed-up UN ‘Chemical Weapons’ Report on Syria Contrived to Trigger More Sanctions, Intervention | wmd fraud: sexed-up un ‘chemical weapons’ report on syria contrived to trigger more sanctions, intervention | wmd fraud : sexed _ up _u_n_ ‘chemical weapons’ report on syria contrived to trigger more sanctions , intervention | NN NN : NNP NN RB NNP JJ NN NN IN NNS VBN TO NN RBR NNS , NN | wmd fraud sexed _u_n_ chemical weapon report syria contrive trigger sanction intervention |
| 23425 | UN Physically Removes Independent Media From NYC HQ For Exposing Institutional Corruption | un physically removes independent media from nyc hq for exposing institutional corruption | _u_n_ physically removes independent media from nyc hq for exposing institutional corruption | NNP RB NNS NN NNP IN NN NN IN VBG JJ NN | _u_n_ physically remove independent medium nyc expose institutional corruption |
| 23441 | Wikileaks: NSA Spied on UN Secretary-General and World Leaders’ Secret Meetings | wikileaks: nsa spied on un secretary-general and world leaders’ secret meetings | wikileaks : nsa spied on _u_n_ secretary _ general and world leaders’ secret meetings | NNS : NN VBN IN NNP NNP NN NNP CC NN NN JJ NNS | wikileaks nsa spy _u_n_ secretary general world leader secret meeting |
75 rows × 5 columns
(?:[\s]|^)[U][\.]?[K][\.]?(?:[\s]|$)
| org_title | lower_title | cleaned_words | cleaned_pos | minimal_words | |
|---|---|---|---|---|---|
| 447 | Trump angers UK with truculent tweet to May after sharing far-right videos | trump angers uk with truculent tweet to may after sharing far-right videos | trump angers _u_k_ with truculent tweet to may after sharing far _ right videos | NN NNS NNP IN NN NN TO NNP IN VBG RB NN NN NNS | trump anger _u_k_ truculent tweet may share far right video |
| 451 | UK PM May says Donald Trump was wrong to retweet far-right videos | uk pm may says donald trump was wrong to retweet far-right videos | _u_k_ _prime_minister_ may says donald trump was wrong to retweet far _ right videos | NNP NN NNP VBZ NNP NN VBD JJ TO NN RB NN NN NNS | _u_k_ _prime_minister_ may say donald trump wrong retweet far right video |
| 455 | UK PM May is focused on tackling extremism, spokesman says in response to Trump | uk pm may is focused on tackling extremism, spokesman says in response to trump | _u_k_ _prime_minister_ may is focused on tackling extremism , spokesman says in response to trump | NNP NN NNP VBZ VBN IN VBG NN , NN VBZ IN NN TO NN | _u_k_ _prime_minister_ may focus tackle extremism spokesman say response trump |
| 482 | Trump was wrong to retweet UK far-right group: British PM May's spokesman | trump was wrong to retweet uk far-right group: british pm may's spokesman | trump was wrong to retweet _u_k_ far _ right group : british _prime_minister_ may 's spokesman | NN VBD JJ TO NN NNP RB NN NN NN : JJ NN NNP POS NN | trump wrong retweet _u_k_ far right group british _prime_minister_ may spokesman |
| 1276 | Senior U.S. legal official meeting UK leaders to tackle online security issues | senior u.s. legal official meeting uk leaders to tackle online security issues | senior _u_s_ legal official meeting _u_k_ leaders to tackle online security issues | JJ NNP JJ NN NN NNP NNS TO NN NN NN NNS | senior _u_s_ legal official meeting _u_k_ leader tackle online security issue |
| ... | ... | ... | ... | ... | ... |
| 21190 | G4S suspends nine staff at UK migrant center, says to investigate conduct | g4s suspends nine staff at uk migrant center, says to investigate conduct | g _digit_ s suspends nine staff at _u_k_ migrant center , says to investigate conduct | NN NN NN NNS CD NN IN NNP NN NN , VBZ TO NN NN | _digit_ suspends nine staff _u_k_ migrant center say investigate conduct |
| 21234 | Japan's Abe, UK May pledge cooperation on North Korea threat | japan's abe, uk may pledge cooperation on north korea threat | japan 's abe , _u_k_ may pledge cooperation on north korea threat | NNP POS NN , NNP NNP NN NN IN NN NNP NN | japan abe _u_k_ may pledge cooperation north korea threat |
| 21302 | Ireland calls for realism from UK on border issue in latest Brexit talks | ireland calls for realism from uk on border issue in latest brexit talks | ireland calls for realism from _u_k_ on border issue in latest brexit talks | NN NNS IN NN IN NNP IN NN NN IN JJS NN NNS | ireland call realism _u_k_ border issue late brexit talk |
| 21320 | Man with sword injures police outside UK Queen's palace | man with sword injures police outside uk queen's palace | man with sword injures police outside _u_k_ queen 's palace | NN IN NN NNS NNS IN NNP NN POS NN | man sword injures police outside _u_k_ queen palace |
| 21373 | EU citizens leaving UK pushes down net migration after Brexit vote | eu citizens leaving uk pushes down net migration after brexit vote | eu citizens leaving _u_k_ pushes down net migration after brexit vote | NN NNS VBG NNP NNS RB NN NN IN NN NN | citizen leave _u_k_ push net migration brexit vote |
263 rows × 5 columns
| org_title | lower_title | cleaned_words | cleaned_pos | minimal_words | |
|---|---|---|---|---|---|
| 203 | Trump Gets His A** Handed To Him By British Lawmakers For Lying About Rising Crime Rate In UK | trump gets his a** handed to him by british lawmakers for lying about rising crime rate in uk | trump gets his _mytag_slang_ handed to him by british lawmakers for lying about rising crime rate in _u_k_ . | NN NNS PRP$ NN VBN TO NN IN JJ NNS IN VBG IN VBG NN NN IN NN . | trump get _mytag_slang_ hand british lawmaker lie rise crime rate _u_k_ |
| 1208 | OOPS: Conservatives Lose BIGLY In UK Election After Trump Attacks London Mayor | oops: conservatives lose bigly in uk election after trump attacks london mayor | oops : conservatives lose bigly in _u_k_ election after trump attacks london mayor | NN : NNS VB NN IN NNP NN IN NN NNS NNP NN | oops conservative lose bigly _u_k_ election trump attack london mayor |
| 1260 | London Mayor Demands UK Cancel Trump’s State Visit After His Deranged Post-Attack Meltdown | london mayor demands uk cancel trump’s state visit after his deranged post-attack meltdown | london mayor demands _u_k_ cancel trump’s state visit after his deranged post _ attack meltdown | NNP NN NNS NNP NN NN NN NN IN PRP$ VBN NN NN NN NN | london mayor demand _u_k_ cancel trump state visit derange post attack meltdown |
| 5710 | It’s Official: #Brexit Has Made The U.K. As Racist As Donald Trump Has Made Us (TWEETS) | it’s official: #brexit has made the u.k. as racist as donald trump has made us (tweets) | it’s official : _brexit has made the _u_k_ as racist as donald trump has made us ( tweets ) | NN NN : NN NN VBN DT NNP IN NN IN NNP NN NN VBN NN ( NN ) | official _brexit make _u_k_ racist donald trump make tweet |
| 6754 | Watch: Obama Forced To Reassure U.K. That Republicans Haven’t Completely Ruined United States Yet | watch: obama forced to reassure u.k. that republicans haven’t completely ruined united states yet | watch : obama forced to reassure _u_k_ that republicans haven’t completely ruined united states yet | NN : NN VBN TO NN NNP DT NNPS NN RB VBN NNP NNS RB | watch obama force reassure _u_k_ republican completely ruin united state yet |
| 8676 | Guess What UK Political Leaders Really Think About Donald Trump – Hint: He isn’t ‘Ace’ (VIDEO) | guess what uk political leaders really think about donald trump – hint: he isn’t ‘ace’ (video) | guess what _u_k_ political leaders really think about donald trump hint : he isn’t ‘ace’ ( video ) | NN WP NNP JJ NNS RB VB IN NNP NN NN : PRP NN NN ( NN ) | guess _u_k_ political leader really think donald trump hint ace video |
| 8936 | Watch How Absurd A Gun Nut Looks Defending U.S. Gun Violence On A UK TV Show (VIDEO) | watch how absurd a gun nut looks defending u.s. gun violence on a uk tv show (video) | watch how absurd a gun nut looks defending _u_s_ gun violence on a _u_k_ tv show ( video ) | NN WRB NNP DT NN NN NNS VBG NNP NN NN IN DT NNP NN NN ( NN ) | watch absurd gun nut look defend _u_s_ gun violence _u_k_ show video |
| 9267 | JUST IN: UK LEADER Who Criticized President Trump For Tweeting About ISLAMIC EXTREMISTS Is Victim Of Assassination Plot By ISLAMIC EXTREMISTS | just in: uk leader who criticized president trump for tweeting about islamic extremists is victim of assassination plot by islamic extremists | just in : _u_k_ leader who criticized president trump for tweeting about islamic extremists is victim of assassination plot by islamic extremists | RB NN : NNP NN WP VBN NNP NN IN VBG IN NN NN NN NN IN NN NN IN NN NN | _u_k_ leader criticize president trump tweet islamic extremist victim assassination plot islamic extremist |
| 10704 | PROACTIVE PRESIDENT TRUMP Just Took Huge Step To Make America Safe…While Democrats Are Determined To Make Us More Like France, UK | proactive president trump just took huge step to make america safe…while democrats are determined to make us more like france, uk | proactive president trump just took huge step to make america safe…while democrats are determined to make us more like france , _u_k_ . | NN NN NN RB NN NN NN TO VB NNP NN NNPS NN VBN TO VB NN RBR IN NNP , NN . | proactive president trump took huge step make america safe democrat determine make like france _u_k_ |
| 10940 | ISLAMIC JUSTICE: Britain Is Stunned When They Discover How Many Secret Sharia Courts Are Operating In UK | islamic justice: britain is stunned when they discover how many secret sharia courts are operating in uk | islamic justice : britain is stunned when they discover how many secret sharia courts are operating in _u_k_ . | NN NN : NNP NN VBN WRB PRP NN WRB JJ JJ NNS NNS NN NN IN NN . | islamic justice britain stun discover many secret sharia court operating _u_k_ |
| 12165 | UK Diplomat Says He’s Met With DNC Leaker…They’re NOT Russian…They’re An Insider [VIDEO] | uk diplomat says he’s met with dnc leaker…they’re not russian…they’re an insider [video] | _u_k_ diplomat says he’s met with dnc leaker…they’re not russian…they’re an insider [ video ] | NNP NN NNS NN NNP IN NN NN NN NN DT NN NN NN NN | _u_k_ diplomat say met dnc leaker russian insider video |
| 13614 | AWESOME! UK LEADER: Nothing on Earth could ever persuade me to support Hillary Clinton! [Video] | awesome! uk leader: nothing on earth could ever persuade me to support hillary clinton! [video] | awesome ! _u_k_ leader : nothing on earth could ever persuade me to support hillary clinton ! [ video ] | NNP . NNP NN : NN IN NN MD RB NN PRP TO NN JJ NN . NN NN NN | awesome _u_k_ leader nothing earth could ever persuade support hillary clinton video |
| 13629 | WATCH: BEST DESCRIPTION OF UK BREXIT YET…Conservatives Will Stand Up And Cheer! | watch: best description of uk brexit yet…conservatives will stand up and cheer! | watch : best description of _u_k_ brexit yet…conservatives will stand up and cheer ! | NN : NNS NN IN NNP NN NNS MD NN IN CC NN . | watch best description _u_k_ brexit yet conservative stand cheer |
| 13639 | THE “OBAMA BOUNCE”: UKIP Leader Claims Obama’s Insulting Threat To UK Voters BACKFIRED…Actually Drove Voters To Support “Leave EU” Movement | the “obama bounce”: ukip leader claims obama’s insulting threat to uk voters backfired…actually drove voters to support “leave eu” movement | the “obama bounce” : ukip leader claims obama’s insulting threat to _u_k_ voters backfired…actually drove voters to support “leave eu” movement | DT NN NN : NN NN NNS NN VBG NN TO NNP NNS RB VB NNS TO NN VB NN NN | obama bounce ukip leader claim obama insult threat _u_k_ voter backfired actually drive voter support leave movement |
| 13641 | BREAKING: UK PRIME MINISTER David Cameron To Step Down…UKIP Leader Nigel Barage Celebrates Political Earthquake…Donald Trump Weighs In [VIDEO] | breaking: uk prime minister david cameron to step down…ukip leader nigel barage celebrates political earthquake…donald trump weighs in [video] | breaking : _u_k_ prime minister david cameron to step down…ukip leader nigel barage celebrates political earthquake…donald trump weighs in [ video ] | NN : NNP JJ NN NNP NNP TO NN NN NN NNP NN NNS JJ NN NN NNS IN NN NN NN | breaking _u_k_ prime minister david cameron step ukip leader nigel barage celebrates political earthquake donald trump weighs video |
| 13642 | BREAKING: IT’S “INDEPENDENCE DAY!”…HISTORIC UK BREXIT VOTE…UK To Leave EU Globalist Elite | breaking: it’s “independence day!”…historic uk brexit vote…uk to leave eu globalist elite | breaking : it’s “independence day ! ”…historic _u_k_ brexit vote…uk to leave eu globalist elite | NN : NN NN NN . NN NNP NN NN TO VB NN NN NNS | breaking independence day historic _u_k_ brexit vote leave globalist elite |
| 15010 | UK SAYS “NO” TO ECONOMIC MIGRANTS: Shocking Video Shows How African “Refugees” Are Using Asylum Loophole To Move Around Europe | uk says “no” to economic migrants: shocking video shows how african “refugees” are using asylum loophole to move around europe | _u_k_ says “no” to economic migrants : shocking video shows how african “refugees” are using asylum loophole to move around europe | NNP NN NN NN NN NNS : VBG NN NNS WRB JJ NN NN VBG NN NN TO NN IN NNP | _u_k_ say economic migrant shock video show african refugee use asylum loophole move around europe |
| 15567 | GOLDMAN SACHS CHAIRMAN THINKS UK NEEDS MORE MIGRANTS TO AVOID APPEARANCE OF RACISM…While SHOCKING NEW VIDEO Tells Another Story | goldman sachs chairman thinks uk needs more migrants to avoid appearance of racism…while shocking new video tells another story | goldman sachs chairman thinks _u_k_ needs more migrants to avoid appearance of racism…while shocking new video tells another story | NN NN NN NN NNP NN JJR NNS NN NN NN IN NN NN NN NN NNS DT NN | goldman sachs chairman think _u_k_ need migrant avoid appearance racism shocking new video tell another story |
| 16536 | THE “OBAMA BOUNCE”: UKIP Leader Claims Obama’s Insulting Threat To UK Voters BACKFIRED…Actually Drove Voters To Support “Leave EU” Movement | the “obama bounce”: ukip leader claims obama’s insulting threat to uk voters backfired…actually drove voters to support “leave eu” movement | the “obama bounce” : ukip leader claims obama’s insulting threat to _u_k_ voters backfired…actually drove voters to support “leave eu” movement | DT NN NN : NN NN NNS NN VBG NN TO NNP NNS RB VB NNS TO NN VB NN NN | obama bounce ukip leader claim obama insult threat _u_k_ voter backfired actually drive voter support leave movement |
| 17269 | GOLDMAN SACHS CHAIRMAN THINKS UK NEEDS MORE MIGRANTS TO AVOID APPEARANCE OF RACISM…While SHOCKING NEW VIDEO Tells Another Story | goldman sachs chairman thinks uk needs more migrants to avoid appearance of racism…while shocking new video tells another story | goldman sachs chairman thinks _u_k_ needs more migrants to avoid appearance of racism…while shocking new video tells another story | NN NN NN NN NNP NN JJR NNS NN NN NN IN NN NN NN NN NNS DT NN | goldman sachs chairman think _u_k_ need migrant avoid appearance racism shocking new video tell another story |
| 17565 | JUST IN: UK LEADER Who Criticized President Trump For Tweeting About ISLAMIC EXTREMISTS Is Victim Of Assassination Plot By ISLAMIC EXTREMISTS | just in: uk leader who criticized president trump for tweeting about islamic extremists is victim of assassination plot by islamic extremists | just in : _u_k_ leader who criticized president trump for tweeting about islamic extremists is victim of assassination plot by islamic extremists | RB NN : NNP NN WP VBN NNP NN IN VBG IN NN NN NN NN IN NN NN IN NN NN | _u_k_ leader criticize president trump tweet islamic extremist victim assassination plot islamic extremist |
| 18538 | PROACTIVE PRESIDENT TRUMP Just Took Huge Step To Make America Safe…While Democrats Are Determined To Make Us More Like France, UK | proactive president trump just took huge step to make america safe…while democrats are determined to make us more like france, uk | proactive president trump just took huge step to make america safe…while democrats are determined to make us more like france , _u_k_ . | NN NN NN RB NN NN NN TO VB NNP NN NNPS NN VBN TO VB NN RBR IN NNP , NN . | proactive president trump took huge step make america safe democrat determine make like france _u_k_ |
| 18666 | ISLAMIC JUSTICE: Britain Is Stunned When They Discover How Many Secret Sharia Courts Are Operating In UK | islamic justice: britain is stunned when they discover how many secret sharia courts are operating in uk | islamic justice : britain is stunned when they discover how many secret sharia courts are operating in _u_k_ . | NN NN : NNP NN VBN WRB PRP NN WRB JJ JJ NNS NNS NN NN IN NN . | islamic justice britain stun discover many secret sharia court operating _u_k_ |
| 19464 | UK Diplomat Says He’s Met With DNC Leaker…They’re NOT Russian…They’re An Insider [VIDEO] | uk diplomat says he’s met with dnc leaker…they’re not russian…they’re an insider [video] | _u_k_ diplomat says he’s met with dnc leaker…they’re not russian…they’re an insider [ video ] | NNP NN NNS NN NNP IN NN NN NN NN DT NN NN NN NN | _u_k_ diplomat say met dnc leaker russian insider video |
| 20370 | WATCH: BEST DESCRIPTION OF UK BREXIT YET…Conservatives Will Stand Up And Cheer! | watch: best description of uk brexit yet…conservatives will stand up and cheer! | watch : best description of _u_k_ brexit yet…conservatives will stand up and cheer ! | NN : NNS NN IN NNP NN NNS MD NN IN CC NN . | watch best description _u_k_ brexit yet conservative stand cheer |
| 20376 | THE “OBAMA BOUNCE”: UKIP Leader Claims Obama’s Insulting Threat To UK Voters BACKFIRED…Actually Drove Voters To Support “Leave EU” Movement | the “obama bounce”: ukip leader claims obama’s insulting threat to uk voters backfired…actually drove voters to support “leave eu” movement | the “obama bounce” : ukip leader claims obama’s insulting threat to _u_k_ voters backfired…actually drove voters to support “leave eu” movement | DT NN NN : NN NN NNS NN VBG NN TO NNP NNS RB VB NNS TO NN VB NN NN | obama bounce ukip leader claim obama insult threat _u_k_ voter backfired actually drive voter support leave movement |
| 21022 | MUSLIMS ONLY: UK Water Park Attempts Diversity By Hosting Exclusion Events | muslims only: uk water park attempts diversity by hosting exclusion events | muslims only : _u_k_ water park attempts diversity by hosting exclusion events | NN NN : NNP NN NN NNS NN IN VBG NN NNS | muslim _u_k_ water park attempt diversity host exclusion event |
| 21646 | GOLDMAN SACHS CHAIRMAN THINKS UK NEEDS MORE MIGRANTS TO AVOID APPEARANCE OF RACISM…While SHOCKING NEW VIDEO Tells Another Story | goldman sachs chairman thinks uk needs more migrants to avoid appearance of racism…while shocking new video tells another story | goldman sachs chairman thinks _u_k_ needs more migrants to avoid appearance of racism…while shocking new video tells another story | NN NN NN NN NNP NN JJR NNS NN NN NN IN NN NN NN NN NNS DT NN | goldman sachs chairman think _u_k_ need migrant avoid appearance racism shocking new video tell another story |
| 21699 | PREVIEW OF WHAT’S TO COME IN AMERICA: UK Immigration Officers Threatened and Bullied Into Submission By Crowd [VIDEO] | preview of what’s to come in america: uk immigration officers threatened and bullied into submission by crowd [video] | preview of what’s to come in america : _u_k_ immigration officers threatened and bullied into submission by crowd [ video ] | NN IN NN NN VB NN NN : NNP NN NNS VBN CC VBN NN NN IN NN NN NN NN | preview come america _u_k_ immigration officer threaten bully submission crowd video |
| 22071 | Armed US immigration Officers to Be Stationed in UK Airports | armed us immigration officers to be stationed in uk airports | armed _u_s_ immigration officers to be stationed in _u_k_ airports | VBN NNP NN NNS TO VB VBN IN NNP NNS | arm _u_s_ immigration officer station _u_k_ airport |
| 22094 | Boiler Room EP #112 – UK Election, Omran & Technocratic Tech | boiler room ep #112 – uk election, omran & technocratic tech | boiler room ep _ _digit_ _u_k_ election , omran and technocratic tech | NN NN NN NN NN NNP NN , NN CC JJ NN | boiler room _digit_ _u_k_ election omran technocratic tech |
| 22544 | Orlando Mass Shooting & The Accelerated Police State – UK Column – June 13, 2016 | orlando mass shooting & the accelerated police state – uk column – june 13, 2016 | orlando mass shooting and the accelerated police state _u_k_ column june _digit_ , _digit_ | NN NN VBG CC DT VBN NNS NN NNP NN NNP NN , NN | orlando mass shoot accelerate police state _u_k_ column june _digit_ _digit_ |
| 22854 | Armed US immigration Officers to Be Stationed in UK Airports | armed us immigration officers to be stationed in uk airports | armed _u_s_ immigration officers to be stationed in _u_k_ airports | VBN NNP NN NNS TO VB VBN IN NNP NNS | arm _u_s_ immigration officer station _u_k_ airport |
| 22877 | Boiler Room EP #112 – UK Election, Omran & Technocratic Tech | boiler room ep #112 – uk election, omran & technocratic tech | boiler room ep _ _digit_ _u_k_ election , omran and technocratic tech | NN NN NN NN NN NNP NN , NN CC JJ NN | boiler room _digit_ _u_k_ election omran technocratic tech |
| 23327 | Orlando Mass Shooting & The Accelerated Police State – UK Column – June 13, 2016 | orlando mass shooting & the accelerated police state – uk column – june 13, 2016 | orlando mass shooting and the accelerated police state _u_k_ column june _digit_ , _digit_ | NN NN VBG CC DT VBN NNS NN NNP NN NNP NN , NN | orlando mass shoot accelerate police state _u_k_ column june _digit_ _digit_ |
(?:[\s]|^)[U][\.]?[S][\.]?[A]?[\.]?(?:[\s]|$)
| org_title | lower_title | cleaned_words | cleaned_pos | minimal_words | |
|---|---|---|---|---|---|
| 0 | As U.S. budget fight looms, Republicans flip their fiscal script | as u.s. budget fight looms, republicans flip their fiscal script | as _u_s_ budget fight looms , republicans flip their fiscal script | IN NNP NN NN NNS , NNPS NN PRP$ JJ NN | _u_s_ budget fight loom republican flip fiscal script |
| 1 | U.S. military to accept transgender recruits on Monday: Pentagon | u.s. military to accept transgender recruits on monday: pentagon | _u_s_ military to accept transgender recruits on monday : pentagon | NNP JJ TO NN NN NNS IN NNP : NNP | _u_s_ military accept transgender recruit monday pentagon |
| 2 | Senior U.S. Republican senator: 'Let Mr. Mueller do his job' | senior u.s. republican senator: 'let mr. mueller do his job' | senior _u_s_ republican senator : 'let mr. mueller do his job ' | JJ NNP JJ NN : NNS NNP NN VB PRP$ NN '' | senior _u_s_ republican senator let mueller job |
| 10 | Jones certified U.S. Senate winner despite Moore challenge | jones certified u.s. senate winner despite moore challenge | jones certified _u_s_ senate winner despite moore challenge | NNP VBN NNP NNP NN IN NN NN | jones certify _u_s_ senate winner despite moore challenge |
| 14 | Man says he delivered manure to Mnuchin to protest new U.S. tax law | man says he delivered manure to mnuchin to protest new u.s. tax law | man says he delivered manure to mnuchin to protest new _u_s_ tax law | NN VBZ PRP VBN NN TO NN TO NN JJ NNP NN NN | man say deliver manure mnuchin protest new _u_s_ tax law |
| ... | ... | ... | ... | ... | ... |
| 21397 | Germany's Schulz says he would demand U.S. withdraw nuclear arms | germany's schulz says he would demand u.s. withdraw nuclear arms | germany 's schulz says he would demand _u_s_ withdraw nuclear arms | NNP POS NN VBZ PRP MD NN NNP NN JJ NNS | germany schulz say would demand _u_s_ withdraw nuclear arm |
| 21402 | Exclusive: Trump's Afghan decision may increase U.S. air power, training | exclusive: trump's afghan decision may increase u.s. air power, training | exclusive : trump 's afghan decision may increase _u_s_ air power , training | JJ : NN POS NNP NN MD NN NNP NN NN , NN | exclusive trump afghan decision may increase _u_s_ air power training |
| 21403 | U.S. puts more pressure on Pakistan to help with Afghan war | u.s. puts more pressure on pakistan to help with afghan war | _u_s_ puts more pressure on pakistan to help with afghan war | NNP NNS RBR NN IN NN TO NN IN NNP NN | _u_s_ put pressure pakistan help afghan war |
| 21404 | Exclusive: U.S. to withhold up to $290 million in Egypt aid | exclusive: u.s. to withhold up to $290 million in egypt aid | exclusive : _u_s_ to withhold up to _digit_ million in egypt aid | JJ : NNP TO NN RB TO NN CD IN NN NN | exclusive _u_s_ withhold _digit_ million egypt aid |
| 21412 | 'Fully committed' NATO backs new U.S. approach on Afghanistan | 'fully committed' nato backs new u.s. approach on afghanistan | 'fully committed ' nato backs new _u_s_ approach on afghanistan | RB VBN '' NNP NNS JJ NNP NN IN NNP | fully commit nato back new _u_s_ approach afghanistan |
3878 rows × 5 columns
| org_title | lower_title | cleaned_words | cleaned_pos | minimal_words | |
|---|---|---|---|---|---|
| 36 | Republican National Committee: Better A Pedophile Than A Democrat In The U.S. Senate | republican national committee: better a pedophile than a democrat in the u.s. senate | republican national committee : better a pedophile than a democrat in the _u_s_ senate | JJ NNP NNP : RBR DT NN NN DT NNP IN DT NNP NNP | republican national committee well pedophile democrat _u_s_ senate |
| 42 | Leaked Email Proves Trump Officials Aware Russia Had ‘Thrown The USA Election’ To Trump | leaked email proves trump officials aware russia had ‘thrown the usa election’ to trump | leaked email proves trump officials aware russia had ‘thrown the _u_s_ election’ to trump | VBN NN NNS NN NNS JJ NN VBD NN DT NNP NN TO NN | leak email prof trump official aware russia thrown _u_s_ election trump |
| 113 | Sunday’s Massacre In Texas Bumped Columbine Out Of The Top Ten Deadliest US Mass Shootings | sunday’s massacre in texas bumped columbine out of the top ten deadliest us mass shootings | sunday’s massacre in texas bumped columbine out of the top ten deadliest _u_s_ mass shootings | NN NN IN NNP NNP NN IN IN DT JJ NN JJS NNP NN NNS | sunday massacre texas bumped columbine top ten deadly _u_s_ mass shooting |
| 173 | The Internet Wrecks Tomi Lahren For Halloween Costume Which Violates U.S. Flag Code | the internet wrecks tomi lahren for halloween costume which violates u.s. flag code | the internet wrecks tomi lahren for halloween costume which violates _u_s_ flag code | DT NN NNS NN NNS IN NN NN WDT NNS NNP NN NN | internet wreck tomi lahren halloween costume violates _u_s_ flag code |
| 255 | Thanks To Trump The U.S. Economy Lost Jobs For The First Time In 7 Years | thanks to trump the u.s. economy lost jobs for the first time in 7 years | thanks to trump the _u_s_ economy lost jobs for the first time in _digit_ years | NNS TO NN DT NNP NN VBN NNS IN DT RB NN IN NN NNS | thanks trump _u_s_ economy lose job first time _digit_ year |
| ... | ... | ... | ... | ... | ... |
| 23430 | US Delta Force Begins Targeting ISIS in Iraq, Threatens ‘Unilateral Operations in Syria’ | us delta force begins targeting isis in iraq, threatens ‘unilateral operations in syria’ | _u_s_ delta force begins targeting isis in iraq , threatens ‘unilateral operations in syria’ | NNP NNP NN NNS VBG NN IN NN , NNS JJ NNS IN NN | _u_s_ delta force begin target isi iraq threatens unilateral operation syria |
| 23465 | ‘There’ll be boots on the ground’: US making noises about ‘doing more’ in Syria and Iraq | ‘there’ll be boots on the ground’: us making noises about ‘doing more’ in syria and iraq | ‘there’ll be boots on the ground’ : _u_s_ making noises about ‘doing more’ in syria and iraq | NN VB NNS IN DT NN : NNP VBG NNS IN VBG NN IN NNS CC NN | boot ground _u_s_ make noise syria iraq |
| 23476 | McPain: John McCain Furious That Iran Treated US Sailors Well | mcpain: john mccain furious that iran treated us sailors well | mcpain : john mccain furious that iran treated _u_s_ sailors well | NN : NNP NN JJ DT NN VBN NNP NNS RB | mcpain john mccain furious iran treat _u_s_ sailor well |
| 23478 | Sunnistan: US and Allied ‘Safe Zone’ Plan to Take Territorial Booty in Northern Syria | sunnistan: us and allied ‘safe zone’ plan to take territorial booty in northern syria | sunnistan : _u_s_ and allied ‘safe zone’ plan to take territorial booty in northern syria | NN : NNP CC NNP NN NN NN TO VB JJ NN IN NNP NNS | sunnistan _u_s_ allied safe zone plan take territorial booty northern syria |
| 23480 | 10 U.S. Navy Sailors Held by Iranian Military – Signs of a Neocon Political Stunt | 10 u.s. navy sailors held by iranian military – signs of a neocon political stunt | _digit_ _u_s_ navy sailors held by iranian military signs of a neocon political stunt | NN NNP NNP NNS NNP IN JJ JJ NNS IN DT NN JJ NN | _digit_ _u_s_ navy sailor held iranian military sign neocon political stunt |
829 rows × 5 columns
(?:[\s]|^)[Rr][Ee][Pp][\.]
