In [4]:
from testdataextractor.testdataextractor.extractor import Extractor
from summpy.summpy import lexrank
import pandas as pd
In [139]:
testarticles = [1957284403,1965754064,233465322,283147769,362778020,37793736,389321649,540607195,60134403,887344770, ]
all_articles = []
all_sets_sentences = []
all_article_sentences = []
all_comments_sentences = []
all_groups = [] # each comment is a group, the article counts as a comment
for art in testarticles:
ext = Extractor("../test_data/{0}.ofs.gold.xml".format(art))
article = ext.extract(verbose=True)
all_articles.append(article)
df_article = pd.DataFrame.from_dict(article['sentences'], orient='index')
sorted_indexes = [ "s{0}".format(x) for x in range(len(article['sentences'].values()))]
sentences = list(df_article.ix[sorted_indexes, 'text'])
ordered_sentences = df_article.ix[sorted_indexes]
article_sentences_ix = ordered_sentences.ix[:,'comment'].isnull()
art_sentences = ordered_sentences[article_sentences_ix]
com_sentences = ordered_sentences[article_sentences_ix == False]
article_sentences = list(art_sentences['text'])
comment_sentences = list(com_sentences['text'])
groups_of_sentences = ordered_sentences.groupby(by='comment', sort=False)
groupcount = len(groups_of_sentences.groups.keys())
index = ["c{0}".format(i) for i in range(groupcount)]
grouped_comments = []
for g in index:
com = " | ".join(list(groups_of_sentences.get_group(g)['text']))
grouped_comments.append(com)
grouped_comments.append(" | ".join(article_sentences))
all_article_sentences.append(article_sentences)
all_comments_sentences.append(comment_sentences)
all_groups.append(grouped_comments)
if df_article.ix['s2', 'text'] == sentences[2]:
print "Extracted list of sentences is in a proper order."
all_sets_sentences.append(sentences)
else:
print "Extracted list of sentences is unordered."
50 comments parsed.
190 sentences parsed.
140 links parsed.
Extracted list of sentences is in a proper order.
50 comments parsed.
203 sentences parsed.
102 links parsed.
Extracted list of sentences is in a proper order.
50 comments parsed.
290 sentences parsed.
199 links parsed.
Extracted list of sentences is in a proper order.
49 comments parsed.
178 sentences parsed.
92 links parsed.
Extracted list of sentences is in a proper order.
50 comments parsed.
170 sentences parsed.
79 links parsed.
Extracted list of sentences is in a proper order.
50 comments parsed.
184 sentences parsed.
1 links parsed.
Extracted list of sentences is in a proper order.
49 comments parsed.
278 sentences parsed.
25 links parsed.
Extracted list of sentences is in a proper order.
49 comments parsed.
156 sentences parsed.
26 links parsed.
Extracted list of sentences is in a proper order.
50 comments parsed.
196 sentences parsed.
14 links parsed.
Extracted list of sentences is in a proper order.
49 comments parsed.
178 sentences parsed.
2 links parsed.
Extracted list of sentences is in a proper order.
In [140]:
all_ranked_sentences = []
all_matrxs = []
all_ranked_art_sentences = []
all_art_matrxs = []
all_ranked_com_sentences = []
all_com_matrxs = []
def lexrank_all_lists_of_sentences(sentences_lists):
all_ranked = []
all_matrixes = []
for sentences in sentences_lists:
ranked, matrix = lexrank.lexrank(sentences)
all_ranked_sentences.append(ranked)
all_matrixes.append(matrix)
return all_ranked, all_matrixes
all_ranked_sentences, all_matrxs = lexrank_all_lists_of_sentences(
all_sets_sentences
)
all_ranked_art_sentences, all_art_matrxs = lexrank_all_lists_of_sentences(
all_article_sentences
)
all_ranked_com_sentences, all_com_matrxs = lexrank_all_lists_of_sentences(
all_comments_sentences
)
In [141]:
all_ranked_dfs = []
all_similarity_dfs = []
for ranked_sentences, similarity_mtrx in zip(all_ranked_sentences, all_matrxs):
df_ranked_sentences = pd.DataFrame.from_dict(ranked_sentences,
orient='index')
df_similarity_mtrx = pd.DataFrame(similarity_mtrx)
all_ranked_dfs.append(df_ranked_sentences)
all_similarity_dfs.append(df_similarity_mtrx)
all_similarity_dfs[0]
Out[141]:
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190 rows × 190 columns
In [142]:
import numpy as np
from sklearn.cluster import DBSCAN
from sklearn import metrics
def print_results(db):
core_samples_mask = np.zeros_like(db.labels_, dtype=bool)
core_samples_mask[db.core_sample_indices_] = True
labels = db.labels_
# Number of clusters in labels, ignoring noise if present.
n_clusters_ = len(set(labels)) - (1 if -1 in labels else 0)
print('Estimated number of clusters: %d' % n_clusters_)
for i, (article, comments) in enumerate(zip(all_art_matrxs, all_com_matrxs)):
db_a = DBSCAN(metric='precomputed', eps=0.3, min_samples=2).fit(article)
db_c = DBSCAN(metric='precomputed', eps=0.3, min_samples=2).fit(comments)
print "\nARTICLE {0}".format(i)
print_results(db_a)
print "\nCOMMENTS {0}".format(i)
print_results(db_c)
ARTICLE 0
Estimated number of clusters: 1
COMMENTS 0
Estimated number of clusters: 1
ARTICLE 1
Estimated number of clusters: 1
COMMENTS 1
Estimated number of clusters: 1
ARTICLE 2
Estimated number of clusters: 1
COMMENTS 2
Estimated number of clusters: 1
ARTICLE 3
Estimated number of clusters: 1
COMMENTS 3
Estimated number of clusters: 1
ARTICLE 4
Estimated number of clusters: 1
COMMENTS 4
Estimated number of clusters: 1
ARTICLE 5
Estimated number of clusters: 1
COMMENTS 5
Estimated number of clusters: 1
ARTICLE 6
Estimated number of clusters: 1
COMMENTS 6
Estimated number of clusters: 1
ARTICLE 7
Estimated number of clusters: 1
COMMENTS 7
Estimated number of clusters: 1
ARTICLE 8
Estimated number of clusters: 1
COMMENTS 8
Estimated number of clusters: 1
ARTICLE 9
Estimated number of clusters: 1
COMMENTS 9
Estimated number of clusters: 1
In [143]:
from sklearn.feature_extraction.text import TfidfVectorizer
import nltk.stem
english_stemmer = nltk.stem.SnowballStemmer('english')
class StemmedTfidfVectorizer(TfidfVectorizer):
def build_analyzer(self):
analyzer=super(StemmedTfidfVectorizer,self).build_analyzer()
return lambda doc:(english_stemmer.stem(w) for w in analyzer(doc))
vectorizer = StemmedTfidfVectorizer(min_df=1, stop_words='english')
In [144]:
article_s = all_article_sentences
comment_s = all_comments_sentences
for i, (article, comments) in enumerate(zip(article_s, comment_s)):
X_article = vectorizer.fit_transform(article)
X_comments = vectorizer.fit_transform(comments)
db_a = DBSCAN(eps=0.3, min_samples=2).fit(X_article)
db_c = DBSCAN(eps=0.3, min_samples=2).fit(X_comments)
print "\nARTICLE {0}".format(i)
print_results(db_a)
print "\nCOMMENTS {0}".format(i)
print_results(db_c)
ARTICLE 0
Estimated number of clusters: 0
COMMENTS 0
Estimated number of clusters: 1
ARTICLE 1
Estimated number of clusters: 0
COMMENTS 1
Estimated number of clusters: 3
ARTICLE 2
Estimated number of clusters: 0
COMMENTS 2
Estimated number of clusters: 4
ARTICLE 3
Estimated number of clusters: 0
COMMENTS 3
Estimated number of clusters: 6
ARTICLE 4
Estimated number of clusters: 0
COMMENTS 4
Estimated number of clusters: 3
ARTICLE 5
Estimated number of clusters: 0
COMMENTS 5
Estimated number of clusters: 1
ARTICLE 6
Estimated number of clusters: 0
COMMENTS 6
Estimated number of clusters: 2
ARTICLE 7
Estimated number of clusters: 0
COMMENTS 7
Estimated number of clusters: 2
ARTICLE 8
Estimated number of clusters: 0
COMMENTS 8
Estimated number of clusters: 3
ARTICLE 9
Estimated number of clusters: 0
COMMENTS 9
Estimated number of clusters: 1
In [145]:
for i, group in enumerate(all_groups):
X_group = vectorizer.fit_transform(group)
db_a = DBSCAN(eps=1, min_samples=2).fit(X_group)
print "\nArticle {0}'s groups".format(i)
print_results(db_a)
Article 0's groups
Estimated number of clusters: 0
Article 1's groups
Estimated number of clusters: 2
Article 2's groups
Estimated number of clusters: 0
Article 3's groups
Estimated number of clusters: 3
Article 4's groups
Estimated number of clusters: 1
Article 5's groups
Estimated number of clusters: 0
Article 6's groups
Estimated number of clusters: 1
Article 7's groups
Estimated number of clusters: 2
Article 8's groups
Estimated number of clusters: 2
Article 9's groups
Estimated number of clusters: 1
In [195]:
from gensim import corpora, models, similarities
from nltk.tokenize import TweetTokenizer
import nltk.stem
def preprocess_docs(documents):
tokenizer = TweetTokenizer()
english_stemmer = nltk.stem.SnowballStemmer('english')
texts = [tokenizer.tokenize(d) for d in documents]
stemmed_texts = []
for text in texts:
stemmed_text = [english_stemmer.stem(t) for t in text]
stemmed_texts.append(stemmed_text)
return stemmed_texts
def query_all(lsi_queries, index):
total_pairs = 0
selected_pairs = 0
strong_sentences = 0
similarity_dict = {}
for i, query in enumerate(lsi_queries):
sims = index[query]
strong_sims = [s for s in list(enumerate(sims)) if s[1] > 0.99]
pairs = len(strong_sims)
if pairs > 1 and pairs < 8:
# print "\ns{0} similarities with comments".format(i+comment_start_index)
# print "{0} strong similarity pairs".format(len(strong_sims))
# print all_comments_sentences[0][i]
strong_sentences += 1
selected_pairs += pairs
similarity_dict[i] = strong_sims
total_pairs += pairs
print "\n{0} strong sentences".format(strong_sentences)
print "{0} total sentence-group pairs".format(selected_pairs)
print total_pairs/float(len(lsi_queries))
return similarity_dict
def find_links_between_in(documents, comments_sentences,
article_sentences):
stemmed_texts = preprocess_docs(documents)
dictionary = corpora.Dictionary(stemmed_texts)
dictionary.filter_extremes(no_below=1, no_above=0.8)
corpus = [dictionary.doc2bow(text) for text in stemmed_texts]
lsi = models.LsiModel(corpus, id2word=dictionary, num_topics=2)
index = similarities.MatrixSimilarity(lsi[corpus])
# comment_start_index = len(article_sentences)
stemmed_queries = preprocess_docs(comments_sentences)
query_dict = corpora.Dictionary(stemmed_queries)
lsi_queries = [lsi[query_dict.doc2bow(text)] for text in stemmed_queries]
similarity_dict = query_all(lsi_queries, index)
return similarity_dict
documents = all_groups[0]
comments_s = all_comments_sentences[0]
article_s = all_article_sentences[0]
def find_links_in_all_articles():
for i, docs in enumerate(all_groups):
comments = all_comments_sentences[i]
article = all_article_sentences[i]
print "\n\nARTICLE {0}".format(i)
find_links_between_in(docs, comments, article)
% time find_links_in_all_articles()
WARNING:gensim.similarities.docsim:scanning corpus to determine the number of features (consider setting `num_features` explicitly)
ARTICLE 0
33 strong sentences
WARNING:gensim.similarities.docsim:scanning corpus to determine the number of features (consider setting `num_features` explicitly)
174 total sentence-group pairs
7.70676691729
ARTICLE 1
32 strong sentences
WARNING:gensim.similarities.docsim:scanning corpus to determine the number of features (consider setting `num_features` explicitly)
134 total sentence-group pairs
8.54347826087
ARTICLE 2
54 strong sentences
WARNING:gensim.similarities.docsim:scanning corpus to determine the number of features (consider setting `num_features` explicitly)
163 total sentence-group pairs
10.0778688525
ARTICLE 3
45 strong sentences
WARNING:gensim.similarities.docsim:scanning corpus to determine the number of features (consider setting `num_features` explicitly)
177 total sentence-group pairs
6.13432835821
ARTICLE 4
44 strong sentences
WARNING:gensim.similarities.docsim:scanning corpus to determine the number of features (consider setting `num_features` explicitly)
