5.7 ELMo
Contents
5.7 ELMo¶
!wget -nc --no-cache -O init.py -q https://raw.githubusercontent.com/rramosp/2021.deeplearning/main/content/init.py
import init; init.init(force_download=False);
replicating local resources
import sys
if 'google.colab' in sys.modules:
print ("setting tensorflow version in colab")
%tensorflow_version 1.x
import tensorflow as tf
tf.__version__
setting tensorflow version in colab
TensorFlow 1.x selected.
'1.15.2'
ELMo: Embeddings from Language Models¶
Word embeddings such as word2vec or GloVe provides an exact meaning to words. Eventhough they provided a great improvement to many NLP task, such “constant” meaning was a major drawback of this word embeddings as the meaning of words changes based on context, and thus this wasn’t the best option for Language Modelling.
For instance, after we train word2vec/Glove on a corpus we get as output one vector representation for, say the word cell. So even if we had a sentence like “He went to the prison cell with his cell phone to extract blood cell samples from inmates”, where the word cell has different meanings based on the sentence context, these models just collapse them all into one vector for cell in their output source.
Unlike most widely used word embeddings ELMo word representations are functions of the entire input sentence, instead of the single word. They are computed on top of two-layer Bidirectional Language Models (biLMs) with character convolutions, as a linear function of the internal network states. Therefore, the same word can have different word vectors under different contexts.
Deep contextualized word representations
Character-level Convolutional Networks
from IPython.display import Image
#Image(filename='local/imgs/ELMo.gif', width=1200)
Image(open('local/imgs/ELMo.gif','rb').read())
Given \(T\) tokens \((x_1,x_2,\cdots,x_T)\), a forward language model computes the probability of the sequence by modeling the probability of token \(x_k\) given the history \((x_1,\cdots, x_{k-1})\). This formulation has been addressed in the state of the art using many different approach, and more recently including some approximation based on Bidirectional Recurrent Networks.
ELMo is inspired in the Language Modelling problem, which has the advantage of being a self-supervised task.
A practical implication of this difference is that we can use word2vec and Glove vectors trained on a large corpus directly for downstream tasks. All we need is the vectors for the words. There is no need for the model itself that was used to train these vectors.
However, in the case of ELMo and BERT (we will see it in a forthcoming lecture), since they are context dependent, we need the model that was used to train the vectors even after training, since the models generate the vectors for a word based on context. source.
Let’s see how to define a simplified ELMo version from scratch:¶
def Char_CNN(vocab_size, input_size = 120, embedding_size=32):
# parameter
conv_layers = [[8, 3, 2],
[8, 3, 2],
[8, 3, -1],#]
[8, 3, -1]]
fully_connected_layers = [64, 64]
dropout_p = 0.5
# Embedding layer Initialization
embedding_layer = Embedding(vocab_size + 1,
embedding_size,
input_length=input_size,mask_zero=True))
# Model Construction
# Input
inputs = Input(shape=(input_size,), name='input_c', dtype='int64') # shape=(?, 1014)
# Embedding
x = embedding_layer(inputs)
# Conv
for filter_num, filter_size, pooling_size in conv_layers:
x = Conv1D(filter_num, filter_size)(x)
x = Activation('relu')(x)
if pooling_size != -1:
x = MaxPooling1D(pool_size=pooling_size)(x) # Final shape=(None, 34, 256)
x = Flatten()(x) # (None, 8704)
# Fully connected layers
for dense_size in fully_connected_layers:
x = Dense(dense_size, activation='relu')(x) # dense_size == 1024
x = Dropout(dropout_p)(x)
Char_CNN_Embeddings = Model(inputs=inputs, outputs=x)
return Char_CNN_Embeddings
#Define model on top of Char_CNN: sentiment as input
Input_elmo = Input(shape=(input_text_charact_padded[0].shape[0],input_text_charact_padded[0].shape[1],), name='input_s')
CNN_Embeddings = Char_CNN(len(tk.word_index), input_size = word_max_length, embedding_size=32)
embedding = TimeDistributed(CNN_Embeddings)(Input_elmo)
x = Bidirectional(LSTM(units=128, return_sequences=True,
recurrent_dropout=0.2, dropout=0.2))(embedding)
x_rnn = Bidirectional(LSTM(units=128, return_sequences=True,
recurrent_dropout=0.2, dropout=0.2))(x)
x_add = add([x, x_rnn]) # residual connection to the first biLSTM
#----------------ELMo ends here -------------------------------------
#--------------------------------------------------------------------
x_dense = TimeDistributed(Dense(16, activation="relu"))(x_add)
out_1 = TimeDistributed(Dense(1, activation="sigmoid"))(x_dense)
model2 = Model(inputs=[Input_elmo], outputs=[out_1])
We can also use pre-trained ELMo from tensorflow hub repository.
Download the model¶
Let’s load ELMo model. This will take some time because the model is over 350 Mb in size
import tensorflow_hub as hub
import tensorflow as tf
#gpus= tf.config.experimental.list_physical_devices('GPU')
#tf.config.experimental.set_memory_growth(gpus[0], True)
elmo_model = hub.Module("https://tfhub.dev/google/elmo/2", trainable=True)
# In TEnsorFlow 2 the statement should be somethin like this
#elmo_model = hub.KerasLayer("https://tfhub.dev/google/elmo/2")
embeddings = elmo_model(["i like green eggs and ham",
"would you eat them in a box"],
signature="default",
as_dict=True)["elmo"]
print(embeddings.shape)
INFO:tensorflow:Saver not created because there are no variables in the graph to restore
INFO:tensorflow:Saver not created because there are no variables in the graph to restore
(2, 7, 1024)
Name Entity Recognition (NER)¶
NER is a sequential labeling problem where the aim is to label every word in a sentence of pargraph, according to a list of “entity” classes. This is different from part of Speech (POS) tagging, which explains how a word is used in a sentence For more information about POS.
Tipical labels in NER are:
import nltk
nltk.download('maxent_ne_chunker')
chunker=nltk.data.load(nltk.chunk._MULTICLASS_NE_CHUNKER)
sorted(chunker._tagger._classifier.labels())
[nltk_data] Downloading package maxent_ne_chunker to
[nltk_data] /root/nltk_data...
[nltk_data] Unzipping chunkers/maxent_ne_chunker.zip.
['B-FACILITY',
'B-GPE',
'B-GSP',
'B-LOCATION',
'B-ORGANIZATION',
'B-PERSON',
'I-FACILITY',
'I-GPE',
'I-GSP',
'I-LOCATION',
'I-ORGANIZATION',
'I-PERSON',
'O']
GPE stands for Geo-Political Entity, GSP stands for Geographical-Social-Political Entity. and there are other definitions of labels that include more classes Detailed info can be found here.
NER task is commonly viewed as a sequential prediction problem in which we aim at assigning the correct label for each token. Different ways of encoding information in a set of labels make different chunk representation. The two most popular schemes are BIO and BILOU source.
BIO stands for Beginning, Inside and Outside (of a text segment).
Similar but more detailed than BIO, BILOU encode the Beginning, the Inside and Last token of multi-token chunks while differentiate them from Unit-length chunks
import pandas as pd
import math
import numpy as np
import matplotlib.pyplot as plt
plt.style.use("ggplot")
data = pd.read_csv("local/data/ner_dataset.csv", encoding="latin1")
data = data.drop(['POS'], axis =1)
data = data.fillna(method="ffill")
data.tail(12)
| Sentence # | Word | Tag | |
|---|---|---|---|
| 1048563 | Sentence: 47958 | exploded | O |
| 1048564 | Sentence: 47958 | upon | O |
| 1048565 | Sentence: 47958 | impact | O |
| 1048566 | Sentence: 47958 | . | O |
| 1048567 | Sentence: 47959 | Indian | B-gpe |
| 1048568 | Sentence: 47959 | forces | O |
| 1048569 | Sentence: 47959 | said | O |
| 1048570 | Sentence: 47959 | they | O |
| 1048571 | Sentence: 47959 | responded | O |
| 1048572 | Sentence: 47959 | to | O |
| 1048573 | Sentence: 47959 | the | O |
| 1048574 | Sentence: 47959 | attack | O |
words = set(list(data['Word'].values))
words.add('PADword')
n_words = len(words)
n_words
35179
tags = list(set(data["Tag"].values))
n_tags = len(tags)
n_tags
17
tags
['B-org',
'I-org',
'B-art',
'I-geo',
'I-art',
'I-gpe',
'I-per',
'I-tim',
'B-nat',
'I-eve',
'B-geo',
'B-per',
'I-nat',
'B-gpe',
'O',
'B-tim',
'B-eve']
class SentenceGetter(object):
def __init__(self, data):
self.n_sent = 1
self.data = data
self.empty = False
agg_func = lambda s: [(w, t) for w, t in zip(s["Word"].values.tolist(),s["Tag"].values.tolist())]
self.grouped = self.data.groupby("Sentence #").apply(agg_func)
self.sentences = [s for s in self.grouped]
def get_next(self):
try:
s = self.grouped["Sentence: {}".format(self.n_sent)]
self.n_sent += 1
return s
except:
return None
getter = SentenceGetter(data)
sent = getter.get_next()
print(sent)
[('Thousands', 'O'), ('of', 'O'), ('demonstrators', 'O'), ('have', 'O'), ('marched', 'O'), ('through', 'O'), ('London', 'B-geo'), ('to', 'O'), ('protest', 'O'), ('the', 'O'), ('war', 'O'), ('in', 'O'), ('Iraq', 'B-geo'), ('and', 'O'), ('demand', 'O'), ('the', 'O'), ('withdrawal', 'O'), ('of', 'O'), ('British', 'B-gpe'), ('troops', 'O'), ('from', 'O'), ('that', 'O'), ('country', 'O'), ('.', 'O')]
sentences = getter.sentences
print(len(sentences))
47959
largest_sen = max(len(sen) for sen in sentences)
print('biggest sentence has {} words'.format(largest_sen))
biggest sentence has 104 words
%matplotlib inline
plt.hist([len(sen) for sen in sentences], bins= 50)
plt.show()
words2index = {w:i for i,w in enumerate(words)}
tags2index = {t:i for i,t in enumerate(tags)}
print(words2index['London'])
print(tags2index['B-geo'])
11193
10
ELMo embedding represents every word as 1024 feature vector. Therefore, in order to reduce the computational complexity and based on the former histogram, we can truncate the sequences to a maximum length of 50.
max_len = 50
X = [[w[0]for w in s] for s in sentences]
new_X = []
for seq in X:
new_seq = []
for i in range(max_len):
try:
new_seq.append(seq[i])
except:
new_seq.append("PADword")
new_X.append(new_seq)
new_X[15]
['Israeli',
'officials',
'say',
'Prime',
'Minister',
'Ariel',
'Sharon',
'will',
'undergo',
'a',
'medical',
'procedure',
'Thursday',
'to',
'close',
'a',
'tiny',
'hole',
'in',
'his',
'heart',
'discovered',
'during',
'treatment',
'for',
'a',
'minor',
'stroke',
'suffered',
'last',
'month',
'.',
'PADword',
'PADword',
'PADword',
'PADword',
'PADword',
'PADword',
'PADword',
'PADword',
'PADword',
'PADword',
'PADword',
'PADword',
'PADword',
'PADword',
'PADword',
'PADword',
'PADword',
'PADword']
from keras.preprocessing.sequence import pad_sequences
y = [[tags2index[w[1]] for w in s] for s in sentences]
y = pad_sequences(maxlen=max_len, sequences=y, padding="post", value=tags2index["O"])
y[15]
Using TensorFlow backend.
array([13, 14, 14, 11, 6, 6, 6, 14, 14, 14, 14, 14, 15, 14, 14, 14, 14,
14, 14, 14, 14, 14, 14, 14, 14, 14, 14, 14, 14, 14, 14, 14, 14, 14,
14, 14, 14, 14, 14, 14, 14, 14, 14, 14, 14, 14, 14, 14, 14, 14],
dtype=int32)
from sklearn.model_selection import train_test_split
X_tr, X_te, y_tr, y_te = train_test_split(new_X, y, test_size=0.1, random_state=2018)
batch_size = 32
import tensorflow as tf
import tensorflow_hub as hub
from keras import backend as K
sess = tf.Session()
K.set_session(sess)
sess.run(tf.global_variables_initializer())
sess.run(tf.tables_initializer())
This is how we have to define the layer in order to be used in the model (In TF 2.x this should not be necessary take a look to this guide):
def ElmoEmbedding(x):
return elmo_model(inputs={
"tokens": tf.squeeze(tf.cast(x, tf.string)),
"sequence_len": tf.constant(batch_size*[max_len])
},
signature="tokens",
as_dict=True)["elmo"]
from keras.models import Model, Input
from keras.layers.merge import add
from keras.layers import LSTM, Embedding, Dense, TimeDistributed, Dropout, Bidirectional, Lambda
Excercise 1: Complete the model arquitecture¶
After the Embedding layer include two Bidirectional LSTM layers with 512 cells each. The second layer must be on top of the first one. As output layer include a Dense layer which takes as input the sum of the two Bidirectional layers output’s. Remember that in NER the output must be a sequence of same length as the input.
input_text = Input(shape=(max_len,), dtype=tf.string)
embedding = Lambda(ElmoEmbedding, output_shape=(max_len, 1024))(input_text)
x = Bidirectional(LSTM(units=512, return_sequences=True,
recurrent_dropout=0.2, dropout=0.2))(embedding)
x_rnn = Bidirectional(LSTM(units=512, return_sequences=True,
recurrent_dropout=0.2, dropout=0.2))(x)
x = add([x, x_rnn]) # residual connection to the first biLSTM
out = TimeDistributed(Dense(n_tags, activation="softmax"))(x)
INFO:tensorflow:Saver not created because there are no variables in the graph to restore
INFO:tensorflow:Saver not created because there are no variables in the graph to restore
model = Model(input_text, out)
model.compile(optimizer="adam", loss="sparse_categorical_crossentropy", metrics=["accuracy"])
Split data into training and validation subsets, use both during training to evaluate training and validation accuracies.