| org_title | lower_title | cleaned_words | cleaned_pos | minimal_words | |
|---|---|---|---|---|---|
| 249 | Rep. Franks to resign after staff members' complaints of harassment | rep. franks to resign after staff members' complaints of harassment | rep franks to resign after staff members ' complaints of harassment | NN NNS TO NN IN NN NNS '' NNS IN NN | rep frank resign staff member complaint harassment |
| 256 | House ethics panel probing Rep. Farenthold over harassment allegations | house ethics panel probing rep. farenthold over harassment allegations | house ethics panel probing rep farenthold over harassment allegations | NNP NNS NN VBG NN NN IN NN NNS | house ethic panel probe rep farenthold harassment allegation |
| 535 | Rep. Conyers steps down from committee while lawmakers probe harassment allegations | rep. conyers steps down from committee while lawmakers probe harassment allegations | rep conyers steps down from committee while lawmakers probe harassment allegations | NN NNS NNS RB IN NN IN NNS NN NN NNS | rep conyers step committee lawmaker probe harassment allegation |
| 558 | House ethics panel investigating allegations against U.S. Rep. Conyers | house ethics panel investigating allegations against u.s. rep. conyers | house ethics panel investigating allegations against _u_s_ rep conyers | NNP NNS NN VBG NNS IN NNP NN NNS | house ethic panel investigate allegation _u_s_ rep conyers |
| 561 | U.S. House ethics panel investigating allegations against Rep. Conyers | u.s. house ethics panel investigating allegations against rep. conyers | _u_s_ house ethics panel investigating allegations against rep conyers | NNP NNP NNS NN VBG NNS IN NN NNS | _u_s_ house ethic panel investigate allegation rep conyers |
| 1566 | Ex-U.S. Rep. Weiner sentenced to 21 months in teen 'sexting' case | ex-u.s. rep. weiner sentenced to 21 months in teen 'sexting' case | ex _ _u_s_ rep weiner sentenced to _digit_ months in teen 'sexting ' case | NN NN NNP NN NN VBN TO NN NNS IN NN VBG '' NN | _u_s_ rep weiner sentence _digit_ month teen sexting case |
| 3973 | Rep. Joaquin Castro won't seek Cruz's Senate seat in 2018: report | rep. joaquin castro won't seek cruz's senate seat in 2018: report | rep joaquin castro wo n't seek cruz 's senate seat in _digit_ : report | NN NN NNP MD RB NN NN POS NNP NN IN NN : NN | rep joaquin castro seek cruz senate seat _digit_ report |
| 4752 | Republican Rep. Brooks: 30-40 Republican 'no' votes on health bill | republican rep. brooks: 30-40 republican 'no' votes on health bill | republican rep brooks : _digit_ _ _digit_ republican 'no ' votes on health bill | JJ NN NNP : NN NN NN JJ NNS '' NNS IN NN NN | republican rep brook _digit_ _digit_ republican vote health bill |
| 6656 | Trump picks Rep. Mulvaney to head White House budget office | trump picks rep. mulvaney to head white house budget office | trump picks rep mulvaney to head white house budget office | NN NNS NN NN TO NN NNP NNP NN NN | trump pick rep mulvaney head white house budget office |
| 7347 | Trump considering Rep. Hensarling for Treasury secretary: WSJ | trump considering rep. hensarling for treasury secretary: wsj | trump considering rep hensarling for treasury secretary : wsj | NN VBG NN VBG IN NNP NN : NN | trump consider rep hensarling treasury secretary wsj |
| 9620 | House to introduce Puerto Rico crisis bill on Wednesday: Rep. Bishop | house to introduce puerto rico crisis bill on wednesday: rep. bishop | house to introduce puerto rico crisis bill on wednesday : rep bishop | NNP TO NN NN NNP NN NN IN NNP : NN NN | house introduce puerto rico crisis bill wednesday rep bishop |
| org_title | lower_title | cleaned_words | cleaned_pos | minimal_words | |
|---|---|---|---|---|---|
| 15 | Tone Deaf Trump: Congrats Rep. Scalise On Losing Weight After You Almost Died | tone deaf trump: congrats rep. scalise on losing weight after you almost died | tone deaf trump : congrats rep scalise on losing weight after you almost died | NN NN NN : NNS NN NN IN VBG NN IN PRP RB VBD | tone deaf trump congrats rep scalise lose weight almost die |
| 21 | KY GOP State Rep. Commits Suicide Over Allegations He Molested A Teen Girl (DETAILS) | ky gop state rep. commits suicide over allegations he molested a teen girl (details) | ky gop state rep commits suicide over allegations he molested a teen girl ( details ) | NNP NNP NN NN NNS NN IN NNS PRP VBN DT NN NN ( NNS ) | gop state rep commits suicide allegation molest teen girl detail |
| 102 | Perverted GOP State Rep. Corners Lobbyist, Tries To Force Her To Help With His ‘Raging B**ner’ | perverted gop state rep. corners lobbyist, tries to force her to help with his ‘raging b**ner’ | perverted gop state rep corners lobbyist , tries to force her to help with his ‘raging _mytag_slang_ | VBN NNP NN NN NNS NN , NNS TO NN PRP$ TO NN IN PRP$ VBG NN | pervert gop state rep corner lobbyist try force help rag _mytag_slang_ |
| 281 | Rep. Joe Kennedy Torches GOP Congress For Screwing Over Low-Income Kids | rep. joe kennedy torches gop congress for screwing over low-income kids | rep joe kennedy torches gop congress for screwing over low _ income kids | NN NN NN NNS NNP NNP IN VBG IN JJ NN NN NNS | rep joe kennedy torch gop congress screw low income kid |
| 380 | Racist GOP Rep. Steve King Goes BALLISTIC Over Trump’s DACA Deal | racist gop rep. steve king goes ballistic over trump’s daca deal | racist gop rep steve king goes ballistic over trump’s daca deal | NN NNP NN NNP VBG NNS NN IN NN NN NN | racist gop rep steve king go ballistic trump daca deal |
| ... | ... | ... | ... | ... | ... |
| 17479 | “ENTITLED” DEM REP. SHEILA JACKSON LEE Has Been Taking Advantage Of Her “Public Servant” Status On Airplanes For Decades: “Don’t you know who I am?…Where is my seafood meal?” | “entitled” dem rep. sheila jackson lee has been taking advantage of her “public servant” status on airplanes for decades: “don’t you know who i am?…where is my seafood meal?” | “entitled” dem rep sheila jackson lee has been taking advantage of her “public servant” status on airplanes for decades : “don’t you know who i am ? …where is my seafood meal ? | NN NN NN NN NN NN NN NN VBG NN IN PRP$ JJ NN NN IN NNS IN NNS : NN PRP VB WP PRP VBP . RB VBZ PRP$ NN NN . | entitled dem rep sheila jackson lee take advantage public servant status airplane decade know seafood meal |
| 17511 | IT JUST GOT REAL! GOP Rep. Jim Jordan Tells Judge Jeanine Key Players in anti-Trump Scam Will Be Subpoenaed [Video] | it just got real! gop rep. jim jordan tells judge jeanine key players in anti-trump scam will be subpoenaed [video] | it just got real ! gop rep jim jordan tells judge jeanine key players in anti _ trump scam will be subpoenaed [ video ] | NN RB NNP JJ . NNP NN NNP NN NNS NNP NN NN NNS IN NN NN NN NN MD VB NN NN NN NN | got real gop rep jim jordan tell judge jeanine key player anti trump scam subpoenaed video |
| 17589 | BLACK CAUCUS MEMBER James Clyburn Suggests RACISM Is Motive For Rep. John Conyers Sexual Assault Accusers…”These Are All WHITE Women” [VIDEO] | black caucus member james clyburn suggests racism is motive for rep. john conyers sexual assault accusers…”these are all white women” [video] | black caucus member james clyburn suggests racism is motive for rep john conyers sexual assault accusers…”these are all white women” [ video ] | NNP NN NN NNP NN NNS NN NN NN IN NN NNP NNS JJ NN JJ NN DT NN NN NN NN NN | black caucus member james clyburn suggests racism motive rep john conyers sexual assault accusers white woman video |
| 18487 | WATCH NANCY PELOSI Say She’s “Heartbroken Over Death” Of Rep. Steve Scalise, Who’s Still Alive In Hospital [VIDEO] | watch nancy pelosi say she’s “heartbroken over death” of rep. steve scalise, who’s still alive in hospital [video] | watch nancy pelosi say she’s “heartbroken over death” of rep steve scalise , who’s still alive in hospital [ video ] | NN NNP NN NN NN NNS IN NN IN NN NNP NN , NN RB JJ IN NN NN NN NN | watch nancy pelosi say heartbroken death rep steve scalise still alive hospital video |
| 18491 | CRITICALLY WOUNDED GOP Rep. Steve Scalise Stood By Trump When Others Deserted Him…Recently Made Adorable Birthday Video Message With Trump For His Daughter [VIDEO] | critically wounded gop rep. steve scalise stood by trump when others deserted him…recently made adorable birthday video message with trump for his daughter [video] | critically wounded gop rep steve scalise stood by trump when others deserted him…recently made adorable birthday video message with trump for his daughter [ video ] | NN NN NNP NN NNP NN NN IN NN WRB NNS VBN RB VBN JJ NN NN NN IN NN IN PRP$ NN NN NN NN | critically wounded gop rep steve scalise stood trump others desert recently make adorable birthday video message trump daughter video |
69 rows × 5 columns
(?:[\s]|^)[Ss][Ee][Pp][Tt][\.]
| org_title | lower_title | cleaned_words | cleaned_pos | minimal_words | |
|---|---|---|---|---|---|
| 5820 | Some Sept. 11 families join criticism of Trump immigration order | some sept. 11 families join criticism of trump immigration order | some sept _digit_ families join criticism of trump immigration order | DT NN NN NNS NN NN IN NN NN NN | sept _digit_ family join criticism trump immigration order |
| 7944 | U.S. Sept. 11 law weakens international relations, Saudi cabinet says | u.s. sept. 11 law weakens international relations, saudi cabinet says | _u_s_ sept _digit_ law weakens international relations , saudi cabinet says | NNP NN NN NN NNS JJ NNS , NN NN VBZ | _u_s_ sept _digit_ law weakens international relation saudi cabinet say |
| 7960 | Saudi foreign ministry condemns passage of U.S. Sept. 11 law | saudi foreign ministry condemns passage of u.s. sept. 11 law | saudi foreign ministry condemns passage of _u_s_ sept _digit_ law | NN JJ NN NN NN IN NNP NN NN NN | saudi foreign ministry condemns passage _u_s_ sept _digit_ law |
| 8041 | Obama vetoes Sept. 11 Saudi bill, sets up showdown with Congress | obama vetoes sept. 11 saudi bill, sets up showdown with congress | obama vetoes sept _digit_ saudi bill , sets up showdown with congress | NN NNS NN NN NN NN , NNS RB NN IN NNP | obama veto sept _digit_ saudi bill set showdown congress |
| 8211 | U.S. House votes to allow Sept. 11 families to sue Saudi Arabia | u.s. house votes to allow sept. 11 families to sue saudi arabia | _u_s_ house votes to allow sept _digit_ families to sue saudi arabia | NNP NNP NNS TO VB NN NN NNS TO NN NN NNP | _u_s_ house vote allow sept _digit_ family sue saudi arabia |
| 9513 | White House voices concerns on Senate Sept. 11 lawsuit bill | white house voices concerns on senate sept. 11 lawsuit bill | white house voices concerns on senate sept _digit_ lawsuit bill | NNP NNP NNS NNS IN NNP NN NN NN NN | white house voice concern senate sept _digit_ lawsuit bill |
| 19569 | Germany sees no sign of cyber attack before Sept. 24 election | germany sees no sign of cyber attack before sept. 24 election | germany sees no sign of cyber attack before sept _digit_ election | NNP NNS DT NN IN NN NN IN NN NN NN | germany see sign cyber attack sept _digit_ election |
| 20147 | UK PM May to make Brexit speech in Italy on Sept. 22: spokesman | uk pm may to make brexit speech in italy on sept. 22: spokesman | _u_k_ _prime_minister_ may to make brexit speech in italy on sept _digit_ : spokesman | NNP NN NNP TO VB NN NN IN NNP IN NN NN : NN | _u_k_ _prime_minister_ may make brexit speech italy sept _digit_ spokesman |
| 20303 | FPL to restore power in east Florida by weekend, west by Sept. 22 | fpl to restore power in east florida by weekend, west by sept. 22 | fpl to restore power in east florida by weekend , west by sept _digit_ | NN TO NN NN IN NN NNP IN NN , NN IN NN NN | fpl restore power east florida weekend west sept _digit_ |
| 20966 | Putin to meet South Korean President to discuss North Korea on Sept. 6: Kremlin | putin to meet south korean president to discuss north korea on sept. 6: kremlin | putin to meet south korean president to discuss north korea on sept _digit_ : kremlin | NN TO NN NNP JJ NNP TO NN NN NNP IN NN NN : NNP | putin meet south korean president discus north korea sept _digit_ kremlin |
| 21158 | Trump to host Sept. 18 meeting of world leaders on U.N. reform | trump to host sept. 18 meeting of world leaders on u.n. reform | trump to host sept _digit_ meeting of world leaders on _u_n_ reform | NN TO NN NN NN NN IN NN NNS IN NNP NN | trump host sept _digit_ meeting world leader _u_n_ reform |
| org_title | lower_title | cleaned_words | cleaned_pos | minimal_words |
|---|
(?:[\s]|^)[Ss][Ee][Nn][\.]
| org_title | lower_title | cleaned_words | cleaned_pos | minimal_words | |
|---|---|---|---|---|---|
| 497 | U.S. Sen. Warren predicts appeal in legal battle over consumer agency | u.s. sen. warren predicts appeal in legal battle over consumer agency | _u_s_ sen warren predicts appeal in legal battle over consumer agency | NNP NN NNS NNS NN IN JJ NN IN NN NN | _u_s_ sen warren predicts appeal legal battle consumer agency |
| 516 | Republican Sen. Johnson may vote against tax bill in committee | republican sen. johnson may vote against tax bill in committee | republican sen johnson may vote against tax bill in committee | JJ NN NNP MD NN IN NN NN IN NN | republican sen johnson may vote tax bill committee |
| 519 | Allegations against Sen. Franken should go through normal process: White House | allegations against sen. franken should go through normal process: white house | allegations against sen franken should go through normal process : white house | NNS IN NN NNS MD VB IN JJ NN : NNP NNP | allegation sen franken normal process white house |
| 1979 | Trump says Missouri Sen. McCaskill should back tax cuts or lose re-election | trump says missouri sen. mccaskill should back tax cuts or lose re-election | trump says missouri sen mccaskill should back tax cuts or lose re _ election | NN VBZ NN NN NN MD RB NN NNS CC VB NN NN NN | trump say missouri sen mccaskill back tax cut lose election |
| 3676 | Democrat Sen. Wyden warns of diminishing potential for tax reform | democrat sen. wyden warns of diminishing potential for tax reform | democrat sen wyden warns of diminishing potential for tax reform | NNP NN NNP NNS IN VBG JJ IN NN NN | democrat sen wyden warns diminish potential tax reform |
| 4509 | Sen. McCain says will support changing rules to confirm Gorsuch | sen. mccain says will support changing rules to confirm gorsuch | sen mccain says will support changing rules to confirm gorsuch | NN NN VBZ MD NN VBG NNS TO NN JJ | sen mccain say support change rule confirm gorsuch |
| 7203 | Trump 'unbelievably impressed' with Sen. Sessions: statement | trump 'unbelievably impressed' with sen. sessions: statement | trump 'unbelievably impressed ' with sen sessions : statement | NN RB JJ '' IN NN NNS : NN | trump unbelievably impressed sen session statement |
| 8200 | U.S. Congress to advance Zika funding bill: Sen. McConnell | u.s. congress to advance zika funding bill: sen. mcconnell | _u_s_ congress to advance zika funding bill : sen mcconnell | NNP NNP TO NN FW NN NN : NN NNP | _u_s_ congress advance zika funding bill sen mcconnell |
| 9836 | Sen. Warren demands answers from U.S. regulators over Cohen firm | sen. warren demands answers from u.s. regulators over cohen firm | sen warren demands answers from _u_s_ regulators over cohen firm | NN NNS NNS NNS IN NNP NNS IN NN NN | sen warren demand answer _u_s_ regulator cohen firm |
| 11054 | Sen. Warren slams 'shockingly weak' punishments for corporate crime | sen. warren slams 'shockingly weak' punishments for corporate crime | sen warren slams 'shockingly weak ' punishments for corporate crime | NN NNS NNS RB JJ '' NNS IN JJ NN | sen warren slam shockingly weak punishment corporate crime |
| 18404 | Sen. McConnell says expects Puerto Rico funding request by mid-October | sen. mcconnell says expects puerto rico funding request by mid-october | sen mcconnell says expects puerto rico funding request by mid _ october | NN NNP VBZ VBZ NN NNP NN NN IN NN NN NNP | sen mcconnell say expect puerto rico funding request mid october |
| org_title | lower_title | cleaned_words | cleaned_pos | minimal_words | |
|---|---|---|---|---|---|
| 24 | White House: It Wasn’t Sexist For Trump To Slut-Shame Sen. Kirsten Gillibrand (VIDEO) | white house: it wasn’t sexist for trump to slut-shame sen. kirsten gillibrand (video) | white house : it wasn’t sexist for trump to slut _ shame sen kirsten gillibrand ( video ) | NNP NNP : PRP NN NN IN NN TO NN NN NN NN VB NN ( NN ) | white house sexist trump slut shame sen kirsten gillibrand video |
| 836 | RNC Official Retweets Article Calling For Sen. John McCain to ‘F*cking Die Already’ | rnc official retweets article calling for sen. john mccain to ‘f*cking die already’ | rnc official retweets article calling for sen john mccain to _mytag_slang_ die already’ | NN NN NNS NN VBG IN NN NNP NN TO NN NN NN | rnc official retweets article call sen john mccain _mytag_slang_ die already |
| 1055 | Sen. Cotton’s Intern Caught On Tape Calling Brits ‘F****ts’ And Declaring Paul Ryan A ‘Cuck’ (AUDIO) | sen. cotton’s intern caught on tape calling brits ‘f****ts’ and declaring paul ryan a ‘cuck’ (audio) | sen cotton’s intern caught on tape calling brits _mytag_slang_ and declaring paul ryan a ‘cuck’ ( audio ) | NN NN JJ NN IN NN VBG NNS NN CC VBG NNP NN DT NN ( NN ) | sen cotton intern caught tape call brit _mytag_slang_ declare paul ryan cuck audio |
| 1151 | Sen. Heinrich Just Wiped The Floor Jeff Sessions During Intel Hearing (VIDEO) | sen. heinrich just wiped the floor jeff sessions during intel hearing (video) | sen heinrich just wiped the floor jeff sessions during intel hearing ( video ) | NN NNP RB VBD DT NN NN NNS IN NNP VBG ( NN ) | sen heinrich wipe floor jeff session intel hear video |
| 4703 | Sen. Tim Scott: Running A Small Business Makes Me An Authority On Abortion (VIDEO) | sen. tim scott: running a small business makes me an authority on abortion (video) | sen tim scott : running a small business makes me an authority on abortion ( video ) | NN NN NN : VBG DT NN NN NNS NN DT NN IN NN ( NN ) | sen tim scott run small business make authority abortion video |
| 5480 | Watch As GOP Sen. Tim Scott Emotionally Details Being Unfairly Targeted By Police As A Black Man | watch as gop sen. tim scott emotionally details being unfairly targeted by police as a black man | watch as gop sen tim scott emotionally details being unfairly targeted by police as a black man | NN IN NNP NN NN NN RB NNS VBG RB VBN IN NNS IN DT NN NN | watch gop sen tim scott emotionally detail unfairly target police black man |
| 5623 | WATCH: Chuck Todd DEMOLISHES GOP Sen. Who Supports Trump But Can’t Say Why | watch: chuck todd demolishes gop sen. who supports trump but can’t say why | watch : chuck todd demolishes gop sen who supports trump but can’t say why | NN : NN NN NN NNP NN WP NNS NN CC NN NN WRB | watch chuck todd demolishes gop sen support trump say |
| 9610 | ZING! SARAH SANDERS Calls Out Sen. Bob Corker For ‘Grandstanding’ [Video] | zing! sarah sanders calls out sen. bob corker for ‘grandstanding’ [video] | zing ! sarah sanders calls out sen bob corker for ‘grandstanding’ [ video ] | NN . NN NNS NNS IN NN NN NN IN NN NN NN NN | zing sarah sander call sen bob corker grandstanding video |
| 11705 | BOOM! DR ALVEDA KING Scolds Sen. Liz Warren: We won’t accept racist bait and switch [Video] | boom! dr alveda king scolds sen. liz warren: we won’t accept racist bait and switch [video] | boom ! dr alveda king scolds sen liz warren : we won’t accept racist bait and switch [ video ] | NN . NN NN NN NNS NN NN NNS : PRP NN NN NN NN CC NN NN NN NN | boom alveda king scold sen liz warren accept racist bait switch video |
| 11777 | GREAT! TRUMP ADVISOR Hits Back At Sen. Liz Warren On Trump Order: Entitled to her own opinion but not her own Constitution [Video] | great! trump advisor hits back at sen. liz warren on trump order: entitled to her own opinion but not her own constitution [video] | great ! trump advisor hits back at sen liz warren on trump order : entitled to her own opinion but not her own constitution [ video ] | JJ . NN NN NNS RB IN NN NN NNS IN NN NN : VBN TO PRP$ JJ NN CC RB PRP$ JJ NN NN NN NN | great trump advisor hit back sen liz warren trump order entitle opinion constitution video |
| 11818 | MIC DROP MOMENT: Veteran Senator Asked By A Testy Sen. Schumer Where He Was 8 Years Ago: “Eight years ago, I was getting my ass shot at in Afghanistan” | mic drop moment: veteran senator asked by a testy sen. schumer where he was 8 years ago: “eight years ago, i was getting my ass shot at in afghanistan” | mic drop moment : veteran senator asked by a testy sen schumer where he was _digit_ years ago : “eight years ago , i was getting my ass shot at in afghanistan” | NN NN NN : NN NN VBN IN DT NN NN NN WRB PRP NN NN NNS RB : NN NNS RB , PRP VBD VBG PRP$ NN NN IN IN NN | mic drop moment veteran senator ask testy sen schumer _digit_ year ago eight year ago get as shot afghanistan |
| 13126 | BREAKING: Trump, Rudy Giuliani, Reince Priebus, Sen. Jeff Sessions Travel To Mexico To Meet With President | breaking: trump, rudy giuliani, reince priebus, sen. jeff sessions travel to mexico to meet with president | breaking : trump , rudy giuliani , reince priebus , sen jeff sessions travel to mexico to meet with president | NN : NN , NN NN , NN NN , NN NN NNS NN TO NNP TO NN IN NNP | breaking trump rudy giuliani reince priebus sen jeff session travel mexico meet president |
| 16250 | GREAT! TRUMP ADVISOR Hits Back At Sen. Liz Warren On Trump Order: Entitled to her own opinion but not her own Constitution [Video] | great! trump advisor hits back at sen. liz warren on trump order: entitled to her own opinion but not her own constitution [video] | great ! trump advisor hits back at sen liz warren on trump order : entitled to her own opinion but not her own constitution [ video ] | JJ . NN NN NNS RB IN NN NN NNS IN NN NN : VBN TO PRP$ JJ NN CC RB PRP$ JJ NN NN NN NN | great trump advisor hit back sen liz warren trump order entitle opinion constitution video |
| 16257 | MIC DROP MOMENT: Veteran Senator Asked By A Testy Sen. Schumer Where He Was 8 Years Ago: “Eight years ago, I was getting my ass shot at in Afghanistan” | mic drop moment: veteran senator asked by a testy sen. schumer where he was 8 years ago: “eight years ago, i was getting my ass shot at in afghanistan” | mic drop moment : veteran senator asked by a testy sen schumer where he was _digit_ years ago : “eight years ago , i was getting my ass shot at in afghanistan” | NN NN NN : NN NN VBN IN DT NN NN NN WRB PRP NN NN NNS RB : NN NNS RB , PRP VBD VBG PRP$ NN NN IN IN NN | mic drop moment veteran senator ask testy sen schumer _digit_ year ago eight year ago get as shot afghanistan |
(?:[\s]|^)[Gg][Oo][Vv][\.]