173 total sentence-group pairs
3.85810810811
ARTICLE 5
40 strong sentences
WARNING:gensim.similarities.docsim:scanning corpus to determine the number of features (consider setting `num_features` explicitly)
194 total sentence-group pairs
6.44755244755
ARTICLE 6
31 strong sentences
WARNING:gensim.similarities.docsim:scanning corpus to determine the number of features (consider setting `num_features` explicitly)
134 total sentence-group pairs
7.16666666667
ARTICLE 7
53 strong sentences
WARNING:gensim.similarities.docsim:scanning corpus to determine the number of features (consider setting `num_features` explicitly)
243 total sentence-group pairs
6.60330578512
ARTICLE 8
40 strong sentences
WARNING:gensim.similarities.docsim:scanning corpus to determine the number of features (consider setting `num_features` explicitly)
158 total sentence-group pairs
7.4965034965
ARTICLE 9
64 strong sentences
322 total sentence-group pairs
6.29133858268
CPU times: user 2.55 s, sys: 109 ms, total: 2.66 s
Wall time: 2.51 s
In [196]:
def find_sentence_links_in_all_articles():
all_similarity_dicts = []
for i, docs in enumerate(all_sets_sentences):
comments = all_comments_sentences[i]
article = all_article_sentences[i]
print "\n\nARTICLE {0}".format(i)
s_dict = find_links_between_in(docs, comments, article)
all_similarity_dicts.append(s_dict)
return all_similarity_dicts
% time all_similarity_dicts = find_sentence_links_in_all_articles()
WARNING:gensim.similarities.docsim:scanning corpus to determine the number of features (consider setting `num_features` explicitly)
ARTICLE 0
11 strong sentences
WARNING:gensim.similarities.docsim:scanning corpus to determine the number of features (consider setting `num_features` explicitly)
49 total sentence-group pairs
42.7894736842
ARTICLE 1
3 strong sentences
WARNING:gensim.similarities.docsim:scanning corpus to determine the number of features (consider setting `num_features` explicitly)
15 total sentence-group pairs
39.9130434783
ARTICLE 2
8 strong sentences
WARNING:gensim.similarities.docsim:scanning corpus to determine the number of features (consider setting `num_features` explicitly)
24 total sentence-group pairs
43.5573770492
ARTICLE 3
10 strong sentences
WARNING:gensim.similarities.docsim:scanning corpus to determine the number of features (consider setting `num_features` explicitly)
36 total sentence-group pairs
26.7611940299
ARTICLE 4
45 strong sentences
WARNING:gensim.similarities.docsim:scanning corpus to determine the number of features (consider setting `num_features` explicitly)
273 total sentence-group pairs
20.0067567568
ARTICLE 5
4 strong sentences
WARNING:gensim.similarities.docsim:scanning corpus to determine the number of features (consider setting `num_features` explicitly)
24 total sentence-group pairs
28.0979020979
ARTICLE 6
2 strong sentences
WARNING:gensim.similarities.docsim:scanning corpus to determine the number of features (consider setting `num_features` explicitly)
14 total sentence-group pairs
50.7264957265
ARTICLE 7
7 strong sentences
WARNING:gensim.similarities.docsim:scanning corpus to determine the number of features (consider setting `num_features` explicitly)
35 total sentence-group pairs
30.7851239669
ARTICLE 8
5 strong sentences
WARNING:gensim.similarities.docsim:scanning corpus to determine the number of features (consider setting `num_features` explicitly)
18 total sentence-group pairs
29.1188811189
ARTICLE 9
1 strong sentences
4 total sentence-group pairs
28.842519685
CPU times: user 3.12 s, sys: 132 ms, total: 3.26 s
Wall time: 3.08 s
In [219]:
def output_top_sentence_pairs(s_dict, all_art_sentences,
all_sentences,
all_comment_sentences):
d = s_dict
comment_start_index = len(all_art_sentences)
sentences = all_sentences
comment_sentences = all_comment_sentences
for comment_sentence, links in zip(d.keys(),d.values()):
s1_id = "s{0}".format(comment_sentence + comment_start_index)
s2_id = "s{0}".format(links[0][0])
print "\nLink found"
print comment_sentence+comment_start_index, [l[0] for l in links]
print "s{0} is:\n{1}\nSimilar too:".format(comment_sentence+comment_start_index,
comment_sentences[comment_sentence].encode('utf8'))
for i, (l_id, prob) in enumerate(links):
print "S{0}: {1}".format(l_id,sentences[l_id].encode('utf8'))
for i, _ in enumerate(all_articles):
print "\nARTICLE {0}==========".format(i)
output_top_sentence_pairs(all_similarity_dicts[i],
all_article_sentences[i],
all_sets_sentences[i],
all_comments_sentences[i])
ARTICLE 0==========
Link found
185 [59, 68, 95, 117]
s185 is:
.org/wiki/
Similar too:
S59: [alex442] Human Rights ?
S68: Haw haw !
S95: Resist !
S117: Freedom ?
Link found
91 [10, 11, 34]
s91 is:
Quite so .
Similar too:
S10: It gives top secret codenames for each firm , with BT ( " Remedy " ) , Verizon Business ( " Dacron " ) , and Vodafone Cable ( " Gerontic" ) .
S11: The other firms include Global Crossing ( " Pinnage " ) , Level 3 ( " Little " ) , Viatel ( "Vitreous " ) and Interoute ( " Streetcar " ) .
S34: The source familiar with intelligence maintained in June that GCHQ was " not looking at every piece of straw " but was sifting a "vast haystack of data " for what he called "needles " .
Link found
95 [59, 68, 87, 95, 117]
s95 is:
Resist !
Similar too:
S59: [alex442] Human Rights ?
S68: Haw haw !
S87: Recall Parliament now !
S95: Resist !
S117: Freedom ?
Link found
161 [6, 35, 51, 60, 74, 80, 121]
s161 is:
This disgraceful spying business has no end !
Similar too:
S6: That operation , codenamed Tempora , has been running for 20 months .
S35: He added : " If you had the impression we are reading millions of emails , we are not .
S51: " A spokeswoman for Interoute said : " As with all communication providers in Europe we are required to comply with European and local laws including those on data protection and retention .
S60: Aww , how quaint ...
S74: Spying upon politics , economics , NGOs etc .
S80: [ Malkatrinho] It has nothing to do with "Terrorists" ; , you 're bang on .
S121: Nah , I despair .
Link found
100 [10, 11, 34]
s100 is:
Best way to keep your information secure ?
Similar too:
S10: It gives top secret codenames for each firm , with BT ( " Remedy " ) , Verizon Business ( " Dacron " ) , and Vodafone Cable ( " Gerontic" ) .
S11: The other firms include Global Crossing ( " Pinnage " ) , Level 3 ( " Little " ) , Viatel ( "Vitreous " ) and Interoute ( " Streetcar " ) .
S34: The source familiar with intelligence maintained in June that GCHQ was " not looking at every piece of straw " but was sifting a "vast haystack of data " for what he called "needles " .
Link found
69 [28, 30, 31, 34, 54, 56]
s69 is:
[jonbryce ] Vodafone Cable was Cable & Wireless until they took it over on 27 July 2012 .
Similar too:
S28: Though the Tempora programme itself was classified as top secret , the identities of the cable companies was even more secret , referred to as "exceptionally controlled information " , with the company names replaced with the codewords , such as " GERONTIC" , " REMEDY" and " PINNAGE" .
S30: GCHQ also assigned the firms " sensitive relationship teams " .
S31: One document warns that if the names emerged it could cause "high-level political fallout " .
S34: The source familiar with intelligence maintained in June that GCHQ was " not looking at every piece of straw " but was sifting a "vast haystack of data " for what he called "needles " .
S54: " A spokeswoman for Verizon said : " Verizon continually takes steps to safeguard our customers ' privacy .
S56: " BT declined to comment .
Link found
70 [6, 35, 60, 74, 80, 121]
s70 is:
The tax settlement was in 2010 , so there is no link .
Similar too:
S6: That operation , codenamed Tempora , has been running for 20 months .
S35: He added : " If you had the impression we are reading millions of emails , we are not .
S60: Aww , how quaint ...
S74: Spying upon politics , economics , NGOs etc .
S80: [ Malkatrinho] It has nothing to do with "Terrorists" ; , you 're bang on .
S121: Nah , I despair .
Link found
141 [10, 11]
s141 is:
[ViktorBurakov] To begin with I thought it all meant that they were paranoid , perpetually terrified of some bogeyman , imaginary or real .
Similar too:
S10: It gives top secret codenames for each firm , with BT ( " Remedy " ) , Verizon Business ( " Dacron " ) , and Vodafone Cable ( " Gerontic" ) .
S11: The other firms include Global Crossing ( " Pinnage " ) , Level 3 ( " Little " ) , Viatel ( "Vitreous " ) and Interoute ( " Streetcar " ) .
Link found
146 [10, 11]
s146 is:
[ Malkatrinho] I think it 's more to do with incompetence and leakiness than it is part of some grand dastardly plan to provoke people .
Similar too:
S10: It gives top secret codenames for each firm , with BT ( " Remedy " ) , Verizon Business ( " Dacron " ) , and Vodafone Cable ( " Gerontic" ) .
S11: The other firms include Global Crossing ( " Pinnage " ) , Level 3 ( " Little " ) , Viatel ( "Vitreous " ) and Interoute ( " Streetcar " ) .
Link found
117 [59, 68, 87, 95, 117, 118, 125]
s117 is:
Freedom ?
Similar too:
S59: [alex442] Human Rights ?
S68: Haw haw !
S87: Recall Parliament now !
S95: Resist !
S117: Freedom ?
S118: Liberty ?
S125: Anyone ?
Link found
119 [59, 68, 95, 117]
s119 is:
not likely .
Similar too:
S59: [alex442] Human Rights ?
S68: Haw haw !
S95: Resist !
S117: Freedom ?
ARTICLE 1==========
Link found
177 [9, 71, 72, 77, 114, 145, 148]
s177 is:
Who was a horse ...er. .
Similar too:
S9: The papers are the latest to emerge from the cache leaked by the American whistleblower Edward Snowden , the former NSA contractor who has railed at the reach of the US and UK intelligence agencies .
S71: [Richard101010] The US bases are for when the US invades or wages war with other countries - US planes took off from Britain during the First and Second Gulf Wars .
S72: Had the former USSR come to blows with the US , Russia would have nuked Britain - the plans were drawn up !
S77: Does the Queen know ?
S114: [kaneandabel ] The question that comes up again and again is " ; Who the f*cking hell runs these countrys ?" ; Are these democracies anymore or do they have as much legitimacy as Mugabes democracy .....
S145: They trawl the data for " ;anomalies" ; using XKeyScore . .
S148: I suppose the " ;anomaly" ; was his mentioning the name of the base - the Dagger Complex . .
Link found
78 [11, 38, 53, 89, 102, 179]
s78 is:
!
Similar too:
S11: " It 's not just a US problem , " he said .
S38: On one project , GCHQ feared if it failed to deliver it would "diminish NSA 's confidence in GCHQ 's ability to meet minimum NSA requirements " .
S53: " We are less constrained by NSA 's concerns about compliance .
S89: It 's a rather neat solution .
S102: [francoisP] "There 's no automaticity , not everything is shared .
S179: 'mind my big paws ' ... Did n't he ?
Link found
160 [145, 148]
s160 is:
This will make the bastards squirm .
Similar too:
S145: They trawl the data for " ;anomalies" ; using XKeyScore . .
S148: I suppose the " ;anomaly" ; was his mentioning the name of the base - the Dagger Complex . .
ARTICLE 2==========
Link found
116 [3, 143, 240]
s116 is:
I suspect he had a lower vetting than his ex-wife .
Similar too:
S3: The former Liberal Democrat MP admitted he was shocked and mystified by the surveillance capabilities disclosed by the Guardian from files leaked by the whistleblower Edward Snowden .
S143: Much like the banks .