X_tr, X_val = X_tr[:1213*batch_size], X_tr[-135*batch_size:]
y_tr, y_val = y_tr[:1213*batch_size], y_tr[-135*batch_size:]
y_tr = y_tr.reshape(y_tr.shape[0], y_tr.shape[1], 1)
y_val = y_val.reshape(y_val.shape[0], y_val.shape[1], 1)
Train the model using a batch_size = 32 and 5 epochs. Use verbose=1 to see the evolution of the training process.
model.fit(np.array(X_tr), y_tr, validation_data=(np.array(X_val), y_val),
batch_size=batch_size, epochs=5, verbose=1)
Train on 38816 samples, validate on 4320 samples
Epoch 1/5
38816/38816 [==============================] - 542s 14ms/step - loss: 0.0584 - accuracy: 0.9828 - val_loss: 0.0415 - val_accuracy: 0.9867
Epoch 2/5
38816/38816 [==============================] - 542s 14ms/step - loss: 0.0413 - accuracy: 0.9867 - val_loss: 0.0329 - val_accuracy: 0.9889
Epoch 3/5
38816/38816 [==============================] - 542s 14ms/step - loss: 0.0347 - accuracy: 0.9884 - val_loss: 0.0267 - val_accuracy: 0.9907
Epoch 4/5
38816/38816 [==============================] - 540s 14ms/step - loss: 0.0291 - accuracy: 0.9899 - val_loss: 0.0208 - val_accuracy: 0.9927
Epoch 5/5
38816/38816 [==============================] - 541s 14ms/step - loss: 0.0242 - accuracy: 0.9914 - val_loss: 0.0169 - val_accuracy: 0.9943
<keras.callbacks.callbacks.History at 0x7f0a2f696a20>
!pip install seqeval
Collecting seqeval
Downloading https://files.pythonhosted.org/packages/34/91/068aca8d60ce56dd9ba4506850e876aba5e66a6f2f29aa223224b50df0de/seqeval-0.0.12.tar.gz
Requirement already satisfied: numpy>=1.14.0 in /usr/local/lib/python3.6/dist-packages (from seqeval) (1.18.3)
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Requirement already satisfied: keras-applications>=1.0.6 in /usr/local/lib/python3.6/dist-packages (from Keras>=2.2.4->seqeval) (1.0.8)
Building wheels for collected packages: seqeval
Building wheel for seqeval (setup.py) ... ?25l?25hdone
Created wheel for seqeval: filename=seqeval-0.0.12-cp36-none-any.whl size=7424 sha256=b57be0c86874a72d5b1d198068cbc96e97ae0f762a26f7aa52c3ef7b099cf4b0
Stored in directory: /root/.cache/pip/wheels/4f/32/0a/df3b340a82583566975377d65e724895b3fad101a3fb729f68
Successfully built seqeval
Installing collected packages: seqeval
Successfully installed seqeval-0.0.12
from seqeval.metrics import precision_score, recall_score, f1_score, classification_report
X_te = X_te[:149*batch_size]
test_pred = model.predict(np.array(X_te), verbose=1)
4768/4768 [==============================] - 48s 10ms/step
idx2tag = {i: w for w, i in tags2index.items()}
def pred2label(pred):
out = []
for pred_i in pred:
out_i = []
for p in pred_i:
p_i = np.argmax(p)
out_i.append(idx2tag[p_i].replace("PADword", "O"))
out.append(out_i)
return out
def test2label(pred):
out = []
for pred_i in pred:
out_i = []
for p in pred_i:
out_i.append(idx2tag[p].replace("PADword", "O"))
out.append(out_i)
return out
pred_labels = pred2label(test_pred)
test_labels = test2label(y_te[:149*32])
print("F1-score: {:.1%}".format(f1_score(test_labels, pred_labels)))
F1-score: 82.6%
print(classification_report(test_labels, pred_labels))
precision recall f1-score support
geo 0.85 0.90 0.87 3720
per 0.74 0.77 0.76 1677
tim 0.86 0.86 0.86 2148
gpe 0.96 0.94 0.95 1591
org 0.69 0.70 0.70 2061
eve 0.22 0.36 0.27 33
art 0.38 0.10 0.16 49
nat 0.33 0.18 0.24 22
micro avg 0.82 0.84 0.83 11301
macro avg 0.82 0.84 0.83 11301
Let’s see the predictions for one sequence:
i = 390
p = model.predict(np.array(X_te[i:i+batch_size]))[0]
p = np.argmax(p, axis=-1)
print("{:15} {:5}: ({})".format("Word", "Pred", "True"))
print("="*30)
for w, true, pred in zip(X_te[i], y_te[i], p):
if w != "PADword":
print("{:15}:{:5} ({})".format(w, tags[pred], tags[true]))
Word Pred : (True)
==============================
Citing :O (O)
a :O (O)
draft :O (O)
report :O (O)
from :O (O)
the :O (O)
U.S. :B-org (B-org)
Government :I-org (I-org)
Accountability :I-org (O)
office :O (O)
, :O (O)
The :B-org (B-org)
New :I-org (I-org)
York :I-org (I-org)
Times :I-org (I-org)
said :O (O)
Saturday :B-tim (B-tim)
the :O (O)
losses :O (O)
amount :O (O)
to :O (O)
between :O (O)
1,00,000 :O (O)
and :O (O)
3,00,000 :O (O)
barrels :O (O)
a :O (O)
day :O (O)
of :O (O)
Iraq :B-geo (B-geo)
's :O (O)
declared :O (O)
oil :O (O)
production :O (O)
over :O (O)
the :O (O)
past :B-tim (B-tim)
four :I-tim (I-tim)
years :O (O)
. :O (O)
Lest’s compare the result with a simple Embedding layer instead of ELMo¶
For the sake of comparison, create a model using a conventional Embedding layer, instead of ELMo model. We are going to use an output dimension of 1024 for the Embedding layer and 10000 words dictionary for tokanization.
class SentenceGetter(object):
def __init__(self, data):
self.n_sent = 1
self.data = data
self.empty = False
#agg_func = lambda s: [(w, t) for w, t in zip(s["Word"].values.tolist(),s["Tag"].values.tolist())]}
input_func = lambda s: " ".join(w for w in s["Word"].values.tolist())
ouput_func = lambda s: " ".join(t for t in s["Tag"].values.tolist())
self.in_grouped = self.data.groupby("Sentence #").apply(input_func)
self.out_grouped = self.data.groupby("Sentence #").apply(ouput_func)
self.input_sentences = [s for s in self.in_grouped]
self.output_targets = [s for s in self.out_grouped]
def get_next(self):
try:
i = self.in_grouped["Sentence: {}".format(self.n_sent)]
o = self.out_grouped["Sentence: {}".format(self.n_sent)]
self.n_sent += 1
return i,o
except:
return None
getter = SentenceGetter(data)
sent_input, out_put = getter.get_next()
sentences = getter.input_sentences
targets = getter.output_targets
print(len(sentences))
print(len(targets))
47959
47959
from keras.preprocessing.sequence import pad_sequences
y = [[tags2index[w] for w in s.split(' ')] for s in targets]
y = pad_sequences(maxlen=max_len, sequences=y, padding="post", value=tags2index["O"])
y[15]
array([13, 14, 14, 11, 6, 6, 6, 14, 14, 14, 14, 14, 15, 14, 14, 14, 14,
14, 14, 14, 14, 14, 14, 14, 14, 14, 14, 14, 14, 14, 14, 14, 14, 14,
14, 14, 14, 14, 14, 14, 14, 14, 14, 14, 14, 14, 14, 14, 14, 14],
dtype=int32)
from keras.preprocessing.text import Tokenizer
word_tokenizer = Tokenizer(num_words=10000)
# fit the tokenizer on the documents
word_tokenizer.fit_on_texts(sentences)
# summarize what was learned
print(word_tokenizer.word_counts)
print(word_tokenizer.document_count)
print(word_tokenizer.word_index)
print(word_tokenizer.word_docs)
# integer encode documents
encoded_docs = word_tokenizer.texts_to_sequences(sentences)
#print(encoded_docs)
OrderedDict([('thousands', 495), ('of', 26394), ('demonstrators', 132), ('have', 5487), ('marched', 65), ('through', 519), ('london', 280), ('to', 23322), ('protest', 238), ('the', 63916), ('war', 994), ('in', 28098), ('iraq', 1749), ('and', 20147), ('demand', 221), ('withdrawal', 154), ('british', 648), ('troops', 1202), ('from', 4557), ('that', 6437), ('country', 1948), ('iranian', 402), ('officials', 3390), ('say', 4178), ('they', 2397), ('expect', 66), ('get', 170), ('access', 127), ('sealed', 19), ('sensitive', 30), ('parts', 169), ('plant', 111), ('wednesday', 1258), ('after', 2740), ('an', 4236), ('iaea', 73), ('surveillance', 51), ('system', 267), ('begins', 51), ('functioning', 11), ('helicopter', 110), ('gunships', 18), ('saturday', 1152), ('pounded', 15), ('militant', 461), ('hideouts', 16), ('orakzai', 19), ('tribal', 170), ('region', 858), ('where', 658), ('many', 600), ('taliban', 288), ('militants', 1065), ('are', 3721), ('believed', 175), ('fled', 154), ('avoid', 82), ('earlier', 827), ('military', 2041), ('offensive', 154), ('nearby', 107), ('south', 1023), ('waziristan', 82), ('left', 352), ('a', 22785), ('tense', 17), ('hour', 129), ('long', 401), ('standoff', 31), ('with', 5448), ('riot', 46), ('police', 1868), ('u', 5472), ('n', 905), ('relief', 203), ('coordinator', 13), ('jan', 66), ('egeland', 14), ('said', 5331), ('sunday', 1215), ('s', 4563), ('indonesian', 114), ('australian', 121), ('helicopters', 69), ('ferrying', 2), ('out', 1093), ('food', 388), ('supplies', 163), ('remote', 99), ('areas', 309), ('western', 541), ('aceh', 56), ('province', 947), ('ground', 82), ('crews', 18), ('can', 511), ('not', 2710), ('reach', 124), ('mr', 3088), ('latest', 232), ('figures', 72), ('show', 222), ('1', 753), ('8', 264), ('million', 919), ('people', 2758), ('need', 147), ('assistance', 141), ('greatest', 19), ('indonesia', 221), ('sri', 144), ('lanka', 93), ('maldives', 6), ('india', 529), ('he', 4370), ('last', 1990), ('week', 1370), ("'s", 10923), 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47959