| org_title | lower_title | cleaned_words | cleaned_pos | minimal_words | |
|---|---|---|---|---|---|
| 9660 | Former Texas Gov. Perry endorses Trump, says open to running mate role: CNN | former texas gov. perry endorses trump, says open to running mate role: cnn | former texas gov perry endorses trump , says open to running mate role : cnn | NN NNP NN NN NNS NN , VBZ JJ TO VBG NN NN : NN | former texas gov perry endorses trump say open run mate role cnn |
| 9688 | South Carolina Gov. Haley says 'not interested' in being vice president | south carolina gov. haley says 'not interested' in being vice president | south carolina gov haley says 'not interested ' in being vice president | NNP NNP NN NNP VBZ NNS JJ '' IN VBG NN NN | south carolina gov haley say interested vice president |
| 10538 | Florida Gov. Scott not endorsing 2016 Republican presidential candidate | florida gov. scott not endorsing 2016 republican presidential candidate | florida gov scott not endorsing _digit_ republican presidential candidate | NNP NN NN RB VBG NN JJ JJ NN | florida gov scott endorse _digit_ republican presidential candidate |
| 10682 | White House weighs possible Supreme Court nomination of Gov. Sandoval: source | white house weighs possible supreme court nomination of gov. sandoval: source | white house weighs possible supreme court nomination of gov sandoval : source | NNP NNP NNS JJ NNP NNP NN IN NN NN : NN | white house weighs possible supreme court nomination gov sandoval source |
| 10886 | New Jersey Gov. Christie drops 2016 Republican presidential bid: aide | new jersey gov. christie drops 2016 republican presidential bid: aide | new jersey gov christie drops _digit_ republican presidential bid : aide | NNP NNP NN NNP NNS NN JJ JJ NN : NN | new jersey gov christie drop _digit_ republican presidential bid aide |
| 12653 | Brazil's PSDB picks Sao Paulo Gov. Alckmin to lead it into 2018 race | brazil's psdb picks sao paulo gov. alckmin to lead it into 2018 race | brazil 's psdb picks sao paulo gov alckmin to lead it into _digit_ race | NNP POS NN NNS NN NN NN NN TO NN PRP IN NN NN | brazil psdb pick sao paulo gov alckmin lead _digit_ race |
| org_title | lower_title | cleaned_words | cleaned_pos | minimal_words | |
|---|---|---|---|---|---|
| 3127 | WATCH: Florida Gov. Rick Scott Disrespects President Obama, Calls Trump After Fort Lauderdale Mass Shooting | watch: florida gov. rick scott disrespects president obama, calls trump after fort lauderdale mass shooting | watch : florida gov rick scott disrespects president obama , calls trump after fort lauderdale mass shooting | NN : NNP NN NN NN NNS NNP NN , NNS NN IN NN NN NN VBG | watch florida gov rick scott disrespect president obama call trump fort lauderdale mass shoot |
| 4009 | Virginia Paper Trolls Gov. Pat McCrory Hard With Its ‘Endorsement’ For His Re-Election | virginia paper trolls gov. pat mccrory hard with its ‘endorsement’ for his re-election | virginia paper trolls gov pat mccrory hard with its ‘endorsement’ for his re _ election | NNP NN NNS NN NN NN NNP IN PRP$ NN IN PRP$ NN NN NN | virginia paper troll gov pat mccrory hard endorsement election |
| 4735 | Mural Of Gov. LePage Wearing KKK Garb Has Maine City In Uproar (IMAGE) | mural of gov. lepage wearing kkk garb has maine city in uproar (image) | mural of gov lepage wearing kkk garb has maine city in uproar ( image ) | JJ IN NN NN VBG NNP NN NN NN NNP IN NN ( NN ) | mural gov lepage wear kkk garb maine city uproar image |
| 4830 | Maine Gov. LePage Says He’s ‘Tired Of Being Caught,’ So He’s Never Speaking To Press Again | maine gov. lepage says he’s ‘tired of being caught,’ so he’s never speaking to press again | maine gov lepage says he’s ‘tired of being caught , so he’s never speaking to press again | NN NN NN NNS NN VBN IN VBG NN , RB NN RB VBG TO NN NN | maine gov lepage say tire caught never speak press |
| 5531 | WATCH: Texas Lt. Gov. Goes Full Racist, Blames Black Lives Matter For Dallas Shooting | watch: texas lt. gov. goes full racist, blames black lives matter for dallas shooting | watch : texas lt. gov goes full racist , blames black lives matter for dallas shooting | NN : NNP NN NN NNS NN NN , NNS NN NNS NN IN NNS VBG | watch texas gov go full racist blame black life matter dallas shoot |
| 5852 | Watch The Moving Apology To The LGBTQ Community From Utah’s GOP Lt. Gov. That Every Republican Should See | watch the moving apology to the lgbtq community from utah’s gop lt. gov. that every republican should see | watch the moving apology to the lgbtq community from utah’s gop lt. gov that every republican should see | NN DT VBG NN TO DT NN NNP IN NN NNP NN NN DT DT JJ MD VB | watch move apology lgbtq community utah gop gov every republican see |
| 6001 | NY Gov. Cuomo Directly Threatens Businesses: ‘If You Boycott Israel, New York Will Boycott You’ | ny gov. cuomo directly threatens businesses: ‘if you boycott israel, new york will boycott you’ | ny gov cuomo directly threatens businesses : ‘if you boycott israel , new york will boycott you’ | NN NN NN RB NNS NNS : NN PRP NN NNP , NNP NNP MD NN NN | gov cuomo directly threatens business boycott israel new york boycott |
| 6178 | Maine’s Gov. LePage OWNED On Live Radio By Woman Who Has No Insurance Thanks To Him | maine’s gov. lepage owned on live radio by woman who has no insurance thanks to him | maine’s gov lepage owned on live radio by woman who has no insurance thanks to him | NN NN NN NN IN JJ NN IN NN WP NN DT NN NNS TO NN | maine gov lepage owned live radio woman insurance thanks |
| 7074 | ‘#1 In Bigotry’: Twitter EVISCERATES Mississippi Gov. Over Anti-Gay Law | ‘#1 in bigotry’: twitter eviscerates mississippi gov. over anti-gay law | ‘_ _digit_ in bigotry’ : twitter eviscerates mississippi gov over anti _ gay law | NN NN IN NN : NN NNS NNP NN IN NNS NN NN NN | _digit_ bigotry twitter eviscerates mississippi gov anti gay law |
| 7301 | Alabama GOP Gov. Embroiled In Sex Scandal Allegations (NSFW AUDIO) | alabama gop gov. embroiled in sex scandal allegations (nsfw audio) | alabama gop gov embroiled in sex scandal allegations ( nsfw audio ) | NN NNP NN VBN IN NN NN NNS ( NN NN ) | alabama gop gov embroil sex scandal allegation nsfw audio |
| 7302 | #WeAreNotThis: Twitter DESTROYS NC Gov. And GOP Over Sweeping Anti-LGBT Legislation (TWEETS) | #wearenotthis: twitter destroys nc gov. and gop over sweeping anti-lgbt legislation (tweets) | _wearenotthis : twitter destroys nc gov and gop over sweeping anti _ lgbt legislation ( tweets ) | NN : NN NN NN NN CC NNP IN VBG NNS NN NN NN ( NN ) | _wearenotthis twitter destroys gov gop sweep anti lgbt legislation tweet |
| 7454 | Democratic Congressman Leaves Gov. Snyder Sputtering, Then Finishes Him With This Line (VIDEO) | democratic congressman leaves gov. snyder sputtering, then finishes him with this line (video) | democratic congressman leaves gov snyder sputtering , then finishes him with this line ( video ) | JJ NN NNS NN NN VBG , RB NNS NN IN DT NN ( NN ) | democratic congressman leaf gov snyder sputter finish line video |
| 7455 | WATCH: Democrat Takes Michigan Gov. Rick Snyder To The Woodshed For Poisoned Flint Water | watch: democrat takes michigan gov. rick snyder to the woodshed for poisoned flint water | watch : democrat takes michigan gov rick snyder to the woodshed for poisoned flint water | NN : NNP NNS NNP NN NN NN TO DT VBN IN VBN NN NN | watch democrat take michigan gov rick snyder woodshed poison flint water |
| 7482 | Gov. Chris Christie Bails On Cop’s Funeral To Campaign For Trump | gov. chris christie bails on cop’s funeral to campaign for trump | gov chris christie bails on cop’s funeral to campaign for trump | NN NN NNP NNS IN NN JJ TO NN IN NN | gov chris christie bail cop funeral campaign trump |
| 7487 | CA Gov.: We’d ‘Have To Build A Wall’ Around Our State If Trump Is President (VIDEO) | ca gov.: we’d ‘have to build a wall’ around our state if trump is president (video) | ca gov : we’d ‘have to build a wall’ around our state if trump is president ( video ) | NN NN : NN VB TO VB DT NN IN PRP$ NN IN NN NN NNP ( NN ) | gov build wall around state trump president video |
| 7654 | Former Democratic Gov. Tells Snyder EXACTLY What He Needs To Do In Flint, Michigan | former democratic gov. tells snyder exactly what he needs to do in flint, michigan | former democratic gov tells snyder exactly what he needs to do in flint , michigan | NN JJ NN NNS NN NN WP PRP NNS TO VB IN NN , NNP | former democratic gov tell snyder exactly need flint michigan |
| 7956 | Michigan Gov. Rick Snyder Could Face Manslaughter Charges Over Flint Water Poisoning | michigan gov. rick snyder could face manslaughter charges over flint water poisoning | michigan gov rick snyder could face manslaughter charges over flint water poisoning | NNP NN NN NN MD NN NN NNS IN NN NN VBG | michigan gov rick snyder could face manslaughter charge flint water poison |
| 8106 | KY Gov. Matt Bevin Slashes Funding For Ethics Investigations, Elections Oversight | ky gov. matt bevin slashes funding for ethics investigations, elections oversight | ky gov matt bevin slashes funding for ethics investigations , elections oversight | NNP NN NN NN NNS VBG IN NNS NNS , NNS NN | gov matt bevin slash fund ethic investigation election oversight |
| 8602 | Anonymous Declared War On MI’s Gov. Rick Snyder, Now Cyber Attacks Have Been Confirmed (VIDEO) | anonymous declared war on mi’s gov. rick snyder, now cyber attacks have been confirmed (video) | anonymous declared war on mi’s gov rick snyder , now cyber attacks have been confirmed ( video ) | JJ VBN NNP IN NN NN NN NN , RB NNP NNS VB NN VBN ( NN ) | anonymous declare war gov rick snyder cyber attack confirm video |
| 8619 | WATCH: The Media Gives MI’s Gov. Rick Snyder The Tongue Lashing He Deserves (VIDEOS) | watch: the media gives mi’s gov. rick snyder the tongue lashing he deserves (videos) | watch : the media gives mi’s gov rick snyder the tongue lashing he deserves ( videos ) | NN : DT NNP NNS NN NN NN NN DT NN VBG PRP NNS ( NNS ) | watch medium give gov rick snyder tongue lash deserves video |
| 8650 | Michigan Gov. Poison Gets Humiliated By Mark Ruffalo After Admitting Flint Disaster Is His Katrina | michigan gov. poison gets humiliated by mark ruffalo after admitting flint disaster is his katrina | michigan gov poison gets humiliated by mark ruffalo after admitting flint disaster is his katrina | NNP NN NN NNS VBN IN NN NN IN VBG NN NN NN PRP$ NNP | michigan gov poison get humiliate mark ruffalo admit flint disaster katrina |
| 8737 | MI Gov. Dick Sends SEVEN National Guardsman To Help 100,000 Flint Residents | mi gov. dick sends seven national guardsman to help 100,000 flint residents | mi gov dick sends seven national guardsman to help _digit_ , _digit_ flint residents | NN NN NNP NNS NN NNP NN TO NN NN , NN NN NNS | gov dick sends seven national guardsman help _digit_ _digit_ flint resident |
| 8824 | Ex-KKK Grand Wizard: Maine Gov. Right To Call Out Black Men’s ‘Defilement’ Of White Women | ex-kkk grand wizard: maine gov. right to call out black men’s ‘defilement’ of white women | ex _ kkk grand wizard : maine gov right to call out black men’s ‘defilement’ of white women | NN NN NNP NNP NN : NN NN RB TO VB IN NN NN NN IN NNP NNS | kkk grand wizard maine gov right call black men defilement white woman |
| 8920 | Micheal Moore Demands MI Republican Gov. Be Arrested For Poisoning Flint’s Water (IMAGE) | micheal moore demands mi republican gov. be arrested for poisoning flint’s water (image) | micheal moore demands mi republican gov be arrested for poisoning flint’s water ( image ) | NN NN NNS NN JJ NN VB VBN IN VBG NN NN ( NN ) | micheal moore demand republican gov arrest poison flint water image |
| 9247 | WI GOV. SCOTT WALKER: If You’re Able-Bodied and Want Welfare, You’re Going To Be Drug-Tested | wi gov. scott walker: if you’re able-bodied and want welfare, you’re going to be drug-tested | wi gov scott walker : if you’re able _ bodied and want welfare , you’re going to be drug _ tested | NN NN NN NN : IN NN JJ NN VBN CC VB NN , NN VBG TO VB NN NN VBN | gov scott walker able body want welfare go drug test |
| 9982 | Gov. Cuomo Defends Not Endorsing Mayor de Blasio…Speaks Up On ‘Offensive Statues’ Of Christopher Columbus | gov. cuomo defends not endorsing mayor de blasio…speaks up on ‘offensive statues’ of christopher columbus | gov cuomo defends not endorsing mayor de blasio…speaks up on ‘offensive statues’ of christopher columbus | NN NN NNS RB VBG NN NNS NNS IN IN JJ NN IN NN NN | gov cuomo defends endorse mayor blasio speaks offensive statue christopher columbus |
| 10622 | GAFFE OF THE DAY: VA Gov. #TerryMcAuliffe Blames “Too Many” Guns for Shootings: “We lose 93 million Americans a day to gun violence” [Video] | gaffe of the day: va gov. #terrymcauliffe blames “too many” guns for shootings: “we lose 93 million americans a day to gun violence” [video] | gaffe of the day : va gov _terrymcauliffe blames “too many” guns for shootings : “we lose _digit_ million americans a day to gun violence” [ video ] | NN IN DT NN : NN NN NN NNS NN NN NNS IN NNS : NN VB NN CD NNS DT NN TO NN NN NN NN NN | gaffe day gov _terrymcauliffe blame many gun shooting lose _digit_ million american day gun violence video |
| 11601 | HOLY SMOKES! NANCY PELOSI: Orders People to Clap, Repeats Words Then Calls John Kasich The Gov. of Illinois [Video] | holy smokes! nancy pelosi: orders people to clap, repeats words then calls john kasich the gov. of illinois [video] | holy smokes ! nancy pelosi : orders people to clap , repeats words then calls john kasich the gov of illinois [ video ] | NNP NN . NNP NN : NNS NNS TO NN , NNS NNS RB NNS NNP NNP DT NN IN NNP NN NN NN | holy smoke nancy pelosi order people clap repeat word call john kasich gov illinois video |
| 15949 | What Sign Language is This? Man Causes A Stir On Social Media During Gov. Scott’s Florida Presser on #HurricaneIrma [Video] | what sign language is this? man causes a stir on social media during gov. scott’s florida presser on #hurricaneirma [video] | what sign language is this ? man causes a stir on social media during gov scott’s florida presser on _hurricaneirma [ video ] | WP NN NN VBZ DT . NN NNS DT NN IN NNP NNP IN NN NN NNP NN IN NN NN NN NN | sign language man cause stir social medium gov scott florida presser _hurricaneirma video |
| 15956 | Gov. Cuomo Defends Not Endorsing Mayor de Blasio…Speaks Up On ‘Offensive Statues’ Of Christopher Columbus | gov. cuomo defends not endorsing mayor de blasio…speaks up on ‘offensive statues’ of christopher columbus | gov cuomo defends not endorsing mayor de blasio…speaks up on ‘offensive statues’ of christopher columbus | NN NN NNS RB VBG NN NNS NNS IN IN JJ NN IN NN NN | gov cuomo defends endorse mayor blasio speaks offensive statue christopher columbus |
| 16048 | GAFFE OF THE DAY: VA Gov. #TerryMcAuliffe Blames “Too Many” Guns for Shootings: “We lose 93 million Americans a day to gun violence” [Video] | gaffe of the day: va gov. #terrymcauliffe blames “too many” guns for shootings: “we lose 93 million americans a day to gun violence” [video] | gaffe of the day : va gov _terrymcauliffe blames “too many” guns for shootings : “we lose _digit_ million americans a day to gun violence” [ video ] | NN IN DT NN : NN NN NN NNS NN NN NNS IN NNS : NN VB NN CD NNS DT NN TO NN NN NN NN NN | gaffe day gov _terrymcauliffe blame many gun shooting lose _digit_ million american day gun violence video |
| 17550 | WI GOV. SCOTT WALKER: If You’re Able-Bodied and Want Welfare, You’re Going To Be Drug-Tested | wi gov. scott walker: if you’re able-bodied and want welfare, you’re going to be drug-tested | wi gov scott walker : if you’re able _ bodied and want welfare , you’re going to be drug _ tested | NN NN NN NN : IN NN JJ NN VBN CC VB NN , NN VBG TO VB NN NN VBN | gov scott walker able body want welfare go drug test |
| 22418 | Ammon and Ryan Bundy Found ‘Not Guilty’ in Oregon Federal Case, Gov. Kate Brown Upset by Jury Decision | ammon and ryan bundy found ‘not guilty’ in oregon federal case, gov. kate brown upset by jury decision | ammon and ryan bundy found ‘not guilty’ in oregon federal case , gov kate brown upset by jury decision | NN CC NN NNP IN NN NN IN NN JJ NN , NN VB NNP VBN IN NN NN | ammon ryan bundy found guilty oregon federal case gov kate brown upset jury decision |
| 23201 | Ammon and Ryan Bundy Found ‘Not Guilty’ in Oregon Federal Case, Gov. Kate Brown Upset by Jury Decision | ammon and ryan bundy found ‘not guilty’ in oregon federal case, gov. kate brown upset by jury decision | ammon and ryan bundy found ‘not guilty’ in oregon federal case , gov kate brown upset by jury decision | NN CC NN NNP IN NN NN IN NN JJ NN , NN VB NNP VBN IN NN NN | ammon ryan bundy found guilty oregon federal case gov kate brown upset jury decision |
(?:[\s]|^)[P][M](?:[\s]|$)
| org_title | lower_title | cleaned_words | cleaned_pos | minimal_words | |
|---|---|---|---|---|---|
| 451 | UK PM May says Donald Trump was wrong to retweet far-right videos | uk pm may says donald trump was wrong to retweet far-right videos | _u_k_ _prime_minister_ may says donald trump was wrong to retweet far _ right videos | NNP NN NNP VBZ NNP NN VBD JJ TO NN RB NN NN NNS | _u_k_ _prime_minister_ may say donald trump wrong retweet far right video |
| 455 | UK PM May is focused on tackling extremism, spokesman says in response to Trump | uk pm may is focused on tackling extremism, spokesman says in response to trump | _u_k_ _prime_minister_ may is focused on tackling extremism , spokesman says in response to trump | NNP NN NNP VBZ VBN IN VBG NN , NN VBZ IN NN TO NN | _u_k_ _prime_minister_ may focus tackle extremism spokesman say response trump |
| 482 | Trump was wrong to retweet UK far-right group: British PM May's spokesman | trump was wrong to retweet uk far-right group: british pm may's spokesman | trump was wrong to retweet _u_k_ far _ right group : british _prime_minister_ may 's spokesman | NN VBD JJ TO NN NNP RB NN NN NN : JJ NN NNP POS NN | trump wrong retweet _u_k_ far right group british _prime_minister_ may spokesman |
| 1791 | Trump, Malaysian PM discuss trade deals, Boeing jets | trump, malaysian pm discuss trade deals, boeing jets | trump , malaysian _prime_minister_ discuss trade deals , boeing jets | NN , JJ NN NN NN NNS , VBG NNS | trump malaysian _prime_minister_ discus trade deal boeing jet |
| 2903 | UK PM May to hold bilateral meeting with Trump at G20: UK govt. official | uk pm may to hold bilateral meeting with trump at g20: uk govt. official | _u_k_ _prime_minister_ may to hold bilateral meeting with trump at g _digit_ : _u_k_ govt. official | NNP NN NNP TO NN JJ NN IN NN IN NN NN : NNP NN NN | _u_k_ _prime_minister_ may hold bilateral meeting trump _digit_ _u_k_ govt official |
| ... | ... | ... | ... | ... | ... |
| 21225 | Despite derision, Britain's PM May might well be able to carry on... for now | despite derision, britain's pm may might well be able to carry on... for now | despite derision , britain 's _prime_minister_ may might well be able to carry on for now | IN NN , NNP POS NN NNP MD RB VB JJ TO NN IN IN RB | despite derision britain _prime_minister_ may might well able carry |
| 21251 | PM May seeks to ease Japan's Brexit fears during trade visit | pm may seeks to ease japan's brexit fears during trade visit | _prime_minister_ may seeks to ease japan 's brexit fears during trade visit | NN NNP NN TO NN NNP POS NN NNS IN NN NN | _prime_minister_ may seek ease japan brexit fear trade visit |
| 21345 | Thailand's ousted PM Yingluck has fled abroad: sources | thailand's ousted pm yingluck has fled abroad: sources | thailand 's ousted _prime_minister_ yingluck has fled abroad : sources | NN POS VBN NN NN VBZ VBN RB : NNS | thailand oust _prime_minister_ yingluck flee abroad source |
| 21353 | Thailand's ousted PM Yingluck has fled abroad: sources | thailand's ousted pm yingluck has fled abroad: sources | thailand 's ousted _prime_minister_ yingluck has fled abroad : sources | NN POS VBN NN NN VBZ VBN RB : NNS | thailand oust _prime_minister_ yingluck flee abroad source |
| 21362 | Poland will not change its stance on EU's posted workers directive: PM | poland will not change its stance on eu's posted workers directive: pm | poland will not change its stance on eu 's posted workers directive : _prime_minister_ | NNP MD RB NN PRP$ NN IN NN POS VBN NNS NN : NN | poland change stance post worker directive _prime_minister_ |
421 rows × 5 columns
| org_title | lower_title | cleaned_words | cleaned_pos | minimal_words | |
|---|---|---|---|---|---|
| 813 | Wife Of The Japanese PM Epically Trolled Trump At G20 | wife of the japanese pm epically trolled trump at g20 | wife of the japanese _prime_minister_ epically trolled trump at g _digit_ | NN IN DT JJ NN RB VBN NN IN NN NN | wife japanese _prime_minister_ epically troll trump _digit_ |
| 1131 | WATCH: Hilarious Leaked Video Shows Australian PM Mocking Trump And It’s Now The Best Thing On The Internet | watch: hilarious leaked video shows australian pm mocking trump and it’s now the best thing on the internet | watch : hilarious leaked video shows australian _prime_minister_ mocking trump and it’s now the best thing on the internet | NN : JJ VBN NN NNS JJ NN VBG NN CC NN RB DT JJS VBG IN DT NN | watch hilarious leak video show australian _prime_minister_ mock trump best thing internet |
| 2794 | British PM Had To Hold Trump’s Hand Like A F*cking Child Because Of His Fear Of ‘Stairs And Slopes’ | british pm had to hold trump’s hand like a f*cking child because of his fear of ‘stairs and slopes’ | british _prime_minister_ had to hold trump’s hand like a _mytag_slang_ child because of his fear of ‘stairs and slopes’ | JJ NN VBD TO VB NN NN IN DT NN NN IN IN PRP$ NN IN NNS CC NN | british _prime_minister_ hold trump hand like _mytag_slang_ child fear stair slope |
| 6670 | Israeli PM Rejects Obama’s $40 Billion Aid Offer, Demands More While America’s Children Go Hungry | israeli pm rejects obama’s $40 billion aid offer, demands more while america’s children go hungry | israeli _prime_minister_ rejects obama’s _digit_ billion aid offer , demands more while america’s children go hungry | JJ NN NNS NN NN NN NN NN , NNS RBR IN NN NNS VB JJ | israeli _prime_minister_ reject obama _digit_ billion aid offer demand america child hungry |
| 6834 | Conservatives Can’t Believe Canadian PM Would Understand Science, Accuse Him Of Faking It | conservatives can’t believe canadian pm would understand science, accuse him of faking it | conservatives can’t believe canadian _prime_minister_ would understand science , accuse him of faking it | NNS NN VB JJ NN MD NN NN , NN NN IN VBG PRP | conservative believe canadian _prime_minister_ would understand science accuse fake |
| 6885 | Israeli PM Netanyahu Quoted In Full Throated Support of Ethnically Cleansing Palestinians | israeli pm netanyahu quoted in full throated support of ethnically cleansing palestinians | israeli _prime_minister_ netanyahu quoted in full throated support of ethnically cleansing palestinians | JJ NN NN VBN IN NN VBN NN IN RB VBG NNS | israeli _prime_minister_ netanyahu quote full throated support ethnically cleanse palestinian |
| 7442 | Canadian PM Justin Trudeau Explains Why He Keeps Saying, “I’m A Feminist” | canadian pm justin trudeau explains why he keeps saying, “i’m a feminist” | canadian _prime_minister_ justin trudeau explains why he keeps saying , “i’m a feminist” | JJ NN NN NN NNS WRB PRP NNS VBG , NN DT NN | canadian _prime_minister_ justin trudeau explains keep say feminist |
| 10708 | “Peaceful” Muslims Scream: “THIS IS FOR ALLAH” After Driving Van 50 MPH Pedestrians…3 ARMED Terrorists On Run In Gun-Free London…Britain’s PM Calls It “Potential Act Of Terror” [VIDEO] | “peaceful” muslims scream: “this is for allah” after driving van 50 mph pedestrians…3 armed terrorists on run in gun-free london…britain’s pm calls it “potential act of terror” [video] | “peaceful” muslims scream : “this is for allah” after driving van _digit_ mph pedestrians… _digit_ armed terrorists on run in gun _ free london…britain’s _prime_minister_ calls it “potential act... | NN NNS NN : NN NN IN NN IN VBG NN NN NN NN NN NN NNS IN VB IN NN NN JJ NN NN NNS PRP JJ NNP IN NN NN NN NN | peaceful muslim scream allah drive van _digit_ mph pedestrian _digit_ armed terrorist run gun free london britain _prime_minister_ call potential act terror video |
| 11678 | #BoycottGrammys… #TurnOffTheGrammys…Grammys Producer Encourages Stars To Get Political…TRASH TRUMP…Just Don’t Use “F-Bomb” Before 10 PM | #boycottgrammys… #turnoffthegrammys…grammys producer encourages stars to get political…trash trump…just don’t use “f-bomb” before 10 pm | _boycottgrammys… _turnoffthegrammys…grammys producer encourages stars to get political…trash trump…just don’t use “f _ bomb” before _digit_ _prime_minister_ | NN NN NN NNS NNS TO VB NN NN NN NN NN NN NN IN NN NN | _boycottgrammys _turnoffthegrammys grammys producer encourages star get political trash trump use bomb _digit_ _prime_minister_ |
| 15592 | (VIDEO) WATCH OUR CHILDISH PRESIDENT TURN HIS BACK TO THE IRAQI PM AT THE G7 | (video) watch our childish president turn his back to the iraqi pm at the g7 | ( video ) watch our childish president turn his back to the iraqi _prime_minister_ at the g _digit_ | ( NN ) NN NN NN NN NN NN RB NN DT NN NN NN DT NN NN | video watch childish president turn back iraqi _prime_minister_ _digit_ |
| 18541 | “Peaceful” Muslims Scream: “THIS IS FOR ALLAH” After Driving Van 50 MPH Pedestrians…3 ARMED Terrorists On Run In Gun-Free London…Britain’s PM Calls It “Potential Act Of Terror” [VIDEO] | “peaceful” muslims scream: “this is for allah” after driving van 50 mph pedestrians…3 armed terrorists on run in gun-free london…britain’s pm calls it “potential act of terror” [video] | “peaceful” muslims scream : “this is for allah” after driving van _digit_ mph pedestrians… _digit_ armed terrorists on run in gun _ free london…britain’s _prime_minister_ calls it “potential act... | NN NNS NN : NN NN IN NN IN VBG NN NN NN NN NN NN NNS IN VB IN NN NN JJ NN NN NNS PRP JJ NNP IN NN NN NN NN | peaceful muslim scream allah drive van _digit_ mph pedestrian _digit_ armed terrorist run gun free london britain _prime_minister_ call potential act terror video |