S240: The former Liberal Democrat MP admitted he was shocked and mystified by the surveillance capabilities disclosed by the Guardian from files leaked by the whistleblower Edward Snowden .
Link found
215 [27, 162, 288]
s215 is:
[grahamgomeldon ] Any oversight would be good !
Similar too:
S27: Only totalitarians pry absolutely .
S162: why bother.
S288: by saying he "coerced" ; her .
Link found
280 [27, 162, 288]
s280 is:
One in a hundred ?
Similar too:
S27: Only totalitarians pry absolutely .
S162: why bother.
S288: by saying he "coerced" ; her .
Link found
186 [3, 143, 240]
s186 is:
[antimutoid ] I agree .
Similar too:
S3: The former Liberal Democrat MP admitted he was shocked and mystified by the surveillance capabilities disclosed by the Guardian from files leaked by the whistleblower Edward Snowden .
S143: Much like the banks .
S240: The former Liberal Democrat MP admitted he was shocked and mystified by the surveillance capabilities disclosed by the Guardian from files leaked by the whistleblower Edward Snowden .
Link found
162 [3, 143, 240]
s162 is:
why bother.
Similar too:
S3: The former Liberal Democrat MP admitted he was shocked and mystified by the surveillance capabilities disclosed by the Guardian from files leaked by the whistleblower Edward Snowden .
S143: Much like the banks .
S240: The former Liberal Democrat MP admitted he was shocked and mystified by the surveillance capabilities disclosed by the Guardian from files leaked by the whistleblower Edward Snowden .
Link found
104 [27, 162, 288]
s104 is:
Have been doing for hundreds of years .
Similar too:
S27: Only totalitarians pry absolutely .
S162: why bother.
S288: by saying he "coerced" ; her .
Link found
169 [3, 24, 143, 240]
s169 is:
And if they knew then .
Similar too:
S3: The former Liberal Democrat MP admitted he was shocked and mystified by the surveillance capabilities disclosed by the Guardian from files leaked by the whistleblower Edward Snowden .
S24: The legislation was eventually dropped after splits in the coalition .
S143: Much like the banks .
S240: The former Liberal Democrat MP admitted he was shocked and mystified by the surveillance capabilities disclosed by the Guardian from files leaked by the whistleblower Edward Snowden .
Link found
139 [3, 240]
s139 is:
If any .
Similar too:
S3: The former Liberal Democrat MP admitted he was shocked and mystified by the surveillance capabilities disclosed by the Guardian from files leaked by the whistleblower Edward Snowden .
S240: The former Liberal Democrat MP admitted he was shocked and mystified by the surveillance capabilities disclosed by the Guardian from files leaked by the whistleblower Edward Snowden .
ARTICLE 3==========
Link found
46 [38, 78]
s46 is:
[ MsGodard ] @Eccentrix - Good post .
Similar too:
S38: " In the week after the September meeting , a group of analysts sent an internal message to the GCHQ section which had organised this live monitoring : " Thank you very much for getting the application ready for the G20 finance meeting last weekend … The call records activity pilot was very successful and was well received as a current indicator of delegate activity ?
S78: exactly the kind of work for which we employ spies )
Link found
177 [38, 78]
s177 is:
just not the one we are told we are supposed to have x
Similar too:
S38: " In the week after the September meeting , a group of analysts sent an internal message to the GCHQ section which had organised this live monitoring : " Thank you very much for getting the application ready for the G20 finance meeting last weekend … The call records activity pilot was very successful and was well received as a current indicator of delegate activity ?
S78: exactly the kind of work for which we employ spies )
Link found
52 [3, 15, 30, 34, 38, 78]
s52 is:
It 's interesting how this sort of thing is normally associated with Russia or China or Iran but never with countries like the United Kingdom .
Similar too:
S3: The revelation comes as Britain prepares to host another summit on Monday – for the G8 nations , all of whom attended the 2009 meetings which were the object of the systematic spying .
S15: The officials summarised Brown 's aims for the meeting of G20 heads of state due to begin on 2 April , which was attempting to deal with the economic aftermath of the 2008 banking crisis .
S30: One document records that in March 2009 – the month before the heads of state meeting – GCHQ was working on an official requirement to "deliver a live dynamically updating graph of telephony call records for target G20 delegates … and continuing until G20 ( 2 April ) .
S34: The September meeting of finance ministers was also the subject of a new technique to provide a live report on any telephone call made by delegates and to display all of the activity on a graphic which was projected on to the 15-sq-metre video wall of GCHQ 's operations centre as well as on to the screens of 45 specialist analysts who were monitoring the delegates .
S38: " In the week after the September meeting , a group of analysts sent an internal message to the GCHQ section which had organised this live monitoring : " Thank you very much for getting the application ready for the G20 finance meeting last weekend … The call records activity pilot was very successful and was well received as a current indicator of delegate activity ?
S78: exactly the kind of work for which we employ spies )
Link found
150 [3, 30, 34, 38, 78]
s150 is:
[ Trofonios ] Spin doctors in full swing here trying to downplay this , " ;not news" ; , " ;treason" ; , " ;not proper journalism" ; , etc .
Similar too:
S3: The revelation comes as Britain prepares to host another summit on Monday – for the G8 nations , all of whom attended the 2009 meetings which were the object of the systematic spying .
S30: One document records that in March 2009 – the month before the heads of state meeting – GCHQ was working on an official requirement to "deliver a live dynamically updating graph of telephony call records for target G20 delegates … and continuing until G20 ( 2 April ) .
S34: The September meeting of finance ministers was also the subject of a new technique to provide a live report on any telephone call made by delegates and to display all of the activity on a graphic which was projected on to the 15-sq-metre video wall of GCHQ 's operations centre as well as on to the screens of 45 specialist analysts who were monitoring the delegates .
S38: " In the week after the September meeting , a group of analysts sent an internal message to the GCHQ section which had organised this live monitoring : " Thank you very much for getting the application ready for the G20 finance meeting last weekend … The call records activity pilot was very successful and was well received as a current indicator of delegate activity ?
S78: exactly the kind of work for which we employ spies )
Link found
59 [50, 57, 72, 129, 136, 139, 150]
s59 is:
I 'm puzzled .
Similar too:
S50: [ Hedropsforglory ] @Eccentrix 16 June 2013 9:00pm .
S57: [ LeDingue ] @Canadian WhoGotLost 16 June 2013 9:01pm .
S72: [exturpicausa] @kristinekochanski 16 June 2013 9:01pm .
S129: [ TheGreatBarzoni] @frostedw - Excellent point frostedw ha ha !
S136: [exturpicausa] @griffinalabama 16 June 2013 9:54pm .
S139: [exturpicausa] @steeply 16 June 2013 9:09pm .
S150: [ Trofonios ] Spin doctors in full swing here trying to downplay this , " ;not news" ; , " ;treason" ; , " ;not proper journalism" ; , etc .
Link found
94 [38, 78]
s94 is:
[giveusaclue ] @Dooba - I 'm sure they are , and everywhere at every G8 not just in this country
Similar too:
S38: " In the week after the September meeting , a group of analysts sent an internal message to the GCHQ section which had organised this live monitoring : " Thank you very much for getting the application ready for the G20 finance meeting last weekend … The call records activity pilot was very successful and was well received as a current indicator of delegate activity ?
S78: exactly the kind of work for which we employ spies )
Link found
128 [3, 30, 34, 38, 78]
s128 is:
Or does anything go in your world ?
Similar too:
S3: The revelation comes as Britain prepares to host another summit on Monday – for the G8 nations , all of whom attended the 2009 meetings which were the object of the systematic spying .
S30: One document records that in March 2009 – the month before the heads of state meeting – GCHQ was working on an official requirement to "deliver a live dynamically updating graph of telephony call records for target G20 delegates … and continuing until G20 ( 2 April ) .
S34: The September meeting of finance ministers was also the subject of a new technique to provide a live report on any telephone call made by delegates and to display all of the activity on a graphic which was projected on to the 15-sq-metre video wall of GCHQ 's operations centre as well as on to the screens of 45 specialist analysts who were monitoring the delegates .
S38: " In the week after the September meeting , a group of analysts sent an internal message to the GCHQ section which had organised this live monitoring : " Thank you very much for getting the application ready for the G20 finance meeting last weekend … The call records activity pilot was very successful and was well received as a current indicator of delegate activity ?
S78: exactly the kind of work for which we employ spies )
Link found
67 [38, 78]
s67 is:
This is not as much a revelation as the Guardian wishes it to be .
Similar too:
S38: " In the week after the September meeting , a group of analysts sent an internal message to the GCHQ section which had organised this live monitoring : " Thank you very much for getting the application ready for the G20 finance meeting last weekend … The call records activity pilot was very successful and was well received as a current indicator of delegate activity ?
S78: exactly the kind of work for which we employ spies )
Link found
71 [34, 38, 78]
s71 is:
Let 's not forget what the M in MI5 and MI6 stands for .
Similar too:
S34: The September meeting of finance ministers was also the subject of a new technique to provide a live report on any telephone call made by delegates and to display all of the activity on a graphic which was projected on to the 15-sq-metre video wall of GCHQ 's operations centre as well as on to the screens of 45 specialist analysts who were monitoring the delegates .
S38: " In the week after the September meeting , a group of analysts sent an internal message to the GCHQ section which had organised this live monitoring : " Thank you very much for getting the application ready for the G20 finance meeting last weekend … The call records activity pilot was very successful and was well received as a current indicator of delegate activity ?
S78: exactly the kind of work for which we employ spies )
Link found
106 [38, 78]
s106 is:
[Bluthner ] @gunnison - It 's not either/or Gunny .
Similar too:
S38: " In the week after the September meeting , a group of analysts sent an internal message to the GCHQ section which had organised this live monitoring : " Thank you very much for getting the application ready for the G20 finance meeting last weekend … The call records activity pilot was very successful and was well received as a current indicator of delegate activity ?
S78: exactly the kind of work for which we employ spies )
ARTICLE 4==========
Link found
151 [37, 53, 64, 110, 118, 139, 140]
s151 is:
Why is that ?
Similar too:
S37: Good idea .
S53: For more detail see our FAQs .
S64: For more detail see our FAQs .
S110: they are troglodytes , are n't they .With
S118: http ://edition.cnn.com/2014/06/03/world/europe/ukraine-luhansk-building-attack/index .html
S139: Shameless .
S140: Disgusting .
Link found
24 [26, 30, 101, 131, 158]
s24 is:
How about pressuring Kiev to stop using the military to kill protesters and instead seek negotiation and compromise ?
Similar too:
S26: But how can you explain that there 's is so many Russian citizens among these people who proclaimed these " ;independent states" ; .
S30: How 's the view from your bunker ?
S101: Who do you believe ?
S131: I 'm not sure why that could even be considered 'against community standards ' .
S158: [tanyushka ] in 1993 the Russian Parliament voted to impeach Yeltsin for 636 against 2 votes , everybody had got enough of this drunkard 's policies and his blind submission to the IMF which had brought poverty to nearly half the Russian people ... not many people died of hunger only because the 90 's were n't the Stalin 's 30' & nutrition & helth services were much more developed to save the poors in extremis ... Against the Constitutional Tribunal 's veredict , Yeltsin declared Martial Law and bombed the Parliament ... over 100 people died but the Western Media presented it all as a valiant defence of Yeltsin against a Communist insurrection , even if the Communist Party represent only a fraction of all the parties that had voted against him ... many MP 's were killed as well as many youngsters & ordinary people ... Why is it that under very similar circumstances -& assuming only for the sake of presenting my case that Yanukovich was the only responsible of the Maidan deaths , naively assuming that the Right Sector had nothign to do with them-... why is it that what was blessed by the USA & the EU then is now used by the same entities to give their approval of the murders of innocent civilians in Donetsk & Luhansk ?
Link found
27 [26, 119, 131, 151]
s27 is:
Why they are so well armed ?
Similar too:
S26: But how can you explain that there 's is so many Russian citizens among these people who proclaimed these " ;independent states" ; .
S119: ?hpt=hp_c1
S131: I 'm not sure why that could even be considered 'against community standards ' .
S151: Why is that ?
Link found
156 [30, 42, 77, 101, 153, 158, 159]
s156 is:
But what if he gets mean with me" ;.And people call Blair a lapdog,geez .
Similar too:
S30: How 's the view from your bunker ?
S42: It 's heavily in the business of " ;spheres of influence" ; .