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'extended': 1850, 'omar': 1851, 'illegally': 1852, 'though': 1853, 'osama': 1854, 'decline': 1855, 'kingdom': 1856, 'autonomy': 1857, 'receive': 1858, 'revolutionary': 1859, 'maliki': 1860, 'events': 1861, 'nothing': 1862, 'environmental': 1863, 'tested': 1864, 'pkk': 1865, 'takes': 1866, 'humans': 1867, 'kenyan': 1868, 'indicted': 1869, 'problem': 1870, 'my': 1871, 'immigrants': 1872, 'croatia': 1873, 'rules': 1874, 'fully': 1875, 'maintain': 1876, 'played': 1877, 'suffering': 1878, 'ceasefire': 1879, 'boat': 1880, 'compound': 1881, 'fought': 1882, 'drugs': 1883, 'officially': 1884, 'polish': 1885, 'threatening': 1886, 'break': 1887, 'account': 1888, 'pushed': 1889, 'losses': 1890, 'farc': 1891, 'attempts': 1892, 'cancer': 1893, 'preparing': 1894, 'foreigners': 1895, 'revenue': 1896, 'challenges': 1897, 'boy': 1898, 'internal': 1899, 'believes': 1900, 'approve': 1901, 'longer': 1902, 'conduct': 1903, 'immigration': 1904, 'accuses': 1905, 'formal': 1906, 'ugandan': 1907, 'square': 1908, 'complete': 1909, 'causing': 1910, 'we': 1911, 'factions': 1912, 'questioned': 1913, 'unity': 1914, 'field': 1915, 'producer': 1916, 'restore': 1917, 'follows': 1918, 'film': 1919, 'producing': 1920, 'estimates': 1921, 'itself': 1922, 'wall': 1923, 'reportedly': 1924, 'strongly': 1925, 'talabani': 1926, 'defeated': 1927, 'sovereignty': 1928, 'delivery': 1929, 'uganda': 1930, 'accuse': 1931, 'showing': 1932, 'hotel': 1933, 'bloc': 1934, 'sweden': 1935, 'manufacturing': 1936, 'hassan': 1937, 'tons': 1938, 'pass': 1939, '1994': 1940, 'bolivia': 1941, 'delta': 1942, 'indicate': 1943, 'planes': 1944, 'words': 1945, 'either': 1946, 'difficult': 1947, 'heads': 1948, 'centers': 1949, 'negotiators': 1950, 'tibet': 1951, 'especially': 1952, '32': 1953, 'addition': 1954, 'hearing': 1955, 'determine': 1956, 'particularly': 1957, 'uk': 1958, 'going': 1959, 'tourists': 1960, 'extremists': 1961, 'forecasters': 1962, 'climate': 1963, 'appointed': 1964, 'chickens': 1965, '1990': 1966, 'drop': 1967, 'rwanda': 1968, 'neighborhood': 1969, 'prize': 1970, 'value': 1971, 'star': 1972, 'commercial': 1973, 'bid': 1974, 'pentagon': 1975, 'boycott': 1976, 'territories': 1977, 'jailed': 1978, 'raided': 1979, 'makes': 1980, '1989': 1981, 'defeat': 1982, 'stronghold': 1983, 'crashed': 1984, 'steps': 1985, 'nationals': 1986, 'below': 1987, 'fidel': 1988, 'cash': 1989, 'morocco': 1990, 'ransom': 1991, 'resumed': 1992, 'caught': 1993, 'rest': 1994, 'themselves': 1995, 'opec': 1996, 'serbian': 1997, 'unrest': 1998, 'double': 1999, 'chile': 2000, 'sectarian': 2001, 'promote': 2002, 'secure': 2003, 'impact': 2004, 'donors': 2005, 'headed': 2006, 'revenues': 2007, 'minutes': 2008, 'block': 2009, 'gain': 2010, 'snow': 2011, 'forward': 2012, 'expand': 2013, 'sold': 2014, 'postponed': 2015, 'initial': 2016, 'assets': 2017, 'intended': 2018, 'contract': 2019, 'temporarily': 2020, 'jean': 2021, 'aristide': 2022, 'failing': 2023, 'opposed': 2024, 'single': 2025, 'merkel': 2026, 'blood': 2027, 'newly': 2028, 'teams': 2029, 'struggle': 2030, 'ballots': 2031, 'towards': 2032, 'turn': 2033, 'runs': 2034, 'reduced': 2035, 'overnight': 2036, 'pleaded': 2037, 'granted': 2038, 'vienna': 2039, 'prophet': 2040, 'material': 2041, 'taxes': 2042, '45': 2043, 'certain': 2044, 'environment': 2045, 'lines': 2046, 'appears': 2047, 'canceled': 2048, 'serve': 2049, 'serbia': 2050, 'avian': 2051, 'returning': 2052, 'homeland': 2053, 'unknown': 2054, 'thought': 2055, 'package': 2056, 'collapse': 2057, 'follow': 2058, 'scandal': 2059, 'devastated': 2060, '700': 2061, 'favor': 2062, 'assault': 2063, 'wing': 2064, 'yanukovych': 2065, 'larger': 2066, 'legislative': 2067, 'game': 2068, 'houses': 2069, 'representative': 2070, 'bringing': 2071, 'command': 2072, 'cents': 2073, 'exile': 2074, 'shares': 2075, 'self': 2076, 'congressional': 2077, 'aceh': 2078, 'reporting': 2079, 'let': 2080, 'voice': 2081, 'investigate': 2082, 'violations': 2083, 'caribbean': 2084, 'finding': 2085, 'available': 2086, 'feb': 2087, 'danish': 2088, 'pre': 2089, 'recognize': 2090, 'debate': 2091, 'data': 2092, 'mohamed': 2093, 'expects': 2094, 'wars': 2095, 'moon': 2096, 'wave': 2097, 'england': 2098, 'means': 2099, 'adopted': 2100, 'withdrew': 2101, 'smuggling': 2102, 'appear': 2103, 'continent': 2104, 'delayed': 2105, 'marine': 2106, 'yukos': 2107, 'presidents': 2108, 'matter': 2109, 'output': 2110, 'credit': 2111, 'scored': 2112, 'roads': 2113, 'flight': 2114, 'anyone': 2115, 'monetary': 2116, 'attending': 2117, 'cell': 2118, 'bad': 2119, 'lion': 2120, 'attention': 2121, 'ambushed': 2122, 'increasingly': 2123, 'tibetan': 2124, 'mar': 2125, 'renewed': 2126, 'radical': 2127, 'differences': 2128, 'khartoum': 2129, 'removed': 2130, 'institutions': 2131, 'agents': 2132, 'attended': 2133, 'remained': 2134, 'speaker': 2135, 'repeated': 2136, 'recovered': 2137, 'strategy': 2138, 'reserves': 2139, 'award': 2140, 'stable': 2141, 'cooperate': 2142, 'miners': 2143, 'surgery': 2144, 'morales': 2145, 'oppose': 2146, 'nasa': 2147, 'villagers': 2148, 'resulted': 2149, 'challenge': 2150, 'torn': 2151, 'female': 2152, 'offering': 2153, 'camps': 2154, 'uprising': 2155, 'winning': 2156, 'improved': 2157, 'los': 2158, 'abuses': 2159, 'presented': 2160, 'capacity': 2161, 'receiving': 2162, 'drove': 2163, '34': 2164, 'brazilian': 2165, 'roman': 2166, 'briefly': 2167, 'donald': 2168, 'aziz': 2169, 'compared': 2170, 'zealand': 2171, 'sale': 2172, 'victim': 2173, 'settlers': 2174, 'banking': 2175, 'euro': 2176, 'vessel': 2177, 'above': 2178, 'sharing': 2179, 'organized': 2180, 'monitor': 2181, 'monitors': 2182, '1980s': 2183, 'evening': 2184, 'nomination': 2185, 'separatists': 2186, 'slightly': 2187, 'jazeera': 2188, 'kurds': 2189, 'contain': 2190, 'finished': 2191, 'ally': 2192, 'seriously': 2193, 'entire': 2194, 'responded': 2195, 'sell': 2196, 'prompted': 2197, 'deals': 2198, 'nobel': 2199, 'reason': 2200, 'eve': 2201, 'survived': 2202, 'admitted': 2203, 'moderate': 2204, 'wide': 2205, 'driven': 2206, 'christians': 2207, 'accusations': 2208, 'management': 2209, 'accusing': 2210, 'rafik': 2211, 'collapsed': 2212, 'observers': 2213, 'federation': 2214, 'georgian': 2215, 'extend': 2216, 'tiger': 2217, 'ehud': 2218, 'grew': 2219, 'story': 2220, 'deployment': 2221, 'blocked': 2222, 'kilometer': 2223, 'willing': 2224, 'visits': 2225, 'centuries': 2226, 'transport': 2227, 'angeles': 2228, 'traveled': 2229, 'firing': 2230, 'battling': 2231, 'outbreaks': 2232, 'various': 2233, 'deadliest': 2234, '1997': 2235, 'trafficking': 2236, 'surveillance': 2237, 'begins': 2238, 'initiative': 2239, 'different': 2240, 'fighter': 2241, 'defendants': 2242, 'earnings': 2243, 'deep': 2244, 'know': 2245, 'burned': 2246, 'treated': 2247, 'gathering': 2248, 'tourist': 2249, 'dozen': 2250, 'forcing': 2251, 'jakarta': 2252, 'northeast': 2253, 'fallujah': 2254, 'relatives': 2255, 'standards': 2256, 'summer': 2257, 'pontiff': 2258, 'falling': 2259, 'signs': 2260, 'struggling': 2261, 'kuwait': 2262, 'karachi': 2263, 'stressed': 2264, 'threw': 2265, 'establish': 2266, 'influence': 2267, 'word': 2268, 'patients': 2269, '800': 2270, 'revolution': 2271, 'grand': 2272, 'suspend': 2273, 'decide': 2274, 'policeman': 2275, 'ibrahim': 2276, '36': 2277, 'beat': 2278, 'jun': 2279, 'player': 2280, 'chance': 2281, 'protesting': 2282, 'developments': 2283, 'traditional': 2284, 'marked': 2285, 'schroeder': 2286, 'flying': 2287, 'conducting': 2288, 'proposals': 2289, 'havana': 2290, 'cast': 2291, 'bases': 2292, 'raising': 2293, 'magnitude': 2294, 'anbar': 2295, 'thai': 2296, 'singapore': 2297, 'straight': 2298, 'riots': 2299, 'bureau': 2300, 'materials': 2301, 'austria': 2302, 'pilgrims': 2303, 'clashed': 2304, 'prisoner': 2305, 'staged': 2306, 'ease': 2307, '55': 2308, 'searching': 2309, 'serving': 2310, 'soil': 2311, 'pulled': 2312, 'meant': 2313, 'escape': 2314, 'index': 2315, 'chirac': 2316, 'ice': 2317, 'effective': 2318, 'risen': 2319, 'switzerland': 2320, 'farmers': 2321, 'magazine': 2322, 'multi': 2323, 'sets': 2324, 'kidnappings': 2325, 'commitment': 2326, 'citing': 2327, 'transferred': 2328, 'question': 2329, 'lawmaker': 2330, 'stage': 2331, 'musab': 2332, "shi'ites": 2333, 'driving': 2334, 'singer': 2335, 'seeded': 2336, 'atlantic': 2337, 'malaysia': 2338, 'defend': 2339, 'phone': 2340, 'mccain': 2341, 'peter': 2342, 'grenade': 2343, 'marking': 2344, 'customs': 2345, 'controls': 2346, 'partner': 2347, 'pact': 2348, 'benefits': 2349, 'secretly': 2350, 'orders': 2351, 'shuttle': 2352, 'neighbors': 2353, 'rwandan': 2354, 'meter': 2355, 'retired': 2356, 'typhoon': 2357, 'shown': 2358, 'signing': 2359, 'reconciliation': 2360, 'starting': 2361, 'gates': 2362, 'asking': 2363, 'track': 2364, 'yemen': 2365, 'capture': 2366, 'lankan': 2367, 'stormed': 2368, 'jets': 2369, 'respond': 2370, 'jordanian': 2371, 'apr': 2372, 'muhammad': 2373, 'interests': 2374, 'airlines': 2375, 'strategic': 2376, 'allawi': 2377, 'done': 2378, 'gained': 2379, 'satellite': 2380, 'provides': 2381, 'congolese': 2382, 'kyrgyzstan': 2383, '75': 2384, 'tape': 2385, 'requested': 2386, 'drive': 2387, 'polling': 2388, 'rather': 2389, 'whom': 2390, 'systems': 2391, 'reserve': 2392, 'getting': 2393, 'prepared': 2394, 'why': 2395, 'sheikh': 2396, 'erdogan': 2397, 'insurance': 2398, 'riot': 2399, 'daughter': 2400, 'hiding': 2401, 'appealed': 2402, 'seoul': 2403, 'monarchy': 2404, 'economists': 2405, 'closely': 2406, 'jalal': 2407, 'memorial': 2408, '07': 2409, 'devastating': 2410, 'frequent': 2411, '1993': 2412, 'kazakhstan': 2413, 'afghans': 2414, 'disappeared': 2415, 'ghraib': 2416, 'citizen': 2417, 'insists': 2418, 'blame': 2419, 'luis': 2420, 'brown': 2421, 'cyprus': 2422, 'crossed': 2423, 'smaller': 2424, 'expansion': 2425, 'passing': 2426, 'philippine': 2427, '38': 2428, 'produced': 2429, 'split': 2430, 'cutting': 2431, 'homeless': 2432, 'swiss': 2433, 'cartoons': 2434, 'opportunity': 2435, 'amount': 2436, 'selling': 2437, 'plotting': 2438, 'mother': 2439, 'treasury': 2440, 'uribe': 2441, 'prisons': 2442, 'baluchistan': 2443, 'twice': 2444, 'corporation': 2445, 'stronger': 2446, 'pledge': 2447, 'our': 2448, 'noted': 2449, 'numerous': 2450, 'belarus': 2451, '250': 2452, 'commerce': 2453, 'philippines': 2454, 'swept': 2455, 'stalled': 2456, 'buried': 2457, 'players': 2458, 'james': 2459, 'allows': 2460, 'van': 2461, 'paper': 2462, 'confirm': 2463, 'royal': 2464, '19th': 2465, 'empire': 2466, 'active': 2467, 'industries': 2468, 'arafat': 2469, 'c': 2470, 'supported': 2471, 'guerrillas': 2472, 'assad': 2473, 'geneva': 2474, 'minute': 2475, 'offshore': 2476, 'improving': 2477, 'successful': 2478, 'basra': 2479, 'rangoon': 2480, 'coal': 2481, 'negotiator': 2482, 'english': 2483, 'holds': 2484, 'denmark': 2485, 'restive': 2486, 'coastal': 2487, 'payments': 2488, 'ambush': 2489, 'ask': 2490, 'reporter': 2491, 'fate': 2492, 'videotape': 2493, 'basic': 2494, 'got': 2495, 'colonel': 2496, 'numbers': 2497, 'marks': 2498, 'hospitals': 2499, 'heading': 2500, 'impose': 2501, 