| 19147 | #BoycottGrammys… #TurnOffTheGrammys…Grammys Producer Encourages Stars To Get Political…TRASH TRUMP…Just Don’t Use “F-Bomb” Before 10 PM | #boycottgrammys… #turnoffthegrammys…grammys producer encourages stars to get political…trash trump…just don’t use “f-bomb” before 10 pm | _boycottgrammys… _turnoffthegrammys…grammys producer encourages stars to get political…trash trump…just don’t use “f _ bomb” before _digit_ _prime_minister_ | NN NN NN NNS NNS TO VB NN NN NN NN NN NN NN IN NN NN | _boycottgrammys _turnoffthegrammys grammys producer encourages star get political trash trump use bomb _digit_ _prime_minister_ |
| 21962 | Iraqi PM Rebuffs U.S. Decree That ‘Foreign Shia Militias’ Should Leave Country | iraqi pm rebuffs u.s. decree that ‘foreign shia militias’ should leave country | iraqi _prime_minister_ rebuffs _u_s_ decree that ‘foreign shia militias’ should leave country | NN NN NNS NNP NN DT NN NN NN MD VB NN | iraqi _prime_minister_ rebuff _u_s_ decree foreign shia militia leave country |
| 22745 | Iraqi PM Rebuffs U.S. Decree That ‘Foreign Shia Militias’ Should Leave Country | iraqi pm rebuffs u.s. decree that ‘foreign shia militias’ should leave country | iraqi _prime_minister_ rebuffs _u_s_ decree that ‘foreign shia militias’ should leave country | NN NN NNS NNP NN DT NN NN NN MD VB NN | iraqi _prime_minister_ rebuff _u_s_ decree foreign shia militia leave country |
(?:[\s]|^)[Pp][\.][Mm][\.](?:[\s]|$)
| org_title | lower_title | cleaned_words | cleaned_pos | minimal_words | |
|---|---|---|---|---|---|
| 502 | Trump to make remarks at White House at 3 p.m. EST | trump to make remarks at white house at 3 p.m. est | trump to make remarks at white house at _digit_ _pm_ est | NN TO VB NNS IN NNP NNP IN NN NN NN | trump make remark white house _digit_ _pm_ est |
| 3356 | Trump to give remarks on healthcare at 12:55 p.m. (1655 GMT): White House | trump to give remarks on healthcare at 12:55 p.m. (1655 gmt): white house | trump to give remarks on healthcare at _digit_ : _digit_ _pm_ ( _digit_ gmt ) : white house | NN TO VB NNS IN NN IN NN : NN NN ( NN NN ) : NNP NNP | trump give remark healthcare _digit_ _digit_ _pm_ _digit_ gmt white house |
| 3998 | Highlights: The Trump presidency on April 28 at 8:45 P.M. EDT/0045 GMT April 29 | highlights: the trump presidency on april 28 at 8:45 p.m. edt/0045 gmt april 29 | highlights : the trump presidency on april _digit_ at _digit_ : _digit_ _pm_ edt _digit_ gmt april _digit_ | NNS : DT NN NN IN NNP NN IN NN : NN NN NN NN NN NNP NN | highlight trump presidency april _digit_ _digit_ _digit_ _pm_ edt _digit_ gmt april _digit_ |
| 4033 | Highlights: The Trump presidency on April 28 at 8:45 P.M. EDT/0045 GMT April 29 | highlights: the trump presidency on april 28 at 8:45 p.m. edt/0045 gmt april 29 | highlights : the trump presidency on april _digit_ at _digit_ : _digit_ _pm_ edt _digit_ gmt april _digit_ | NNS : DT NN NN IN NNP NN IN NN : NN NN NN NN NN NNP NN | highlight trump presidency april _digit_ _digit_ _digit_ _pm_ edt _digit_ gmt april _digit_ |
| 4049 | Highlights: The Trump presidency on April 26 at 9:12 P.M. EDT/0112 GMT on April 27 | highlights: the trump presidency on april 26 at 9:12 p.m. edt/0112 gmt on april 27 | highlights : the trump presidency on april _digit_ at _digit_ : _digit_ _pm_ edt _digit_ gmt on april _digit_ | NNS : DT NN NN IN NNP NN IN NN : NN NN NN NN NN IN NNP NN | highlight trump presidency april _digit_ _digit_ _digit_ _pm_ edt _digit_ gmt april _digit_ |
| 4082 | Highlights: The Trump presidency on April 26 at 9:12 P.M. EDT/0112 GMT on April 27 | highlights: the trump presidency on april 26 at 9:12 p.m. edt/0112 gmt on april 27 | highlights : the trump presidency on april _digit_ at _digit_ : _digit_ _pm_ edt _digit_ gmt on april _digit_ | NNS : DT NN NN IN NNP NN IN NN : NN NN NN NN NN IN NNP NN | highlight trump presidency april _digit_ _digit_ _digit_ _pm_ edt _digit_ gmt april _digit_ |
| 4096 | Highlights: The Trump presidency on April 26 at 9:12 P.M. EDT/0112 GMT on April 27 | highlights: the trump presidency on april 26 at 9:12 p.m. edt/0112 gmt on april 27 | highlights : the trump presidency on april _digit_ at _digit_ : _digit_ _pm_ edt _digit_ gmt on april _digit_ | NNS : DT NN NN IN NNP NN IN NN : NN NN NN NN NN IN NNP NN | highlight trump presidency april _digit_ _digit_ _digit_ _pm_ edt _digit_ gmt april _digit_ |
| 4132 | Highlights: The Trump presidency on April 21 at 6:12 p.m. EDT/2212 GMT | highlights: the trump presidency on april 21 at 6:12 p.m. edt/2212 gmt | highlights : the trump presidency on april _digit_ at _digit_ : _digit_ _pm_ edt _digit_ gmt | NNS : DT NN NN IN NNP NN IN NN : NN NN NN NN NN | highlight trump presidency april _digit_ _digit_ _digit_ _pm_ edt _digit_ gmt |
| 4149 | Highlights: The Trump presidency on April 21 at 6:12 p.m. EDT/2212 GMT | highlights: the trump presidency on april 21 at 6:12 p.m. edt/2212 gmt | highlights : the trump presidency on april _digit_ at _digit_ : _digit_ _pm_ edt _digit_ gmt | NNS : DT NN NN IN NNP NN IN NN : NN NN NN NN NN | highlight trump presidency april _digit_ _digit_ _digit_ _pm_ edt _digit_ gmt |
| 4176 | Highlights: The Trump presidency on April 21 at 6:12 p.m. EDT/2212 GMT | highlights: the trump presidency on april 21 at 6:12 p.m. edt/2212 gmt | highlights : the trump presidency on april _digit_ at _digit_ : _digit_ _pm_ edt _digit_ gmt | NNS : DT NN NN IN NNP NN IN NN : NN NN NN NN NN | highlight trump presidency april _digit_ _digit_ _digit_ _pm_ edt _digit_ gmt |
| 4202 | Highlights: The Trump presidency on April 21 at 6:12 p.m. EDT/2212 GMT | highlights: the trump presidency on april 21 at 6:12 p.m. edt/2212 gmt | highlights : the trump presidency on april _digit_ at _digit_ : _digit_ _pm_ edt _digit_ gmt | NNS : DT NN NN IN NNP NN IN NN : NN NN NN NN NN | highlight trump presidency april _digit_ _digit_ _digit_ _pm_ edt _digit_ gmt |
| 4227 | Highlights: The Trump presidency on April 21 at 6:12 p.m. EDT/2212 GMT | highlights: the trump presidency on april 21 at 6:12 p.m. edt/2212 gmt | highlights : the trump presidency on april _digit_ at _digit_ : _digit_ _pm_ edt _digit_ gmt | NNS : DT NN NN IN NNP NN IN NN : NN NN NN NN NN | highlight trump presidency april _digit_ _digit_ _digit_ _pm_ edt _digit_ gmt |
| 4244 | Highlights: The Trump presidency on April 13 at 9:30 P.M. EDT/0130 GMT on Friday | highlights: the trump presidency on april 13 at 9:30 p.m. edt/0130 gmt on friday | highlights : the trump presidency on april _digit_ at _digit_ : _digit_ _pm_ edt _digit_ gmt on friday | NNS : DT NN NN IN NNP NN IN NN : NN NN NN NN NN IN NNP | highlight trump presidency april _digit_ _digit_ _digit_ _pm_ edt _digit_ gmt friday |
| 4266 | Highlights: The Trump presidency on April 13 at 9:30 P.M. EDT/0130 GMT on Friday | highlights: the trump presidency on april 13 at 9:30 p.m. edt/0130 gmt on friday | highlights : the trump presidency on april _digit_ at _digit_ : _digit_ _pm_ edt _digit_ gmt on friday | NNS : DT NN NN IN NNP NN IN NN : NN NN NN NN NN IN NNP | highlight trump presidency april _digit_ _digit_ _digit_ _pm_ edt _digit_ gmt friday |
| 4300 | Highlights: The Trump presidency on April 13 at 9:30 P.M. EDT/0130 GMT on Friday | highlights: the trump presidency on april 13 at 9:30 p.m. edt/0130 gmt on friday | highlights : the trump presidency on april _digit_ at _digit_ : _digit_ _pm_ edt _digit_ gmt on friday | NNS : DT NN NN IN NNP NN IN NN : NN NN NN NN NN IN NNP | highlight trump presidency april _digit_ _digit_ _digit_ _pm_ edt _digit_ gmt friday |
| 4342 | Highlights: The Trump presidency on April 13 at 9:30 P.M. EDT/0130 GMT on Friday | highlights: the trump presidency on april 13 at 9:30 p.m. edt/0130 gmt on friday | highlights : the trump presidency on april _digit_ at _digit_ : _digit_ _pm_ edt _digit_ gmt on friday | NNS : DT NN NN IN NNP NN IN NN : NN NN NN NN NN IN NNP | highlight trump presidency april _digit_ _digit_ _digit_ _pm_ edt _digit_ gmt friday |
| 4413 | Highlights: The Trump presidency on April 13 at 9:30 P.M. EDT/0130 GMT on Friday | highlights: the trump presidency on april 13 at 9:30 p.m. edt/0130 gmt on friday | highlights : the trump presidency on april _digit_ at _digit_ : _digit_ _pm_ edt _digit_ gmt on friday | NNS : DT NN NN IN NNP NN IN NN : NN NN NN NN NN IN NNP | highlight trump presidency april _digit_ _digit_ _digit_ _pm_ edt _digit_ gmt friday |
| 4443 | Highlights: The Trump presidency on April 13 at 9:30 P.M. EDT/0130 GMT on Friday | highlights: the trump presidency on april 13 at 9:30 p.m. edt/0130 gmt on friday | highlights : the trump presidency on april _digit_ at _digit_ : _digit_ _pm_ edt _digit_ gmt on friday | NNS : DT NN NN IN NNP NN IN NN : NN NN NN NN NN IN NNP | highlight trump presidency april _digit_ _digit_ _digit_ _pm_ edt _digit_ gmt friday |
| 4468 | Highlights: The Trump presidency on April 13 at 9:30 P.M. EDT/0130 GMT on Friday | highlights: the trump presidency on april 13 at 9:30 p.m. edt/0130 gmt on friday | highlights : the trump presidency on april _digit_ at _digit_ : _digit_ _pm_ edt _digit_ gmt on friday | NNS : DT NN NN IN NNP NN IN NN : NN NN NN NN NN IN NNP | highlight trump presidency april _digit_ _digit_ _digit_ _pm_ edt _digit_ gmt friday |
| 4507 | Highlights: The Trump presidency on April 13 at 9:30 P.M. EDT/0130 GMT on Friday | highlights: the trump presidency on april 13 at 9:30 p.m. edt/0130 gmt on friday | highlights : the trump presidency on april _digit_ at _digit_ : _digit_ _pm_ edt _digit_ gmt on friday | NNS : DT NN NN IN NNP NN IN NN : NN NN NN NN NN IN NNP | highlight trump presidency april _digit_ _digit_ _digit_ _pm_ edt _digit_ gmt friday |
| 4536 | Highlights: The Trump presidency on March 31 at 6:19 p.m. EDT | highlights: the trump presidency on march 31 at 6:19 p.m. edt | highlights : the trump presidency on march _digit_ at _digit_ : _digit_ _pm_ edt | NNS : DT NN NN IN NNP NN IN NN : NN NN NN | highlight trump presidency march _digit_ _digit_ _digit_ _pm_ edt |
| 4565 | Highlights: The Trump presidency on March 31 at 6:19 p.m. EDT | highlights: the trump presidency on march 31 at 6:19 p.m. edt | highlights : the trump presidency on march _digit_ at _digit_ : _digit_ _pm_ edt | NNS : DT NN NN IN NNP NN IN NN : NN NN NN | highlight trump presidency march _digit_ _digit_ _digit_ _pm_ edt |
| 4602 | Highlights: The Trump presidency on March 31 at 6:19 p.m. EDT | highlights: the trump presidency on march 31 at 6:19 p.m. edt | highlights : the trump presidency on march _digit_ at _digit_ : _digit_ _pm_ edt | NNS : DT NN NN IN NNP NN IN NN : NN NN NN | highlight trump presidency march _digit_ _digit_ _digit_ _pm_ edt |
| 4623 | Highlights: The Trump presidency on March 31 at 6:19 p.m. EDT | highlights: the trump presidency on march 31 at 6:19 p.m. edt | highlights : the trump presidency on march _digit_ at _digit_ : _digit_ _pm_ edt | NNS : DT NN NN IN NNP NN IN NN : NN NN NN | highlight trump presidency march _digit_ _digit_ _digit_ _pm_ edt |
| 4651 | Highlights: The Trump presidency on March 31 at 6:19 p.m. EDT | highlights: the trump presidency on march 31 at 6:19 p.m. edt | highlights : the trump presidency on march _digit_ at _digit_ : _digit_ _pm_ edt | NNS : DT NN NN IN NNP NN IN NN : NN NN NN | highlight trump presidency march _digit_ _digit_ _digit_ _pm_ edt |
| 4694 | Highlights: The Trump presidency on March 24 at 5:31 p.m. EDT | highlights: the trump presidency on march 24 at 5:31 p.m. edt | highlights : the trump presidency on march _digit_ at _digit_ : _digit_ _pm_ edt | NNS : DT NN NN IN NNP NN IN NN : NN NN NN | highlight trump presidency march _digit_ _digit_ _digit_ _pm_ edt |
| 4732 | The Trump presidency on March 23 at 7:03 P.M. EDT | the trump presidency on march 23 at 7:03 p.m. edt | the trump presidency on march _digit_ at _digit_ : _digit_ _pm_ edt | DT NN NN IN NNP NN IN NN : NN NN NN | trump presidency march _digit_ _digit_ _digit_ _pm_ edt |
| 4762 | Highlights: The Trump presidency on March 22 at 6:30 P.M. EDT | highlights: the trump presidency on march 22 at 6:30 p.m. edt | highlights : the trump presidency on march _digit_ at _digit_ : _digit_ _pm_ edt | NNS : DT NN NN IN NNP NN IN NN : NN NN NN | highlight trump presidency march _digit_ _digit_ _digit_ _pm_ edt |
| 4811 | Highlights: The Trump presidency on March 21 at 6:14 p.m. EDT | highlights: the trump presidency on march 21 at 6:14 p.m. edt | highlights : the trump presidency on march _digit_ at _digit_ : _digit_ _pm_ edt | NNS : DT NN NN IN NNP NN IN NN : NN NN NN | highlight trump presidency march _digit_ _digit_ _digit_ _pm_ edt |
| 4828 | Highlights: The Trump presidency on March 20 at 9:20 P.M. EDT | highlights: the trump presidency on march 20 at 9:20 p.m. edt | highlights : the trump presidency on march _digit_ at _digit_ : _digit_ _pm_ edt | NNS : DT NN NN IN NNP NN IN NN : NN NN NN | highlight trump presidency march _digit_ _digit_ _digit_ _pm_ edt |
| 4844 | Highlights: The Trump presidency on March 19 at 6:50 p.m. EDT | highlights: the trump presidency on march 19 at 6:50 p.m. edt | highlights : the trump presidency on march _digit_ at _digit_ : _digit_ _pm_ edt | NNS : DT NN NN IN NNP NN IN NN : NN NN NN | highlight trump presidency march _digit_ _digit_ _digit_ _pm_ edt |
| 4954 | Highlights: The Trump presidency on March 14 at 9:25 p.m. ET | highlights: the trump presidency on march 14 at 9:25 p.m. et | highlights : the trump presidency on march _digit_ at _digit_ : _digit_ _pm_ et | NNS : DT NN NN IN NNP NN IN NN : NN NN NN | highlight trump presidency march _digit_ _digit_ _digit_ _pm_ |
| 4977 | Highlights: The Trump presidency on March 13 at 9:05 p.m. EDT | highlights: the trump presidency on march 13 at 9:05 p.m. edt | highlights : the trump presidency on march _digit_ at _digit_ : _digit_ _pm_ edt | NNS : DT NN NN IN NNP NN IN NN : NN NN NN | highlight trump presidency march _digit_ _digit_ _digit_ _pm_ edt |
| 4997 | Highlights: The Trump presidency on March 12 at 8:42 p.m. EST | highlights: the trump presidency on march 12 at 8:42 p.m. est | highlights : the trump presidency on march _digit_ at _digit_ : _digit_ _pm_ est | NNS : DT NN NN IN NNP NN IN NN : NN NN NN | highlight trump presidency march _digit_ _digit_ _digit_ _pm_ est |
| 5025 | The Trump presidency on March 9 at 9:49 p.m. EST/March 10 0149 GMT | the trump presidency on march 9 at 9:49 p.m. est/march 10 0149 gmt | the trump presidency on march _digit_ at _digit_ : _digit_ _pm_ est march _digit_ _digit_ gmt | DT NN NN IN NNP NN IN NN : NN NN NN NNP NN NN NN | trump presidency march _digit_ _digit_ _digit_ _pm_ est march _digit_ _digit_ gmt |
| 5051 | Highlights: The Trump presidency on March 8 at 6:33 p.m. EST | highlights: the trump presidency on march 8 at 6:33 p.m. est | highlights : the trump presidency on march _digit_ at _digit_ : _digit_ _pm_ est | NNS : DT NN NN IN NNP NN IN NN : NN NN NN | highlight trump presidency march _digit_ _digit_ _digit_ _pm_ est |
| 5079 | Highlights: The Trump presidency on March 7 at 6:19 p.m. EST | highlights: the trump presidency on march 7 at 6:19 p.m. est | highlights : the trump presidency on march _digit_ at _digit_ : _digit_ _pm_ est | NNS : DT NN NN IN NNP NN IN NN : NN NN NN | highlight trump presidency march _digit_ _digit_ _digit_ _pm_ est |
| 5103 | Highlights: The Trump presidency on March 6 at 7:50 p.m. EST | highlights: the trump presidency on march 6 at 7:50 p.m. est | highlights : the trump presidency on march _digit_ at _digit_ : _digit_ _pm_ est | NNS : DT NN NN IN NNP NN IN NN : NN NN NN | highlight trump presidency march _digit_ _digit_ _digit_ _pm_ est |
| 5123 | Highlights: The Trump presidency on March 5 at 7:35 p.m. EST | highlights: the trump presidency on march 5 at 7:35 p.m. est | highlights : the trump presidency on march _digit_ at _digit_ : _digit_ _pm_ est | NNS : DT NN NN IN NNP NN IN NN : NN NN NN | highlight trump presidency march _digit_ _digit_ _digit_ _pm_ est |
| 5142 | The Trump presidency on March 3 at 2:50 p.m. ET | the trump presidency on march 3 at 2:50 p.m. et | the trump presidency on march _digit_ at _digit_ : _digit_ _pm_ et | DT NN NN IN NNP NN IN NN : NN NN NN | trump presidency march _digit_ _digit_ _digit_ _pm_ |
| 5157 | Highlights: The Trump presidency on March 2 at 5:35 p.m. ET | highlights: the trump presidency on march 2 at 5:35 p.m. et | highlights : the trump presidency on march _digit_ at _digit_ : _digit_ _pm_ et | NNS : DT NN NN IN NNP NN IN NN : NN NN NN | highlight trump presidency march _digit_ _digit_ _digit_ _pm_ |
| 5186 | Highlights: The Trump presidency on March 1 at 8:16 p.m. EST | highlights: the trump presidency on march 1 at 8:16 p.m. est | highlights : the trump presidency on march _digit_ at _digit_ : _digit_ _pm_ est | NNS : DT NN NN IN NNP NN IN NN : NN NN NN | highlight trump presidency march _digit_ _digit_ _digit_ _pm_ est |
| 5218 | The Trump presidency on Feb 28 at 8:48 p.m. EST | the trump presidency on feb 28 at 8:48 p.m. est | the trump presidency on feb _digit_ at _digit_ : _digit_ _pm_ est | DT NN NN IN NN NN IN NN : NN NN NN | trump presidency feb _digit_ _digit_ _digit_ _pm_ est |
| 5302 | The Trump presidency on Feb. 23 at 6:45 p.m. EST | the trump presidency on feb. 23 at 6:45 p.m. est | the trump presidency on feb _digit_ at _digit_ : _digit_ _pm_ est | DT NN NN IN NN NN IN NN : NN NN NN | trump presidency feb _digit_ _digit_ _digit_ _pm_ est |
| 5365 | The Trump presidency on Feb. 17 at 3:49 p.m. EST/2049 GMT | the trump presidency on feb. 17 at 3:49 p.m. est/2049 gmt | the trump presidency on feb _digit_ at _digit_ : _digit_ _pm_ est _digit_ gmt | DT NN NN IN NN NN IN NN : NN NN NN NN NN | trump presidency feb _digit_ _digit_ _digit_ _pm_ est _digit_ gmt |
| 5389 | The Trump presidency on Feb 16 at 8:08 p.m. EST | the trump presidency on feb 16 at 8:08 p.m. est | the trump presidency on feb _digit_ at _digit_ : _digit_ _pm_ est | DT NN NN IN NN NN IN NN : NN NN NN | trump presidency feb _digit_ _digit_ _digit_ _pm_ est |
| 5421 | The Trump presidency on Feb 15 at 8:29 p.m. EST | the trump presidency on feb 15 at 8:29 p.m. est | the trump presidency on feb _digit_ at _digit_ : _digit_ _pm_ est | DT NN NN IN NN NN IN NN : NN NN NN | trump presidency feb _digit_ _digit_ _digit_ _pm_ est |
| 5452 | The Trump presidency on Feb. 14 at 4:02 P.M. EST/2102 GMT | the trump presidency on feb. 14 at 4:02 p.m. est/2102 gmt | the trump presidency on feb _digit_ at _digit_ : _digit_ _pm_ est _digit_ gmt | DT NN NN IN NN NN IN NN : NN NN NN NN NN | trump presidency feb _digit_ _digit_ _digit_ _pm_ est _digit_ gmt |
| 5479 | The Trump presidency on Feb. 13 at 8:05 P.M. EST | the trump presidency on feb. 13 at 8:05 p.m. est | the trump presidency on feb _digit_ at _digit_ : _digit_ _pm_ est | DT NN NN IN NN NN IN NN : NN NN NN | trump presidency feb _digit_ _digit_ _digit_ _pm_ est |
| 5506 | The Trump presidency on Feb. 10 at 7:05 p.m. EST | the trump presidency on feb. 10 at 7:05 p.m. est | the trump presidency on feb _digit_ at _digit_ : _digit_ _pm_ est | DT NN NN IN NN NN IN NN : NN NN NN | trump presidency feb _digit_ _digit_ _digit_ _pm_ est |
| 5537 | Highlights: The Trump presidency on Feb. 9 at 7:50 P.M. EST | highlights: the trump presidency on feb. 9 at 7:50 p.m. est | highlights : the trump presidency on feb _digit_ at _digit_ : _digit_ _pm_ est | NNS : DT NN NN IN NN NN IN NN : NN NN NN | highlight trump presidency feb _digit_ _digit_ _digit_ _pm_ est |
| 5568 | The Trump presidency on Feb. 8 at 8:10 P.M. EST | the trump presidency on feb. 8 at 8:10 p.m. est | the trump presidency on feb _digit_ at _digit_ : _digit_ _pm_ est | DT NN NN IN NN NN IN NN : NN NN NN | trump presidency feb _digit_ _digit_ _digit_ _pm_ est |
| 5631 | The Trump presidency on Feb. 5 at 7:10 P.M. EST | the trump presidency on feb. 5 at 7:10 p.m. est | the trump presidency on feb _digit_ at _digit_ : _digit_ _pm_ est | DT NN NN IN NN NN IN NN : NN NN NN | trump presidency feb _digit_ _digit_ _digit_ _pm_ est |
| 5665 | Highlights: The Trump presidency on February 3 at 6:25 P.M. EST/2325 GMT | highlights: the trump presidency on february 3 at 6:25 p.m. est/2325 gmt | highlights : the trump presidency on february _digit_ at _digit_ : _digit_ _pm_ est _digit_ gmt | NNS : DT NN NN IN NNP NN IN NN : NN NN NN NN NN | highlight trump presidency february _digit_ _digit_ _digit_ _pm_ est _digit_ gmt |
| 5722 | Highlights: The Trump presidency on February 2 at 6:15 p.m. EST/2315 GMT | highlights: the trump presidency on february 2 at 6:15 p.m. est/2315 gmt | highlights : the trump presidency on february _digit_ at _digit_ : _digit_ _pm_ est _digit_ gmt | NNS : DT NN NN IN NNP NN IN NN : NN NN NN NN NN | highlight trump presidency february _digit_ _digit_ _digit_ _pm_ est _digit_ gmt |
| 5769 | Highlights: The Trump presidency on February 1 at 7:44 P.M. EST/1244 GMT | highlights: the trump presidency on february 1 at 7:44 p.m. est/1244 gmt | highlights : the trump presidency on february _digit_ at _digit_ : _digit_ _pm_ est _digit_ gmt | NNS : DT NN NN IN NNP NN IN NN : NN NN NN NN NN | highlight trump presidency february _digit_ _digit_ _digit_ _pm_ est _digit_ gmt |
| 5807 | Highlights: The Trump presidency on January 31 at 8:11 P.M. EST/0111 GMT | highlights: the trump presidency on january 31 at 8:11 p.m. est/0111 gmt | highlights : the trump presidency on january _digit_ at _digit_ : _digit_ _pm_ est _digit_ gmt | NNS : DT NN NN IN NNP NN IN NN : NN NN NN NN NN | highlight trump presidency january _digit_ _digit_ _digit_ _pm_ est _digit_ gmt |
| 5882 | The Trump presidency on Jan 29 at 4:12 P.M. EST/2112 GMT | the trump presidency on jan 29 at 4:12 p.m. est/2112 gmt | the trump presidency on jan _digit_ at _digit_ : _digit_ _pm_ est _digit_ gmt | DT NN NN IN NN NN IN NN : NN NN NN NN NN | trump presidency jan _digit_ _digit_ _digit_ _pm_ est _digit_ gmt |
| 5942 | Highlights: The Trump presidency on January 27 at 6:11 P.M. EST/2311 GMT | highlights: the trump presidency on january 27 at 6:11 p.m. est/2311 gmt | highlights : the trump presidency on january _digit_ at _digit_ : _digit_ _pm_ est _digit_ gmt | NNS : DT NN NN IN NNP NN IN NN : NN NN NN NN NN | highlight trump presidency january _digit_ _digit_ _digit_ _pm_ est _digit_ gmt |
| 9780 | Republican presidential candidate Cruz to make announcement at 4 p.m. | republican presidential candidate cruz to make announcement at 4 p.m. | republican presidential candidate cruz to make announcement at _digit_ p.m . | JJ JJ NN NN TO VB NN IN NN NN . | republican presidential candidate cruz make announcement _digit_ |
| org_title | lower_title | cleaned_words | cleaned_pos | minimal_words | |
|---|---|---|---|---|---|
| 17108 | LIVE FEED AT 1:00 P.M. EST: 100% FED Up! AMERICANS WILL RALLY IN D.C. TODAY TO STOP THE IRAN DEAL | live feed at 1:00 p.m. est: 100% fed up! americans will rally in d.c. today to stop the iran deal | live feed at _digit_ : _digit_ _pm_ est : _digit_ percent fed up ! americans will rally in d.c. today to stop the iran deal | VB NN NN NN : NN NN NN : NN NN NN IN . NN MD NN NN NN NN NN NN DT NN NN | live feed _digit_ _digit_ _pm_ est _digit_ percent fed american rally today stop iran deal |
(?:[\s]|^)[Aa][\.][Mm][\.](?:[\s]|$)
| org_title | lower_title | cleaned_words | cleaned_pos | minimal_words | |
|---|---|---|---|---|---|
| 278 | Franken to make 11:45 a.m. announcement after harassment accusations | franken to make 11:45 a.m. announcement after harassment accusations | franken to make _digit_ : _digit_ _am_ announcement after harassment accusations | NNS TO VB NN : NN NN NN IN NN NNS | franken make _digit_ _digit_ _am_ announcement harassment accusation |
| 5267 | Highlights: The Trump presidency on Feb. 24 at 12:35 a.m. EST/17:35 GMT | highlights: the trump presidency on feb. 24 at 12:35 a.m. est/17:35 gmt | highlights : the trump presidency on feb _digit_ at _digit_ : _digit_ _am_ est _digit_ : _digit_ gmt | NNS : DT NN NN IN NN NN IN NN : NN NN NN NN : NN NN | highlight trump presidency feb _digit_ _digit_ _digit_ _am_ est _digit_ _digit_ gmt |
| 9067 | FBI schedules 11 a.m. news conference on Florida nightclub shooting | fbi schedules 11 a.m. news conference on florida nightclub shooting | fbi schedules _digit_ _am_ news conference on florida nightclub shooting | NNP NNS NN NN NN NN IN NNP NN VBG | fbi schedule _digit_ _am_ news conference florida nightclub shoot |
| org_title | lower_title | cleaned_words | cleaned_pos | minimal_words | |
|---|---|---|---|---|---|
| 4367 | Eric Trump PATHETICALLY Attempts To Defend Daddy’s Latest 3 A.M. Temper Tantrum On Twitter | eric trump pathetically attempts to defend daddy’s latest 3 a.m. temper tantrum on twitter | eric trump pathetically attempts to defend daddy’s latest _digit_ _am_ temper tantrum on twitter | JJ NN NN NNS TO VB NN JJS NN NN NN NN IN NN | eric trump pathetically attempt defend daddy late _digit_ _am_ temper tantrum twitter |
| 11589 | LIVE FEED: PRESIDENT TRUMP Speaks At CPAC – 10:00 a.m. EST | live feed: president trump speaks at cpac – 10:00 a.m. est | live feed : president trump speaks at cpac _digit_ : _digit_ _am_ est | VB NN : NN NN NNS IN NN NN : NN NN NN | live feed president trump speaks cpac _digit_ _digit_ _am_ est |
| 14690 | FEEL THE BERN: Supporters Line Up At 4:30 A.M. To See Trump…In Bernie Sander’s Home State | feel the bern: supporters line up at 4:30 a.m. to see trump…in bernie sander’s home state | feel the bern : supporters line up at _digit_ : _digit_ _am_ to see trump…in bernie sander’s home state | NN DT NN : NNS NN IN IN NN : NN NN TO VB NN NNP NN NN NN | feel bern supporter line _digit_ _digit_ _am_ see trump bernie sander home state |
(?:[\s]|^)[Jj][Aa][Nn][\.]