S77: But do you think people are stupid ?
S101: Who do you believe ?
S153: Or economical dependency ?
S158: [tanyushka ] in 1993 the Russian Parliament voted to impeach Yeltsin for 636 against 2 votes , everybody had got enough of this drunkard 's policies and his blind submission to the IMF which had brought poverty to nearly half the Russian people ... not many people died of hunger only because the 90 's were n't the Stalin 's 30' & nutrition & helth services were much more developed to save the poors in extremis ... Against the Constitutional Tribunal 's veredict , Yeltsin declared Martial Law and bombed the Parliament ... over 100 people died but the Western Media presented it all as a valiant defence of Yeltsin against a Communist insurrection , even if the Communist Party represent only a fraction of all the parties that had voted against him ... many MP 's were killed as well as many youngsters & ordinary people ... Why is it that under very similar circumstances -& assuming only for the sake of presenting my case that Yanukovich was the only responsible of the Maidan deaths , naively assuming that the Right Sector had nothign to do with them-... why is it that what was blessed by the USA & the EU then is now used by the same entities to give their approval of the murders of innocent civilians in Donetsk & Luhansk ?
S159: Is it that the Western Powers enjoy blood spilling ?
Link found
158 [30, 42, 77, 101, 153, 158, 159]
s158 is:
[tanyushka ] in 1993 the Russian Parliament voted to impeach Yeltsin for 636 against 2 votes , everybody had got enough of this drunkard 's policies and his blind submission to the IMF which had brought poverty to nearly half the Russian people ... not many people died of hunger only because the 90 's were n't the Stalin 's 30' & nutrition & helth services were much more developed to save the poors in extremis ... Against the Constitutional Tribunal 's veredict , Yeltsin declared Martial Law and bombed the Parliament ... over 100 people died but the Western Media presented it all as a valiant defence of Yeltsin against a Communist insurrection , even if the Communist Party represent only a fraction of all the parties that had voted against him ... many MP 's were killed as well as many youngsters & ordinary people ... Why is it that under very similar circumstances -& assuming only for the sake of presenting my case that Yanukovich was the only responsible of the Maidan deaths , naively assuming that the Right Sector had nothign to do with them-... why is it that what was blessed by the USA & the EU then is now used by the same entities to give their approval of the murders of innocent civilians in Donetsk & Luhansk ?
Similar too:
S30: How 's the view from your bunker ?
S42: It 's heavily in the business of " ;spheres of influence" ; .
S77: But do you think people are stupid ?
S101: Who do you believe ?
S153: Or economical dependency ?
S158: [tanyushka ] in 1993 the Russian Parliament voted to impeach Yeltsin for 636 against 2 votes , everybody had got enough of this drunkard 's policies and his blind submission to the IMF which had brought poverty to nearly half the Russian people ... not many people died of hunger only because the 90 's were n't the Stalin 's 30' & nutrition & helth services were much more developed to save the poors in extremis ... Against the Constitutional Tribunal 's veredict , Yeltsin declared Martial Law and bombed the Parliament ... over 100 people died but the Western Media presented it all as a valiant defence of Yeltsin against a Communist insurrection , even if the Communist Party represent only a fraction of all the parties that had voted against him ... many MP 's were killed as well as many youngsters & ordinary people ... Why is it that under very similar circumstances -& assuming only for the sake of presenting my case that Yanukovich was the only responsible of the Maidan deaths , naively assuming that the Right Sector had nothign to do with them-... why is it that what was blessed by the USA & the EU then is now used by the same entities to give their approval of the murders of innocent civilians in Donetsk & Luhansk ?
S159: Is it that the Western Powers enjoy blood spilling ?
Link found
31 [30, 77, 101, 153, 158, 159]
s31 is:
who cares what 's the correct name of their guns .
Similar too:
S30: How 's the view from your bunker ?
S77: But do you think people are stupid ?
S101: Who do you believe ?
S153: Or economical dependency ?
S158: [tanyushka ] in 1993 the Russian Parliament voted to impeach Yeltsin for 636 against 2 votes , everybody had got enough of this drunkard 's policies and his blind submission to the IMF which had brought poverty to nearly half the Russian people ... not many people died of hunger only because the 90 's were n't the Stalin 's 30' & nutrition & helth services were much more developed to save the poors in extremis ... Against the Constitutional Tribunal 's veredict , Yeltsin declared Martial Law and bombed the Parliament ... over 100 people died but the Western Media presented it all as a valiant defence of Yeltsin against a Communist insurrection , even if the Communist Party represent only a fraction of all the parties that had voted against him ... many MP 's were killed as well as many youngsters & ordinary people ... Why is it that under very similar circumstances -& assuming only for the sake of presenting my case that Yanukovich was the only responsible of the Maidan deaths , naively assuming that the Right Sector had nothign to do with them-... why is it that what was blessed by the USA & the EU then is now used by the same entities to give their approval of the murders of innocent civilians in Donetsk & Luhansk ?
S159: Is it that the Western Powers enjoy blood spilling ?
Link found
160 [30, 77, 101, 131, 158, 159]
s160 is:
Or may be it is just that they both serve their only Master , the IMF & the plutocrats of the world ?
Similar too:
S30: How 's the view from your bunker ?
S77: But do you think people are stupid ?
S101: Who do you believe ?
S131: I 'm not sure why that could even be considered 'against community standards ' .
S158: [tanyushka ] in 1993 the Russian Parliament voted to impeach Yeltsin for 636 against 2 votes , everybody had got enough of this drunkard 's policies and his blind submission to the IMF which had brought poverty to nearly half the Russian people ... not many people died of hunger only because the 90 's were n't the Stalin 's 30' & nutrition & helth services were much more developed to save the poors in extremis ... Against the Constitutional Tribunal 's veredict , Yeltsin declared Martial Law and bombed the Parliament ... over 100 people died but the Western Media presented it all as a valiant defence of Yeltsin against a Communist insurrection , even if the Communist Party represent only a fraction of all the parties that had voted against him ... many MP 's were killed as well as many youngsters & ordinary people ... Why is it that under very similar circumstances -& assuming only for the sake of presenting my case that Yanukovich was the only responsible of the Maidan deaths , naively assuming that the Right Sector had nothign to do with them-... why is it that what was blessed by the USA & the EU then is now used by the same entities to give their approval of the murders of innocent civilians in Donetsk & Luhansk ?
S159: Is it that the Western Powers enjoy blood spilling ?
Link found
161 [30, 77, 101, 131, 158, 159]
s161 is:
[whitja01] Thanks for all this information , it is instructive to hear some specifics of the Yeltsin chaos years , the years that Russia was looted by the IMF and western oil companies .
Similar too:
S30: How 's the view from your bunker ?
S77: But do you think people are stupid ?
S101: Who do you believe ?
S131: I 'm not sure why that could even be considered 'against community standards ' .
S158: [tanyushka ] in 1993 the Russian Parliament voted to impeach Yeltsin for 636 against 2 votes , everybody had got enough of this drunkard 's policies and his blind submission to the IMF which had brought poverty to nearly half the Russian people ... not many people died of hunger only because the 90 's were n't the Stalin 's 30' & nutrition & helth services were much more developed to save the poors in extremis ... Against the Constitutional Tribunal 's veredict , Yeltsin declared Martial Law and bombed the Parliament ... over 100 people died but the Western Media presented it all as a valiant defence of Yeltsin against a Communist insurrection , even if the Communist Party represent only a fraction of all the parties that had voted against him ... many MP 's were killed as well as many youngsters & ordinary people ... Why is it that under very similar circumstances -& assuming only for the sake of presenting my case that Yanukovich was the only responsible of the Maidan deaths , naively assuming that the Right Sector had nothign to do with them-... why is it that what was blessed by the USA & the EU then is now used by the same entities to give their approval of the murders of innocent civilians in Donetsk & Luhansk ?
S159: Is it that the Western Powers enjoy blood spilling ?
Link found
162 [30, 42, 77, 101, 153, 158, 159]
s162 is:
Something that has never been reported by the western media was the massive loss of life expectancy in Russia during the 1990s ....Utsa Patnaik , an Indian economist , has discussed it as equivalent to a famine , which , we know from Amartya Sen, is caused not by a lack of food per se , but by a lack of access of the many to food or the means to purchase it .
Similar too:
S30: How 's the view from your bunker ?
S42: It 's heavily in the business of " ;spheres of influence" ; .
S77: But do you think people are stupid ?
S101: Who do you believe ?
S153: Or economical dependency ?
S158: [tanyushka ] in 1993 the Russian Parliament voted to impeach Yeltsin for 636 against 2 votes , everybody had got enough of this drunkard 's policies and his blind submission to the IMF which had brought poverty to nearly half the Russian people ... not many people died of hunger only because the 90 's were n't the Stalin 's 30' & nutrition & helth services were much more developed to save the poors in extremis ... Against the Constitutional Tribunal 's veredict , Yeltsin declared Martial Law and bombed the Parliament ... over 100 people died but the Western Media presented it all as a valiant defence of Yeltsin against a Communist insurrection , even if the Communist Party represent only a fraction of all the parties that had voted against him ... many MP 's were killed as well as many youngsters & ordinary people ... Why is it that under very similar circumstances -& assuming only for the sake of presenting my case that Yanukovich was the only responsible of the Maidan deaths , naively assuming that the Right Sector had nothign to do with them-... why is it that what was blessed by the USA & the EU then is now used by the same entities to give their approval of the murders of innocent civilians in Donetsk & Luhansk ?
S159: Is it that the Western Powers enjoy blood spilling ?
Link found
35 [30, 42, 77, 101, 153, 158, 159]
s35 is:
thousands people are flung in prisons of Kiev... And by the way I want to remind at first there was a question of the republics as a part of Ukraine without any separation ... But after massacre of the Kiev junta and rejection of any sentences it was declared independence of these republics after a referendum
Similar too:
S30: How 's the view from your bunker ?
S42: It 's heavily in the business of " ;spheres of influence" ; .
S77: But do you think people are stupid ?
S101: Who do you believe ?
S153: Or economical dependency ?
S158: [tanyushka ] in 1993 the Russian Parliament voted to impeach Yeltsin for 636 against 2 votes , everybody had got enough of this drunkard 's policies and his blind submission to the IMF which had brought poverty to nearly half the Russian people ... not many people died of hunger only because the 90 's were n't the Stalin 's 30' & nutrition & helth services were much more developed to save the poors in extremis ... Against the Constitutional Tribunal 's veredict , Yeltsin declared Martial Law and bombed the Parliament ... over 100 people died but the Western Media presented it all as a valiant defence of Yeltsin against a Communist insurrection , even if the Communist Party represent only a fraction of all the parties that had voted against him ... many MP 's were killed as well as many youngsters & ordinary people ... Why is it that under very similar circumstances -& assuming only for the sake of presenting my case that Yanukovich was the only responsible of the Maidan deaths , naively assuming that the Right Sector had nothign to do with them-... why is it that what was blessed by the USA & the EU then is now used by the same entities to give their approval of the murders of innocent civilians in Donetsk & Luhansk ?
S159: Is it that the Western Powers enjoy blood spilling ?
Link found
164 [30, 77, 101, 131, 158, 159]
s164 is:
They are lying , and , yes , the plutocrats , the banksters , and the IMF are their masters .
Similar too:
S30: How 's the view from your bunker ?
S77: But do you think people are stupid ?
S101: Who do you believe ?
S131: I 'm not sure why that could even be considered 'against community standards ' .
S158: [tanyushka ] in 1993 the Russian Parliament voted to impeach Yeltsin for 636 against 2 votes , everybody had got enough of this drunkard 's policies and his blind submission to the IMF which had brought poverty to nearly half the Russian people ... not many people died of hunger only because the 90 's were n't the Stalin 's 30' & nutrition & helth services were much more developed to save the poors in extremis ... Against the Constitutional Tribunal 's veredict , Yeltsin declared Martial Law and bombed the Parliament ... over 100 people died but the Western Media presented it all as a valiant defence of Yeltsin against a Communist insurrection , even if the Communist Party represent only a fraction of all the parties that had voted against him ... many MP 's were killed as well as many youngsters & ordinary people ... Why is it that under very similar circumstances -& assuming only for the sake of presenting my case that Yanukovich was the only responsible of the Maidan deaths , naively assuming that the Right Sector had nothign to do with them-... why is it that what was blessed by the USA & the EU then is now used by the same entities to give their approval of the murders of innocent civilians in Donetsk & Luhansk ?