'acting': 2502, 'humanity': 2503, 'rodriguez': 2504, 'brief': 2505, 'hunger': 2506, 'shortages': 2507, 'website': 2508, 'faction': 2509, 'transfer': 2510, 'suggested': 2511, 'neither': 2512, 'passenger': 2513, 'samples': 2514, '120': 2515, 'defended': 2516, 'sarkozy': 2517, 'accepted': 2518, 'resign': 2519, 'spying': 2520, 'cargo': 2521, 'kept': 2522, 'runoff': 2523, 'distribution': 2524, 'traffic': 2525, 'alexander': 2526, 'powell': 2527, 'koizumi': 2528, 'primary': 2529, 'kathmandu': 2530, 'rome': 2531, 'lifted': 2532, 'closing': 2533, 'scores': 2534, 'temporary': 2535, 'grave': 2536, 'delivered': 2537, 'computer': 2538, 'chen': 2539, 'moves': 2540, 'lieutenant': 2541, 'setting': 2542, 'rebuild': 2543, 'acknowledged': 2544, 'commissioner': 2545, 'communications': 2546, 'nouri': 2547, 'brussels': 2548, 'embargo': 2549, 'proliferation': 2550, 'injury': 2551, 'fish': 2552, 'jintao': 2553, 'backing': 2554, 'heard': 2555, 'participate': 2556, 'incentives': 2557, 'discussions': 2558, 'mugabe': 2559, 'shell': 2560, 'works': 2561, 'mainland': 2562, 'quit': 2563, 'gazprom': 2564, 'becoming': 2565, 'required': 2566, 'determined': 2567, 'declining': 2568, 'advance': 2569, 'trapped': 2570, 'seconds': 2571, '64': 2572, 'arabs': 2573, 'recover': 2574, 'preval': 2575, 'inspectors': 2576, 'temperatures': 2577, 'southwest': 2578, 'closer': 2579, 'festival': 2580, 'probably': 2581, 'economies': 2582, 'language': 2583, 'jews': 2584, 'monitoring': 2585, 'sadr': 2586, 'agenda': 2587, 'overthrow': 2588, 'hosni': 2589, 'mortar': 2590, 'welcomed': 2591, 'leaves': 2592, 'disarm': 2593, 'shelter': 2594, 'pull': 2595, 'asylum': 2596, 'milosevic': 2597, 'judges': 2598, 'laboratory': 2599, 'identify': 2600, 'husband': 2601, 'weapon': 2602, 'external': 2603, 'delegates': 2604, 'senegal': 2605, 'rock': 2606, 'ramadi': 2607, 'brotherhood': 2608, 'farms': 2609, 'preliminary': 2610, 'gang': 2611, 'ranking': 2612, '65': 2613, 'poorest': 2614, 'easily': 2615, 'cited': 2616, 'supports': 2617, 'me': 2618, 'aide': 2619, 'society': 2620, 'socialist': 2621, 'possibility': 2622, 'grenades': 2623, 'suspension': 2624, 'trucks': 2625, 'speed': 2626, 'finland': 2627, 'competition': 2628, 'faced': 2629, 'broken': 2630, 'prayers': 2631, 'limit': 2632, 'costa': 2633, 'attempted': 2634, 'standing': 2635, 'sustained': 2636, 'rescued': 2637, 'statements': 2638, 'career': 2639, 'ayatollah': 2640, 'commanders': 2641, 'settlements': 2642, 'reactor': 2643, 'bordering': 2644, 'greece': 2645, 'discovery': 2646, 'highway': 2647, 'directly': 2648, 'hands': 2649, 'encourage': 2650, 'subway': 2651, 'lama': 2652, 'nairobi': 2653, 'aqsa': 2654, 'sports': 2655, 'lived': 2656, 'fresh': 2657, 'student': 2658, 'girls': 2659, 'newspapers': 2660, 'mobile': 2661, 'upper': 2662, 'device': 2663, 'telephone': 2664, 'organizers': 2665, 'bail': 2666, 'respect': 2667, 'die': 2668, 'referred': 2669, 'dependent': 2670, 'friends': 2671, 'transportation': 2672, 'seeing': 2673, 'artillery': 2674, 'fast': 2675, 'demonstration': 2676, 'look': 2677, 'prepare': 2678, 'route': 2679, 'sugar': 2680, 'herzegovina': 2681, 'advanced': 2682, 'speak': 2683, 'accidents': 2684, 'ahmad': 2685, 'astronauts': 2686, 'sponsored': 2687, 'personal': 2688, 'museum': 2689, 'politician': 2690, 'kurdistan': 2691, 'frequently': 2692, 'launching': 2693, 'playing': 2694, 'researchers': 2695, 'surrounding': 2696, 'extremist': 2697, '33': 2698, 'purposes': 2699, 'khodorkovsky': 2700, 'reasons': 2701, 'ankara': 2702, 'images': 2703, 'panama': 2704, 'politics': 2705, 'rescuers': 2706, 'nicaragua': 2707, 'strength': 2708, 'enemy': 2709, 'denounced': 2710, 'prevented': 2711, 'liberia': 2712, 'lukashenko': 2713, 'confirmation': 2714, 'manmohan': 2715, 'contracted': 2716, 'gives': 2717, 'pullout': 2718, 'factory': 2719, 'relatively': 2720, 'swat': 2721, 'mullah': 2722, 'teachers': 2723, 'rape': 2724, 'mines': 2725, '52': 2726, 'underground': 2727, 'jacques': 2728, '37': 2729, 'inmates': 2730, 'cold': 2731, 'negotiate': 2732, 'indicated': 2733, 'native': 2734, 'uzbekistan': 2735, 'practice': 2736, 'wild': 2737, 'reducing': 2738, 'reduction': 2739, 'changed': 2740, 'apparent': 2741, 'fears': 2742, 'replaced': 2743, 'drought': 2744, 'sharp': 2745, 'creation': 2746, 'kiev': 2747, 'plants': 2748, 'khatami': 2749, 'draw': 2750, 'subsidies': 2751, 'tv': 2752, 'sixth': 2753, 'eritrea': 2754, 'experienced': 2755, 'declaration': 2756, 'fallen': 2757, 'eventually': 2758, 'richard': 2759, 'focused': 2760, 'nominee': 2761, 'big': 2762, 'suspicion': 2763, 'records': 2764, 'initially': 2765, 'croatian': 2766, 'imported': 2767, 'overseas': 2768, 'grow': 2769, 'honor': 2770, 'regulations': 2771, 'vaccine': 2772, 'gunfire': 2773, 'landed': 2774, 'republicans': 2775, 'mali': 2776, 'remove': 2777, 'warming': 2778, 'causes': 2779, 'libya': 2780, 'kremlin': 2781, 'restored': 2782, 'afternoon': 2783, 'seventh': 2784, 'questioning': 2785, 'retirement': 2786, 'thirds': 2787, 'net': 2788, 'blow': 2789, 'celebrations': 2790, 'nor': 2791, 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2851, 'chilean': 2852, 'clerics': 2853, 'complaints': 2854, 'qatar': 2855, 'resolved': 2856, 'partnership': 2857, 'districts': 2858, 'raul': 2859, 'assistant': 2860, 'green': 2861, 'pursue': 2862, 'slogans': 2863, 'attacking': 2864, 'extradition': 2865, 'ability': 2866, 'charter': 2867, 'brigades': 2868, 'expanded': 2869, 'title': 2870, 'cover': 2871, 'executed': 2872, 'centered': 2873, 'dealing': 2874, 'celebrate': 2875, 'polio': 2876, 'televised': 2877, 'barred': 2878, 'hijacked': 2879, 'dick': 2880, 'prosecution': 2881, 'swedish': 2882, 'operated': 2883, 'wealth': 2884, 'location': 2885, 'contributed': 2886, 'gone': 2887, 'paramilitary': 2888, 'arriving': 2889, 'migrants': 2890, 'dalai': 2891, 'pandemic': 2892, 'movie': 2893, 'abandon': 2894, 'aired': 2895, 'channel': 2896, 'angola': 2897, 'william': 2898, 'jet': 2899, 'destroy': 2900, 'donor': 2901, 'duty': 2902, 'transition': 2903, 'surge': 2904, 'airstrikes': 2905, 'territorial': 2906, 'surrounded': 2907, 'allied': 2908, 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'relative': 3968, 'violated': 3969, 'vietnamese': 3970, 'museveni': 3971, 'landmark': 3972, 'evo': 3973, 'apart': 3974, 'colleagues': 3975, 'legislators': 3976, 'prayer': 3977, '78': 3978, 'reward': 3979, 'reid': 3980, 'elders': 3981, 'trees': 3982, 'sovereign': 3983, 'threatens': 3984, 'cultural': 3985, 'resulting': 3986, 'shan': 3987, 'passage': 3988, 'wage': 3989, 'severely': 3990, 'honduras': 3991, 'piracy': 3992, 'herald': 3993, 'watched': 3994, 'pick': 3995, 'license': 3996, 'cyclone': 3997, 'bangladeshi': 3998, 'burden': 3999, 'seeks': 4000, 'beef': 4001, 'marriage': 4002, 'owner': 4003, 'tension': 4004, 'monsoon': 4005, 'bolton': 4006, 'lahore': 4007, 'ancient': 4008, 'manila': 4009, 'cattle': 4010, 'jones': 4011, 'gonzales': 4012, 'behalf': 4013, 'awards': 4014, 'achieve': 4015, 'spot': 4016, 'smoking': 4017, 'benin': 4018, 'eighth': 4019, 'equal': 4020, 'wrongdoing': 4021, 'youths': 4022, 'restaurant': 4023, '11th': 4024, 'faith': 4025, 'rene': 4026, 'bian': 4027, 'travelers': 4028, 'sahara': 4029, 'islamists': 4030, 'dinner': 4031, 'diplomacy': 4032, 'carrier': 4033, 'version': 4034, 'classified': 4035, 'disperse': 4036, 'competing': 4037, 'zapatero': 4038, 'corp': 4039, 'commonwealth': 4040, 'brutal': 4041, '63': 4042, '1974': 4043, 'hemisphere': 4044, 'yasser': 4045, 'root': 4046, 'committing': 4047, 'solar': 4048, 'intends': 4049, 'rivers': 4050, 'advocates': 4051, 'upsurge': 4052, 'filled': 4053, 'consequences': 4054, 'blaming': 4055, '170': 4056, 'diyala': 4057, 'ninth': 4058, 'paktika': 4059, 'onto': 4060, 'absolute': 4061, 'starts': 4062, 'opponent': 4063, 'weakened': 4064, 'gadhafi': 4065, '77': 4066, 'feed': 4067, 'establishing': 4068, 'abusing': 4069, 'routes': 4070, 'addressing': 4071, 'practices': 4072, 'murders': 4073, 'tel': 4074, 'heroin': 4075, 'arroyo': 4076, 'offenses': 4077, 'cable': 4078, 'carbon': 4079, 'chadian': 4080, 'writing': 4081, 'condolences': 4082, 'fails': 4083, 'airspace': 4084, 'films': 4085, 'wreckage': 4086, 'felipe': 4087, 'doubt': 4088, 'conviction': 4089, 'amendments': 4090, 'balad': 4091, 'fact': 4092, 'propaganda': 4093, 'regularly': 4094, 'breaking': 4095, 'declare': 4096, 'hunter': 4097, 'counting': 4098, 'factories': 4099, 'damages': 4100, 'contingent': 4101, 'shwe': 4102, 'covering': 4103, 'battles': 4104, 'sydney': 4105, 'extradited': 4106, 'laundering': 4107, 'toppled': 4108, 'larijani': 4109, 'confiscated': 4110, 'outstanding': 4111, '72': 4112, 'possession': 4113, 'overcome': 4114, 'melbourne': 4115, 'mentioned': 4116, 'mean': 4117, 'mediators': 4118, 'particular': 4119, 'rating': 4120, 'karen': 4121, 'referring': 4122, 'greenspan': 4123, 'regulators': 4124, 'tribesmen': 4125, 'everyone': 4126, 'yemeni': 4127, 'acted': 4128, 'contracts': 4129, 'paraguay': 4130, 'conversion': 4131, 'dry': 4132, 'fueled': 4133, 'executives': 4134, 'interrogators': 4135, 'actress': 4136, 'thanksgiving': 4137, 'jumped': 4138, 'evacuation': 4139, 'professional': 4140, 'romanian': 4141, 'individual': 4142, 'retail': 4143, 'ford': 4144, 'aden': 4145, 'buying': 4146, 'assured': 4147, 'finish': 4148, 'abortion': 4149, 'lifting': 4150, '900': 4151, 'recommendations': 4152, 'engage': 4153, 'participants': 4154, 'ballot': 4155, 'healthy': 4156, 'diagnosed': 4157, 'understanding': 4158, 'offers': 4159, 'malaysian': 4160, 'prosperous': 4161, 'handled': 4162, 'awareness': 4163, 'ballistic': 4164, 'ossetia': 4165, 'pose': 4166, 'studies': 4167, 'specifically': 4168, 'championships': 4169, 'matches': 4170, 'coordinate': 4171, 'doping': 4172, 'restoring': 4173, 'seize': 4174, 'forecast': 4175, 'gather': 4176, 'wind': 4177, 'notorious': 4178, 'founding': 4179, 'peacefully': 4180, 