| org_title | lower_title | cleaned_words | cleaned_pos | minimal_words | |
|---|---|---|---|---|---|
| 42 | U.S. court rejects Trump bid to stop transgender military recruits on Jan. 1 | u.s. court rejects trump bid to stop transgender military recruits on jan. 1 | _u_s_ court rejects trump bid to stop transgender military recruits on jan _digit_ | NNP NN NNS NN NN TO NN NN JJ NNS IN NN NN | _u_s_ court reject trump bid stop transgender military recruit jan _digit_ |
| 168 | Stop-gap bill unveiled to fund U.S. government until Jan. 19 | stop-gap bill unveiled to fund u.s. government until jan. 19 | stop _ gap bill unveiled to fund _u_s_ government until jan _digit_ | VB NN NN NN JJ TO NN NNP NN IN NN NN | stop gap bill unveiled fund _u_s_ government jan _digit_ |
| 214 | U.S. military must accept transgender recruits by Jan. 1, judge rules | u.s. military must accept transgender recruits by jan. 1, judge rules | _u_s_ military must accept transgender recruits by jan _digit_ , judge rules | NNP JJ MD NN NN NNS IN NN NN , NN NNS | _u_s_ military must accept transgender recruit jan _digit_ judge rule |
| 432 | Trump to give State of the Union address on Jan. 30: White House | trump to give state of the union address on jan. 30: white house | trump to give state of the union address on jan _digit_ : white house | NN TO VB NN IN DT NNP NN IN NN NN : NNP NNP | trump give state union address jan _digit_ white house |
| 6540 | White House says expects Guantanamo transfers announced before Jan. 20 | white house says expects guantanamo transfers announced before jan. 20 | white house says expects guantanamo transfers announced before jan _digit_ | NNP NNP VBZ VBZ NN NNS VBD IN NN NN | white house say expect guantanamo transfer announce jan _digit_ |
| 11153 | Fox News says Google to partner in Jan. 28 Iowa Republican debate | fox news says google to partner in jan. 28 iowa republican debate | fox news says google to partner in jan _digit_ iowa republican debate | NN NNS VBZ NN TO NN IN NN NN NNP JJ NN | fox news say google partner jan _digit_ iowa republican debate |
| 11276 | Trump to host Norway's Solberg on Jan. 10, White House says | trump to host norway's solberg on jan. 10, white house says | trump to host norway 's solberg on jan _digit_ , white house says | NN TO NN RB POS NN IN NN NN , NNP NNP VBZ | trump host norway solberg jan _digit_ white house say |
| 11286 | Trump to host Norway's Solberg on Jan. 10, White House says | trump to host norway's solberg on jan. 10, white house says | trump to host norway 's solberg on jan _digit_ , white house says | NN TO NN RB POS NN IN NN NN , NNP NNP VBZ | trump host norway solberg jan _digit_ white house say |
| 11676 | Full Brexit in Jan. 2021 as EU sets transition deadline | full brexit in jan. 2021 as eu sets transition deadline | full brexit in jan _digit_ as eu sets transition deadline | NN NN IN NN NN IN NN NNS NN NN | full brexit jan _digit_ set transition deadline |
| 11681 | UK's May to visit China around Jan. 31: Sky News | uk's may to visit china around jan. 31: sky news | _u_k_ 's may to visit china around jan _digit_ : sky news | NN POS NNP TO NN NNP IN NN NN : NN NNS | _u_k_ may visit china around jan _digit_ sky news |
| 11704 | Germany's conservatives, SPD start talks Jan. 7 on another 'grand coalition' | germany's conservatives, spd start talks jan. 7 on another 'grand coalition' | germany 's conservatives , spd start talks jan _digit_ on another 'grand coalition ' | NNP POS NNS , NN NN NNS NN NN IN DT NN NN '' | germany conservative spd start talk jan _digit_ another grand coalition |
| 11772 | Full Brexit in Jan. 2021 as EU sets transition deadline | full brexit in jan. 2021 as eu sets transition deadline | full brexit in jan _digit_ as eu sets transition deadline | NN NN IN NN NN IN NN NNS NN NN | full brexit jan _digit_ set transition deadline |
| 11777 | UK's May to visit China around Jan. 31: Sky News | uk's may to visit china around jan. 31: sky news | _u_k_ 's may to visit china around jan _digit_ : sky news | NN POS NNP TO NN NNP IN NN NN : NN NNS | _u_k_ may visit china around jan _digit_ sky news |
| 11800 | Germany's conservatives, SPD start talks Jan. 7 on another 'grand coalition' | germany's conservatives, spd start talks jan. 7 on another 'grand coalition' | germany 's conservatives , spd start talks jan _digit_ on another 'grand coalition ' | NNP POS NNS , NN NN NNS NN NN IN DT NN NN '' | germany conservative spd start talk jan _digit_ another grand coalition |
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|---|
(?:[\s]|^)[Ff][Ee][Bb][\.]
| org_title | lower_title | cleaned_words | cleaned_pos | minimal_words | |
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| 5267 | Highlights: The Trump presidency on Feb. 24 at 12:35 a.m. EST/17:35 GMT | highlights: the trump presidency on feb. 24 at 12:35 a.m. est/17:35 gmt | highlights : the trump presidency on feb _digit_ at _digit_ : _digit_ _am_ est _digit_ : _digit_ gmt | NNS : DT NN NN IN NN NN IN NN : NN NN NN NN : NN NN | highlight trump presidency feb _digit_ _digit_ _digit_ _am_ est _digit_ _digit_ gmt |
| 5302 | The Trump presidency on Feb. 23 at 6:45 p.m. EST | the trump presidency on feb. 23 at 6:45 p.m. est | the trump presidency on feb _digit_ at _digit_ : _digit_ _pm_ est | DT NN NN IN NN NN IN NN : NN NN NN | trump presidency feb _digit_ _digit_ _digit_ _pm_ est |
| 5365 | The Trump presidency on Feb. 17 at 3:49 p.m. EST/2049 GMT | the trump presidency on feb. 17 at 3:49 p.m. est/2049 gmt | the trump presidency on feb _digit_ at _digit_ : _digit_ _pm_ est _digit_ gmt | DT NN NN IN NN NN IN NN : NN NN NN NN NN | trump presidency feb _digit_ _digit_ _digit_ _pm_ est _digit_ gmt |
| 5452 | The Trump presidency on Feb. 14 at 4:02 P.M. EST/2102 GMT | the trump presidency on feb. 14 at 4:02 p.m. est/2102 gmt | the trump presidency on feb _digit_ at _digit_ : _digit_ _pm_ est _digit_ gmt | DT NN NN IN NN NN IN NN : NN NN NN NN NN | trump presidency feb _digit_ _digit_ _digit_ _pm_ est _digit_ gmt |
| 5479 | The Trump presidency on Feb. 13 at 8:05 P.M. EST | the trump presidency on feb. 13 at 8:05 p.m. est | the trump presidency on feb _digit_ at _digit_ : _digit_ _pm_ est | DT NN NN IN NN NN IN NN : NN NN NN | trump presidency feb _digit_ _digit_ _digit_ _pm_ est |
| 5506 | The Trump presidency on Feb. 10 at 7:05 p.m. EST | the trump presidency on feb. 10 at 7:05 p.m. est | the trump presidency on feb _digit_ at _digit_ : _digit_ _pm_ est | DT NN NN IN NN NN IN NN : NN NN NN | trump presidency feb _digit_ _digit_ _digit_ _pm_ est |
| 5537 | Highlights: The Trump presidency on Feb. 9 at 7:50 P.M. EST | highlights: the trump presidency on feb. 9 at 7:50 p.m. est | highlights : the trump presidency on feb _digit_ at _digit_ : _digit_ _pm_ est | NNS : DT NN NN IN NN NN IN NN : NN NN NN | highlight trump presidency feb _digit_ _digit_ _digit_ _pm_ est |
| 5568 | The Trump presidency on Feb. 8 at 8:10 P.M. EST | the trump presidency on feb. 8 at 8:10 p.m. est | the trump presidency on feb _digit_ at _digit_ : _digit_ _pm_ est | DT NN NN IN NN NN IN NN : NN NN NN | trump presidency feb _digit_ _digit_ _digit_ _pm_ est |
| 5595 | The Trump presidency on Feb. 7 at 9:47 EST | the trump presidency on feb. 7 at 9:47 est | the trump presidency on feb _digit_ at _digit_ : _digit_ est | DT NN NN IN NN NN IN NN : NN NN | trump presidency feb _digit_ _digit_ _digit_ est |
| 5631 | The Trump presidency on Feb. 5 at 7:10 P.M. EST | the trump presidency on feb. 5 at 7:10 p.m. est | the trump presidency on feb _digit_ at _digit_ : _digit_ _pm_ est | DT NN NN IN NN NN IN NN : NN NN NN | trump presidency feb _digit_ _digit_ _digit_ _pm_ est |
| 6080 | Ryan says Trump to address joint session of Congress Feb. 28 | ryan says trump to address joint session of congress feb. 28 | ryan says trump to address joint session of congress feb _digit_ | NN VBZ NN TO NN NN NN IN NNP NN NN | ryan say trump address joint session congress feb _digit_ |
| 10847 | U.S. and Cuba to sign aviation pact on Feb. 16 | u.s. and cuba to sign aviation pact on feb. 16 | _u_s_ and cuba to sign aviation pact on feb _digit_ | NNP CC NNP TO NN NN NN IN NN NN | _u_s_ cuba sign aviation pact feb _digit_ |
| 10930 | House committee to hold Puerto Rico hearing Feb. 25 | house committee to hold puerto rico hearing feb. 25 | house committee to hold puerto rico hearing feb _digit_ | NNP NN TO NN NN NNP NN NN NN | house committee hold puerto rico hearing feb _digit_ |
| 10950 | Vice President Biden to go to Mexico City Feb. 24-25 for talks: White House | vice president biden to go to mexico city feb. 24-25 for talks: white house | vice president biden to go to mexico city feb _digit_ _ _digit_ for talks : white house | NNP NNP NNP TO VB TO NNP NNP NN NN NN NN IN NNS : NNP NNP | vice president biden mexico city feb _digit_ _digit_ talk white house |
| 11110 | Pentagon chief to preview fiscal 2017 budget on Feb. 2: sources | pentagon chief to preview fiscal 2017 budget on feb. 2: sources | pentagon chief to preview fiscal _digit_ budget on feb _digit_ : sources | NNP NN TO NN JJ NN NN IN NN NN : NNS | pentagon chief preview fiscal _digit_ budget feb _digit_ source |
| 12027 | Belgian trial of Paris attack suspect postponed to Feb. 5 | belgian trial of paris attack suspect postponed to feb. 5 | belgian trial of paris attack suspect postponed to feb _digit_ | JJ NN IN NNP NN NN VBN TO NN NN | belgian trial paris attack suspect postpone feb _digit_ |
| 18776 | Nigeria to hold presidential and parliamentary election on Feb. 16, 2019 | nigeria to hold presidential and parliamentary election on feb. 16, 2019 | nigeria to hold presidential and parliamentary election on feb _digit_ , _digit_ | NN TO NN JJ CC JJ NN IN NN NN , NN | nigeria hold presidential parliamentary election feb _digit_ _digit_ |
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(?:[\s]|^)[Mm][Aa][Rr][\.]
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(?:[\s]|^)[Pp][Rr][\.]
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(?:[\s]|^)[Jj][Uu][Nn][\.]
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(?:[\s]|^)[Jj][Uu][Ll][\.]
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(?:[\s]|^)[Aa][Uu][Gg][\.]
| org_title | lower_title | cleaned_words | cleaned_pos | minimal_words | |
|---|---|---|---|---|---|
| 2229 | U.S.-South Korea military exercise to start Aug. 21: Pentagon | u.s.-south korea military exercise to start aug. 21: pentagon | _u_s_ _ south korea military exercise to start aug _digit_ : pentagon | NNP NN NNP NNP JJ NN TO NN NN NN : NNP | _u_s_ south korea military exercise start aug _digit_ pentagon |
| 9325 | Singapore's prime minister to visit White House on Aug. 2 | singapore's prime minister to visit white house on aug. 2 | singapore 's prime minister to visit white house on aug _digit_ | NNP POS NN NN TO NN NNP NNP IN NN NN | singapore prime minister visit white house aug _digit_ |
| org_title | lower_title | cleaned_words | cleaned_pos | minimal_words |
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(?:[\s]|^)[Ss][Ee][Pp][\.]
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(?:[\s]|^)[Oo][Cc][Tt][\.]
| org_title | lower_title | cleaned_words | cleaned_pos | minimal_words | |
|---|---|---|---|---|---|
| 1178 | House panel sets Puerto Rico recovery hearing for Oct. 24 | house panel sets puerto rico recovery hearing for oct. 24 | house panel sets puerto rico recovery hearing for oct _digit_ | NNP NN NNS NN NNP NN NN IN NN NN | house panel set puerto rico recovery hearing oct _digit_ |
| 7955 | Puerto Rico board sets Oct. 14 date for draft turnaround plan | puerto rico board sets oct. 14 date for draft turnaround plan | puerto rico board sets oct _digit_ date for draft turnaround plan | NN NNP NN NNS NN NN NN IN NN NN NN | puerto rico board set oct _digit_ date draft turnaround plan |
| 8198 | Obama to host Italy's Renzi for state visit Oct. 18 | obama to host italy's renzi for state visit oct. 18 | obama to host italy 's renzi for state visit oct _digit_ | NN TO NN NNP POS NN IN NN NN NN NN | obama host italy renzi state visit oct _digit_ |
| 12772 | EU negotiator says British withdrawal deal must be ready by Oct. 2018 | eu negotiator says british withdrawal deal must be ready by oct. 2018 | eu negotiator says british withdrawal deal must be ready by oct _digit_ | NN NN VBZ JJ NN NN MD VB JJ IN NN NN | negotiator say british withdrawal deal must ready oct _digit_ |
| 17720 | Japan PM's ruling bloc seen nearing 2/3 majority in Oct. 22 lower house poll: Nikkei | japan pm's ruling bloc seen nearing 2/3 majority in oct. 22 lower house poll: nikkei | japan _prime_minister_ 's ruling bloc seen nearing _digit_ _digit_ majority in oct _digit_ lower house poll : nikkei | NNP NN POS NN NN VBN VBG NN NN NN IN NN NN JJR NN NN : NNP | japan _prime_minister_ ruling bloc see near _digit_ _digit_ majority oct _digit_ low house poll nikkei |
| 17872 | Trump to host Singapore's prime minister Oct. 23 -White House | trump to host singapore's prime minister oct. 23 -white house | trump to host singapore 's prime minister oct _digit_ _ white house | NN TO NN NNP POS NN NN NN NN NN NNP NNP | trump host singapore prime minister oct _digit_ white house |
| 18132 | Venezuela opposition says ballot sheet unfair for Oct. 15 vote | venezuela opposition says ballot sheet unfair for oct. 15 vote | venezuela opposition says ballot sheet unfair for oct _digit_ vote | NNP NN VBZ NN NN NN IN NN NN NN | venezuela opposition say ballot sheet unfair oct _digit_ vote |
| 18227 | Support for Austrian ruling party slips ahead of Oct. 15 vote: poll | support for austrian ruling party slips ahead of oct. 15 vote: poll | support for austrian ruling party slips ahead of oct _digit_ vote : poll | NN IN JJ NN NN NNS RB IN NN NN NN : NN | support austrian ruling party slip ahead oct _digit_ vote poll |
| 18528 | Run or wait? Tokyo's Koike faces dilemma ahead of Oct. 22 poll | run or wait? tokyo's koike faces dilemma ahead of oct. 22 poll | run or wait ? tokyo 's koike faces dilemma ahead of oct _digit_ poll | VB CC NN . NNP POS VB VBZ NN RB IN NN NN NN | run wait tokyo koike face dilemma ahead oct _digit_ poll |
| 18569 | Pro-independence groups, unions call for general strike Oct. 3 in Catalonia | pro-independence groups, unions call for general strike oct. 3 in catalonia | pro _ independence groups , unions call for general strike oct _digit_ in catalonia | NNS NN NN NNS , NNS NN IN JJ NN NN NN IN NN | pro independence group union call general strike oct _digit_ catalonia |
| 19430 | Catalan leader says will proceed with Oct. 1 independence referendum | catalan leader says will proceed with oct. 1 independence referendum | catalan leader says will proceed with oct _digit_ independence referendum | NN NN VBZ MD NN IN NN NN NN NN | catalan leader say proceed oct _digit_ independence referendum |
| 19793 | Iceland sets snap election for Oct. 28: president | iceland sets snap election for oct. 28: president | iceland sets snap election for oct _digit_ : president | NN NNS NN NN IN NN NN : NN | iceland set snap election oct _digit_ president |
| 20815 | Catalonia parliament votes for Oct. 1 referendum on split from Spain | catalonia parliament votes for oct. 1 referendum on split from spain | catalonia parliament votes for oct _digit_ referendum on split from spain | NN NN NNS IN NN NN NN IN NN IN NNP | catalonia parliament vote oct _digit_ referendum split spain |
| 21030 | Colombia, ELN rebels agree temporary ceasefire starting Oct. 1 | colombia, eln rebels agree temporary ceasefire starting oct. 1 | colombia , eln rebels agree temporary ceasefire starting oct _digit_ | NNP , NN NNS NN JJ NN VBG NN NN | colombia eln rebel agree temporary ceasefire start oct _digit_ |
| 21043 | Kenyan election commission sets Oct. 17 as date for new vote | kenyan election commission sets oct. 17 as date for new vote | kenyan election commission sets oct _digit_ as date for new vote | NNP NN NN NNS NN NN IN NN IN JJ NN | kenyan election commission set oct _digit_ date new vote |
| 21053 | Kenya to hold new presidential vote on Oct. 17: electoral commission | kenya to hold new presidential vote on oct. 17: electoral commission | kenya to hold new presidential vote on oct _digit_ : electoral commission | NNP TO NN JJ JJ NN IN NN NN : JJ NN | kenya hold new presidential vote oct _digit_ electoral commission |
| org_title | lower_title | cleaned_words | cleaned_pos | minimal_words | |
|---|---|---|---|---|---|
| 12819 | WILL HILLARY ATTEND? ‘CLOWN LIVES MATTER’ Rally To Be Held On Oct. 15th [Video] | will hillary attend? ‘clown lives matter’ rally to be held on oct. 15th [video] | will hillary attend ? ‘clown lives matter’ rally to be held on oct _digit_ th [ video ] | MD NN NN . NN NNS NN NNP TO VB NNP IN NN NN NN NN NN NN | hillary attend clown life matter rally held oct _digit_ video |
(?:[\s]|^)[Nn][Oo][Vv][\.]
| org_title | lower_title | cleaned_words | cleaned_pos | minimal_words | |
|---|---|---|---|---|---|
| 244 | Special election to replace Conyers to be held Nov. 2018: governor | special election to replace conyers to be held nov. 2018: governor | special election to replace conyers to be held nov _digit_ : governor | JJ NN TO VB NNS TO VB NN NN NN : NN | special election replace conyers held nov _digit_ governor |
| 1385 | Social media executives to testify Nov. 1 about Russia and U.S. election | social media executives to testify nov. 1 about russia and u.s. election | social media executives to testify nov _digit_ about russia and _u_s_ election | NNP NNS NNS TO NN NN NN IN NN CC NNP NN | social medium executive testify nov _digit_ russia _u_s_ election |
| 7769 | U.S. civil rights groups to fan out on Nov. 8 to fight voter intimidation | u.s. civil rights groups to fan out on nov. 8 to fight voter intimidation | _u_s_ civil rights groups to fan out on nov _digit_ to fight voter intimidation | NNP JJ NNS NNS TO NN IN IN NN NN TO NN NN NN | _u_s_ civil right group fan nov _digit_ fight voter intimidation |
| 8180 | Paul Ryan's challenges will not start until after Nov. 8 election | paul ryan's challenges will not start until after nov. 8 election | paul ryan 's challenges will not start until after nov _digit_ election | NNP NN POS NNS MD RB NN IN IN NN NN NN | paul ryan challenge start nov _digit_ election |
| 9644 | Trump to testify in Trump University lawsuit after Nov. 8 vote: reports | trump to testify in trump university lawsuit after nov. 8 vote: reports | trump to testify in trump university lawsuit after nov _digit_ vote : reports | NN TO NN IN NN NNP NN IN NN NN NN : NNS | trump testify trump university lawsuit nov _digit_ vote report |
| 14668 | Turkey, Russia, Iran to hold Syria summit in Sochi on Nov. 22: NTV | turkey, russia, iran to hold syria summit in sochi on nov. 22: ntv | turkey , russia , iran to hold syria summit in sochi on nov _digit_ : ntv | NN , NN , NN TO NN NNS NN IN NN IN NN NN : NN | turkey russia iran hold syria summit sochi nov _digit_ ntv |
| 16015 | Russia's Sochi to host Syrian peoples congress on Nov. 18: RIA cites source | russia's sochi to host syrian peoples congress on nov. 18: ria cites source | russia 's sochi to host syrian peoples congress on nov _digit_ : ria cites source | NN POS NN TO NN JJ NNS NN IN NN NN : NN NNS NN | russia sochi host syrian people congress nov _digit_ ria cite source |
| 17135 | U.N. Tribunal schedules verdict in Mladic war crimes trial for Nov. 22 | u.n. tribunal schedules verdict in mladic war crimes trial for nov. 22 | _u_n_ tribunal schedules verdict in mladic war crimes trial for nov _digit_ | NNP JJ NNS NN IN NN NN NNS NN IN NN NN | _u_n_ tribunal schedule verdict mladic war crime trial nov _digit_ |
| 17354 | Trump to visit Asia Nov. 3-14, focus on North Korea, alliances | trump to visit asia nov. 3-14, focus on north korea, alliances | trump to visit asia nov _digit_ _ _digit_ , focus on north korea , alliances | NN TO NN NN NN NN NN NN , NN IN NN NNP , NNS | trump visit asia nov _digit_ _digit_ focus north korea alliance |
| 17687 | Palestine rivals Hamas, Fatah agree on Rafah crossing handover Nov. 1: sources | palestine rivals hamas, fatah agree on rafah crossing handover nov. 1: sources | palestine rivals hamas , fatah agree on rafah crossing handover nov _digit_ : sources | NN NNS NN , NN NN IN NN VBG NN NN NN : NNS | palestine rival hamas fatah agree rafah cross handover nov _digit_ source |
| 19887 | Iceland president accepts request for early vote, Nov. 4 possible date: PM | iceland president accepts request for early vote, nov. 4 possible date: pm | iceland president accepts request for early vote , nov _digit_ possible date : _prime_minister_ | NN NN NNS NN IN RB NN , NN NN JJ NN : NN | iceland president accepts request early vote nov _digit_ possible date _prime_minister_ |
| org_title | lower_title | cleaned_words | cleaned_pos | minimal_words | |
|---|---|---|---|---|---|
| 1112 | Hillary’s Campaign Account Hasn’t Tweeted Since Nov. 7, And Now It’s BEAUTIFULLY Trolling Donald Trump | hillary’s campaign account hasn’t tweeted since nov. 7, and now it’s beautifully trolling donald trump | hillary’s campaign account hasn’t tweeted since nov _digit_ , and now it’s beautifully trolling donald trump | NN NN NN NN VBN IN NN NN , CC RB NN NN VBG NNP NN | hillary campaign account tweet since nov _digit_ beautifully troll donald trump |
(?:[\s]|^)[Dd][Ee][Cc][\.]