S159: Is it that the Western Powers enjoy blood spilling ?
Link found
165 [119, 151]
s165 is:
That they do n't even bother to hide anymore .
Similar too:
S119: ?hpt=hp_c1
S151: Why is that ?
Link found
166 [30, 42, 77, 101, 153, 158, 159]
s166 is:
[John Freeder ] it is just that they both serve their only Master , the IMF & the plutocrats of the world .
Similar too:
S30: How 's the view from your bunker ?
S42: It 's heavily in the business of " ;spheres of influence" ; .
S77: But do you think people are stupid ?
S101: Who do you believe ?
S153: Or economical dependency ?
S158: [tanyushka ] in 1993 the Russian Parliament voted to impeach Yeltsin for 636 against 2 votes , everybody had got enough of this drunkard 's policies and his blind submission to the IMF which had brought poverty to nearly half the Russian people ... not many people died of hunger only because the 90 's were n't the Stalin 's 30' & nutrition & helth services were much more developed to save the poors in extremis ... Against the Constitutional Tribunal 's veredict , Yeltsin declared Martial Law and bombed the Parliament ... over 100 people died but the Western Media presented it all as a valiant defence of Yeltsin against a Communist insurrection , even if the Communist Party represent only a fraction of all the parties that had voted against him ... many MP 's were killed as well as many youngsters & ordinary people ... Why is it that under very similar circumstances -& assuming only for the sake of presenting my case that Yanukovich was the only responsible of the Maidan deaths , naively assuming that the Right Sector had nothign to do with them-... why is it that what was blessed by the USA & the EU then is now used by the same entities to give their approval of the murders of innocent civilians in Donetsk & Luhansk ?
S159: Is it that the Western Powers enjoy blood spilling ?
Link found
39 [30, 42, 77, 101, 153, 158, 159]
s39 is:
You should not forget that the East Ucrainians also have their interests and rights and because of that representants of the West would have to negotiate with representants of the East instead of sending troops .
Similar too:
S30: How 's the view from your bunker ?
S42: It 's heavily in the business of " ;spheres of influence" ; .
S77: But do you think people are stupid ?
S101: Who do you believe ?
S153: Or economical dependency ?
S158: [tanyushka ] in 1993 the Russian Parliament voted to impeach Yeltsin for 636 against 2 votes , everybody had got enough of this drunkard 's policies and his blind submission to the IMF which had brought poverty to nearly half the Russian people ... not many people died of hunger only because the 90 's were n't the Stalin 's 30' & nutrition & helth services were much more developed to save the poors in extremis ... Against the Constitutional Tribunal 's veredict , Yeltsin declared Martial Law and bombed the Parliament ... over 100 people died but the Western Media presented it all as a valiant defence of Yeltsin against a Communist insurrection , even if the Communist Party represent only a fraction of all the parties that had voted against him ... many MP 's were killed as well as many youngsters & ordinary people ... Why is it that under very similar circumstances -& assuming only for the sake of presenting my case that Yanukovich was the only responsible of the Maidan deaths , naively assuming that the Right Sector had nothign to do with them-... why is it that what was blessed by the USA & the EU then is now used by the same entities to give their approval of the murders of innocent civilians in Donetsk & Luhansk ?
S159: Is it that the Western Powers enjoy blood spilling ?
Link found
41 [26, 30, 101, 131, 158]
s41 is:
A good idea , why not close Nato ?
Similar too:
S26: But how can you explain that there 's is so many Russian citizens among these people who proclaimed these " ;independent states" ; .
S30: How 's the view from your bunker ?
S101: Who do you believe ?
S131: I 'm not sure why that could even be considered 'against community standards ' .
S158: [tanyushka ] in 1993 the Russian Parliament voted to impeach Yeltsin for 636 against 2 votes , everybody had got enough of this drunkard 's policies and his blind submission to the IMF which had brought poverty to nearly half the Russian people ... not many people died of hunger only because the 90 's were n't the Stalin 's 30' & nutrition & helth services were much more developed to save the poors in extremis ... Against the Constitutional Tribunal 's veredict , Yeltsin declared Martial Law and bombed the Parliament ... over 100 people died but the Western Media presented it all as a valiant defence of Yeltsin against a Communist insurrection , even if the Communist Party represent only a fraction of all the parties that had voted against him ... many MP 's were killed as well as many youngsters & ordinary people ... Why is it that under very similar circumstances -& assuming only for the sake of presenting my case that Yanukovich was the only responsible of the Maidan deaths , naively assuming that the Right Sector had nothign to do with them-... why is it that what was blessed by the USA & the EU then is now used by the same entities to give their approval of the murders of innocent civilians in Donetsk & Luhansk ?
Link found
49 [30, 42, 77, 101, 153, 158, 159]
s49 is:
It should be evident that with Poroshenko , a former economics minister who worked closely with the previous president , in charge centrally , and oligarchs in charge at the regional level , that the stage is set for the further exploitation of Ukraine .
Similar too:
S30: How 's the view from your bunker ?
S42: It 's heavily in the business of " ;spheres of influence" ; .
S77: But do you think people are stupid ?
S101: Who do you believe ?
S153: Or economical dependency ?
S158: [tanyushka ] in 1993 the Russian Parliament voted to impeach Yeltsin for 636 against 2 votes , everybody had got enough of this drunkard 's policies and his blind submission to the IMF which had brought poverty to nearly half the Russian people ... not many people died of hunger only because the 90 's were n't the Stalin 's 30' & nutrition & helth services were much more developed to save the poors in extremis ... Against the Constitutional Tribunal 's veredict , Yeltsin declared Martial Law and bombed the Parliament ... over 100 people died but the Western Media presented it all as a valiant defence of Yeltsin against a Communist insurrection , even if the Communist Party represent only a fraction of all the parties that had voted against him ... many MP 's were killed as well as many youngsters & ordinary people ... Why is it that under very similar circumstances -& assuming only for the sake of presenting my case that Yanukovich was the only responsible of the Maidan deaths , naively assuming that the Right Sector had nothign to do with them-... why is it that what was blessed by the USA & the EU then is now used by the same entities to give their approval of the murders of innocent civilians in Donetsk & Luhansk ?
S159: Is it that the Western Powers enjoy blood spilling ?
Link found
56 [30, 42, 77, 101, 153, 158, 159]
s56 is:
A Right Sector unit of their newest battalion in their new US paid for Swat tactical outfits complete with nazi ceremony and nazi lightning strike flag at the 2:34 mark .
Similar too:
S30: How 's the view from your bunker ?
S42: It 's heavily in the business of " ;spheres of influence" ; .
S77: But do you think people are stupid ?
S101: Who do you believe ?
S153: Or economical dependency ?
S158: [tanyushka ] in 1993 the Russian Parliament voted to impeach Yeltsin for 636 against 2 votes , everybody had got enough of this drunkard 's policies and his blind submission to the IMF which had brought poverty to nearly half the Russian people ... not many people died of hunger only because the 90 's were n't the Stalin 's 30' & nutrition & helth services were much more developed to save the poors in extremis ... Against the Constitutional Tribunal 's veredict , Yeltsin declared Martial Law and bombed the Parliament ... over 100 people died but the Western Media presented it all as a valiant defence of Yeltsin against a Communist insurrection , even if the Communist Party represent only a fraction of all the parties that had voted against him ... many MP 's were killed as well as many youngsters & ordinary people ... Why is it that under very similar circumstances -& assuming only for the sake of presenting my case that Yanukovich was the only responsible of the Maidan deaths , naively assuming that the Right Sector had nothign to do with them-... why is it that what was blessed by the USA & the EU then is now used by the same entities to give their approval of the murders of innocent civilians in Donetsk & Luhansk ?
S159: Is it that the Western Powers enjoy blood spilling ?
Link found
57 [30, 42, 77, 101, 153, 158, 159]
s57 is:
Who would think the US and EU would be paying to outfit these guys on the anniversary of D-Day 70 years later ?
Similar too:
S30: How 's the view from your bunker ?
S42: It 's heavily in the business of " ;spheres of influence" ; .
S77: But do you think people are stupid ?
S101: Who do you believe ?
S153: Or economical dependency ?
S158: [tanyushka ] in 1993 the Russian Parliament voted to impeach Yeltsin for 636 against 2 votes , everybody had got enough of this drunkard 's policies and his blind submission to the IMF which had brought poverty to nearly half the Russian people ... not many people died of hunger only because the 90 's were n't the Stalin 's 30' & nutrition & helth services were much more developed to save the poors in extremis ... Against the Constitutional Tribunal 's veredict , Yeltsin declared Martial Law and bombed the Parliament ... over 100 people died but the Western Media presented it all as a valiant defence of Yeltsin against a Communist insurrection , even if the Communist Party represent only a fraction of all the parties that had voted against him ... many MP 's were killed as well as many youngsters & ordinary people ... Why is it that under very similar circumstances -& assuming only for the sake of presenting my case that Yanukovich was the only responsible of the Maidan deaths , naively assuming that the Right Sector had nothign to do with them-... why is it that what was blessed by the USA & the EU then is now used by the same entities to give their approval of the murders of innocent civilians in Donetsk & Luhansk ?
S159: Is it that the Western Powers enjoy blood spilling ?
Link found
58 [30, 42, 77, 101, 153, 158, 159]
s58 is:
We truly have gone down the rabbit hole .
Similar too:
S30: How 's the view from your bunker ?
S42: It 's heavily in the business of " ;spheres of influence" ; .
S77: But do you think people are stupid ?
S101: Who do you believe ?
S153: Or economical dependency ?
S158: [tanyushka ] in 1993 the Russian Parliament voted to impeach Yeltsin for 636 against 2 votes , everybody had got enough of this drunkard 's policies and his blind submission to the IMF which had brought poverty to nearly half the Russian people ... not many people died of hunger only because the 90 's were n't the Stalin 's 30' & nutrition & helth services were much more developed to save the poors in extremis ... Against the Constitutional Tribunal 's veredict , Yeltsin declared Martial Law and bombed the Parliament ... over 100 people died but the Western Media presented it all as a valiant defence of Yeltsin against a Communist insurrection , even if the Communist Party represent only a fraction of all the parties that had voted against him ... many MP 's were killed as well as many youngsters & ordinary people ... Why is it that under very similar circumstances -& assuming only for the sake of presenting my case that Yanukovich was the only responsible of the Maidan deaths , naively assuming that the Right Sector had nothign to do with them-... why is it that what was blessed by the USA & the EU then is now used by the same entities to give their approval of the murders of innocent civilians in Donetsk & Luhansk ?
S159: Is it that the Western Powers enjoy blood spilling ?
Link found
60 [30, 77, 101, 131, 158, 159]
s60 is:
[ NoToNeo ] I expect your a UKIP voter .
Similar too:
S30: How 's the view from your bunker ?
S77: But do you think people are stupid ?
S101: Who do you believe ?
S131: I 'm not sure why that could even be considered 'against community standards ' .
S158: [tanyushka ] in 1993 the Russian Parliament voted to impeach Yeltsin for 636 against 2 votes , everybody had got enough of this drunkard 's policies and his blind submission to the IMF which had brought poverty to nearly half the Russian people ... not many people died of hunger only because the 90 's were n't the Stalin 's 30' & nutrition & helth services were much more developed to save the poors in extremis ... Against the Constitutional Tribunal 's veredict , Yeltsin declared Martial Law and bombed the Parliament ... over 100 people died but the Western Media presented it all as a valiant defence of Yeltsin against a Communist insurrection , even if the Communist Party represent only a fraction of all the parties that had voted against him ... many MP 's were killed as well as many youngsters & ordinary people ... Why is it that under very similar circumstances -& assuming only for the sake of presenting my case that Yanukovich was the only responsible of the Maidan deaths , naively assuming that the Right Sector had nothign to do with them-... why is it that what was blessed by the USA & the EU then is now used by the same entities to give their approval of the murders of innocent civilians in Donetsk & Luhansk ?
S159: Is it that the Western Powers enjoy blood spilling ?
Link found
69 [30, 42, 77, 101, 153, 158, 159]
s69 is:
Really stupid , counter-productive meddling by the EU & America , unless they secretly meant to split the country into pro-Russia and pro-west halves .
Similar too:
S30: How 's the view from your bunker ?
S42: It 's heavily in the business of " ;spheres of influence" ; .