'checkpoints': 4181, 'herat': 4182, 'worshippers': 4183, 'investigations': 4184, 'provisions': 4185, 'inter': 4186, 'crack': 4187, 'curfew': 4188, 'basque': 4189, 'granting': 4190, '1976': 4191, 'heat': 4192, 'album': 4193, 'establishment': 4194, 'shootings': 4195, 'davis': 4196, 'god': 4197, 'lands': 4198, 'letters': 4199, 'producers': 4200, 'hampered': 4201, 'beneath': 4202, 'sirleaf': 4203, 'kabila': 4204, 'ignored': 4205, 'dumped': 4206, 'fans': 4207, 'laureate': 4208, 'inacio': 4209, 'lula': 4210, 'reaction': 4211, 'dominant': 4212, 'renounce': 4213, 'petition': 4214, 'barrier': 4215, 'except': 4216, 'coffee': 4217, 'africans': 4218, 'organizing': 4219, 'essential': 4220, 'deteriorating': 4221, 'aviv': 4222, 'preparations': 4223, 'scotland': 4224, 'exist': 4225, 'abused': 4226, 'branch': 4227, 'properly': 4228, 'quick': 4229, 'dramatically': 4230, 'partial': 4231, 'slain': 4232, 'express': 4233, 'mourners': 4234, 'easing': 4235, 'ben': 4236, 'assassinated': 4237, 'appointment': 4238, 'calderon': 4239, 'virginia': 4240, 'transporting': 4241, 'defendant': 4242, 'asif': 4243, 'birthday': 4244, 'attached': 4245, 'dominican': 4246, 'participating': 4247, 'uses': 4248, 'influenza': 4249, 'note': 4250, 'bp': 4251, 'escalating': 4252, 'hailed': 4253, 'kuchma': 4254, 'suburb': 4255, 'v': 4256, 'trains': 4257, 'repair': 4258, 'archbishop': 4259, 'albanian': 4260, 'audience': 4261, 'register': 4262, 'appoint': 4263, 'anderson': 4264, 'patrols': 4265, 'provisional': 4266, 'users': 4267, 'challenged': 4268, 'extremism': 4269, 'communication': 4270, 'file': 4271, 'something': 4272, 'aware': 4273, 'owners': 4274, 'recalled': 4275, 'luxury': 4276, 'actually': 4277, 'estate': 4278, 'behavior': 4279, 'ducks': 4280, 'exposed': 4281, 'emirates': 4282, 'kidnap': 4283, 'culled': 4284, 'kevin': 4285, 'actor': 4286, 'ramirez': 4287, 'tunnels': 4288, 'admiral': 4289, 'dependence': 4290, 'zuma': 4291, '54': 4292, 'asean': 4293, 'dismantle': 4294, 'sealed': 4295, 'orakzai': 4296, 'greatest': 4297, 'mehlis': 4298, 'tiny': 4299, 'weight': 4300, 'listed': 4301, 'stake': 4302, 'alan': 4303, 'permit': 4304, 'prove': 4305, 'evacuate': 4306, 'recognizes': 4307, 'locations': 4308, 'stones': 4309, 'ratified': 4310, 'smugglers': 4311, 'losing': 4312, 'searched': 4313, 'lake': 4314, 'fort': 4315, 'expire': 4316, 'requests': 4317, 'shui': 4318, 'imposing': 4319, 'samarra': 4320, 'enrich': 4321, 'nationalities': 4322, 'implementation': 4323, 'fewer': 4324, 'purchased': 4325, 'dujail': 4326, 'tear': 4327, 'crop': 4328, 'shore': 4329, 'electric': 4330, 'murdered': 4331, 'interference': 4332, 'wilma': 4333, 'ravaged': 4334, 'challenger': 4335, 'delaying': 4336, 'moqtada': 4337, 'treating': 4338, 'herself': 4339, 'procedures': 4340, 'kyrgyz': 4341, 'objections': 4342, 'negotiating': 4343, 'midnight': 4344, 'chanted': 4345, 'check': 4346, 'luiz': 4347, 'convention': 4348, 'baidoa': 4349, 'somalis': 4350, 'steady': 4351, 'deposits': 4352, 'w': 4353, 'laurent': 4354, 'francisco': 4355, 'decree': 4356, 'conflicting': 4357, 'expressing': 4358, 'shadow': 4359, 'slaughtered': 4360, 'famine': 4361, 'inventories': 4362, 'weaken': 4363, 'publication': 4364, 'category': 4365, 'platform': 4366, 'businessmen': 4367, 'expelled': 4368, 'academy': 4369, 'inspector': 4370, 'frank': 4371, 'stepping': 4372, '1962': 4373, 'slovenia': 4374, '15th': 4375, 'firefight': 4376, 'implicated': 4377, 'rio': 4378, 'electrical': 4379, 'deliveries': 4380, 'assess': 4381, 'hindu': 4382, 'smoke': 4383, 'infections': 4384, '60th': 4385, 'prepares': 4386, 'logistical': 4387, 'ranging': 4388, 'sexually': 4389, 'drivers': 4390, 'mil': 4391, 'arcega': 4392, 'annexed': 4393, 'ranks': 4394, 'solid': 4395, 'waste': 4396, 'risks': 4397, 'scheffer': 4398, 'burns': 4399, 'houston': 4400, 'requirements': 4401, 'bangkok': 4402, 'privately': 4403, 'correa': 4404, 'footage': 4405, 'beaten': 4406, 'interfax': 4407, 'warsaw': 4408, '84': 4409, 'interviews': 4410, 'villepin': 4411, 'atlanta': 4412, 'wealthy': 4413, 'bloomberg': 4414, 'hike': 4415, 'surveyed': 4416, 'dressed': 4417, '81': 4418, 'yousuf': 4419, 'equality': 4420, 'kilograms': 4421, 'resumption': 4422, 'predominantly': 4423, 'promising': 4424, 'sister': 4425, 'beach': 4426, 'marburg': 4427, 'jim': 4428, 'secession': 4429, 'priest': 4430, 'incursion': 4431, 'finals': 4432, 'recording': 4433, 'reunification': 4434, 'cache': 4435, 'gedi': 4436, 'chiefs': 4437, 'protocol': 4438, 'whales': 4439, 'reopen': 4440, 'carriles': 4441, 'amounts': 4442, 'hare': 4443, 'guangdong': 4444, 'undersecretary': 4445, 'stationed': 4446, 'appealing': 4447, 'disrupting': 4448, 'gradually': 4449, 'verdict': 4450, 'apartheid': 4451, 'produces': 4452, 'negroponte': 4453, 'liberal': 4454, 'boom': 4455, 'gunships': 4456, 'crews': 4457, 'condemning': 4458, 'geological': 4459, 'earthquakes': 4460, 'deemed': 4461, 'simply': 4462, 'bolster': 4463, 'overthrew': 4464, 'approached': 4465, 'fraudulent': 4466, 'bans': 4467, 'chose': 4468, 'unanimously': 4469, 'rammed': 4470, 'ioc': 4471, 'implementing': 4472, 'quota': 4473, 'permits': 4474, '61': 4475, '1973': 4476, 'lord': 4477, 'software': 4478, 'diversify': 4479, 'page': 4480, 'restricted': 4481, 'rioting': 4482, 'la': 4483, 'ownership': 4484, 'depend': 4485, 'structural': 4486, 'quiet': 4487, 'recovering': 4488, 'cambodian': 4489, 'dedicated': 4490, 'bernard': 4491, 'manouchehr': 4492, 'thanks': 4493, 'mediate': 4494, 'lacks': 4495, 'windows': 4496, 'akayev': 4497, 'sierra': 4498, 'leone': 4499, 'stamp': 4500, 'contacts': 4501, 'biden': 4502, 'accompanied': 4503, 'sabotage': 4504, 'posed': 4505, 'happy': 4506, 'throwing': 4507, 'circumstances': 4508, 'kaczynski': 4509, 'inc': 4510, '10th': 4511, 'adequate': 4512, '1986': 4513, 'trips': 4514, 'sons': 4515, 'refining': 4516, 'amman': 4517, 'rocks': 4518, 'irna': 4519, 'greenhouse': 4520, 'judiciary': 4521, 'lab': 4522, 'celebration': 4523, 'controversy': 4524, 'khaled': 4525, 'shaukat': 4526, 'accidentally': 4527, 'degrees': 4528, 'suspending': 4529, 'efficient': 4530, 'khyber': 4531, 'difficulties': 4532, 'stephen': 4533, 'yesterday': 4534, 'pension': 4535, 'bit': 4536, 'predict': 4537, 'li': 4538, 'apologized': 4539, 'drafting': 4540, 'populated': 4541, 'welfare': 4542, 'brothers': 4543, 'nominees': 4544, 'blown': 4545, 'hosted': 4546, 'routine': 4547, 'else': 4548, 'resuming': 4549, 'suit': 4550, '1980': 4551, 'firefighters': 4552, 'surplus': 4553, 'rafael': 4554, 'gul': 4555, 'predecessor': 4556, 'proof': 4557, 'adviser': 4558, 'paramilitaries': 4559, 'pushing': 4560, 'eat': 4561, 'administered': 4562, 'cancel': 4563, 'stolen': 4564, 'entrance': 4565, 'steel': 4566, 'gilani': 4567, 'eliminate': 4568, 'substantially': 4569, 'mutharika': 4570, 'sport': 4571, 'hanoi': 4572, 'awaiting': 4573, 'enacted': 4574, 'karadzic': 4575, 'traditionally': 4576, 'bob': 4577, 'expert': 4578, 'monthly': 4579, 'lasted': 4580, 'card': 4581, 'pending': 4582, 'oman': 4583, 'answer': 4584, 'shield': 4585, 'posada': 4586, 'frozen': 4587, 'intentions': 4588, 'zambia': 4589, 'reaffirmed': 4590, 'spin': 4591, 'enjoy': 4592, 'younger': 4593, 'g8': 4594, 'gaining': 4595, 'bengal': 4596, '1975': 4597, 'lethal': 4598, 'scandals': 4599, 'fishermen': 4600, 'mccormack': 4601, 'trillion': 4602, 'true': 4603, 'veterinary': 4604, 'dismiss': 4605, 'intercepted': 4606, 'macau': 4607, 'apec': 4608, 'apply': 4609, 'tense': 4610, 'spacecraft': 4611, 'mwai': 4612, 'detailed': 4613, 'rulers': 4614, 'factor': 4615, 'jill': 4616, 'cooperating': 4617, 'grants': 4618, 'pieces': 4619, 'haven': 4620, 'direction': 4621, 'battled': 4622, 'indication': 4623, 'manufactured': 4624, 'councils': 4625, 'duma': 4626, 'spotted': 4627, 'gesture': 4628, 'carol': 4629, 'landfall': 4630, 'learned': 4631, 'connected': 4632, 'effectively': 4633, 'transmission': 4634, 'imam': 4635, 'reopened': 4636, 'sisco': 4637, 'dissident': 4638, 'shells': 4639, 'destabilize': 4640, 'narrowly': 4641, 'interpreter': 4642, 'auction': 4643, 'maintains': 4644, 'gotovina': 4645, '1960s': 4646, 'slaves': 4647, 'rely': 4648, 'describes': 4649, 'online': 4650, 'freedoms': 4651, 'depression': 4652, 'intervention': 4653, 'exhibition': 4654, 'interfering': 4655, 'display': 4656, 'confrontation': 4657, 'rifles': 4658, 'shoot': 4659, 'bogota': 4660, 'bethlehem': 4661, 'treason': 4662, 'catholics': 4663, 'love': 4664, 'kuwaiti': 4665, 'younis': 4666, 'deficits': 4667, 'attracting': 4668, 'transparency': 4669, 'candidacy': 4670, 'ton': 4671, 'consideration': 4672, 'worries': 4673, 'represented': 4674, 'drilling': 4675, 'cameroon': 4676, 'verified': 4677, 'arm': 4678, 'decreased': 4679, 'publishing': 4680, '110': 4681, 'jersey': 4682, 'submit': 4683, 'nationality': 4684, '62': 4685, 'chemicals': 4686, 'arresting': 4687, 'optimistic': 4688, 'tore': 4689, 'proper': 4690, 'consumption': 4691, 'andrew': 4692, 'mitchell': 4693, 'wen': 4694, 'downtown': 4695, 'coca': 4696, 'spark': 4697, 'progressive': 4698, 'donated': 4699, 'tobacco': 4700, '350': 4701, 'capabilities': 4702, 'employed': 4703, 'abuja': 4704, 'eye': 4705, 'myanmar': 4706, 'fixed': 4707, 'alleging': 4708, 'stops': 4709, '1987': 4710, 'product': 4711, 'johannesburg': 4712, 'gabon': 4713, 'unlikely': 4714, 'copper': 4715, 'jeddah': 4716, 'hoop': 4717, 'sense': 4718, 'celebrating': 4719, 'basketball': 4720, 'steadily': 4721, 'airbus': 4722, 'cope': 4723, 'outrage': 4724, 'margaret': 4725, 'takeover': 4726, 'unilateral': 4727, 'dominique': 4728, 'bodyguard': 4729, 'khin': 4730, 'lady': 4731, 'kenyans': 4732, 'revised': 4733, 'unfair': 4734, 'flags': 4735, 'eliminated': 4736, 'adam': 4737, 'championship': 4738, 'germans': 4739, 'eritrean': 4740, 'stricken': 4741, 'wildlife': 4742, 'releasing': 4743, 'santiago': 4744, 'massachusetts': 4745, 'observe': 4746, 'mutate': 4747, 'akbar': 4748, 