| org_title | lower_title | cleaned_words | cleaned_pos | minimal_words | |
|---|---|---|---|---|---|
| 204 | Senate leader says he's confident of deal to keep government open after Dec. 22 | senate leader says he's confident of deal to keep government open after dec. 22 | senate leader says he 's confident of deal to keep government open after dec _digit_ | NNP NN VBZ PRP POS NN IN NN TO VB NN JJ IN NN NN | senate leader say confident deal keep government open dec _digit_ |
| 301 | Congress tax negotiators may have final bill before Dec. 22 | congress tax negotiators may have final bill before dec. 22 | congress tax negotiators may have final bill before dec _digit_ | NNP NN NNS MD VB JJ NN IN NN NN | congress tax negotiator may final bill dec _digit_ |
| 477 | Trump's son Donald Trump Jr. to meet with House panel Dec. 6: CNN | trump's son donald trump jr. to meet with house panel dec. 6: cnn | trump 's son donald trump jr. to meet with house panel dec _digit_ : cnn | NN POS NN NNP NN NNP TO NN IN NNP NN NN NN : NN | trump son donald trump meet house panel dec _digit_ cnn |
| 651 | House speaker: May need a temporary bill to fund government past Dec. 8 | house speaker: may need a temporary bill to fund government past dec. 8 | house speaker : may need a temporary bill to fund government past dec _digit_ | NNP NN : NNP NN DT JJ NN TO NN NN NN NN NN | house speaker may need temporary bill fund government past dec _digit_ |
| 751 | Minnesota Senate may halt operations on Dec. 1 due to funding dispute | minnesota senate may halt operations on dec. 1 due to funding dispute | minnesota senate may halt operations on dec _digit_ due to funding dispute | NN NNP MD NN NNS IN NN NN JJ TO NN NN | minnesota senate may halt operation dec _digit_ due funding dispute |
| 12460 | U.S. to ease visa restrictions on Gambia from Dec. 12 | u.s. to ease visa restrictions on gambia from dec. 12 | _u_s_ to ease visa restrictions on gambia from dec _digit_ | NNP TO NN NN NNS IN NNP IN NN NN | _u_s_ ease visa restriction gambia dec _digit_ |
| 13007 | Greek top court to decide Dec. 13 on Russia cyber suspect extradition | greek top court to decide dec. 13 on russia cyber suspect extradition | greek top court to decide dec _digit_ on russia cyber suspect extradition | JJ NN NN TO NN NN NN IN NN NN NN NN | greek top court decide dec _digit_ russia cyber suspect extradition |
| 13050 | South Korean President Moon to visit China Dec. 13-16: Xinhua | south korean president moon to visit china dec. 13-16: xinhua | south korean president moon to visit china dec _digit_ _ _digit_ : xinhua | NNP JJ NNP NNP TO NN NNP NN NN NN NN : NN | south korean president moon visit china dec _digit_ _digit_ xinhua |
| 13213 | Belgian judge to decide on warrant for ex-Catalan leader on Dec. 14: lawyer | belgian judge to decide on warrant for ex-catalan leader on dec. 14: lawyer | belgian judge to decide on warrant for ex _ catalan leader on dec _digit_ : lawyer | JJ NN TO NN IN NN IN NN NN NN NN IN NN NN : NN | belgian judge decide warrant catalan leader dec _digit_ lawyer |
| 13279 | Venezuela political talks end without deal, new meeting planned Dec. 15 | venezuela political talks end without deal, new meeting planned dec. 15 | venezuela political talks end without deal , new meeting planned dec _digit_ | NNP JJ NNS NN IN NN , JJ NN VBN NN NN | venezuela political talk end without deal new meeting plan dec _digit_ |
| 13369 | Austria's conservative-far right cabinet likely sworn in Dec. 20: source | austria's conservative-far right cabinet likely sworn in dec. 20: source | austria 's conservative _ far right cabinet likely sworn in dec _digit_ : source | NNS POS JJ NN RB NN NN JJ NN IN NN NN : NN | austria conservative far right cabinet likely sworn dec _digit_ source |
| 13415 | U.N. extends Syria round to Dec. 15, presidency not yet on table | u.n. extends syria round to dec. 15, presidency not yet on table | _u_n_ extends syria round to dec _digit_ , presidency not yet on table | NNP NNS NNS NN TO NN NN , NN RB RB IN NN | _u_n_ extends syria round dec _digit_ presidency yet table |
| 13447 | France invites U.S. to Dec. 13 summit on boosting fight against W.African militants | france invites u.s. to dec. 13 summit on boosting fight against w.african militants | france invites _u_s_ to dec _digit_ summit on boosting fight against w.african militants | NNP NNS NNP TO NN NN NN IN VBG NN IN JJ NNS | france invite _u_s_ dec _digit_ summit boost fight african militant |
| 13898 | EU's Juncker says Dec. 4 meeting with May will show if Brexit progress made | eu's juncker says dec. 4 meeting with may will show if brexit progress made | eu 's juncker says dec _digit_ meeting with may will show if brexit progress made | NN POS NN VBZ NN NN NN IN NNP MD NN IN NN NN VBN | juncker say dec _digit_ meeting may show brexit progress make |
| 17686 | Palestinian rivals Hamas, Fatah agree to complete Gaza handover by Dec. 1: statement | palestinian rivals hamas, fatah agree to complete gaza handover by dec. 1: statement | palestinian rivals hamas , fatah agree to complete gaza handover by dec _digit_ : statement | JJ NNS NN , NN NN TO JJ NN NN IN NN NN : NN | palestinian rival hamas fatah agree complete gaza handover dec _digit_ statement |
| org_title | lower_title | cleaned_words | cleaned_pos | minimal_words |
|---|
[^\s]*[\@]+[^\s]*
| org_title | lower_title | cleaned_words | cleaned_pos | minimal_words | |
|---|---|---|---|---|---|
| 3294 | Lordy! Ex-FBI chief sets Twitter abuzz but @realDonaldTrump is silent | lordy! ex-fbi chief sets twitter abuzz but @realdonaldtrump is silent | lordy ! ex _ fbi chief sets twitter abuzz but _mytag_at_ is silent | NN . NN NN NNP NN NNS NN NN CC NN VBZ NN | lordy fbi chief set twitter abuzz _mytag_at_ silent |
| org_title | lower_title | cleaned_words | cleaned_pos | minimal_words | |
|---|---|---|---|---|---|
| 7579 | Christian ‘Prophet’ Literally Loses His @ss When He Takes On Wild Lions For Jesus | christian ‘prophet’ literally loses his @ss when he takes on wild lions for jesus | christian ‘prophet’ literally loses his _mytag_at_ when he takes on wild lions for jesus | JJ NN RB NNS PRP$ NN WRB PRP NNS IN JJ NNS IN NN | christian prophet literally loses _mytag_at_ take wild lion jesus |
| 8935 | @Ammon_Bundy’s Ridiculous Late Night Twitter Rant Has Everyone Talking (TWEETS) | @ammon_bundy’s ridiculous late night twitter rant has everyone talking (tweets) | _mytag_at_ ridiculous late night twitter rant has everyone talking ( tweets ) | NN JJ RB NN NN NN NN NN VBG ( NN ) | _mytag_at_ ridiculous late night twitter rant everyone talk tweet |
| 9098 | AMERICAN WORKERS Scr@wed Over By Outsourcing Jobs Get Their Day In Court | american workers scr@wed over by outsourcing jobs get their day in court | american workers _mytag_at_ over by outsourcing jobs get their day in court | NNP NNS NN IN IN VBG NNS VB PRP$ NNP IN NNP | american worker _mytag_at_ outsource job get day court |
| 15162 | BEST TWEET OF THE DAY Is From @SooperMexican | best tweet of the day is from @soopermexican | best tweet of the day is from _mytag_at_ | NNS NN IN DT NN NN IN NN | best tweet day _mytag_at_ |
| 15264 | YOU’LL NEVER BELIEVE WHICH REPUBLICAN JUST CALLED TED CRUZ A “JACKA@@” | you’ll never believe which republican just called ted cruz a “jacka@@” | you’ll never believe which republican just called ted cruz a _mytag_at_ | NN NN NNP WDT NN RB NN NN NN DT NN | never believe republican called ted cruz _mytag_at_ |
| 21813 | (VIDEO) MOM OF THE YEAR! WHEN YOUR MOM CATCHES YOU RIOTING AND BEATS YOUR A@@ ON LIVE TV | (video) mom of the year! when your mom catches you rioting and beats your a@@ on live tv | ( video ) mom of the year ! when your mom catches you rioting and beats your _mytag_at_ on live tv | ( NN ) NN IN DT NN . WRB PRP$ NN NN NN NN CC NN PRP$ NN NN VB NN | video mom year mom catch rioting beat _mytag_at_ live |
| 22494 | EPISODE #4 – ON THE QT: ‘Julian vs Hillary’ (Part 1) @21WIRE.TV | episode #4 – on the qt: ‘julian vs hillary’ (part 1) @21wire.tv | episode _ _digit_ on the qt : ‘julian vs hillary’ ( part _digit_ ) _mytag_at_ | NN NN NN NN DT NN : JJ NN NN ( NN NN ) NN | episode _digit_ julian hillary part _digit_ _mytag_at_ |
| 23277 | EPISODE #4 – ON THE QT: ‘Julian vs Hillary’ (Part 1) @21WIRE.TV | episode #4 – on the qt: ‘julian vs hillary’ (part 1) @21wire.tv | episode _ _digit_ on the qt : ‘julian vs hillary’ ( part _digit_ ) _mytag_at_ | NN NN NN NN DT NN : JJ NN NN ( NN NN ) NN | episode _digit_ julian hillary part _digit_ _mytag_at_ |
[^\s]*[\*]+[^\s]*
| org_title | lower_title | cleaned_words | cleaned_pos | minimal_words |
|---|
| org_title | lower_title | cleaned_words | cleaned_pos | minimal_words | |
|---|---|---|---|---|---|
| 9 | WATCH: Brand-New Pro-Trump Ad Features So Much A** Kissing It Will Make You Sick | watch: brand-new pro-trump ad features so much a** kissing it will make you sick | watch : brand _ new pro _ trump ad features so much _mytag_slang_ kissing it will make you sick | NN : NN NN NNP NNS NN NN NN NNS RB JJ NN VBG PRP MD VB PRP JJ | watch brand new pro trump feature much _mytag_slang_ kiss make sick |
| 47 | Trump Gets An Epic F**ck You From Britain Over His White Supremacist Retweets | trump gets an epic f**ck you from britain over his white supremacist retweets | trump gets an epic _mytag_slang_ you from britain over his white supremacist retweets | NN NNS DT NN NN PRP IN NNP IN PRP$ NNP NN NNS | trump get epic _mytag_slang_ britain white supremacist retweets |
| 51 | Trump Sends Crazy-Time Tweet To The Wrong Account After Losing His Sh*t Over World Leader’s Remarks | trump sends crazy-time tweet to the wrong account after losing his sh*t over world leader’s remarks | trump sends crazy _ time tweet to the wrong account after losing his _mytag_slang_ over world leader’s remarks | NN NNS NN NN NN NN TO DT JJ NN IN VBG PRP$ NN IN NN NN NNS | trump sends crazy time tweet wrong account lose _mytag_slang_ world leader remark |
| 56 | Democrats Give Trump A Big F**ck You After He Attacks Them In Insane Twitter Rant | democrats give trump a big f**ck you after he attacks them in insane twitter rant | democrats give trump a big _mytag_slang_ you after he attacks them in insane twitter rant | NNPS VB NN DT JJ NN PRP IN PRP NNS NN IN NN NN NN | democrat give trump big _mytag_slang_ attack insane twitter rant |
| 84 | Trump Just Got His P*ssy Handed To Him By New Zealand’s Female Prime Minister | trump just got his p*ssy handed to him by new zealand’s female prime minister | trump just got his _mytag_slang_ handed to him by new zealand’s female prime minister | NN RB NNP PRP$ NN VBN TO NN IN NNP NN NN NNP NNP | trump got _mytag_slang_ hand new zealand female prime minister |
| ... | ... | ... | ... | ... | ... |
| 21424 | BOYCOTT! Pro-Gun Control Seth (Racist) Rogen, Star Of Newly Released “Steve Jobs” Movie Sends Vulgar Tweet: “F*ck You Ben Carson” | boycott! pro-gun control seth (racist) rogen, star of newly released “steve jobs” movie sends vulgar tweet: “f*ck you ben carson” | boycott ! pro _ gun control seth ( racist ) rogen , star of newly released “steve jobs” movie sends vulgar tweet : _mytag_slang_ you ben carson” | NN . NNS NN NN NN NN ( NN ) NN , NN IN RB VBN NNS NN NN NNS NN NN : NN PRP NNP NN | boycott pro gun control seth racist rogen star newly release steve job movie sends vulgar tweet _mytag_slang_ ben carson |
| 21426 | GQ Magazine Pens Repulsive Article On Brilliant Neurosurgeon: “F*CK Ben Carson” | gq magazine pens repulsive article on brilliant neurosurgeon: “f*ck ben carson” | gq magazine pens repulsive article on brilliant neurosurgeon : _mytag_slang_ ben carson” | NN NN NNS JJ NN IN NN NN : NN NNP NN | magazine pen repulsive article brilliant neurosurgeon _mytag_slang_ ben carson |
| 21507 | HILLARY CLINTON CRASHING IN POLLS: Moves To Obama Strategy…Using Taxpayer Money To Give Away Free Sh*T | hillary clinton crashing in polls: moves to obama strategy…using taxpayer money to give away free sh*t | hillary clinton crashing in polls : moves to obama strategy…using taxpayer money to give away free _mytag_slang_ | NN NN NN NN NNS : NNS TO NN VBG NN NN TO VB RB JJ NN | hillary clinton crashing poll move obama strategy use taxpayer money give away free _mytag_slang_ |
| 21690 | HIGH SCHOOL SHOWS STUDENTS RACIST “Sh*t White People Say” VIDEO AS PART OF MORNING ANNOUNCEMENTS | high school shows students racist “sh*t white people say” video as part of morning announcements | high school shows students racist _mytag_slang_ white people say” video as part of morning announcements | JJ NN NN NNS NN NN NNP NNS NN NN IN NN IN NN NNS | high school show student racist _mytag_slang_ white people say video part morning announcement |
| 21879 | YOUR TAX DOLLARS PROVIDE THIS ASST PROFESSOR A CAPTIVE AUDIENCE REQUIRED TO LISTEN THIS: ‘Religious Right worships an “a**hole’ God And ‘white supremacist Jesus’ | your tax dollars provide this asst professor a captive audience required to listen this: ‘religious right worships an “a**hole’ god and ‘white supremacist jesus’ | your tax dollars provide this asst professor a captive audience required to listen this : ‘religious right worships an _mytag_slang_ god and ‘white supremacist jesus’ | PRP$ NN NNS VB NN NN NNP DT NN NN NN NN NN NN : JJ RB NNS DT NN NNP CC NN NN NN | tax dollar provide asst professor captive audience required listen religious right worship _mytag_slang_ god white supremacist jesus |
648 rows × 5 columns
[\/]
| org_title | lower_title | cleaned_words | cleaned_pos | minimal_words | |
|---|---|---|---|---|---|
| 219 | Nearly half of Americans still oppose Republican tax bill: Reuters/Ipsos poll | nearly half of americans still oppose republican tax bill: reuters/ipsos poll | nearly half of americans still oppose republican tax bill : reuters ipsos poll | RB NN IN NNS RB NN JJ NN NN : NNS NN NN | nearly half american still oppose republican tax bill reuters ipsos poll |
| 472 | Nearly half of Americans oppose Republican tax bill: Reuters/Ipsos poll | nearly half of americans oppose republican tax bill: reuters/ipsos poll | nearly half of americans oppose republican tax bill : reuters ipsos poll | RB NN IN NNS NN JJ NN NN : NNS NN NN | nearly half american oppose republican tax bill reuters ipsos poll |
| 701 | More Americans think wealthy, not middle class, will benefit from tax reform: Reuters/Ipsos | more americans think wealthy, not middle class, will benefit from tax reform: reuters/ipsos | more americans think wealthy , not middle class , will benefit from tax reform : reuters ipsos | RBR NNS NN NN , RB NN NN , MD NN IN NN NN : NNS NN | american think wealthy middle class benefit tax reform reuters ipsos |
| 744 | Trump's low approval rating masks his support among likely voters: Reuters/Ipsos poll | trump's low approval rating masks his support among likely voters: reuters/ipsos poll | trump 's low approval rating masks his support among likely voters : reuters ipsos poll | NN POS JJ NN NN NNS PRP$ NN IN JJ NNS : NNS NN NN | trump low approval rating mask support among likely voter reuters ipsos poll |
| 1066 | Fewer than a third of Americans back Trump tax plan: Reuters/Ipsos poll | fewer than a third of americans back trump tax plan: reuters/ipsos poll | fewer than a third of americans back trump tax plan : reuters ipsos poll | JJR IN DT JJ IN NNS RB NN NN NN : NNS NN NN | few third american back trump tax plan reuters ipsos poll |
| ... | ... | ... | ... | ... | ... |
| 12013 | Factbox: Key policies of Austria's conservative/far-right coalition | factbox: key policies of austria's conservative/far-right coalition | factbox : key policies of austria 's conservative far _ right coalition | NN : NN NNS IN NNS POS JJ RB NN NN NN | factbox key policy austria conservative far right coalition |
| 12108 | Factbox: Key policies of Austria's conservative/far-right coalition | factbox: key policies of austria's conservative/far-right coalition | factbox : key policies of austria 's conservative far _ right coalition | NN : NN NNS IN NNS POS JJ RB NN NN NN | factbox key policy austria conservative far right coalition |
| 12781 | Border agreement puts floor under EU/UK trade talks: Irish foreign minister | border agreement puts floor under eu/uk trade talks: irish foreign minister | border agreement puts floor under eu _u_k_ trade talks : irish foreign minister | NN NN NNS NN IN NN NN NN NNS : JJ JJ NN | border agreement put floor _u_k_ trade talk irish foreign minister |
| 16656 | Up to UK to find concrete proposals over Brexit/Irish border issues: Macron | up to uk to find concrete proposals over brexit/irish border issues: macron | up to _u_k_ to find concrete proposals over brexit irish border issues : macron | IN TO NNP TO VB NN NNS IN NN JJ NN NNS : NNP | _u_k_ find concrete proposal brexit irish border issue macron |
| 17720 | Japan PM's ruling bloc seen nearing 2/3 majority in Oct. 22 lower house poll: Nikkei | japan pm's ruling bloc seen nearing 2/3 majority in oct. 22 lower house poll: nikkei | japan _prime_minister_ 's ruling bloc seen nearing _digit_ _digit_ majority in oct _digit_ lower house poll : nikkei | NNP NN POS NN NN VBN VBG NN NN NN IN NN NN JJR NN NN : NNP | japan _prime_minister_ ruling bloc see near _digit_ _digit_ majority oct _digit_ low house poll nikkei |
142 rows × 5 columns
| org_title | lower_title | cleaned_words | cleaned_pos | minimal_words | |
|---|---|---|---|---|---|
| 165 | Guilty As Hell Paul Manafort And Rick Gates Enter ‘Not Guilty’ Pleas In Russian Collusion Scandal (TWEET/VIDEO) | guilty as hell paul manafort and rick gates enter ‘not guilty’ pleas in russian collusion scandal (tweet/video) | guilty as hell paul manafort and rick gates enter ‘not guilty’ pleas in russian collusion scandal ( tweet video ) | NN IN NN NNP NN CC NN NNS NN NN NN NNS IN JJ NN NN ( NN NN ) | guilty hell paul manafort rick gate enter guilty plea russian collusion scandal tweet video |
| 244 | Nazis Whine Over Impending Release Of An Anti-Nazi Video Game (VIDEO/TWEETS) | nazis whine over impending release of an anti-nazi video game (video/tweets) | nazis whine over impending release of an anti _ nazi video game ( video tweets ) | NN NN IN VBG NN IN DT NNS NN NN NN NN ( NN NN ) | nazi whine impend release anti nazi video game video tweet |
| 246 | ‘Charlottesville 3.0’: Nazis Descend Upon College Town For Another Torch-Lit Rally (TWEETS/IMAGES) | ‘charlottesville 3.0’: nazis descend upon college town for another torch-lit rally (tweets/images) | ‘charlottesville _digit_ . _digit_ : nazis descend upon college town for another torch _ lit rally ( tweets images ) | NN NN . NN : NN NN IN NN NN IN DT NN NN NN NNP ( NN NNS ) | charlottesville _digit_ _digit_ nazi descend upon college town another torch lit rally tweet image |
| 396 | Never Forget: Donald Trump Bragged About Having The Tallest Building In Manhattan After 9/11 | never forget: donald trump bragged about having the tallest building in manhattan after 9/11 | never forget : donald trump bragged about having the tallest building in manhattan after _digit_ _digit_ | RB NN : NNP NN VBN IN VBG DT JJS NN IN NNP IN NN NN | never forget donald trump brag tall building manhattan _digit_ _digit_ |
| 397 | Fox News Just Compared Slave Owners To 9/11 Victims. Seriously (VIDEO) | fox news just compared slave owners to 9/11 victims. seriously (video) | fox news just compared slave owners to _digit_ _digit_ victims. seriously ( video ) | NN NNS RB VBN VB NNS TO NN NN NN RB ( NN ) | fox news compare slave owner _digit_ _digit_ victim seriously video |
| ... | ... | ... | ... | ... | ... |
| 22926 | NEVER BEFORE SEEN: FBI Trove of 9/11 Pentagon Photos Refuels Conspiracy Suspicions | never before seen: fbi trove of 9/11 pentagon photos refuels conspiracy suspicions | never before seen : fbi trove of _digit_ _digit_ pentagon photos refuels conspiracy suspicions | NN IN NN : NNP VB IN NN NN NNP NNS NNS NN NNS | never seen fbi trove _digit_ _digit_ pentagon photo refuels conspiracy suspicion |
| 23247 | What’s Really Behind the Senate’s Override of Obama Veto of Saudi 9/11 Lawsuit Bill? | what’s really behind the senate’s override of obama veto of saudi 9/11 lawsuit bill? | what’s really behind the senate’s override of obama veto of saudi _digit_ _digit_ lawsuit bill ? | NN RB IN DT NN IN IN NN NN IN NN NN NN NN NN . | really behind senate override obama veto saudi _digit_ _digit_ lawsuit bill |
| 23266 | Tyranny Of 9/11: The Building Blocks Of The American Police State From A-Z | tyranny of 9/11: the building blocks of the american police state from a-z | tyranny of _digit_ _digit_ : the building blocks of the american police state from a _ z | NN IN NN NN : DT NN NNS IN DT JJ NNS NN IN DT NN NN | tyranny _digit_ _digit_ building block american police state |
| 23269 | OUT IN THE OPEN: ‘9/11’ 15 Years Of A Transparent Lie | out in the open: ‘9/11’ 15 years of a transparent lie | out in the open : _digit_ _digit_ _digit_ years of a transparent lie | IN NN DT JJ : NN NN NN NNS IN DT NN NN | open _digit_ _digit_ _digit_ year transparent lie |
| 23308 | DALLAS MAIDAN: Staged Snipers Designed to Inflict 7/7 ‘Strategy of Tension’ | dallas maidan: staged snipers designed to inflict 7/7 ‘strategy of tension’ | dallas maidan : staged snipers designed to inflict _digit_ _digit_ ‘strategy of tension’ | NNP NN : VBD NNS VBN TO NN NN NN NN IN NN | dallas maidan stag sniper design inflict _digit_ _digit_ strategy tension |
231 rows × 5 columns
[\%]
| org_title | lower_title | cleaned_words | cleaned_pos | minimal_words |
|---|
| org_title | lower_title | cleaned_words | cleaned_pos | minimal_words | |
|---|---|---|---|---|---|
| 318 | Billion Dollar Company Tells Employees How They’re Allowed To React On Social Media To 46% Pay Cuts | billion dollar company tells employees how they’re allowed to react on social media to 46% pay cuts | billion dollar company tells employees how they’re allowed to react on social media to _digit_ percent pay cuts | NN NN NN NNS NNS WRB NN VBN TO NN IN NNP NNP TO NN NN NN NNS | billion dollar company tell employee allow react social medium _digit_ percent pay cut |
| 1351 | Under The GOP’s Health Care Bill, Premiums Could Rise By Up To 850% For Low-Income Older Americans | under the gop’s health care bill, premiums could rise by up to 850% for low-income older americans | under the gop’s health care bill , premiums could rise by up to _digit_ percent for low _ income older americans | IN DT NN NNP NN NN , NNS MD NN IN IN TO NN NN IN JJ NN NN JJR NNS | gop health care bill premium could rise _digit_ percent low income old american |
| 4851 | Trump Is LITERALLY Polling At 0% With Black People (IMAGE/VIDEO) | trump is literally polling at 0% with black people (image/video) | trump is literally polling at _digit_ percent with black people ( image video ) | NN NN NN VBG IN NN NN IN NN NNS ( NN NN ) | trump literally poll _digit_ percent black people image video |
| 5160 | 70% Of Republican High Rollers Want Trump Out Of Their Party – And The 2016 Race | 70% of republican high rollers want trump out of their party – and the 2016 race | _digit_ percent of republican high rollers want trump out of their party and the _digit_ race | NN NN IN JJ JJ NNS VB NN IN IN PRP$ NNP CC DT NN NN | _digit_ percent republican high roller want trump party _digit_ race |
| 5475 | A Whopping 0% Of Black Voters In Ohio And Pennsylvania Support Trump | a whopping 0% of black voters in ohio and pennsylvania support trump | a whopping _digit_ percent of black voters in ohio and pennsylvania support trump | DT VBG NN NN IN NN NNS IN NN CC NN NN NN | whop _digit_ percent black voter ohio pennsylvania support trump |
| ... | ... | ... | ... | ... | ... |
| 21875 | UPDATE: 40% OF VICTIM’S SKULL IS MISSING…No New Arrests [Graphic Video] PHILADELPHIA POLICE ASK FOR HELP IDENTIFYING GANG OF KIDS And Mother For Sub-Human Attack On Homeless Man With Hammer | update: 40% of victim’s skull is missing…no new arrests [graphic video] philadelphia police ask for help identifying gang of kids and mother for sub-human attack on homeless man with hammer | update : _digit_ percent of victim’s skull is missing…no new arrests [ graphic video ] philadelphia police ask for help identifying gang of kids and mother for sub _ human attack on homeless man w... | NN : NN NN IN NN NN NN NN NNP NNS NN JJ NN NN NN NNS VB IN NN NN NN IN NNP CC NN IN NN NN NNP NN IN NN NN IN NN | update _digit_ percent victim skull missing new arrest graphic video philadelphia police ask help identifying gang kid mother sub human attack homeless man hammer |
| 22184 | BREAKING: Wikileaks Says Less Than 1% Of Vault 7 Released | breaking: wikileaks says less than 1% of vault 7 released | breaking : wikileaks says less than _digit_ percent of vault _digit_ released | NN : NNS NNS JJR NN NN NN IN NN NN VBN | breaking wikileaks say less _digit_ percent vault _digit_ release |
| 22302 | Gingrich: Trump Will Repeal 60-70% of Obama’s Executive Orders | gingrich: trump will repeal 60-70% of obama’s executive orders | gingrich : trump will repeal _digit_ _ _digit_ percent of obama’s executive orders | NNP : NN MD NN NN NN NN NN IN NN NN NNS | gingrich trump repeal _digit_ _digit_ percent obama executive order |
| 22967 | BREAKING: Wikileaks Says Less Than 1% Of Vault 7 Released | breaking: wikileaks says less than 1% of vault 7 released | breaking : wikileaks says less than _digit_ percent of vault _digit_ released | NN : NNS NNS JJR NN NN NN IN NN NN VBN | breaking wikileaks say less _digit_ percent vault _digit_ release |
| 23085 | Gingrich: Trump Will Repeal 60-70% of Obama’s Executive Orders | gingrich: trump will repeal 60-70% of obama’s executive orders | gingrich : trump will repeal _digit_ _ _digit_ percent of obama’s executive orders | NNP : NN MD NN NN NN NN NN IN NN NN NNS | gingrich trump repeal _digit_ _digit_ percent obama executive order |