S77: But do you think people are stupid ?
S101: Who do you believe ?
S153: Or economical dependency ?
S158: [tanyushka ] in 1993 the Russian Parliament voted to impeach Yeltsin for 636 against 2 votes , everybody had got enough of this drunkard 's policies and his blind submission to the IMF which had brought poverty to nearly half the Russian people ... not many people died of hunger only because the 90 's were n't the Stalin 's 30' & nutrition & helth services were much more developed to save the poors in extremis ... Against the Constitutional Tribunal 's veredict , Yeltsin declared Martial Law and bombed the Parliament ... over 100 people died but the Western Media presented it all as a valiant defence of Yeltsin against a Communist insurrection , even if the Communist Party represent only a fraction of all the parties that had voted against him ... many MP 's were killed as well as many youngsters & ordinary people ... Why is it that under very similar circumstances -& assuming only for the sake of presenting my case that Yanukovich was the only responsible of the Maidan deaths , naively assuming that the Right Sector had nothign to do with them-... why is it that what was blessed by the USA & the EU then is now used by the same entities to give their approval of the murders of innocent civilians in Donetsk & Luhansk ?
S159: Is it that the Western Powers enjoy blood spilling ?
Link found
73 [26, 30, 77, 101, 131, 158, 159]
s73 is:
Donbass is gone , even if the junta defeats the separatists , the local population will forever be hostile .
Similar too:
S26: But how can you explain that there 's is so many Russian citizens among these people who proclaimed these " ;independent states" ; .
S30: How 's the view from your bunker ?
S77: But do you think people are stupid ?
S101: Who do you believe ?
S131: I 'm not sure why that could even be considered 'against community standards ' .
S158: [tanyushka ] in 1993 the Russian Parliament voted to impeach Yeltsin for 636 against 2 votes , everybody had got enough of this drunkard 's policies and his blind submission to the IMF which had brought poverty to nearly half the Russian people ... not many people died of hunger only because the 90 's were n't the Stalin 's 30' & nutrition & helth services were much more developed to save the poors in extremis ... Against the Constitutional Tribunal 's veredict , Yeltsin declared Martial Law and bombed the Parliament ... over 100 people died but the Western Media presented it all as a valiant defence of Yeltsin against a Communist insurrection , even if the Communist Party represent only a fraction of all the parties that had voted against him ... many MP 's were killed as well as many youngsters & ordinary people ... Why is it that under very similar circumstances -& assuming only for the sake of presenting my case that Yanukovich was the only responsible of the Maidan deaths , naively assuming that the Right Sector had nothign to do with them-... why is it that what was blessed by the USA & the EU then is now used by the same entities to give their approval of the murders of innocent civilians in Donetsk & Luhansk ?
S159: Is it that the Western Powers enjoy blood spilling ?
Link found
159 [30, 42, 77, 101, 153, 158, 159]
s159 is:
Is it that the Western Powers enjoy blood spilling ?
Similar too:
S30: How 's the view from your bunker ?
S42: It 's heavily in the business of " ;spheres of influence" ; .
S77: But do you think people are stupid ?
S101: Who do you believe ?
S153: Or economical dependency ?
S158: [tanyushka ] in 1993 the Russian Parliament voted to impeach Yeltsin for 636 against 2 votes , everybody had got enough of this drunkard 's policies and his blind submission to the IMF which had brought poverty to nearly half the Russian people ... not many people died of hunger only because the 90 's were n't the Stalin 's 30' & nutrition & helth services were much more developed to save the poors in extremis ... Against the Constitutional Tribunal 's veredict , Yeltsin declared Martial Law and bombed the Parliament ... over 100 people died but the Western Media presented it all as a valiant defence of Yeltsin against a Communist insurrection , even if the Communist Party represent only a fraction of all the parties that had voted against him ... many MP 's were killed as well as many youngsters & ordinary people ... Why is it that under very similar circumstances -& assuming only for the sake of presenting my case that Yanukovich was the only responsible of the Maidan deaths , naively assuming that the Right Sector had nothign to do with them-... why is it that what was blessed by the USA & the EU then is now used by the same entities to give their approval of the murders of innocent civilians in Donetsk & Luhansk ?
S159: Is it that the Western Powers enjoy blood spilling ?
Link found
82 [30, 77, 101, 153, 158, 159]
s82 is:
Many of the ones from the 90s have been arrested for their criminal acts , some have fled overseas .
Similar too:
S30: How 's the view from your bunker ?
S77: But do you think people are stupid ?
S101: Who do you believe ?
S153: Or economical dependency ?
S158: [tanyushka ] in 1993 the Russian Parliament voted to impeach Yeltsin for 636 against 2 votes , everybody had got enough of this drunkard 's policies and his blind submission to the IMF which had brought poverty to nearly half the Russian people ... not many people died of hunger only because the 90 's were n't the Stalin 's 30' & nutrition & helth services were much more developed to save the poors in extremis ... Against the Constitutional Tribunal 's veredict , Yeltsin declared Martial Law and bombed the Parliament ... over 100 people died but the Western Media presented it all as a valiant defence of Yeltsin against a Communist insurrection , even if the Communist Party represent only a fraction of all the parties that had voted against him ... many MP 's were killed as well as many youngsters & ordinary people ... Why is it that under very similar circumstances -& assuming only for the sake of presenting my case that Yanukovich was the only responsible of the Maidan deaths , naively assuming that the Right Sector had nothign to do with them-... why is it that what was blessed by the USA & the EU then is now used by the same entities to give their approval of the murders of innocent civilians in Donetsk & Luhansk ?
S159: Is it that the Western Powers enjoy blood spilling ?
Link found
169 [30, 42, 77, 101, 153, 158, 159]
s169 is:
Learn how to use the return key .
Similar too:
S30: How 's the view from your bunker ?
S42: It 's heavily in the business of " ;spheres of influence" ; .
S77: But do you think people are stupid ?
S101: Who do you believe ?
S153: Or economical dependency ?
S158: [tanyushka ] in 1993 the Russian Parliament voted to impeach Yeltsin for 636 against 2 votes , everybody had got enough of this drunkard 's policies and his blind submission to the IMF which had brought poverty to nearly half the Russian people ... not many people died of hunger only because the 90 's were n't the Stalin 's 30' & nutrition & helth services were much more developed to save the poors in extremis ... Against the Constitutional Tribunal 's veredict , Yeltsin declared Martial Law and bombed the Parliament ... over 100 people died but the Western Media presented it all as a valiant defence of Yeltsin against a Communist insurrection , even if the Communist Party represent only a fraction of all the parties that had voted against him ... many MP 's were killed as well as many youngsters & ordinary people ... Why is it that under very similar circumstances -& assuming only for the sake of presenting my case that Yanukovich was the only responsible of the Maidan deaths , naively assuming that the Right Sector had nothign to do with them-... why is it that what was blessed by the USA & the EU then is now used by the same entities to give their approval of the murders of innocent civilians in Donetsk & Luhansk ?
S159: Is it that the Western Powers enjoy blood spilling ?
Link found
92 [30, 42, 77, 101, 153, 158, 159]
s92 is:
RT may be pro Russian but is far more informative than the BBC
Similar too:
S30: How 's the view from your bunker ?
S42: It 's heavily in the business of " ;spheres of influence" ; .
S77: But do you think people are stupid ?
S101: Who do you believe ?
S153: Or economical dependency ?
S158: [tanyushka ] in 1993 the Russian Parliament voted to impeach Yeltsin for 636 against 2 votes , everybody had got enough of this drunkard 's policies and his blind submission to the IMF which had brought poverty to nearly half the Russian people ... not many people died of hunger only because the 90 's were n't the Stalin 's 30' & nutrition & helth services were much more developed to save the poors in extremis ... Against the Constitutional Tribunal 's veredict , Yeltsin declared Martial Law and bombed the Parliament ... over 100 people died but the Western Media presented it all as a valiant defence of Yeltsin against a Communist insurrection , even if the Communist Party represent only a fraction of all the parties that had voted against him ... many MP 's were killed as well as many youngsters & ordinary people ... Why is it that under very similar circumstances -& assuming only for the sake of presenting my case that Yanukovich was the only responsible of the Maidan deaths , naively assuming that the Right Sector had nothign to do with them-... why is it that what was blessed by the USA & the EU then is now used by the same entities to give their approval of the murders of innocent civilians in Donetsk & Luhansk ?
S159: Is it that the Western Powers enjoy blood spilling ?
Link found
93 [26, 131, 151]
s93 is:
[rustyblood ] Have you ran out of drugs ?
Similar too:
S26: But how can you explain that there 's is so many Russian citizens among these people who proclaimed these " ;independent states" ; .
S131: I 'm not sure why that could even be considered 'against community standards ' .
S151: Why is that ?
Link found
96 [30, 42, 77, 101, 153, 158, 159]
s96 is:
The evidence has been discredited , but still they rant .
Similar too:
S30: How 's the view from your bunker ?
S42: It 's heavily in the business of " ;spheres of influence" ; .
S77: But do you think people are stupid ?
S101: Who do you believe ?
S153: Or economical dependency ?
S158: [tanyushka ] in 1993 the Russian Parliament voted to impeach Yeltsin for 636 against 2 votes , everybody had got enough of this drunkard 's policies and his blind submission to the IMF which had brought poverty to nearly half the Russian people ... not many people died of hunger only because the 90 's were n't the Stalin 's 30' & nutrition & helth services were much more developed to save the poors in extremis ... Against the Constitutional Tribunal 's veredict , Yeltsin declared Martial Law and bombed the Parliament ... over 100 people died but the Western Media presented it all as a valiant defence of Yeltsin against a Communist insurrection , even if the Communist Party represent only a fraction of all the parties that had voted against him ... many MP 's were killed as well as many youngsters & ordinary people ... Why is it that under very similar circumstances -& assuming only for the sake of presenting my case that Yanukovich was the only responsible of the Maidan deaths , naively assuming that the Right Sector had nothign to do with them-... why is it that what was blessed by the USA & the EU then is now used by the same entities to give their approval of the murders of innocent civilians in Donetsk & Luhansk ?
S159: Is it that the Western Powers enjoy blood spilling ?
Link found
97 [30, 42, 77, 101, 153, 158, 159]
s97 is:
Right Sector has established a Goebel 's Research Institute , perhaps they are taking their cues from that distinguished alumni .
Similar too:
S30: How 's the view from your bunker ?
S42: It 's heavily in the business of " ;spheres of influence" ; .
S77: But do you think people are stupid ?
S101: Who do you believe ?
S153: Or economical dependency ?
S158: [tanyushka ] in 1993 the Russian Parliament voted to impeach Yeltsin for 636 against 2 votes , everybody had got enough of this drunkard 's policies and his blind submission to the IMF which had brought poverty to nearly half the Russian people ... not many people died of hunger only because the 90 's were n't the Stalin 's 30' & nutrition & helth services were much more developed to save the poors in extremis ... Against the Constitutional Tribunal 's veredict , Yeltsin declared Martial Law and bombed the Parliament ... over 100 people died but the Western Media presented it all as a valiant defence of Yeltsin against a Communist insurrection , even if the Communist Party represent only a fraction of all the parties that had voted against him ... many MP 's were killed as well as many youngsters & ordinary people ... Why is it that under very similar circumstances -& assuming only for the sake of presenting my case that Yanukovich was the only responsible of the Maidan deaths , naively assuming that the Right Sector had nothign to do with them-... why is it that what was blessed by the USA & the EU then is now used by the same entities to give their approval of the murders of innocent civilians in Donetsk & Luhansk ?
S159: Is it that the Western Powers enjoy blood spilling ?
Link found
152 [26, 119, 151]
s152 is:
Because of military superiority of US ?
Similar too:
S26: But how can you explain that there 's is so many Russian citizens among these people who proclaimed these " ;independent states" ; .
S119: ?hpt=hp_c1
S151: Why is that ?
Link found
163 [30, 42, 77, 101, 153, 158, 159]
s163 is:
The ' Western ' leaders have been caught with their hands in a cookie jar in the Ukraine coup d'etat , but continue brazenly to deny their role and to blame Russia .
Similar too:
S30: How 's the view from your bunker ?
S42: It 's heavily in the business of " ;spheres of influence" ; .
S77: But do you think people are stupid ?
S101: Who do you believe ?
S153: Or economical dependency ?