'riyadh': 4749, 'guidelines': 4750, 'xvi': 4751, 'puts': 4752, 'venture': 4753, 'priests': 4754, 'forms': 4755, 'strongholds': 4756, 'lawsuits': 4757, 'miller': 4758, 'roddick': 4759, 'succession': 4760, 'derail': 4761, 'kyoto': 4762, 'notice': 4763, 'fees': 4764, 'flash': 4765, 'bakiyev': 4766, 'eggs': 4767, 'tung': 4768, 'iowa': 4769, 'hideouts': 4770, 'investigator': 4771, 'washed': 4772, 'mention': 4773, 'musician': 4774, 'abductors': 4775, 'pradesh': 4776, 'invest': 4777, 'monitored': 4778, 'ambitious': 4779, 'mails': 4780, 'diamond': 4781, 'factional': 4782, 'integrity': 4783, 'chain': 4784, 'commodities': 4785, 'stages': 4786, 'aging': 4787, 'kamal': 4788, 'veteran': 4789, 'monks': 4790, 'tibetans': 4791, 'diabetes': 4792, 'pearson': 4793, 'balkan': 4794, '04': 4795, 'sweep': 4796, 'treat': 4797, 'coach': 4798, 'existence': 4799, 'bar': 4800, 'jericho': 4801, '83': 4802, '82': 4803, 'descent': 4804, 'tajikistan': 4805, 'hair': 4806, 'cites': 4807, 'commitments': 4808, 'obtain': 4809, 'columbus': 4810, 'marxist': 4811, 'persons': 4812, 'extreme': 4813, 'employs': 4814, 'examine': 4815, 'yusuf': 4816, 'minorities': 4817, 'consists': 4818, 'ashore': 4819, '69': 4820, 'engineer': 4821, 'burkina': 4822, 'faso': 4823, 'contaminated': 4824, 'phones': 4825, 'ordering': 4826, 'exact': 4827, 'poisoned': 4828, 'settle': 4829, 'sharm': 4830, 'crush': 4831, 'reading': 4832, 'estonia': 4833, 'characterized': 4834, 'addis': 4835, 'explain': 4836, 'commit': 4837, 'retain': 4838, 'postpone': 4839, 'adults': 4840, 'plus': 4841, 'simon': 4842, 'federalism': 4843, '275': 4844, 'overseeing': 4845, 'albanians': 4846, 'pray': 4847, 'lot': 4848, 'saharan': 4849, 'mbeki': 4850, 'eln': 4851, 'bitter': 4852, 'struggled': 4853, 'afar': 4854, 'pulling': 4855, 'professionals': 4856, 'emile': 4857, 'bernanke': 4858, 'asefi': 4859, 'horn': 4860, 'complaint': 4861, 'features': 4862, 'h': 4863, 'turks': 4864, 'ceded': 4865, 'ottoman': 4866, 'contested': 4867, 'mouth': 4868, 'quell': 4869, 'javier': 4870, 'barre': 4871, 'prevention': 4872, 'incoming': 4873, 'elements': 4874, 'exit': 4875, 'encountered': 4876, 'purpose': 4877, 'remnants': 4878, 'smuggled': 4879, 'abductions': 4880, 'tents': 4881, 'najaf': 4882, 'republics': 4883, 'westerners': 4884, 'destination': 4885, 'volcano': 4886, 'rebounded': 4887, 'operational': 4888, 'attract': 4889, 'belgian': 4890, 'financing': 4891, 'tutsis': 4892, 'rangel': 4893, 'locked': 4894, 'rightist': 4895, 'epidemic': 4896, 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5943, 'arguing': 5944, 'walk': 5945, 'nose': 5946, '1948': 5947, 'hollywood': 5948, 'suggest': 5949, 'seekers': 5950, 'briefing': 5951, 'assaults': 5952, 'ushered': 5953, 'antarctica': 5954, 'interpol': 5955, 'zelaya': 5956, 'impeachment': 5957, 'dera': 5958, 'contribution': 5959, 'nationalize': 5960, 'saleh': 5961, 'easter': 5962, 'audiences': 5963, 'goss': 5964, 'commemorate': 5965, 'chertoff': 5966, 'procession': 5967, 'khalilzad': 5968, 'talat': 5969, 'anwar': 5970, 'currencies': 5971, 'managers': 5972, 'ferry': 5973, 'happen': 5974, 'gay': 5975, 'defected': 5976, 'functioning': 5977, 'detlev': 5978, 'bridges': 5979, 'songs': 5980, 'francois': 5981, 'tackle': 5982, 'upgrade': 5983, 'speakers': 5984, 'tightened': 5985, '96': 5986, '750': 5987, 'vaccines': 5988, 'glass': 5989, 'observer': 5990, 'audit': 5991, 'permanently': 5992, 'regards': 5993, 'proceed': 5994, 'globe': 5995, 'gunbattles': 5996, 'serves': 5997, 'capability': 5998, 'inflows': 5999, 'sentiment': 6000, 'corporate': 6001, 'kharrazi': 6002, 'employers': 6003, 'hired': 6004, 'inaugurated': 6005, 'batons': 6006, 'choosing': 6007, 'factors': 6008, 'affects': 6009, 'clark': 6010, 'roed': 6011, 'larsen': 6012, 'master': 6013, 'guarantee': 6014, 'obligations': 6015, '104': 6016, 'colorado': 6017, 'kony': 6018, 'reversed': 6019, 'fm': 6020, 'arsenal': 6021, 'yuri': 6022, 'emerge': 6023, 'gross': 6024, 'scottish': 6025, 'latter': 6026, 'inhabited': 6027, 'attained': 6028, 'ivan': 6029, 'sailing': 6030, 'manner': 6031, 'sends': 6032, 'utc': 6033, 'programming': 6034, 'dignitaries': 6035, 'discipline': 6036, 'denouncing': 6037, 'gifts': 6038, 'imperial': 6039, 'writer': 6040, 'eyes': 6041, 'heights': 6042, 'nervous': 6043, 'midst': 6044, 'interviewed': 6045, 'stamps': 6046, 'dirty': 6047, 'improvised': 6048, 'approving': 6049, 'complain': 6050, 'dismantled': 6051, 'executions': 6052, 'andijan': 6053, 'restraint': 6054, 'evil': 6055, 'moammar': 6056, 'safely': 6057, 'mob': 6058, 'detect': 6059, 'defenses': 6060, 'restricting': 6061, 'fortified': 6062, 'strapped': 6063, 'pursued': 6064, 'replacing': 6065, 'explanation': 6066, 'completion': 6067, 'exploiting': 6068, 'livelihood': 6069, 'mismanagement': 6070, 'character': 6071, 'scrutiny': 6072, 'slavery': 6073, 'curtail': 6074, 'patrick': 6075, 'identification': 6076, 'cards': 6077, 'shipment': 6078, 'runway': 6079, '115': 6080, 'supplier': 6081, 'acknowledge': 6082, 'notified': 6083, 'dates': 6084, 'efficiency': 6085, 'knee': 6086, 'occupying': 6087, 'pardoned': 6088, 'pardons': 6089, 'fao': 6090, 'reiterated': 6091, 'length': 6092, 'box': 6093, 'deliberately': 6094, 'taxi': 6095, 'milan': 6096, 'basilica': 6097, 'insulting': 6098, 'suggestions': 6099, 'oversight': 6100, 'festivities': 6101, 'medalist': 6102, 'irresponsible': 6103, 'eyadema': 6104, 'chronic': 6105, 'cleaning': 6106, 'enjoys': 6107, 'revenge': 6108, 'spur': 6109, 'musicians': 6110, 'ecuadorean': 6111, 'saeb': 6112, 'erekat': 6113, 'amend': 6114, 'turnout': 6115, 'theft': 6116, 'learning': 6117, 'slum': 6118, 'radios': 6119, 'regret': 6120, 'densely': 6121, 'disappointed': 6122, 'sandra': 6123, 'moo': 6124, 'hyun': 6125, 'automaker': 6126, 'competitive': 6127, 'bullet': 6128, 'shipped': 6129, 'confederation': 6130, 'entities': 6131, 'ultimately': 6132, 'warring': 6133, 'nikkei': 6134, 'hang': 6135, 'indexes': 6136, 'breakthrough': 6137, 'rush': 6138, 'hurting': 6139, 'passport': 6140, 'cote': 6141, 'accession': 6142, 'polisario': 6143, 'prayed': 6144, 'holidays': 6145, 'drops': 6146, 'endured': 6147, 'havens': 6148, 'tolerance': 6149, 'maria': 6150, 'text': 6151, 'expulsion': 6152, 'fix': 6153, 'photo': 6154, 'hakim': 6155, 'seizing': 6156, 'regain': 6157, 'somewhat': 6158, 'filmmaker': 6159, 'viewers': 6160, 'credentials': 6161, 'arrives': 6162, 'emancipation': 6163, 'banny': 6164, 'legislator': 6165, '92': 6166, 'intensive': 6167, 'feeling': 6168, 'dual': 6169, 'hayden': 6170, 'experiencing': 6171, 'ratings': 6172, 'favorable': 6173, 'pressured': 6174, 'nyunt': 6175, 'rainfall': 6176, 'canary': 6177, 'resorts': 6178, 'kostelic': 6179, 'fairly': 6180, 'confirms': 6181, 'retaliated': 6182, 'usa': 6183, 'chairs': 6184, 'soft': 6185, 'kids': 6186, 'shouting': 6187, 'beheaded': 6188, 'arbitration': 6189, 'teen': 6190, 'correct': 6191, 'panamanian': 6192, 'ansar': 6193, 'restoration': 6194, 'fernandez': 6195, 'pharmaceutical': 6196, 'betancourt': 6197, 'nearing': 6198, '148': 6199, 'yard': 6200, 'armenians': 6201, 'bystanders': 6202, 'handful': 6203, 'midwestern': 6204, 'meaning': 6205, 'jails': 6206, 'argument': 6207, 'sarajevo': 6208, 'ratko': 6209, 'timing': 6210, 'knew': 6211, 'clarke': 6212, 'conservatives': 6213, 'countryside': 6214, 'indebted': 6215, 'belonged': 6216, 'inciting': 6217, 'becomes': 6218, 'haditha': 6219, 'cat': 6220, '14th': 6221, 'madonna': 6222, 'committees': 6223, 'studio': 6224, 'ap': 6225, 'sanctuary': 6226, 'twenty': 6227, 'medina': 6228, 'resistant': 6229, 'oklahoma': 6230, 'translator': 6231, 'liter': 6232, '135': 6233, 'transfers': 6234, 'adoption': 6235, 'christianity': 6236, 'lashed': 6237, 'populous': 6238, 'mud': 6239, 'highlight': 6240, 'completing': 6241, 'diverse': 6242, 'bounty': 6243, 'appearing': 6244, 'priorities': 6245, 'swaziland': 6246, 'lindsay': 6247, 'prolonged': 6248, 'neighborhoods': 6249, 'voluntarily': 6250, 'respondents': 6251, 'undercover': 6252, 'patriot': 6253, 'justified': 6254, 'widow': 6255, 'inhabitants': 6256, 'marches': 6257, 'repeal': 6258, 'interested': 6259, 'banners': 6260, 'kivu': 6261, 'disbanded': 6262, 'loved': 6263, 'perez': 6264, 'socialism': 6265, 'separating': 6266, 'prosperity': 6267, 'tickets': 6268, 'airplanes': 6269, 'minerals': 6270, 'quarterfinals': 6271, 'select': 6272, 'qala': 6273, 'nuristan': 6274, 'elephants': 6275, 'teach': 6276, 'torrential': 6277, 'abramoff': 6278, 'resurgent': 6279, 'mqm': 6280, 'ashura': 6281, 'poison': 6282, 'madoff': 6283, 'benzene': 6284, 'qualified': 6285, 'deter': 6286, 'praise': 6287, 'enterprises': 6288, 'zero': 6289, 'downward': 6290, 'wishing': 6291, 'virtually': 6292, 'undisclosed': 6293, 'chevron': 6294, 'enhance': 6295, 'spector': 6296, 'ereli': 6297, 'capitol': 6298, 'zidane': 6299, 'haradinaj': 6300, 'saud': 6301, 'barzani': 6302, 'iceland': 6303, 'hole': 6304, 'allen': 6305, '09': 6306, 'perform': 6307, 'bottles': 6308, 'concentrated': 6309, 'whereabouts': 6310, 'jungle': 6311, 'predicts': 6312, 'precautions': 6313, 'dramatic': 6314, 'witnessed': 6315, 'exported': 6316, 'transformed': 6317, 'bloodless': 6318, 'forestry': 6319, 'arranged': 6320, 'authoritarian': 6321, 'locally': 6322, 'acute': 6323, 'respiratory': 6324, 'misuse': 6325, 'doha': 6326, 'determination': 6327, 'rampage': 6328, 'haitians': 6329, 'tribute': 6330, 'highlighting': 6331, 'poses': 6332, 'accepting': 6333, 'degree': 6334, 'agrees': 6335, 'postal': 6336, 'jalalabad': 6337, 'intervened': 6338, 'forged': 6339, 'manufacturer': 6340, 'flat': 6341, 'resisted': 6342, 'sustainable': 6343, 'ponte': 6344, 'suriname': 6345, 'striking': 6346, 'artists': 6347, 'technologies': 6348, 'authorize': 6349, 'censorship': 6350, 'khmer': 6351, 'outright': 6352, 'cayman': 6353, 'shape': 6354, '21st': 6355, 'rahim': 6356, 'greetings': 6357, 'engaging': 6358, 'toured': 