92 rows × 5 columns
[\$]
| org_title | lower_title | cleaned_words | cleaned_pos | minimal_words | |
|---|---|---|---|---|---|
| 43 | U.S. House approves $81 billion for disaster aid | u.s. house approves $81 billion for disaster aid | _u_s_ house approves _digit_ billion for disaster aid | NNP NNP NNS NN CD IN NN NN | _u_s_ house approves _digit_ billion disaster aid |
| 95 | House panel chair introduces $81 billion disaster aid bill | house panel chair introduces $81 billion disaster aid bill | house panel chair introduces _digit_ billion disaster aid bill | NNP NN NN NNS NN CD NN NN NN | house panel chair introduces _digit_ billion disaster aid bill |
| 316 | Mueller's Russia probe cost his office $3.2 million in first four months | mueller's russia probe cost his office $3.2 million in first four months | mueller 's russia probe cost his office _digit_ . _digit_ million in first four months | NN POS NN NN NN PRP$ NN NN . NN CD IN RB CD NNS | mueller russia probe cost office _digit_ _digit_ million first four month |
| 434 | Ex-Trump campaign aide Manafort in $11.65 million bail deal: lawyer | ex-trump campaign aide manafort in $11.65 million bail deal: lawyer | ex _ trump campaign aide manafort in _digit_ . _digit_ million bail deal : lawyer | NN NN NN NN NN NN IN NN . NN CD NN NN : NN | trump campaign aide manafort _digit_ _digit_ million bail deal lawyer |
| 590 | White House seeks $44 billion hurricane aid, far short of requests | white house seeks $44 billion hurricane aid, far short of requests | white house seeks _digit_ billion hurricane aid , far short of requests | NNP NNP NN NN CD NN NN , RB JJ IN NNS | white house seek _digit_ billion hurricane aid far short request |
| ... | ... | ... | ... | ... | ... |
| 21003 | Egypt signs memo with China on $739 million of funding for new train to capital, minister says | egypt signs memo with china on $739 million of funding for new train to capital, minister says | egypt signs memo with china on _digit_ million of funding for new train to capital , minister says | NN NNS NN IN NNP IN NN CD IN NN IN JJ NN TO NN , NN VBZ | egypt sign memo china _digit_ million funding new train capital minister say |
| 21185 | Thailand approves $2.2 billion in help for rice farmers | thailand approves $2.2 billion in help for rice farmers | thailand approves _digit_ . _digit_ billion in help for rice farmers | NN NNS NN . NN CD IN NN IN NN NNS | thailand approves _digit_ _digit_ billion help rice farmer |
| 21395 | Poland to allocate additional $55 bllion on defense by 2032: deputy minister | poland to allocate additional $55 bllion on defense by 2032: deputy minister | poland to allocate additional _digit_ bllion on defense by _digit_ : deputy minister | NNP TO NN JJ NN NN IN NN IN NN : NN NN | poland allocate additional _digit_ bllion defense _digit_ deputy minister |
| 21404 | Exclusive: U.S. to withhold up to $290 million in Egypt aid | exclusive: u.s. to withhold up to $290 million in egypt aid | exclusive : _u_s_ to withhold up to _digit_ million in egypt aid | JJ : NNP TO NN RB TO NN CD IN NN NN | exclusive _u_s_ withhold _digit_ million egypt aid |
| 21416 | Indonesia to buy $1.14 billion worth of Russian jets | indonesia to buy $1.14 billion worth of russian jets | indonesia to buy _digit_ . _digit_ billion worth of russian jets | NN TO VB NN . NN CD NN IN JJ NNS | indonesia buy _digit_ _digit_ billion worth russian jet |
256 rows × 5 columns
| org_title | lower_title | cleaned_words | cleaned_pos | minimal_words | |
|---|---|---|---|---|---|
| 132 | Someone Tried To Cash In On Antifa With These $375 Jackets And Twitter Had A Field Day | someone tried to cash in on antifa with these $375 jackets and twitter had a field day | someone tried to cash in on antifa with these _digit_ jackets and twitter had a field day | NN VBN TO NN IN IN NN IN DT NN NNS CC NN VBD DT NN NNP | someone try cash antifa _digit_ jacket twitter field day |
| 223 | Hustler Owner Is So Fed Up With Trump That He Is Offering $10 Mill For Dirt To Get Him Impeached | hustler owner is so fed up with trump that he is offering $10 mill for dirt to get him impeached | hustler owner is so fed up with trump that he is offering _digit_ mill for dirt to get him impeached | NN NN NN RB NNP IN IN NN DT PRP NN NN NN NN IN NN TO VB NN VBN | hustler owner fed trump offering _digit_ mill dirt get impeach |
| 292 | Trump’s HHS Secretary Stole Over $1 Million From Taxpayers And Now He’s Unemployed | trump’s hhs secretary stole over $1 million from taxpayers and now he’s unemployed | trump’s hhs secretary stole over _digit_ million from taxpayers and now he’s unemployed | NN NNP NNP NN IN NN NN IN NNS CC RB NN VBN | trump hhs secretary stole _digit_ million taxpayer unemployed |
| 296 | WATCH: Adviser Who Wrote Trump’s Tax Plan Says You Will Be Able To Buy A NEW Car For $1,000 | watch: adviser who wrote trump’s tax plan says you will be able to buy a new car for $1,000 | watch : adviser who wrote trump’s tax plan says you will be able to buy a new car for _digit_ , _digit_ | NN : NNP WP NN NN NN NN NNS PRP MD VB JJ TO VB DT NN NN IN NN , NN | watch adviser wrote trump tax plan say able buy new car _digit_ _digit_ |
| 351 | We Can’t Afford To Feed The Poor But We’re Spending $700 Billion Per Year To Kill People | we can’t afford to feed the poor but we’re spending $700 billion per year to kill people | we can’t afford to feed the poor but we’re spending _digit_ billion per year to kill people | PRP NN NN TO NN DT NNP CC NN NN NN NN IN NN TO NNP NNS | afford feed poor spending _digit_ billion per year kill people |
| ... | ... | ... | ... | ... | ... |
| 23358 | EPIC FAIL: Anti-Trump Movement Spent $75 MILLION on 64,000 Ads | epic fail: anti-trump movement spent $75 million on 64,000 ads | epic fail : anti _ trump movement spent _digit_ million on _digit_ , _digit_ ads | NN NNS : NNS NN NN NN NN NN NN IN NN , NN NN | epic fail anti trump movement spent _digit_ million _digit_ _digit_ ad |
| 23394 | The moment Ben Affleck realized that ‘Batman V Superman’ was a $400 million flop | the moment ben affleck realized that ‘batman v superman’ was a $400 million flop | the moment ben affleck realized that ‘batman v superman’ was a _digit_ million flop | DT NN NNP NN VBN IN NN NN NN VBD DT NN CD NN | moment ben affleck realize batman superman _digit_ million flop |
| 23419 | DARPA Spending $62 Million to Create Military Cyborgs | darpa spending $62 million to create military cyborgs | darpa spending _digit_ million to create military cyborgs | NN NN NN NN TO NN JJ NN | darpa spending _digit_ million create military cyborg |
| 23477 | JUSTICE? Yahoo Settles E-mail Privacy Class-action: $4M for Lawyers, $0 for Users | justice? yahoo settles e-mail privacy class-action: $4m for lawyers, $0 for users | justice ? yahoo settles e _ mail privacy class _ action : _digit_ m for lawyers , _digit_ for users | NN . NN NNS NN NN NN NN NN NN NN : NN NN IN NNS , NN IN NNS | justice yahoo settle mail privacy class action _digit_ lawyer _digit_ user |
| 23479 | How to Blow $700 Million: Al Jazeera America Finally Calls it Quits | how to blow $700 million: al jazeera america finally calls it quits | how to blow _digit_ million : al jazeera america finally calls it quits | WRB TO NN NN NN : NN NN NNP RB NNS PRP NNS | blow _digit_ million jazeera america finally call quits |
460 rows × 5 columns
[\s][\&][\s]
| org_title | lower_title | cleaned_words | cleaned_pos | minimal_words |
|---|
| org_title | lower_title | cleaned_words | cleaned_pos | minimal_words | |
|---|---|---|---|---|---|
| 1184 | WATCH: Fox Host Chris Wallace Scolds Fox & Friends For Saying Russia Investigation Is Over | watch: fox host chris wallace scolds fox & friends for saying russia investigation is over | watch : fox host chris wallace scolds fox and friends for saying russia investigation is over | NN : NN NN NN NN NNS NN CC NNS IN VBG NN NN NN IN | watch fox host chris wallace scold fox friend say russia investigation |
| 1288 | Ben & Jerry Tell Us Why Pulling Out Of Paris Climate Deal Was The Right Move | ben & jerry tell us why pulling out of paris climate deal was the right move | ben and jerry tell us why pulling out of paris climate deal was the right move | NNP CC NN VB NN WRB VBG IN IN NNP NN NN NN DT RB NN | ben jerry tell pull paris climate deal right move |
| 1819 | Dan Rather Says What Every Person With A Moral Compass Is Thinking Regarding Sean Spicer & Trump | dan rather says what every person with a moral compass is thinking regarding sean spicer & trump | dan rather says what every person with a moral compass is thinking regarding sean spicer and trump | NNP RB NNS WP DT NN IN DT JJ NN NN VBG VBG NN NN CC NN | dan rather say every person moral compass think regard sean spicer trump |
| 2068 | Fox & Friends Ignores FBI Director’s Trump Bombshell, And Jake Tapper CALLS THEM OUT | fox & friends ignores fbi director’s trump bombshell, and jake tapper calls them out | fox and friends ignores fbi director’s trump bombshell , and jake tapper calls them out | NN CC NNS NNS NNP NN NN NNP , CC NN NN NN NN IN | fox friend ignores fbi director trump bombshell jake tapper call |
| 3990 | The Cast Of ‘Will & Grace’ Just SHREDDED Trump In HILARIOUS Musical Spoof (VIDEO) | the cast of ‘will & grace’ just shredded trump in hilarious musical spoof (video) | the cast of ‘will and grace’ just shredded trump in hilarious musical spoof ( video ) | DT NN IN NN CC NN RB NN NN IN NN JJ NN ( NN ) | cast grace shredded trump hilarious musical spoof video |
| ... | ... | ... | ... | ... | ... |
| 23418 | BOILER ROOM – EP #47 – Establishment Hitmen & Media Hacks | boiler room – ep #47 – establishment hitmen & media hacks | boiler room ep _ _digit_ establishment hitmen and media hacks | NN NN NN NN NN NN NNS CC NNP NNS | boiler room _digit_ establishment hitman medium hack |
| 23431 | BOILER ROOM – EP #46 – Murder, Witchery, Politricks & A Manatee | boiler room – ep #46 – murder, witchery, politricks & a manatee | boiler room ep _ _digit_ murder , witchery , politricks and a manatee | NN NN NN NN NN NN , NN , NNS CC DT NN | boiler room _digit_ murder witchery politricks manatee |
| 23438 | BOILER ROOM – EP #45 – Horror Hotel, Trump Gatecrash & Cynical Ploys | boiler room – ep #45 – horror hotel, trump gatecrash & cynical ploys | boiler room ep _ _digit_ horror hotel , trump gatecrash and cynical ploys | NN NN NN NN NN NN NN , NN NN CC JJ NNS | boiler room _digit_ horror hotel trump gatecrash cynical ploy |
| 23449 | BOILER ROOM – EP #43 – Cloppers, OR Osmosis, MK Ultra & Voltron | boiler room – ep #43 – cloppers, or osmosis, mk ultra & voltron | boiler room ep _ _digit_ cloppers , or osmosis , mk ultra and voltron | NN NN NN NN NN NNS , CC NN , NN NN CC NNP | boiler room _digit_ cloppers osmosis ultra voltron |
| 23472 | #Hashtag Hell & The Fake Left | #hashtag hell & the fake left | _hashtag hell and the fake left | NN NN CC DT NN VBN | _hashtag hell fake leave |
158 rows × 5 columns
[\&]
| org_title | lower_title | cleaned_words | cleaned_pos | minimal_words | |
|---|---|---|---|---|---|
| 560 | Trump says AT&T plan to buy Time Warner 'not a good deal' | trump says at&t plan to buy time warner 'not a good deal' | trump says at_t plan to buy time warner 'not a good deal ' | NN VBZ NN NN TO VB NN NNP NNS DT JJ NN '' | trump say at_t plan buy time warner good deal |
| 563 | AT&T lawyer says U.S. effort to stop Time Warner deal 'foolish': CNBC | at&t lawyer says u.s. effort to stop time warner deal 'foolish': cnbc | at_t lawyer says _u_s_ effort to stop time warner deal 'foolish ' : cnbc | NN NN VBZ NNP NN TO NN NN NNP NN JJ '' : NN | at_t lawyer say _u_s_ effort stop time warner deal foolish cnbc |
| 564 | New judge assigned to U.S. lawsuit against AT&T-Time Warner deal | new judge assigned to u.s. lawsuit against at&t-time warner deal | new judge assigned to _u_s_ lawsuit against at_t _ time warner deal | NNP NN VBN TO NNP NN IN NN NN NN NNP NN | new judge assign _u_s_ lawsuit at_t time warner deal |
| 641 | Q&A: Did Sessions break the law by denying knowledge of Russia contacts? | q&a: did sessions break the law by denying knowledge of russia contacts? | q_a : did sessions break the law by denying knowledge of russia contacts ? | NN : NN NNS NN DT NN IN VBG NN IN NN NNS . | q_a session break law deny knowledge russia contact |
| 1289 | U.S. Justice Dept official should not review AT&T/Time Warner deal: senator | u.s. justice dept official should not review at&t/time warner deal: senator | _u_s_ justice dept official should not review at_t time warner deal : senator | NNP NN NN NN MD RB NN NN NN NNP NN : NN | _u_s_ justice dept official review at_t time warner deal senator |
| 1571 | Proposed healthcare bill may hurt U.S. economy: S&P | proposed healthcare bill may hurt u.s. economy: s&p | proposed healthcare bill may hurt _u_s_ economy : s_p | VBN NN NN MD NN NNP NN : NN | propose healthcare bill may hurt _u_s_ economy s_p |
| 2548 | House panel wants Google, Facebook, AT&T CEOs to testify on internet rules | house panel wants google, facebook, at&t ceos to testify on internet rules | house panel wants google , facebook , at_t ceos to testify on internet rules | NNP NN VBZ NN , NN , NN NN TO NN IN NN NNS | house panel want google facebook at_t ceo testify internet rule |
| 2799 | Blumenthal asks antitrust pick to discuss White House role in AT&T deal | blumenthal asks antitrust pick to discuss white house role in at&t deal | blumenthal asks antitrust pick to discuss white house role in at_t deal | NNP NNS JJ NN TO NN NNP NNP NN IN NN NN | blumenthal asks antitrust pick discus white house role at_t deal |
| 3305 | Q&A: What we know about U.S. probes of Russian meddling in 2016 election | q&a: what we know about u.s. probes of russian meddling in 2016 election | q_a : what we know about _u_s_ probes of russian meddling in _digit_ election | NN : WP PRP VB IN NNP NNS IN JJ NN IN NN NN | q_a know _u_s_ probe russian meddling _digit_ election |
| 3336 | Q&A: What we know about U.S. probes of Russian meddling in 2016 election | q&a: what we know about u.s. probes of russian meddling in 2016 election | q_a : what we know about _u_s_ probes of russian meddling in _digit_ election | NN : WP PRP VB IN NNP NNS IN JJ NN IN NN NN | q_a know _u_s_ probe russian meddling _digit_ election |
| 6372 | AT&T chief executive, Trump meet amid planned Time Warner merger | at&t chief executive, trump meet amid planned time warner merger | at_t chief executive , trump meet amid planned time warner merger | NN NN NN , NN NN IN VBN NN NNP NN | at_t chief executive trump meet amid plan time warner merger |
| 6375 | Factbox: Trump meets with AT&T CEO, others | factbox: trump meets with at&t ceo, others | factbox : trump meets with at_t ceo , others | NN : NN NNS IN NN NN , NNS | factbox trump meet at_t ceo others |
| 7063 | Trump, Pence to meet with former BB&T CEO Allison, others on Monday | trump, pence to meet with former bb&t ceo allison, others on monday | trump , pence to meet with former bb_t ceo allison , others on monday | NN , NN TO NN IN JJ NN NN NN , NNS IN NNP | trump penny meet former bb_t ceo allison others monday |
| 7597 | Twelve U.S. senators urge security rejection of China aluminum M&A deal | twelve u.s. senators urge security rejection of china aluminum m&a deal | twelve _u_s_ senators urge security rejection of china aluminum m_a deal | NN NNP NNS NN NN NN IN NNP NN NN NN | twelve _u_s_ senator urge security rejection china aluminum m_a deal |
| 7686 | Clinton expresses concern about AT&T-Time Warner deal | clinton expresses concern about at&t-time warner deal | clinton expresses concern about at_t _ time warner deal | NN NNS NN IN NN NN NN NNP NN | clinton express concern at_t time warner deal |
| 7725 | Clinton thinks regulators should scrutinize AT&T-Time Warner deal: spokesman | clinton thinks regulators should scrutinize at&t-time warner deal: spokesman | clinton thinks regulators should scrutinize at_t _ time warner deal : spokesman | NN NNS NNS MD VB NN NN NN NNP NN : NN | clinton think regulator scrutinize at_t time warner deal spokesman |
| 7731 | Trump says will not approve AT&T-Time Warner deal if elected U.S. president | trump says will not approve at&t-time warner deal if elected u.s. president | trump says will not approve at_t _ time warner deal if elected _u_s_ president | NN VBZ MD RB VB NN NN NN NNP NN IN VBN NNP NN | trump say approve at_t time warner deal elect _u_s_ president |
| 9199 | S&P ratchets up pressure on Alaska over budget | s&p ratchets up pressure on alaska over budget | s_p ratchets up pressure on alaska over budget | NN NNS RB NN IN NN IN NN | s_p ratchet pressure alaska budget |
| 9951 | Dealmakers say a Trump presidency would be bad for M&A | dealmakers say a trump presidency would be bad for m&a | dealmakers say a trump presidency would be bad for m_a | NNS VB DT NN NN MD VB JJ IN NN | dealmakers say trump presidency would bad m_a |
| 14824 | Venezuela says debt refinancing under way, S&P calls selective default | venezuela says debt refinancing under way, s&p calls selective default | venezuela says debt refinancing under way , s_p calls selective default | NNP VBZ NN VBG IN NN , NN NNS NN NN | venezuela say debt refinance way s_p call selective default |
| 18133 | J&F calls Brazil judge decision to freeze assets 'legally fragile' | j&f calls brazil judge decision to freeze assets 'legally fragile' | j_f calls brazil judge decision to freeze assets 'legally fragile ' | NN NNS NNP NN NN TO NN NNS RB NN '' | j_f call brazil judge decision freeze asset legally fragile |
| 20317 | Brazil judge suspends aspects of J&F leniency, asset sales in limbo | brazil judge suspends aspects of j&f leniency, asset sales in limbo | brazil judge suspends aspects of j_f leniency , asset sales in limbo | NNP NN NNS NNS IN NN NN , NN NNS IN NN | brazil judge suspends aspect j_f leniency asset sale limbo |
| org_title | lower_title | cleaned_words | cleaned_pos | minimal_words | |
|---|---|---|---|---|---|
| 1184 | WATCH: Fox Host Chris Wallace Scolds Fox & Friends For Saying Russia Investigation Is Over | watch: fox host chris wallace scolds fox & friends for saying russia investigation is over | watch : fox host chris wallace scolds fox and friends for saying russia investigation is over | NN : NN NN NN NN NNS NN CC NNS IN VBG NN NN NN IN | watch fox host chris wallace scold fox friend say russia investigation |
| 1288 | Ben & Jerry Tell Us Why Pulling Out Of Paris Climate Deal Was The Right Move | ben & jerry tell us why pulling out of paris climate deal was the right move | ben and jerry tell us why pulling out of paris climate deal was the right move | NNP CC NN VB NN WRB VBG IN IN NNP NN NN NN DT RB NN | ben jerry tell pull paris climate deal right move |
| 1819 | Dan Rather Says What Every Person With A Moral Compass Is Thinking Regarding Sean Spicer & Trump | dan rather says what every person with a moral compass is thinking regarding sean spicer & trump | dan rather says what every person with a moral compass is thinking regarding sean spicer and trump | NNP RB NNS WP DT NN IN DT JJ NN NN VBG VBG NN NN CC NN | dan rather say every person moral compass think regard sean spicer trump |
| 2068 | Fox & Friends Ignores FBI Director’s Trump Bombshell, And Jake Tapper CALLS THEM OUT | fox & friends ignores fbi director’s trump bombshell, and jake tapper calls them out | fox and friends ignores fbi director’s trump bombshell , and jake tapper calls them out | NN CC NNS NNS NNP NN NN NNP , CC NN NN NN NN IN | fox friend ignores fbi director trump bombshell jake tapper call |
| 3275 | A&E Cancels KKK Documentary After It’s Revealed Producers PAID Racists To Be In It | a&e cancels kkk documentary after it’s revealed producers paid racists to be in it | a_e cancels kkk documentary after it’s revealed producers paid racists to be in it | NN NNS NNP NN IN NN VBN NNS NNS NNS TO VB IN PRP | a_e cancel kkk documentary reveal producer paid racist |
| ... | ... | ... | ... | ... | ... |
| 23418 | BOILER ROOM – EP #47 – Establishment Hitmen & Media Hacks | boiler room – ep #47 – establishment hitmen & media hacks | boiler room ep _ _digit_ establishment hitmen and media hacks | NN NN NN NN NN NN NNS CC NNP NNS | boiler room _digit_ establishment hitman medium hack |
| 23431 | BOILER ROOM – EP #46 – Murder, Witchery, Politricks & A Manatee | boiler room – ep #46 – murder, witchery, politricks & a manatee | boiler room ep _ _digit_ murder , witchery , politricks and a manatee | NN NN NN NN NN NN , NN , NNS CC DT NN | boiler room _digit_ murder witchery politricks manatee |
| 23438 | BOILER ROOM – EP #45 – Horror Hotel, Trump Gatecrash & Cynical Ploys | boiler room – ep #45 – horror hotel, trump gatecrash & cynical ploys | boiler room ep _ _digit_ horror hotel , trump gatecrash and cynical ploys | NN NN NN NN NN NN NN , NN NN CC JJ NNS | boiler room _digit_ horror hotel trump gatecrash cynical ploy |
| 23449 | BOILER ROOM – EP #43 – Cloppers, OR Osmosis, MK Ultra & Voltron | boiler room – ep #43 – cloppers, or osmosis, mk ultra & voltron | boiler room ep _ _digit_ cloppers , or osmosis , mk ultra and voltron | NN NN NN NN NN NNS , CC NN , NN NN CC NNP | boiler room _digit_ cloppers osmosis ultra voltron |
| 23472 | #Hashtag Hell & The Fake Left | #hashtag hell & the fake left | _hashtag hell and the fake left | NN NN CC DT NN VBN | _hashtag hell fake leave |
161 rows × 5 columns
[\#]
| org_title | lower_title | cleaned_words | cleaned_pos | minimal_words | |
|---|---|---|---|---|---|
| 9695 | Some Republican pundits, politicians remain defiantly #NeverTrump | some republican pundits, politicians remain defiantly #nevertrump | some republican pundits , politicians remain defiantly _nevertrump | DT JJ NNS , NNS NN RB NN | republican pundit politician remain defiantly _nevertrump |
| 10607 | Trump naysayers push #NeverTrump on Twitter before Super Tuesday | trump naysayers push #nevertrump on twitter before super tuesday | trump naysayers push _nevertrump on twitter before super tuesday | NN NNS NN NN IN NN IN NN NNP | trump naysayer push _nevertrump twitter super tuesday |
| org_title | lower_title | cleaned_words | cleaned_pos | minimal_words | |
|---|---|---|---|---|---|
| 562 | Protesters Welcome Trump Home To His Golden Tower With The Best #RESISTANCE Display Yet (IMAGE) | protesters welcome trump home to his golden tower with the best #resistance display yet (image) | protesters welcome trump home to his golden tower with the best _resistance display yet ( image ) | NNS VB NN NN TO PRP$ NNP NN IN DT JJS NN NN RB ( NN ) | protester welcome trump home golden tower best _resistance display yet image |
| 601 | #TrumpChicken Is Now Trending And These Tweets Are Hilarious (IMAGES) | #trumpchicken is now trending and these tweets are hilarious (images) | _trumpchicken is now trending and these tweets are hilarious ( images ) | NNS NN RB VBG CC DT NNS NN JJ ( NNS ) | _trumpchicken trend tweet hilarious image |
| 865 | #BringBackObama Hashtag Blows Up On Twitter As Americans Share Memories (TWEETS) | #bringbackobama hashtag blows up on twitter as americans share memories (tweets) | _bringbackobama hashtag blows up on twitter as americans share memories ( tweets ) | NN NN NNS IN IN NN IN NNS NN NNS ( NN ) | _bringbackobama hashtag blow twitter american share memory tweet |
| 1075 | Ivanka Trump Sends Out #WorldRefugeeDay Tweet, Gets Stomped On By Twitter Users Everywhere | ivanka trump sends out #worldrefugeeday tweet, gets stomped on by twitter users everywhere | ivanka trump sends out _worldrefugeeday tweet , gets stomped on by twitter users everywhere | NN NN NNS IN NN NN , NNS VBD IN IN NN NNS RB | ivanka trump sends _worldrefugeeday tweet get stomp twitter user everywhere |
| 1627 | Trump Could Get Primaried By A Horrified #NEVERTRUMP Republican In 2020 (DETAILS) | trump could get primaried by a horrified #nevertrump republican in 2020 (details) | trump could get primaried by a horrified _nevertrump republican in _digit_ ( details ) | NN MD VB VBN IN DT VBN NN JJ IN NN ( NNS ) | trump could get primaried horrify _nevertrump republican _digit_ detail |
| ... | ... | ... | ... | ... | ... |
| 23458 | Episode #120 – SUNDAY WIRE: ‘Crisis of Liberty’ with guests Jason Casella and Kim Upton | episode #120 – sunday wire: ‘crisis of liberty’ with guests jason casella and kim upton | episode _ _digit_ sunday wire : ‘crisis of liberty’ with guests jason casella and kim upton | NN NN NN NN NN : NN IN NN IN NNS NN NN CC NNP NN | episode _digit_ sunday wire crisis liberty guest jason casella kim upton |
| 23462 | BOILER ROOM – Oregon Standoff, Cuddle Parties, Guns n’ Posers – EP #41 | boiler room – oregon standoff, cuddle parties, guns n’ posers – ep #41 | boiler room oregon standoff , cuddle parties , guns n’ posers ep _ _digit_ | NN NN NN NN , NN NNS , NNS NN NNS NN NN NN | boiler room oregon standoff cuddle party gun poser _digit_ |
| 23464 | Episode #119 – SUNDAY WIRE: ‘You Know the Drill’ with guests Robert Singer and Jay Dyer | episode #119 – sunday wire: ‘you know the drill’ with guests robert singer and jay dyer | episode _ _digit_ sunday wire : ‘you know the drill’ with guests robert singer and jay dyer | NN NN NN NN NN : NN NNP DT NN IN NNS NNP NN CC NNP NN | episode _digit_ sunday wire know drill guest robert singer jay dyer |
| 23469 | BOILER ROOM: As the Frogs Slowly Boil – EP #40 | boiler room: as the frogs slowly boil – ep #40 | boiler room : as the frogs slowly boil ep _ _digit_ | NN NN : IN DT NNS RB NN NN NN NN | boiler room frog slowly boil _digit_ |
| 23472 | #Hashtag Hell & The Fake Left | #hashtag hell & the fake left | _hashtag hell and the fake left | NN NN CC DT NN VBN | _hashtag hell fake leave |
763 rows × 5 columns
[\.][\.]+
| org_title | lower_title | cleaned_words | cleaned_pos | minimal_words | |