S158: [tanyushka ] in 1993 the Russian Parliament voted to impeach Yeltsin for 636 against 2 votes , everybody had got enough of this drunkard 's policies and his blind submission to the IMF which had brought poverty to nearly half the Russian people ... not many people died of hunger only because the 90 's were n't the Stalin 's 30' & nutrition & helth services were much more developed to save the poors in extremis ... Against the Constitutional Tribunal 's veredict , Yeltsin declared Martial Law and bombed the Parliament ... over 100 people died but the Western Media presented it all as a valiant defence of Yeltsin against a Communist insurrection , even if the Communist Party represent only a fraction of all the parties that had voted against him ... many MP 's were killed as well as many youngsters & ordinary people ... Why is it that under very similar circumstances -& assuming only for the sake of presenting my case that Yanukovich was the only responsible of the Maidan deaths , naively assuming that the Right Sector had nothign to do with them-... why is it that what was blessed by the USA & the EU then is now used by the same entities to give their approval of the murders of innocent civilians in Donetsk & Luhansk ?
S159: Is it that the Western Powers enjoy blood spilling ?
Link found
104 [26, 30, 101, 131, 158]
s104 is:
QUESTION : Who do you believe more , the OSCE or Kyiv ?
Similar too:
S26: But how can you explain that there 's is so many Russian citizens among these people who proclaimed these " ;independent states" ; .
S30: How 's the view from your bunker ?
S101: Who do you believe ?
S131: I 'm not sure why that could even be considered 'against community standards ' .
S158: [tanyushka ] in 1993 the Russian Parliament voted to impeach Yeltsin for 636 against 2 votes , everybody had got enough of this drunkard 's policies and his blind submission to the IMF which had brought poverty to nearly half the Russian people ... not many people died of hunger only because the 90 's were n't the Stalin 's 30' & nutrition & helth services were much more developed to save the poors in extremis ... Against the Constitutional Tribunal 's veredict , Yeltsin declared Martial Law and bombed the Parliament ... over 100 people died but the Western Media presented it all as a valiant defence of Yeltsin against a Communist insurrection , even if the Communist Party represent only a fraction of all the parties that had voted against him ... many MP 's were killed as well as many youngsters & ordinary people ... Why is it that under very similar circumstances -& assuming only for the sake of presenting my case that Yanukovich was the only responsible of the Maidan deaths , naively assuming that the Right Sector had nothign to do with them-... why is it that what was blessed by the USA & the EU then is now used by the same entities to give their approval of the murders of innocent civilians in Donetsk & Luhansk ?
Link found
111 [30, 42, 77, 101, 153, 158, 159]
s111 is:
all their nuke arsenal , it is tragic and a health hazard to Planet Earth .
Similar too:
S30: How 's the view from your bunker ?
S42: It 's heavily in the business of " ;spheres of influence" ; .
S77: But do you think people are stupid ?
S101: Who do you believe ?
S153: Or economical dependency ?
S158: [tanyushka ] in 1993 the Russian Parliament voted to impeach Yeltsin for 636 against 2 votes , everybody had got enough of this drunkard 's policies and his blind submission to the IMF which had brought poverty to nearly half the Russian people ... not many people died of hunger only because the 90 's were n't the Stalin 's 30' & nutrition & helth services were much more developed to save the poors in extremis ... Against the Constitutional Tribunal 's veredict , Yeltsin declared Martial Law and bombed the Parliament ... over 100 people died but the Western Media presented it all as a valiant defence of Yeltsin against a Communist insurrection , even if the Communist Party represent only a fraction of all the parties that had voted against him ... many MP 's were killed as well as many youngsters & ordinary people ... Why is it that under very similar circumstances -& assuming only for the sake of presenting my case that Yanukovich was the only responsible of the Maidan deaths , naively assuming that the Right Sector had nothign to do with them-... why is it that what was blessed by the USA & the EU then is now used by the same entities to give their approval of the murders of innocent civilians in Donetsk & Luhansk ?
S159: Is it that the Western Powers enjoy blood spilling ?
Link found
114 [37, 53, 64, 110, 118, 139, 140]
s114 is:
Are these true quotes ?
Similar too:
S37: Good idea .
S53: For more detail see our FAQs .
S64: For more detail see our FAQs .
S110: they are troglodytes , are n't they .With
S118: http ://edition.cnn.com/2014/06/03/world/europe/ukraine-luhansk-building-attack/index .html
S139: Shameless .
S140: Disgusting .
Link found
117 [37, 139, 140]
s117 is:
Even CNN has filed on this one .
Similar too:
S37: Good idea .
S139: Shameless .
S140: Disgusting .
Link found
121 [30, 77, 101, 131, 158, 159]
s121 is:
Even The CNN report clearly says it is a air attack from Ukrainian army , not the RPG story from Ukrainian media .
Similar too:
S30: How 's the view from your bunker ?
S77: But do you think people are stupid ?
S101: Who do you believe ?
S131: I 'm not sure why that could even be considered 'against community standards ' .
S158: [tanyushka ] in 1993 the Russian Parliament voted to impeach Yeltsin for 636 against 2 votes , everybody had got enough of this drunkard 's policies and his blind submission to the IMF which had brought poverty to nearly half the Russian people ... not many people died of hunger only because the 90 's were n't the Stalin 's 30' & nutrition & helth services were much more developed to save the poors in extremis ... Against the Constitutional Tribunal 's veredict , Yeltsin declared Martial Law and bombed the Parliament ... over 100 people died but the Western Media presented it all as a valiant defence of Yeltsin against a Communist insurrection , even if the Communist Party represent only a fraction of all the parties that had voted against him ... many MP 's were killed as well as many youngsters & ordinary people ... Why is it that under very similar circumstances -& assuming only for the sake of presenting my case that Yanukovich was the only responsible of the Maidan deaths , naively assuming that the Right Sector had nothign to do with them-... why is it that what was blessed by the USA & the EU then is now used by the same entities to give their approval of the murders of innocent civilians in Donetsk & Luhansk ?
S159: Is it that the Western Powers enjoy blood spilling ?
Link found
123 [30, 42, 77, 101, 153, 158, 159]
s123 is:
The Coup government ca n't hide the truth from the world .
Similar too:
S30: How 's the view from your bunker ?
S42: It 's heavily in the business of " ;spheres of influence" ; .
S77: But do you think people are stupid ?
S101: Who do you believe ?
S153: Or economical dependency ?
S158: [tanyushka ] in 1993 the Russian Parliament voted to impeach Yeltsin for 636 against 2 votes , everybody had got enough of this drunkard 's policies and his blind submission to the IMF which had brought poverty to nearly half the Russian people ... not many people died of hunger only because the 90 's were n't the Stalin 's 30' & nutrition & helth services were much more developed to save the poors in extremis ... Against the Constitutional Tribunal 's veredict , Yeltsin declared Martial Law and bombed the Parliament ... over 100 people died but the Western Media presented it all as a valiant defence of Yeltsin against a Communist insurrection , even if the Communist Party represent only a fraction of all the parties that had voted against him ... many MP 's were killed as well as many youngsters & ordinary people ... Why is it that under very similar circumstances -& assuming only for the sake of presenting my case that Yanukovich was the only responsible of the Maidan deaths , naively assuming that the Right Sector had nothign to do with them-... why is it that what was blessed by the USA & the EU then is now used by the same entities to give their approval of the murders of innocent civilians in Donetsk & Luhansk ?
S159: Is it that the Western Powers enjoy blood spilling ?
Link found
125 [30, 42, 77, 101, 153, 158, 159]
s125 is:
[Alex Ch] I posted some links to the OSCE report and video of CNN news .
Similar too:
S30: How 's the view from your bunker ?
S42: It 's heavily in the business of " ;spheres of influence" ; .
S77: But do you think people are stupid ?
S101: Who do you believe ?
S153: Or economical dependency ?
S158: [tanyushka ] in 1993 the Russian Parliament voted to impeach Yeltsin for 636 against 2 votes , everybody had got enough of this drunkard 's policies and his blind submission to the IMF which had brought poverty to nearly half the Russian people ... not many people died of hunger only because the 90 's were n't the Stalin 's 30' & nutrition & helth services were much more developed to save the poors in extremis ... Against the Constitutional Tribunal 's veredict , Yeltsin declared Martial Law and bombed the Parliament ... over 100 people died but the Western Media presented it all as a valiant defence of Yeltsin against a Communist insurrection , even if the Communist Party represent only a fraction of all the parties that had voted against him ... many MP 's were killed as well as many youngsters & ordinary people ... Why is it that under very similar circumstances -& assuming only for the sake of presenting my case that Yanukovich was the only responsible of the Maidan deaths , naively assuming that the Right Sector had nothign to do with them-... why is it that what was blessed by the USA & the EU then is now used by the same entities to give their approval of the murders of innocent civilians in Donetsk & Luhansk ?
S159: Is it that the Western Powers enjoy blood spilling ?
Link found
128 [26, 101, 131, 151]
s128 is:
I was deleted , too , after strongly criticizing Guardian coverage of Ukraine .
Similar too:
S26: But how can you explain that there 's is so many Russian citizens among these people who proclaimed these " ;independent states" ; .
S101: Who do you believe ?
S131: I 'm not sure why that could even be considered 'against community standards ' .
S151: Why is that ?
Link found
130 [37, 53, 64, 110, 118, 139, 140]
s130 is:
Another poster has stated that a number of people posting links have been deleted .
Similar too:
S37: Good idea .
S53: For more detail see our FAQs .
S64: For more detail see our FAQs .
S110: they are troglodytes , are n't they .With
S118: http ://edition.cnn.com/2014/06/03/world/europe/ukraine-luhansk-building-attack/index .html
S139: Shameless .
S140: Disgusting .
Link found
135 [30, 42, 77, 101, 153, 158, 159]
s135 is:
They are a bunch of muderers , genociders and torturers .
Similar too:
S30: How 's the view from your bunker ?
S42: It 's heavily in the business of " ;spheres of influence" ; .
S77: But do you think people are stupid ?
S101: Who do you believe ?
S153: Or economical dependency ?
S158: [tanyushka ] in 1993 the Russian Parliament voted to impeach Yeltsin for 636 against 2 votes , everybody had got enough of this drunkard 's policies and his blind submission to the IMF which had brought poverty to nearly half the Russian people ... not many people died of hunger only because the 90 's were n't the Stalin 's 30' & nutrition & helth services were much more developed to save the poors in extremis ... Against the Constitutional Tribunal 's veredict , Yeltsin declared Martial Law and bombed the Parliament ... over 100 people died but the Western Media presented it all as a valiant defence of Yeltsin against a Communist insurrection , even if the Communist Party represent only a fraction of all the parties that had voted against him ... many MP 's were killed as well as many youngsters & ordinary people ... Why is it that under very similar circumstances -& assuming only for the sake of presenting my case that Yanukovich was the only responsible of the Maidan deaths , naively assuming that the Right Sector had nothign to do with them-... why is it that what was blessed by the USA & the EU then is now used by the same entities to give their approval of the murders of innocent civilians in Donetsk & Luhansk ?
S159: Is it that the Western Powers enjoy blood spilling ?
Link found
136 [30, 77, 101, 153, 158, 159]
s136 is:
They have murdered , tortured and destroyed the lives of hundreds of millions people all over the World .
Similar too:
S30: How 's the view from your bunker ?
S77: But do you think people are stupid ?
S101: Who do you believe ?
S153: Or economical dependency ?
S158: [tanyushka ] in 1993 the Russian Parliament voted to impeach Yeltsin for 636 against 2 votes , everybody had got enough of this drunkard 's policies and his blind submission to the IMF which had brought poverty to nearly half the Russian people ... not many people died of hunger only because the 90 's were n't the Stalin 's 30' & nutrition & helth services were much more developed to save the poors in extremis ... Against the Constitutional Tribunal 's veredict , Yeltsin declared Martial Law and bombed the Parliament ... over 100 people died but the Western Media presented it all as a valiant defence of Yeltsin against a Communist insurrection , even if the Communist Party represent only a fraction of all the parties that had voted against him ... many MP 's were killed as well as many youngsters & ordinary people ... Why is it that under very similar circumstances -& assuming only for the sake of presenting my case that Yanukovich was the only responsible of the Maidan deaths , naively assuming that the Right Sector had nothign to do with them-... why is it that what was blessed by the USA & the EU then is now used by the same entities to give their approval of the murders of innocent civilians in Donetsk & Luhansk ?