6359, 'pilots': 6360, 'suppliers': 6361, 'michel': 6362, 'batch': 6363, 'deputies': 6364, 'substance': 6365, 'michelle': 6366, 'outdoor': 6367, 'pennsylvania': 6368, 'zenawi': 6369, 'dated': 6370, 'repressive': 6371, 'extent': 6372, 'gustav': 6373, 'liquid': 6374, 'announcing': 6375, 'oslo': 6376, '1968': 6377, 'transported': 6378, 'quantities': 6379, 'priced': 6380, 'battery': 6381, 'incomes': 6382, 'rough': 6383, 'cancellation': 6384, 'observances': 6385, '1977': 6386, 'indiana': 6387, 'locals': 6388, 'unfairly': 6389, 'chocolate': 6390, 'originated': 6391, 'tent': 6392, 'shaken': 6393, 'interfere': 6394, 'dark': 6395, 'convince': 6396, '103': 6397, 'jemaah': 6398, 'counsel': 6399, 'weakening': 6400, 'mcdonald': 6401, 'shattered': 6402, 'brand': 6403, 'parchin': 6404, 'torsello': 6405, 'downer': 6406, 'shaped': 6407, 'fatality': 6408, 'repairs': 6409, 'stockholm': 6410, '1971': 6411, 'faure': 6412, '125': 6413, 'assisted': 6414, 'contentious': 6415, 'excellent': 6416, 'airplane': 6417, 'globalization': 6418, 'providencia': 6419, 'inappropriate': 6420, 'measured': 6421, '225': 6422, 'hijacking': 6423, 'retiring': 6424, 'really': 6425, 'ticket': 6426, 'crawford': 6427, 'stampede': 6428, 'mastrogiacomo': 6429, 'mediation': 6430, 'diarrhea': 6431, 'ministerial': 6432, 'salary': 6433, 'nuevo': 6434, '123': 6435, 'indefinitely': 6436, 'deploying': 6437, 'stories': 6438, 'mashaal': 6439, 'richards': 6440, 'walking': 6441, 'makers': 6442, 'pressed': 6443, 'yellow': 6444, 'mdc': 6445, 'blowing': 6446, 'continental': 6447, 'collision': 6448, 'punjab': 6449, 'containers': 6450, 'unusual': 6451, 'russians': 6452, 'madagascar': 6453, 'transferring': 6454, 'responsibilities': 6455, 'yao': 6456, 'nba': 6457, 'telescope': 6458, 'celebrates': 6459, 'carnival': 6460, 'parades': 6461, '330': 6462, '2014': 6463, 'documentary': 6464, 'classic': 6465, 'transactions': 6466, 'swap': 6467, 'granma': 6468, 'bajaur': 6469, 'harcourt': 6470, 'alonso': 6471, 'steinmeier': 6472, 'robbery': 6473, 'physician': 6474, 'describing': 6475, 'slashed': 6476, 'tunisia': 6477, 'conversations': 6478, 'coastline': 6479, 'declaring': 6480, '119': 6481, 'perceived': 6482, 'manufacture': 6483, 'freeing': 6484, 'gets': 6485, 'servicing': 6486, 'harassment': 6487, 'disclose': 6488, 'deteriorated': 6489, 'bared': 6490, 'akhtar': 6491, 'zhang': 6492, 'skating': 6493, 'zimbabwean': 6494, 'poisoning': 6495, 'harare': 6496, 'syed': 6497, 'modest': 6498, 'maneuvers': 6499, 'securing': 6500, 'lending': 6501, 'clues': 6502, 'captors': 6503, 'ministries': 6504, 'cousin': 6505, 'reconsider': 6506, 'random': 6507, 'merck': 6508, 'luanda': 6509, 'sight': 6510, 'anywhere': 6511, 'cantoni': 6512, '650': 6513, 'nephew': 6514, 'uncertainty': 6515, 'honored': 6516, 'armor': 6517, 'cigarettes': 6518, 'scrap': 6519, 'impasse': 6520, 'unresolved': 6521, 'cruel': 6522, 'filing': 6523, 'signal': 6524, 'warships': 6525, 'insufficient': 6526, 'bermuda': 6527, 'savings': 6528, 'asleep': 6529, 'raises': 6530, 'manage': 6531, 'raped': 6532, 'compensate': 6533, 'narcotics': 6534, 'harvest': 6535, 'slated': 6536, 'renegade': 6537, 'understand': 6538, 'exhausted': 6539, 'democracies': 6540, 'retreat': 6541, 'peacekeeper': 6542, 'verify': 6543, 'migrant': 6544, 'captives': 6545, 'maskhadov': 6546, 'collecting': 6547, 'ultra': 6548, '89': 6549, 'household': 6550, 'exceed': 6551, 'checked': 6552, 'wells': 6553, 'pearl': 6554, 'renewable': 6555, 'detonate': 6556, 'absentia': 6557, 'euphrates': 6558, 'desperate': 6559, 'spots': 6560, 'assisting': 6561, 'fee': 6562, 'mainstream': 6563, 'roll': 6564, 'publish': 6565, 'confidential': 6566, 'moral': 6567, 'balkans': 6568, 'memo': 6569, 'deadlocked': 6570, 'difficulty': 6571, 'defied': 6572, 'grounded': 6573, 'examined': 6574, 'toyota': 6575, 'zoo': 6576, 'panda': 6577, 'lie': 6578, 'distributed': 6579, 'cook': 6580, 'columbia': 6581, 'watching': 6582, 'mohmand': 6583, 'perpetrators': 6584, 'youngest': 6585, 'algiers': 6586, 'courage': 6587, 'lights': 6588, 'motor': 6589, 'distant': 6590, 'taught': 6591, 'techniques': 6592, 'guarded': 6593, 'quito': 6594, 'alternate': 6595, '98': 6596, 'barcelona': 6597, 'pattani': 6598, 'yala': 6599, 'gaming': 6600, 'nicaraguan': 6601, 'undermining': 6602, 'roles': 6603, 'bhutan': 6604, 'tiananmen': 6605, 'keeps': 6606, 'stan': 6607, 'entertainment': 6608, 'mounted': 6609, 'accidental': 6610, 'households': 6611, 'guangzhou': 6612, 'openly': 6613, 'jul': 6614, 'heritage': 6615, 'author': 6616, 'stream': 6617, 'reacted': 6618, 'mad': 6619, 'settler': 6620, 'disgraced': 6621, 'harper': 6622, 'rican': 6623, 'transparent': 6624, 'yuan': 6625, 'ruins': 6626, 'bidding': 6627, 'harbin': 6628, 'advisory': 6629, 'involve': 6630, 'anc': 6631, 'oxfam': 6632, 'beta': 6633, 'paulo': 6634, 'ma': 6635, 'hawk': 6636, 'livni': 6637, 'projected': 6638, 'macedonian': 6639, 'tortoise': 6640, 'cafta': 6641, 'locate': 6642, 'nationalization': 6643, 'hate': 6644, 'liu': 6645, 'booming': 6646, 'carefully': 6647, 'hakimi': 6648, 'sony': 6649, 'wolfowitz': 6650, 'mistreatment': 6651, 'whittington': 6652, 'juarez': 6653, '99': 6654, 'venus': 6655, 'handover': 6656, 'hwang': 6657, 'levees': 6658, 'seal': 6659, 'siniora': 6660, 'missouri': 6661, 'epicenter': 6662, 'disorder': 6663, 'screening': 6664, 'advocate': 6665, 'zapatista': 6666, 'objective': 6667, 'arabiya': 6668, 'allegiance': 6669, 'combatants': 6670, '1963': 6671, 'partially': 6672, 'imminent': 6673, 'copies': 6674, 'deciding': 6675, 'capturing': 6676, 'slipped': 6677, 'sniper': 6678, 'visas': 6679, 'friendship': 6680, 'unchanged': 6681, 'unhurt': 6682, 'forensic': 6683, 'achievements': 6684, 'honors': 6685, 'contributing': 6686, 'consistent': 6687, 'inability': 6688, '185': 6689, 'unofficial': 6690, 'sky': 6691, '86': 6692, 'guardsmen': 6693, 'dostum': 6694, 'resolutions': 6695, 'disarmed': 6696, 'miguel': 6697, 'deport': 6698, 'emphasized': 6699, 'airways': 6700, 'testify': 6701, 'covers': 6702, 'arrangements': 6703, 'zagreb': 6704, 'literature': 6705, 'pirate': 6706, 'occur': 6707, 'austerity': 6708, 'recruitment': 6709, 'worsened': 6710, 'investing': 6711, 'respected': 6712, 'justify': 6713, 'nazis': 6714, 'arguments': 6715, 'recognizing': 6716, 'batticaloa': 6717, 'ian': 6718, 'golan': 6719, 'stabilizing': 6720, 'withdrawals': 6721, 'boucher': 6722, 'convinced': 6723, 'clandestine': 6724, 'titles': 6725, 'cafe': 6726, 'sistani': 6727, 'hijackers': 6728, 'weaponry': 6729, 'repatriated': 6730, 'satisfied': 6731, 'ernesto': 6732, 'meles': 6733, 'nationally': 6734, 'qualifying': 6735, 'dolphins': 6736, 'solomon': 6737, 'instituted': 6738, 'equipped': 6739, 'collection': 6740, 'apparel': 6741, 'creole': 6742, 'moroccans': 6743, 'hydropower': 6744, 'amended': 6745, 'exploitation': 6746, 'successive': 6747, 'siberia': 6748, 'generations': 6749, 'flowers': 6750, 'thirty': 6751, 'adel': 6752, 'buildup': 6753, 'ivorian': 6754, 'doors': 6755, 'ingredient': 6756, 'unlike': 6757, 'hungry': 6758, 'en': 6759, 'majid': 6760, 'dioxide': 6761, 'inner': 6762, 'nightclub': 6763, 'medics': 6764, 'detain': 6765, 'pardon': 6766, 'examining': 6767, 'dangers': 6768, 'blasphemous': 6769, 'ignore': 6770, 'affecting': 6771, 'nordic': 6772, 'beauty': 6773, 'hawaii': 6774, 'richest': 6775, 'advice': 6776, 'scattered': 6777, 'virtual': 6778, 'beckham': 6779, 'consulting': 6780, 'indies': 6781, 'austro': 6782, 'dissolution': 6783, 'dynasty': 6784, 'principality': 6785, 'bishop': 6786, 'exceeded': 6787, 'lesotho': 6788, 'stag': 6789, 'height': 6790, 'o': 6791, 'sank': 6792, 'strategies': 6793, 'eradication': 6794, 'regrets': 6795, 'boarded': 6796, 'lacked': 6797, 'wedding': 6798, 'sections': 6799, 'objected': 6800, 'generating': 6801, 'mired': 6802, 'tainted': 6803, 'excuse': 6804, 'replaces': 6805, 'postponement': 6806, 'dig': 6807, 'composite': 6808, 'seng': 6809, 'frankfurt': 6810, 'tim': 6811, 'holiest': 6812, 'spaniard': 6813, "d'ivoire": 6814, 'mild': 6815, 'ate': 6816, 'wish': 6817, 'chairmanship': 6818, 'reflects': 6819, 'eruption': 6820, 'collided': 6821, 'maharashtra': 6822, 'bombay': 6823, 'sued': 6824, 'connecticut': 6825, 'warehouse': 6826, 'safeguard': 6827, 'islamiyah': 6828, 'baku': 6829, 'collect': 6830, 'pride': 6831, 'ordinary': 6832, 'borrowing': 6833, 'slam': 6834, 'andre': 6835, '114': 6836, 'dissolve': 6837, 'tutsi': 6838, 'youssef': 6839, 'jupiter': 6840, 'grab': 6841, 'bigger': 6842, 'unpopular': 6843, 'looting': 6844, 'hoshyar': 6845, 'covert': 6846, 'dakar': 6847, 'honduran': 6848, 'fatally': 6849, 'bids': 6850, '1000': 6851, 'beasts': 6852, 'swift': 6853, 'lenders': 6854, 'presiding': 6855, 'releases': 6856, 'closest': 6857, 'reputation': 6858, 'mary': 6859, 'disappearance': 6860, 'contends': 6861, 'jobless': 6862, 'secessionist': 6863, 'application': 6864, 'farther': 6865, 'melting': 6866, 'graft': 6867, 'circuit': 6868, 'consortium': 6869, 'wa': 6870, 'minnesota': 6871, 'morris': 6872, 'nahr': 6873, 'rejection': 6874, 'racial': 6875, 'opens': 6876, 'eleven': 6877, 'throw': 6878, 'hurriyat': 6879, 'nov': 6880, 'convenes': 6881, 'touched': 6882, 'objectives': 6883, 'squads': 6884, 'drafted': 6885, 'lull': 6886, 'derailed': 6887, 'baath': 6888, 'auschwitz': 6889, 'kerekou': 6890, 'brownfield': 6891, 'fluids': 6892, "'ll": 6893, 'embezzlement': 6894, 'bertel': 6895, 'standings': 6896, 'liberty': 6897, 'telegraph': 6898, 'bargain': 6899, 'quarantine': 6900, 'contributes': 6901, 'neutrality': 6902, 'companion': 6903, "'m": 6904, 'carolyn': 6905, 'journalism': 6906, 'relating': 6907, 'smuggle': 6908, 'readiness': 6909, 'bracing': 6910, 'vaccinations': 6911, 'conclude': 6912, 'indictments': 6913, 'seas': 6914, 'hijackings': 6915, 'exchanges': 6916, 'yes': 6917, 'tracking': 6918, 'displayed': 6919, 'oversaw': 6920, 'disappointing': 6921, 'depart': 6922, 