|---|---|---|---|---|---|
| 6929 | Trump attends 'Villains and Heroes' costume party dressed as...himself | trump attends 'villains and heroes' costume party dressed as...himself | trump attends 'villains and heroes ' costume party dressed as himself | NN NNS NNS CC NNS '' NN NN VBN IN PRP | trump attends villain hero costume party dress |
| 10690 | Trump loves 'the poorly educated' ... and social media clamors | trump loves 'the poorly educated' ... and social media clamors | trump loves 'the poorly educated ' and social media clamors | NN NNS NNS RB VBN '' CC JJ NNS NNS | trump love poorly educate social medium clamor |
| 15135 | Indo-Pacific? Not from where China is sitting... | indo-pacific? not from where china is sitting... | indo _ pacific ? not from where china is sitting | NN NN NNP . RB IN WRB NNP VBZ VBG | indo pacific china sit |
| 21225 | Despite derision, Britain's PM May might well be able to carry on... for now | despite derision, britain's pm may might well be able to carry on... for now | despite derision , britain 's _prime_minister_ may might well be able to carry on for now | IN NN , NNP POS NN NNP MD RB VB JJ TO NN IN IN RB | despite derision britain _prime_minister_ may might well able carry |
| org_title | lower_title | cleaned_words | cleaned_pos | minimal_words | |
|---|---|---|---|---|---|
| 2480 | The Internet HILARIOUSLY Mocks Trump With #TinyTrump Memes, Trump Hissy Fit In 3..2..1.. (IMAGES) | the internet hilariously mocks trump with #tinytrump memes, trump hissy fit in 3..2..1.. (images) | the internet hilariously mocks trump with _tinytrump memes , trump hissy fit in _digit_ _digit_ _digit_ ( images ) | DT NN NN NNS NN IN NN NNS , NN NN NN IN NN NN NN ( NNS ) | internet hilariously mock trump _tinytrump meme trump hissy fit _digit_ _digit_ _digit_ image |
| 10251 | COLLEGES MAY BE FORCED To Stop Pushing Qualified White Students To Back Of Line.. DOJ Will Take On Affirmative Action In College Admissions | colleges may be forced to stop pushing qualified white students to back of line.. doj will take on affirmative action in college admissions | colleges may be forced to stop pushing qualified white students to back of line doj will take on affirmative action in college admissions | NN NNP VB NN TO VB VBG VBN NNP NNS TO RB IN NN NN MD VB IN JJ NN IN NN NNS | college may forced stop push qualify white student back line doj take affirmative action college admission |
| 10789 | LISTEN TO THEM LAUGH! Undercover VIDEO Captures Diabolical Remarks At National ABORTION Federation Conference…”An Eyeball Just Fell Into My Lap..And That’s Gross” | listen to them laugh! undercover video captures diabolical remarks at national abortion federation conference…”an eyeball just fell into my lap..and that’s gross” | listen to them laugh ! undercover video captures diabolical remarks at national abortion federation conference…”an eyeball just fell into my lap and that’s gross” | NN NN NN NN . NN NN NNS JJ NNS IN NNP NN NN NN NN RB NN NN PRP$ NN CC NN NN | listen laugh undercover video capture diabolical remark national abortion federation conference eyeball fell lap gross |
| 10851 | SHERIFF DAVID CLARKE Picked For Key Position In Trump Administration..Aren’t We Lucky! | sheriff david clarke picked for key position in trump administration..aren’t we lucky! | sheriff david clarke picked for key position in trump administration aren’t we lucky ! | NN NN NN VBD IN NN NN IN NN NN NN PRP JJ . | sheriff david clarke pick key position trump administration lucky |
| 11390 | COMEDY GOLD! Bernie Sanders Has HILARIOUS Meltdown Over Repeal Of Obamacare: “If You Are Old..If You’re 55-60 Yrs Of Age And Don’t Have Health Insurance, You Will Die!” [VIDEO] | comedy gold! bernie sanders has hilarious meltdown over repeal of obamacare: “if you are old..if you’re 55-60 yrs of age and don’t have health insurance, you will die!” [video] | comedy gold ! bernie sanders has hilarious meltdown over repeal of obamacare : “if you are old if you’re _digit_ _ _digit_ yrs of age and don’t have health insurance , you will die ! [ video ] | NN NN . NNP NNS NN NN NN IN NN IN NN : NN PRP NN NN IN NN NN NN NN NN IN NN CC NN VB NNP NN , PRP MD NN . NN NN NN | comedy gold bernie sander hilarious meltdown repeal obamacare old _digit_ _digit_ yr age health insurance die video |
| 11404 | RACHEL MADDOW Tries To Embarrass Trump By Exposing 2005 Tax Returns…BACKFIRES Big-Time..Gets DESTROYED On Twitter! | rachel maddow tries to embarrass trump by exposing 2005 tax returns…backfires big-time..gets destroyed on twitter! | rachel maddow tries to embarrass trump by exposing _digit_ tax returns…backfires big _ time gets destroyed on twitter ! | NN NN NNS TO NN NN IN VBG NN NN NN JJ NN NN NNS NN IN NN . | rachel maddow try embarrass trump expose _digit_ tax return backfire big time get destroyed twitter |
| 11960 | DEFIANT DEMOCRATS Announce Effort To Rehang Painting Depicting Police As Pigs..On Police Appreciation Day [Video] | defiant democrats announce effort to rehang painting depicting police as pigs..on police appreciation day [video] | defiant democrats announce effort to rehang painting depicting police as pigs on police appreciation day [ video ] | NN NN NN NN TO NN VBG VBG NNS IN NNS IN NNS NN NNP NN NN NN | defiant democrat announce effort rehang paint depict police pig police appreciation day video |
| 12624 | OBAMA LIED To Protect Hillary..New Wikileaks Email Proves It! | obama lied to protect hillary..new wikileaks email proves it! | obama lied to protect hillary new wikileaks email proves it ! | NN NN TO NN JJ NNP NNS NN NNS PRP . | obama lied protect hillary new wikileaks email prof |
| 12779 | TRUMP NAILED IT! Everyone’s Calling THIS The Best Line Of The Night..Mic Drop Moment…[Video] | trump nailed it! everyone’s calling this the best line of the night..mic drop moment…[video] | trump nailed it ! everyone’s calling this the best line of the night mic drop moment… [ video ] | NN NN NN . NN VBG NN DT JJS NN IN DT NN NN NN NN NN NN NN | trump nailed everyone call best line night mic drop moment video |
| 13977 | LOL! HILLARY’S New Anti-Trump Ad Backfires..Ends Up Being AMAZING Pro-Trump Ad [VIDEO] | lol! hillary’s new anti-trump ad backfires..ends up being amazing pro-trump ad [video] | lol ! hillary’s new anti _ trump ad backfires ends up being amazing pro _ trump ad [ video ] | NN . NN NNP NNS NN NN NN NNS NNS IN VBG NN NNS NN NN NN NN NN NN | lol hillary new anti trump backfire end amazing pro trump video |
| 14521 | HILLARY TRIES TO INJECT Social Class And Race Into Flint Water Crisis.. Immediately Regrets It | hillary tries to inject social class and race into flint water crisis.. immediately regrets it | hillary tries to inject social class and race into flint water crisis immediately regrets it | NN NN NN NN NNP NN CC NN NN NN NN NN RB NNS PRP | hillary try inject social class race flint water crisis immediately regret |
| 16341 | OBAMA LIED To Protect Hillary..New Wikileaks Email Proves It! | obama lied to protect hillary..new wikileaks email proves it! | obama lied to protect hillary new wikileaks email proves it ! | NN NN TO NN JJ NNP NNS NN NNS PRP . | obama lied protect hillary new wikileaks email prof |
| 17173 | (VIDEO) REV AL SHARPTON BOTCHES THE NAME OF A FAMOUS BIBLICAL FIGURE…YES, HE’S A REVEREND.. | (video) rev al sharpton botches the name of a famous biblical figure…yes, he’s a reverend.. | ( video ) rev al sharpton botches the name of a famous biblical figure…yes , he’s a reverend | ( NN ) NN NN NN NN DT NN IN DT NN NN NN , NN DT NN | video rev sharpton botch name famous biblical figure yes reverend |
| 18221 | COLLEGES MAY BE FORCED To Stop Pushing Qualified White Students To Back Of Line.. DOJ Will Take On Affirmative Action In College Admissions | colleges may be forced to stop pushing qualified white students to back of line.. doj will take on affirmative action in college admissions | colleges may be forced to stop pushing qualified white students to back of line doj will take on affirmative action in college admissions | NN NNP VB NN TO VB VBG VBN NNP NNS TO RB IN NN NN MD VB IN JJ NN IN NN NNS | college may forced stop push qualify white student back line doj take affirmative action college admission |
| 18583 | LISTEN TO THEM LAUGH! Undercover VIDEO Captures Diabolical Remarks At National ABORTION Federation Conference…”An Eyeball Just Fell Into My Lap..And That’s Gross” | listen to them laugh! undercover video captures diabolical remarks at national abortion federation conference…”an eyeball just fell into my lap..and that’s gross” | listen to them laugh ! undercover video captures diabolical remarks at national abortion federation conference…”an eyeball just fell into my lap and that’s gross” | NN NN NN NN . NN NN NNS JJ NNS IN NNP NN NN NN NN RB NN NN PRP$ NN CC NN NN | listen laugh undercover video capture diabolical remark national abortion federation conference eyeball fell lap gross |
| 18968 | COMEDY GOLD! Bernie Sanders Has HILARIOUS Meltdown Over Repeal Of Obamacare: “If You Are Old..If You’re 55-60 Yrs Of Age And Don’t Have Health Insurance, You Will Die!” [VIDEO] | comedy gold! bernie sanders has hilarious meltdown over repeal of obamacare: “if you are old..if you’re 55-60 yrs of age and don’t have health insurance, you will die!” [video] | comedy gold ! bernie sanders has hilarious meltdown over repeal of obamacare : “if you are old if you’re _digit_ _ _digit_ yrs of age and don’t have health insurance , you will die ! [ video ] | NN NN . NNP NNS NN NN NN IN NN IN NN : NN PRP NN NN IN NN NN NN NN NN IN NN CC NN VB NNP NN , PRP MD NN . NN NN NN | comedy gold bernie sander hilarious meltdown repeal obamacare old _digit_ _digit_ yr age health insurance die video |
| 18979 | RACHEL MADDOW Tries To Embarrass Trump By Exposing 2005 Tax Returns…BACKFIRES Big-Time..Gets DESTROYED On Twitter! | rachel maddow tries to embarrass trump by exposing 2005 tax returns…backfires big-time..gets destroyed on twitter! | rachel maddow tries to embarrass trump by exposing _digit_ tax returns…backfires big _ time gets destroyed on twitter ! | NN NN NNS TO NN NN IN VBG NN NN NN JJ NN NN NNS NN IN NN . | rachel maddow try embarrass trump expose _digit_ tax return backfire big time get destroyed twitter |
| 20620 | LOL! HILLARY’S New Anti-Trump Ad Backfires..Ends Up Being AMAZING Pro-Trump Ad [VIDEO] | lol! hillary’s new anti-trump ad backfires..ends up being amazing pro-trump ad [video] | lol ! hillary’s new anti _ trump ad backfires ends up being amazing pro _ trump ad [ video ] | NN . NN NNP NNS NN NN NN NNS NNS IN VBG NN NNS NN NN NN NN NN NN | lol hillary new anti trump backfire end amazing pro trump video |
| 21030 | HILLARY TRIES TO INJECT Social Class And Race Into Flint Water Crisis.. Immediately Regrets It | hillary tries to inject social class and race into flint water crisis.. immediately regrets it | hillary tries to inject social class and race into flint water crisis immediately regrets it | NN NN NN NN NNP NN CC NN NN NN NN NN RB NNS PRP | hillary try inject social class race flint water crisis immediately regret |
[\-]
| org_title | lower_title | cleaned_words | cleaned_pos | minimal_words | |
|---|---|---|---|---|---|
| 3 | FBI Russia probe helped by Australian diplomat tip-off: NYT | fbi russia probe helped by australian diplomat tip-off: nyt | fbi russia probe helped by australian diplomat tip _ off : nyt | NNP NN NN VBD IN JJ NN NN NN IN : NN | fbi russia probe help australian diplomat tip nyt |
| 7 | Factbox: Trump on Twitter (Dec 29) - Approval rating, Amazon | factbox: trump on twitter (dec 29) - approval rating, amazon | factbox : trump on twitter ( dec _digit_ ) _ approval rating , amazon | NN : NN IN NN ( NN NN ) NN NN NN , NN | factbox trump twitter dec _digit_ approval rating amazon |
| 8 | Trump on Twitter (Dec 28) - Global Warming | trump on twitter (dec 28) - global warming | trump on twitter ( dec _digit_ ) _ global warming | NN IN NN ( NN NN ) NN JJ VBG | trump twitter dec _digit_ global warm |
| 9 | Alabama official to certify Senator-elect Jones today despite challenge: CNN | alabama official to certify senator-elect jones today despite challenge: cnn | alabama official to certify senator _ elect jones today despite challenge : cnn | NN NN TO NN NN NN NN NNP NN IN NN : NN | alabama official certify senator elect jones today despite challenge cnn |
| 12 | Factbox: Trump on Twitter (Dec 28) - Vanity Fair, Hillary Clinton | factbox: trump on twitter (dec 28) - vanity fair, hillary clinton | factbox : trump on twitter ( dec _digit_ ) _ vanity fair , hillary clinton | NN : NN IN NN ( NN NN ) NN NN NN , JJ NN | factbox trump twitter dec _digit_ vanity fair hillary clinton |
| ... | ... | ... | ... | ... | ... |
| 21347 | Downfall of ex-Samsung strategy chief leaves 'salarymen' disillusioned | downfall of ex-samsung strategy chief leaves 'salarymen' disillusioned | downfall of ex _ samsung strategy chief leaves 'salarymen ' disillusioned | NN IN NN NN NN NN NN NNS NNS '' VBN | downfall samsung strategy chief leaf salarymen disillusion |
| 21349 | China says nothing will stop its long-range air force drills | china says nothing will stop its long-range air force drills | china says nothing will stop its long _ range air force drills | NNP VBZ NN MD NN PRP$ RB NN NN NN NN NNS | china say nothing stop long range air force drill |
| 21381 | Canada frets over possible huge surge in asylum-seekers: sources | canada frets over possible huge surge in asylum-seekers: sources | canada frets over possible huge surge in asylum _ seekers : sources | NNP NNS IN JJ JJ NN IN NN NN NNS : NNS | canada fret possible huge surge asylum seeker source |
| 21385 | Venezuela ex-prosecutor says she has evidence of Maduro corruption | venezuela ex-prosecutor says she has evidence of maduro corruption | venezuela ex _ prosecutor says she has evidence of maduro corruption | NNP NN NN NN VBZ PRP VBZ NN IN NN NN | venezuela prosecutor say evidence maduro corruption |
| 21396 | Pro-Houthi fighters call powerful Yemen ally 'evil', escalating feud | pro-houthi fighters call powerful yemen ally 'evil', escalating feud | pro _ houthi fighters call powerful yemen ally 'evil ' , escalating feud | NNS NN NN NNS NN JJ NNS RB NNS '' , VBG NN | pro houthi fighter call powerful yemen ally evil escalate feud |
2786 rows × 5 columns
| org_title | lower_title | cleaned_words | cleaned_pos | minimal_words | |
|---|---|---|---|---|---|
| 9 | WATCH: Brand-New Pro-Trump Ad Features So Much A** Kissing It Will Make You Sick | watch: brand-new pro-trump ad features so much a** kissing it will make you sick | watch : brand _ new pro _ trump ad features so much _mytag_slang_ kissing it will make you sick | NN : NN NN NNP NNS NN NN NN NNS RB JJ NN VBG PRP MD VB PRP JJ | watch brand new pro trump feature much _mytag_slang_ kiss make sick |
| 17 | Mueller Spokesman Just F-cked Up Donald Trump’s Christmas | mueller spokesman just f-cked up donald trump’s christmas | mueller spokesman just f _ cked up donald trump’s christmas | NN NN RB NN NN NNS IN NNP NN NN | mueller spokesman cked donald trump christmas |
| 22 | Meghan McCain Tweets The Most AMAZING Response To Doug Jones’ Win In Deep-Red Alabama | meghan mccain tweets the most amazing response to doug jones’ win in deep-red alabama | meghan mccain tweets the most amazing response to doug jones’ win in deep _ red alabama | NN NN NNS DT JJS NN NN TO NN NN VB IN JJ NN JJ NN | meghan mccain tweet amazing response doug jones win deep red alabama |
| 24 | White House: It Wasn’t Sexist For Trump To Slut-Shame Sen. Kirsten Gillibrand (VIDEO) | white house: it wasn’t sexist for trump to slut-shame sen. kirsten gillibrand (video) | white house : it wasn’t sexist for trump to slut _ shame sen kirsten gillibrand ( video ) | NNP NNP : PRP NN NN IN NN TO NN NN NN NN VB NN ( NN ) | white house sexist trump slut shame sen kirsten gillibrand video |
| 51 | Trump Sends Crazy-Time Tweet To The Wrong Account After Losing His Sh*t Over World Leader’s Remarks | trump sends crazy-time tweet to the wrong account after losing his sh*t over world leader’s remarks | trump sends crazy _ time tweet to the wrong account after losing his _mytag_slang_ over world leader’s remarks | NN NNS NN NN NN NN TO DT JJ NN IN VBG PRP$ NN IN NN NN NNS | trump sends crazy time tweet wrong account lose _mytag_slang_ world leader remark |
| ... | ... | ... | ... | ... | ... |
| 23421 | New Evidence Shows Foul Play, Cover-up by FBI and OSP in Shooting of LaVoy Finicum – DOJ Opens New Investigation | new evidence shows foul play, cover-up by fbi and osp in shooting of lavoy finicum – doj opens new investigation | new evidence shows foul play , cover _ up by fbi and osp in shooting of lavoy finicum doj opens new investigation | NNP NN NNS NN VB , NN NN RB IN NNP CC NN IN VBG IN NN NN NN NNS NNP NN | new evidence show foul play cover fbi osp shoot lavoy finicum doj open new investigation |
| 23423 | Iraq Redux: US-led Sanctions Against Syria Are Hurting Real People, Helping Real Terrorists | iraq redux: us-led sanctions against syria are hurting real people, helping real terrorists | iraq redux : _u_s_ _ led sanctions against syria are hurting real people , helping real terrorists | NN NN : NN NN VBN NNS IN NNS NN VBG JJ NNS , VBG JJ NNS | iraq redux _u_s_ lead sanction syria hurt real people help real terrorist |
| 23441 | Wikileaks: NSA Spied on UN Secretary-General and World Leaders’ Secret Meetings | wikileaks: nsa spied on un secretary-general and world leaders’ secret meetings | wikileaks : nsa spied on _u_n_ secretary _ general and world leaders’ secret meetings | NNS : NN VBN IN NNP NNP NN NNP CC NN NN JJ NNS | wikileaks nsa spy _u_n_ secretary general world leader secret meeting |
| 23460 | Trial By YouTube: Mainstream Media Use Second-hand Oregon Account to Cast Blame on Dead Rancher | trial by youtube: mainstream media use second-hand oregon account to cast blame on dead rancher | trial by youtube : mainstream media use second _ hand oregon account to cast blame on dead rancher | NN IN NN : NN NNP NN JJ NN NN NN NN TO NN NN IN JJ NN | trial youtube mainstream medium use second hand oregon account cast blame dead rancher |
| 23477 | JUSTICE? Yahoo Settles E-mail Privacy Class-action: $4M for Lawyers, $0 for Users | justice? yahoo settles e-mail privacy class-action: $4m for lawyers, $0 for users | justice ? yahoo settles e _ mail privacy class _ action : _digit_ m for lawyers , _digit_ for users | NN . NN NNS NN NN NN NN NN NN NN : NN NN IN NNS , NN IN NNS | justice yahoo settle mail privacy class action _digit_ lawyer _digit_ user |
3022 rows × 5 columns
[\d]+
| org_title | lower_title | cleaned_words | cleaned_pos | minimal_words | |
|---|---|---|---|---|---|
| 7 | Factbox: Trump on Twitter (Dec 29) - Approval rating, Amazon | factbox: trump on twitter (dec 29) - approval rating, amazon | factbox : trump on twitter ( dec _digit_ ) _ approval rating , amazon | NN : NN IN NN ( NN NN ) NN NN NN , NN | factbox trump twitter dec _digit_ approval rating amazon |
| 8 | Trump on Twitter (Dec 28) - Global Warming | trump on twitter (dec 28) - global warming | trump on twitter ( dec _digit_ ) _ global warming | NN IN NN ( NN NN ) NN JJ VBG | trump twitter dec _digit_ global warm |
| 12 | Factbox: Trump on Twitter (Dec 28) - Vanity Fair, Hillary Clinton | factbox: trump on twitter (dec 28) - vanity fair, hillary clinton | factbox : trump on twitter ( dec _digit_ ) _ vanity fair , hillary clinton | NN : NN IN NN ( NN NN ) NN NN NN , JJ NN | factbox trump twitter dec _digit_ vanity fair hillary clinton |
| 13 | Trump on Twitter (Dec 27) - Trump, Iraq, Syria | trump on twitter (dec 27) - trump, iraq, syria | trump on twitter ( dec _digit_ ) _ trump , iraq , syria | NN IN NN ( NN NN ) NN NN , NN , NNS | trump twitter dec _digit_ trump iraq syria |
| 16 | U.S. lawmakers question businessman at 2016 Trump Tower meeting: sources | u.s. lawmakers question businessman at 2016 trump tower meeting: sources | _u_s_ lawmakers question businessman at _digit_ trump tower meeting : sources | NNP NNS NN NN IN NN NN NN NN : NNS | _u_s_ lawmaker question businessman _digit_ trump tower meeting source |
| ... | ... | ... | ... | ... | ... |
| 21336 | Indian protests after 'godman' convicted of rape kill 29 | indian protests after 'godman' convicted of rape kill 29 | indian protests after 'godman ' convicted of rape kill _digit_ | JJ NNS IN NN '' VBN IN NN NN NN | indian protest godman convict rape kill _digit_ |
| 21383 | Brazil's Lula says party may field someone else in 2018 | brazil's lula says party may field someone else in 2018 | brazil 's lula says party may field someone else in _digit_ | NNP POS NN VBZ NN MD NN NN RB IN NN | brazil lula say party may field someone else _digit_ |
| 21395 | Poland to allocate additional $55 bllion on defense by 2032: deputy minister | poland to allocate additional $55 bllion on defense by 2032: deputy minister | poland to allocate additional _digit_ bllion on defense by _digit_ : deputy minister | NNP TO NN JJ NN NN IN NN IN NN : NN NN | poland allocate additional _digit_ bllion defense _digit_ deputy minister |
| 21404 | Exclusive: U.S. to withhold up to $290 million in Egypt aid | exclusive: u.s. to withhold up to $290 million in egypt aid | exclusive : _u_s_ to withhold up to _digit_ million in egypt aid | JJ : NNP TO NN RB TO NN CD IN NN NN | exclusive _u_s_ withhold _digit_ million egypt aid |
| 21416 | Indonesia to buy $1.14 billion worth of Russian jets | indonesia to buy $1.14 billion worth of russian jets | indonesia to buy _digit_ . _digit_ billion worth of russian jets | NN TO VB NN . NN CD NN IN JJ NNS | indonesia buy _digit_ _digit_ billion worth russian jet |
1799 rows × 5 columns
| org_title | lower_title | cleaned_words | cleaned_pos | minimal_words | |
|---|---|---|---|---|---|
| 12 | Bad News For Trump — Mitch McConnell Says No To Repealing Obamacare In 2018 | bad news for trump — mitch mcconnell says no to repealing obamacare in 2018 | bad news for trump mitch mcconnell says no to repealing obamacare in _digit_ | NN NNS IN NN NN NNP NNS DT TO VBG NN IN NN | bad news trump mitch mcconnell say repeal obamacare _digit_ |
| 23 | CNN CALLS IT: A Democrat Will Represent Alabama In The Senate For The First Time In 25 Years | cnn calls it: a democrat will represent alabama in the senate for the first time in 25 years | cnn calls it : a democrat will represent alabama in the senate for the first time in _digit_ years | NN NN NN : DT NNP MD NN NN IN DT NNP IN DT RB NN IN NN NNS | cnn call democrat represent alabama senate first time _digit_ year |
| 38 | John McCain Wanted Another 74 Twitter Followers, But His Plan Backfired Miserably (TWEETS) | john mccain wanted another 74 twitter followers, but his plan backfired miserably (tweets) | john mccain wanted another _digit_ twitter followers , but his plan backfired miserably ( tweets ) | NNP NN VBD DT NN NN NNS , CC PRP$ NN VBN RB ( NN ) | john mccain want another _digit_ twitter follower plan backfire miserably tweet |
| 52 | Americans Once Elected A President After He Was Accused Of Raping A 13-Year-Old Girl | americans once elected a president after he was accused of raping a 13-year-old girl | americans once elected a president after he was accused of raping a _digit_ _ year _ old girl | NNS RB VBN DT NNP IN PRP NN VBN IN VBG DT NN NN NN NN NN NN | american elect president accuse rap _digit_ year old girl |
| 55 | Sean Hannity Is Throwing A Stage-4 Temper Tantrum Over The Photo He Posed For (IMAGE) | sean hannity is throwing a stage-4 temper tantrum over the photo he posed for (image) | sean hannity is throwing a stage _ _digit_ temper tantrum over the photo he posed for ( image ) | NN NN NN VBG DT NN NN NN NN NN IN DT NN PRP VBD IN ( NN ) | sean hannity throw stage _digit_ temper tantrum photo pose image |
| ... | ... | ... | ... | ... | ... |
| 23464 | Episode #119 – SUNDAY WIRE: ‘You Know the Drill’ with guests Robert Singer and Jay Dyer | episode #119 – sunday wire: ‘you know the drill’ with guests robert singer and jay dyer | episode _ _digit_ sunday wire : ‘you know the drill’ with guests robert singer and jay dyer | NN NN NN NN NN : NN NNP DT NN IN NNS NNP NN CC NNP NN | episode _digit_ sunday wire know drill guest robert singer jay dyer |
| 23469 | BOILER ROOM: As the Frogs Slowly Boil – EP #40 | boiler room: as the frogs slowly boil – ep #40 | boiler room : as the frogs slowly boil ep _ _digit_ | NN NN : IN DT NNS RB NN NN NN NN | boiler room frog slowly boil _digit_ |
| 23477 | JUSTICE? Yahoo Settles E-mail Privacy Class-action: $4M for Lawyers, $0 for Users | justice? yahoo settles e-mail privacy class-action: $4m for lawyers, $0 for users | justice ? yahoo settles e _ mail privacy class _ action : _digit_ m for lawyers , _digit_ for users | NN . NN NNS NN NN NN NN NN NN NN : NN NN IN NNS , NN IN NNS | justice yahoo settle mail privacy class action _digit_ lawyer _digit_ user |
| 23479 | How to Blow $700 Million: Al Jazeera America Finally Calls it Quits | how to blow $700 million: al jazeera america finally calls it quits | how to blow _digit_ million : al jazeera america finally calls it quits | WRB TO NN NN NN : NN NN NNP RB NNS PRP NNS | blow _digit_ million jazeera america finally call quits |
| 23480 | 10 U.S. Navy Sailors Held by Iranian Military – Signs of a Neocon Political Stunt | 10 u.s. navy sailors held by iranian military – signs of a neocon political stunt | _digit_ _u_s_ navy sailors held by iranian military signs of a neocon political stunt | NN NNP NNP NNS NNP IN JJ JJ NNS IN DT NN JJ NN | _digit_ _u_s_ navy sailor held iranian military sign neocon political stunt |
2999 rows × 5 columns
df0.to_csv('data/TrueOrganized.csv',index=False)
df1.to_csv('data/FakeOrganized.csv',index=False)
Conclusion
We finished cleaning and organization.
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