S159: Is it that the Western Powers enjoy blood spilling ?
Link found
137 [30, 42, 77, 101, 153, 158, 159]
s137 is:
They are responsible for the colonisation of almost all the World , for wiping out the native populations of Australia ans North American , for carrying out the mist shameful slaves trade across the Atlantic , for launching the First and Second World wars which resulted in the killing of more than one hundred million people , for invading Korea , Vietnam , Afghanistan , Iraq and countless smaller countries , for assassinating hundreds of politicians and svientists worldwide , for bombing Libya , for causing disorder and unrest in almost all countries , in particular , Syria and Ukraine .
Similar too:
S30: How 's the view from your bunker ?
S42: It 's heavily in the business of " ;spheres of influence" ; .
S77: But do you think people are stupid ?
S101: Who do you believe ?
S153: Or economical dependency ?
S158: [tanyushka ] in 1993 the Russian Parliament voted to impeach Yeltsin for 636 against 2 votes , everybody had got enough of this drunkard 's policies and his blind submission to the IMF which had brought poverty to nearly half the Russian people ... not many people died of hunger only because the 90 's were n't the Stalin 's 30' & nutrition & helth services were much more developed to save the poors in extremis ... Against the Constitutional Tribunal 's veredict , Yeltsin declared Martial Law and bombed the Parliament ... over 100 people died but the Western Media presented it all as a valiant defence of Yeltsin against a Communist insurrection , even if the Communist Party represent only a fraction of all the parties that had voted against him ... many MP 's were killed as well as many youngsters & ordinary people ... Why is it that under very similar circumstances -& assuming only for the sake of presenting my case that Yanukovich was the only responsible of the Maidan deaths , naively assuming that the Right Sector had nothign to do with them-... why is it that what was blessed by the USA & the EU then is now used by the same entities to give their approval of the murders of innocent civilians in Donetsk & Luhansk ?
S159: Is it that the Western Powers enjoy blood spilling ?
Link found
142 [26, 131, 151]
s142 is:
” http ://www.globalresearch.ca/west-point-obama-defends-us-aggression-on-the-grounds-of-american-exceptionalism/5385273
Similar too:
S26: But how can you explain that there 's is so many Russian citizens among these people who proclaimed these " ;independent states" ; .
S131: I 'm not sure why that could even be considered 'against community standards ' .
S151: Why is that ?
Link found
143 [30, 77, 101, 131, 158, 159]
s143 is:
[ WhatTheTruth ] Yes , and the truth is made by the winners that 's why they 'll be right and believe it .............. until they lose , as all empires do .
Similar too:
S30: How 's the view from your bunker ?
S77: But do you think people are stupid ?
S101: Who do you believe ?
S131: I 'm not sure why that could even be considered 'against community standards ' .
S158: [tanyushka ] in 1993 the Russian Parliament voted to impeach Yeltsin for 636 against 2 votes , everybody had got enough of this drunkard 's policies and his blind submission to the IMF which had brought poverty to nearly half the Russian people ... not many people died of hunger only because the 90 's were n't the Stalin 's 30' & nutrition & helth services were much more developed to save the poors in extremis ... Against the Constitutional Tribunal 's veredict , Yeltsin declared Martial Law and bombed the Parliament ... over 100 people died but the Western Media presented it all as a valiant defence of Yeltsin against a Communist insurrection , even if the Communist Party represent only a fraction of all the parties that had voted against him ... many MP 's were killed as well as many youngsters & ordinary people ... Why is it that under very similar circumstances -& assuming only for the sake of presenting my case that Yanukovich was the only responsible of the Maidan deaths , naively assuming that the Right Sector had nothign to do with them-... why is it that what was blessed by the USA & the EU then is now used by the same entities to give their approval of the murders of innocent civilians in Donetsk & Luhansk ?
S159: Is it that the Western Powers enjoy blood spilling ?
ARTICLE 5==========
Link found
43 [20, 26, 32]
s43 is:
Why not ?
Similar too:
S20: The watchdog said that by the end of January 2014 just 12 % of the company 's shares were held by the "priority investors " .
S26: The watchdog said the government gave Lazard an incentive " solely to complete a transaction " – not to achieve the maximum value for taxpayers .
S32: Lazards advised selling the shares at between 212-262p .
Link found
117 [65, 70, 73, 94, 152, 162, 165]
s117 is:
And not a good one .
Similar too:
S65: [GoddessOFblah ] contemptuously ignored .
S70: But we have n't , have we ?
S73: [ Galaxina ] Most Tory supporters wo n't care .
S94: [arnosvale ] Surely you mean politician ?
S152: Where ?
S162: Again .
S165: Get your finger out .
Link found
115 [65, 70, 73, 94, 152, 162, 165]
s115 is:
And that 's what they 've done/are doing .
Similar too:
S65: [GoddessOFblah ] contemptuously ignored .
S70: But we have n't , have we ?
S73: [ Galaxina ] Most Tory supporters wo n't care .
S94: [arnosvale ] Surely you mean politician ?
S152: Where ?
S162: Again .
S165: Get your finger out .
Link found
171 [65, 70, 73, 94, 152, 162, 165]
s171 is:
http ://www.ibtimes.co.uk/royal-mail-share-price-goldman-sachs-ipo-525890
Similar too:
S65: [GoddessOFblah ] contemptuously ignored .
S70: But we have n't , have we ?
S73: [ Galaxina ] Most Tory supporters wo n't care .
S94: [arnosvale ] Surely you mean politician ?
S152: Where ?
S162: Again .
S165: Get your finger out .
ARTICLE 6==========
Link found
166 [43, 55, 114, 118, 121, 240, 276]
s166 is:
Eh ?
Similar too:
S43: Man of the match John Ruddy ( Norwich City )
S55: How come no other manager has won the Champions League with Porto ?
S114: [jonny1975 ] why were the chelsea fans booing ?
S118: Keep it under the bed !
S121: Keep it under the bed !
S240: Booed off deservedly
S276: WTF is the point of the academy ?
Link found
222 [43, 55, 114, 118, 121, 240, 276]
s222 is:
It is a self-fulfilling prophesy , is n't it ?
Similar too:
S43: Man of the match John Ruddy ( Norwich City )
S55: How come no other manager has won the Champions League with Porto ?
S114: [jonny1975 ] why were the chelsea fans booing ?
S118: Keep it under the bed !
S121: Keep it under the bed !
S240: Booed off deservedly
S276: WTF is the point of the academy ?
ARTICLE 7==========
Link found
132 [71, 102]
s132 is:
Paranoid no , careful yes .
Similar too:
S71: ; Oh yeah .
S102: ( anon )
Link found
102 [48, 53, 71, 102, 104, 128]
s102 is:
( anon )
Similar too:
S48: [Ziontrain ] The state does not have any qualms about mass imprisonment .
S53: Good luck .
S71: ; Oh yeah .
S102: ( anon )
S104: [T0nyN] Would also just be paid by the taxpayer .
S128: The charity have my full support
Link found
71 [3, 79, 89, 93, 95, 147]
s71 is:
; Oh yeah .
Similar too:
S3: Mobile phones were also targeted , leaked documents reveal .
S79: Petition UN for better Privacy RightsUN:Launch an inquiry into NSA and GCHQ P.S. : Warrior Pride , Gumfish , Dreamy Smurf , Foggybottom and Captivatedaudience Did you notice there are exactly five ?
S89: Very well , then I contradict myself , I am large , I contain multitudes ." ;
S93: Oops , I mentioned Diego Garcia !
S95: Good luck everyone .
S147: In fact , it makes everyone less safe because it wastes time , personnel , resources and taxpayer money , which directly and aids and abets actual terrorists and terrorism , while violating the law and allows power abusing politicians and bad apples in security agencies to build profiles , start parallel constructions without probable cause , and of course , float information to destroy reputations and credibility , to blackmail , or to sit and collect info on people to prosecute them for at best thought crimes at a later date , to pull information entirely out of context and to create crimes , thought crimes and terrorism out of a rant , sarcastic remark , bad joke , running bad joke between friends , etc .
Link found
148 [53, 71, 102, 128]
s148 is:
It is people with absolute power playing God .
Similar too:
S53: Good luck .
S71: ; Oh yeah .
S102: ( anon )
S128: The charity have my full support
Link found
53 [3, 95, 132]
s53 is:
Good luck .
Similar too:
S3: Mobile phones were also targeted , leaked documents reveal .
S95: Good luck everyone .
S132: Paranoid no , careful yes .
Link found
154 [48, 53, 67, 71, 102, 104, 128]
s154 is:
Lies .
Similar too:
S48: [Ziontrain ] The state does not have any qualms about mass imprisonment .
S53: Good luck .
S67: The term legal does n't apply anymore .
S71: ; Oh yeah .
S102: ( anon )
S104: [T0nyN] Would also just be paid by the taxpayer .
S128: The charity have my full support
Link found
93 [3, 79, 89, 93, 95, 132, 147]
s93 is:
Oops , I mentioned Diego Garcia !
Similar too:
S3: Mobile phones were also targeted , leaked documents reveal .
S79: Petition UN for better Privacy RightsUN:Launch an inquiry into NSA and GCHQ P.S. : Warrior Pride , Gumfish , Dreamy Smurf , Foggybottom and Captivatedaudience Did you notice there are exactly five ?
S89: Very well , then I contradict myself , I am large , I contain multitudes ." ;
S93: Oops , I mentioned Diego Garcia !
S95: Good luck everyone .
S132: Paranoid no , careful yes .
S147: In fact , it makes everyone less safe because it wastes time , personnel , resources and taxpayer money , which directly and aids and abets actual terrorists and terrorism , while violating the law and allows power abusing politicians and bad apples in security agencies to build profiles , start parallel constructions without probable cause , and of course , float information to destroy reputations and credibility , to blackmail , or to sit and collect info on people to prosecute them for at best thought crimes at a later date , to pull information entirely out of context and to create crimes , thought crimes and terrorism out of a rant , sarcastic remark , bad joke , running bad joke between friends , etc .
ARTICLE 8==========
Link found
110 [6, 16, 28, 35, 46, 112]
s110 is:
[angeldearie] The plot thickens .
Similar too:
S6: US intelligence officials have insisted the mass monitoring was carried out by the security agencies in the countries involved and shared with the US.
S16: Hence the admiration for the BND.
S28: Corporate relations are among the most strictly guarded secrets in the intelligence community ) .
S35: The British agency also claimed some credit for the success .
S46: GCHQ expresses frustration with the internal friction between Italian agencies and the legal limits on their activities .
S112: The plot sickens ?
Link found
126 [16, 35, 112]
s126 is:
[ OrlandosTwin ] Interesting comment .
Similar too:
S16: Hence the admiration for the BND.
S35: The British agency also claimed some credit for the success .
S112: The plot sickens ?
Link found
177 [16, 35, 112]
s177 is:
[justoneofthesheep] why are so many of the comments so accepting of this mass invasion !
Similar too:
S16: Hence the admiration for the BND.
S35: The British agency also claimed some credit for the success .
S112: The plot sickens ?
Link found
107 [16, 35, 112]
s107 is:
On bliss to be a brit .
Similar too:
S16: Hence the admiration for the BND.
S35: The British agency also claimed some credit for the success .
S112: The plot sickens ?
Link found
118 [16, 35, 112]
s118 is:
[CCMac57] These creeps at GCHQ even know you are reading this .
Similar too:
S16: Hence the admiration for the BND.
S35: The British agency also claimed some credit for the success .
S112: The plot sickens ?
ARTICLE 9==========
Link found
113 [21, 69, 114, 153]
s113 is:
[SamSSSS] With all the intel GCHQ have , I wonder how much blackmail is going on .
Similar too:
S21: The revelations of voluntary co-operation with some telecoms companies appear to contrast markedly with statements made by large telecoms firms in the wake of the first Tempora stories .
S69: The more they say the more chance they get caught lying ...
S114: Were the some of the stooges blackmailed into defending GCHQ ?
S153: The Yanks again ?
In [235]:
df_frame = pd.DataFrame.from_dict(all_articles[9]['sentences'], orient='index')
from textblob import TextBlob
s = all_articles[9]['sentences']['s153']
b = TextBlob(s['text'])
b.sentiment
Out[235]:
Sentiment(polarity=0.0, subjectivity=0.0)
Content source: betoesquivel/onforums-application
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