'stomach': 6923, 'constructive': 6924, 'contracting': 6925, 'passports': 6926, 'flagged': 6927, 'centrist': 6928, 'briton': 6929, 'singled': 6930, 'airborne': 6931, 'le': 6932, 'breach': 6933, 'wages': 6934, 'reelected': 6935, 'sit': 6936, 'picking': 6937, 'isfahan': 6938, 'appointments': 6939, 'competitors': 6940, 'brad': 6941, 'boston': 6942, 'afterward': 6943, 'contents': 6944, 'rooted': 6945, 'grass': 6946, 'basescu': 6947, 'nazarbayev': 6948, 'violates': 6949, 'pence': 6950, 'neutral': 6951, 'preserving': 6952, 'dogs': 6953, 'lightning': 6954, 'engines': 6955, 'ituri': 6956, 'appearances': 6957, 'comedy': 6958, 'rodrigo': 6959, 'rid': 6960, 'servicemen': 6961, 'mehmet': 6962, 'lohan': 6963, 'chrysler': 6964, 'starvation': 6965, 'zambian': 6966, 'banda': 6967, 'guilders': 6968, 'flows': 6969, 'bambang': 6970, 'hussain': 6971, 'perhaps': 6972, 'extends': 6973, 'kumaratunga': 6974, 'regard': 6975, 'karami': 6976, 'posing': 6977, 'outlined': 6978, 'accountable': 6979, 'waving': 6980, 'sweeping': 6981, 'crushed': 6982, 'narathiwat': 6983, 'archaeologists': 6984, 'protestant': 6985, 'pelosi': 6986, 'surveys': 6987, 'packages': 6988, 'drills': 6989, 'dating': 6990, 'brent': 6991, 'sits': 6992, 'saved': 6993, 'operatives': 6994, 'proceeds': 6995, 'pan': 6996, 'anthony': 6997, 'gibraltar': 6998, 'everest': 6999, 'dependency': 7000, 'pigs': 7001, 'admit': 7002, 'intensify': 7003, 'analysis': 7004, 'astronaut': 7005, 'addresses': 7006, 'bloodiest': 7007, 'jennifer': 7008, 'slump': 7009, 'commuter': 7010, 'valued': 7011, 'fiji': 7012, 'arrivals': 7013, 'hipc': 7014, 'tb': 7015, 'abe': 7016, 'torched': 7017, 'britney': 7018, 'propose': 7019, 'proven': 7020, 'textiles': 7021, 'reformist': 7022, 'myers': 7023, 'instances': 7024, 'licenses': 7025, 'cruise': 7026, 'scope': 7027, 'chinook': 7028, 'nasrallah': 7029, 'ethics': 7030, 'tashkent': 7031, 'termed': 7032, 'mehdi': 7033, 'burial': 7034, 'flotilla': 7035, 'prey': 7036, 'carriers': 7037, 'kurmanbek': 7038, 'kerik': 7039, 'slashing': 7040, 'poured': 7041, 'songhua': 7042, 'meteorological': 7043, 'stadiums': 7044, 'nelson': 7045, 'hay': 7046, 'setback': 7047, 'mv': 7048, 'baluch': 7049, 'detroit': 7050, 'evacuees': 7051, 'flush': 7052, 'girlfriend': 7053, 'toure': 7054, 'mahathir': 7055, 'najib': 7056, 'senegalese': 7057, 'atop': 7058, 'oas': 7059, 'stored': 7060, 'ideas': 7061, 'prone': 7062, 'qinghai': 7063, 'finances': 7064, 'somewhere': 7065, 'reality': 7066, 'overs': 7067, 'bowler': 7068, 'adds': 7069, 'geese': 7070, 'christ': 7071, 'hero': 7072, 'channels': 7073, 'brunei': 7074, 'sponsor': 7075, 'campaigns': 7076, 'maduro': 7077, 'sizable': 7078, 'blackout': 7079, '\x92s': 7080, 'rigging': 7081, 'exactly': 7082, 'hiroshima': 7083, 'petraeus': 7084, 'laying': 7085, 'recall': 7086, 'pierre': 7087, 'upjohn': 7088, 'hart': 7089, 'disagreement': 7090, 'roberts': 7091, 'bagapsh': 7092, 'laredo': 7093, 'laptop': 7094, 'hicks': 7095, 'tata': 7096, 'kcna': 7097, 'finalize': 7098, 'marcos': 7099, 'sabah': 7100, 'scholars': 7101, 'harassed': 7102, 'whenever': 7103, 'vaccinate': 7104, 'assaulted': 7105, 'crippled': 7106, 'enabled': 7107, 'trap': 7108, 'sevan': 7109, 'diverted': 7110, 'proclamation': 7111, 'johnston': 7112, 'invade': 7113, 'collaboration': 7114, 'sher': 7115, 'ethical': 7116, 'quarterly': 7117, 'indicating': 7118, 'dispersed': 7119, 'affair': 7120, 'corpses': 7121, 'abducting': 7122, 'nancy': 7123, 'blake': 7124, 'mayer': 7125, 'inequality': 7126, 'authorizes': 7127, 'unannounced': 7128, 'offense': 7129, 'campbell': 7130, 'enjoying': 7131, 'victoria': 7132, '1917': 7133, 'revered': 7134, 'communism': 7135, 'geographic': 7136, 'commanded': 7137, 'juba': 7138, 'shouted': 7139, 'docked': 7140, 'purportedly': 7141, 'midday': 7142, 'moreno': 7143, 'hindered': 7144, 'benefited': 7145, '737': 7146, 'refuse': 7147, 'momentum': 7148, 'transaction': 7149, 'historically': 7150, 'wales': 7151, 'mosquito': 7152, 'rescheduled': 7153, 'grenada': 7154, 'wire': 7155, 'fischer': 7156, 'vincent': 7157, 'criticizes': 7158, 'volcanic': 7159, 'memory': 7160, 'manipulating': 7161, '240': 7162, 'parking': 7163, 'bond': 7164, 'harming': 7165, 'com': 7166, 'mouse': 7167, 'videotaped': 7168, 'lacking': 7169, 'papal': 7170, 'valid': 7171, 'detonating': 7172, 'twelve': 7173, 'anticipated': 7174, 'unauthorized': 7175, 'audiotape': 7176, 'raged': 7177, 'optimism': 7178, 'modernization': 7179, 'verde': 7180, 'disciplinary': 7181, 'cameras': 7182, 'ventures': 7183, 'handle': 7184, 'confirming': 7185, '128': 7186, 'virgin': 7187, 'proximity': 7188, 'boss': 7189, 'neck': 7190, 'condemn': 7191, 'phased': 7192, 'venue': 7193, 'colleague': 7194, 'assessing': 7195, 'edward': 7196, 'stress': 7197, 'makeshift': 7198, 'rapes': 7199, '1969': 7200, 'masters': 7201, 'nutrition': 7202, 'ethnically': 7203, 'applications': 7204, 'logar': 7205, 'remembered': 7206, 'munitions': 7207, 'pump': 7208, 'installation': 7209, 'munich': 7210, 'toy': 7211, 'regulate': 7212, 'branches': 7213, 'complicity': 7214, 'shocked': 7215, 'qadeer': 7216, 'stuart': 7217, 'indications': 7218, 'realized': 7219, 'magna': 7220, 'mcalpine': 7221, 'dividend': 7222, 'shareholder': 7223, 'historical': 7224, '1966': 7225, 'cave': 7226, 'budgetary': 7227, 'commanding': 7228, 'welcomes': 7229, 'campaigned': 7230, 'laboratories': 7231, 'allocated': 7232, 'miers': 7233, 'assigned': 7234, 'infant': 7235, 'charities': 7236, 'capitals': 7237, 'trash': 7238, 'dana': 7239, 'understands': 7240, 'explained': 7241, 'memorandum': 7242, 'hydroelectric': 7243, 'mamadou': 7244, 'vacuum': 7245, 'golden': 7246, 'whatever': 7247, 'pharmaceuticals': 7248, 'incorporated': 7249, 'seasonal': 7250, 'rebound': 7251, 'retains': 7252, 'kitts': 7253, 'champions': 7254, 'kick': 7255, 'rarely': 7256, 'possessing': 7257, 'tracks': 7258, 'pages': 7259, 'hazardous': 7260, 'taro': 7261, 'wrapping': 7262, 'digging': 7263, 'feels': 7264, 'highlighted': 7265, 'patriarch': 7266, 'joins': 7267, 'sharapova': 7268, 'mainstay': 7269, 'vocal': 7270, 'crippling': 7271, 'talked': 7272, 'galaxies': 7273, 'aggressively': 7274, 'dealt': 7275, 'featuring': 7276, 'fasting': 7277, 'boycotting': 7278, 'malik': 7279, 'convened': 7280, 'feel': 7281, 'tamiflu': 7282, 'offensives': 7283, 'militancy': 7284, 'lewis': 7285, 'idol': 7286, 'axe': 7287, 'sang': 7288, 'employ': 7289, 'educational': 7290, 'confinement': 7291, 'swallow': 7292, 'injunction': 7293, 'pitcher': 7294, 'milestone': 7295, 'amr': 7296, 'outlining': 7297, 'ignoring': 7298, 'gradual': 7299, 'debts': 7300, 'shifting': 7301, 'intimidation': 7302, 'afraid': 7303, 'laura': 7304, 'reunite': 7305, 'hughes': 7306, 'throat': 7307, 'discharged': 7308, 'backs': 7309, 'supervision': 7310, 'chan': 7311, 'retire': 7312, 'academic': 7313, 'applying': 7314, 'focuses': 7315, '08': 7316, 'h1n1': 7317, 'medicines': 7318, 'guidance': 7319, 'heaviest': 7320, 'chaired': 7321, 'hailing': 7322, 'thieves': 7323, 'arson': 7324, 'nestor': 7325, 'azahari': 7326, 'asset': 7327, 'publicist': 7328, 'lowered': 7329, 'diversified': 7330, 'feathers': 7331, 'alaska': 7332, 'denounce': 7333, 'andhra': 7334, 'midwest': 7335, 'chilumpha': 7336, 'wound': 7337, 'decrease': 7338, 'sultan': 7339, 'sunna': 7340, 'dining': 7341, 'revived': 7342, 'arnold': 7343, 'seeds': 7344, 'interrogated': 7345, 'viruses': 7346, '1930s': 7347, 'toilet': 7348, 'halutz': 7349, 'turban': 7350, 'falls': 7351, 'lima': 7352, 'thein': 7353, 'owes': 7354, 'enterprise': 7355, 'easy': 7356, 'sewage': 7357, 'ophelia': 7358, 'classify': 7359, 'sharia': 7360, 'compounds': 7361, '1953': 7362, 'subjected': 7363, 'unite': 7364, 'explore': 7365, 'authorization': 7366, 'blindfolded': 7367, 'kid': 7368, 'michigan': 7369, 'existed': 7370, 'labeled': 7371, 'famed': 7372, 'nets': 7373, 'hashemi': 7374, 'benchmark': 7375, 'sophisticated': 7376, 'pressuring': 7377, 'molestation': 7378, 'approaches': 7379, 'stoppage': 7380, 'aref': 7381, '91': 7382, 'indoor': 7383, 'hansen': 7384, 'contender': 7385, 'ryan': 7386, 'insist': 7387, 'chun': 7388, 'mercantile': 7389, 'declares': 7390, 'elite': 7391, 'songwriter': 7392, 'remainder': 7393, 'shannon': 7394, 'jr': 7395, 'principal': 7396, 'receipts': 7397, 'bailout': 7398, 'influenced': 7399, 'secondary': 7400, 'colonies': 7401, 'insisting': 7402, 'notably': 7403, 'milinkevich': 7404, 'harboring': 7405, 'belize': 7406, 'natwar': 7407, 'quarantined': 7408, 'obstacle': 7409, 'slate': 7410, 'sacred': 7411, 'garrigues': 7412, 'charitable': 7413, 'salman': 7414, 'perry': 7415, 'avalanche': 7416, 'launcher': 7417, 'biotechnology': 7418, 'shalom': 7419, 'spokesmen': 7420, 'adjacent': 7421, 'exacerbated': 7422, 'flared': 7423, 'clijsters': 7424, 'migrating': 7425, 'ward': 7426, 'grip': 7427, 'liaoning': 7428, 'lyon': 7429, 'turns': 7430, 'guests': 7431, 'belongs': 7432, 'assertion': 7433, 'submerged': 7434, 'escalation': 7435, 'advertising': 7436, 'barry': 7437, 'steal': 7438, 'accurate': 7439, 'lodge': 7440, 'diego': 7441, 'levy': 7442, 'baseless': 7443, 'mauritanian': 7444, 'ceremonial': 7445, 'susilo': 7446, 'grouping': 7447, 'recruit': 7448, 'moya': 7449, 'downed': 7450, 'sells': 7451, 'upward': 7452, 'cub': 7453, 'pandas': 7454, 'forcibly': 7455, 'vowing': 7456, 'shields': 7457, 'catastrophic': 7458, 'hadley': 7459, 'cemetery': 7460, 'lawless': 7461, 'recess': 7462, 'missionaries': 7463, 'courses': 7464, 'massoud': 7465, 'clarkson': 7466, 'tribe': 7467, 'disney': 7468, 'dominance': 7469, 'eduardo': 7470, 'intend': 7471, '1970': 7472, 'ox': 7473, 'disguised': 7474, 'wear': 7475, 'gen': 7476, 'seattle': 7477, '850': 7478, 'yucatan': 7479, 'apologize': 7480, 'sacu': 7481, 'royalties': 7482, 'vanuatu': 7483, 'olive': 7484, 'kuala': 7485, 'lumpur': 7486, 'arts': 7487, 'surviving': 7488, 'movies': 7489, 'urges': 7490, 'unconstitutional': 7491, 'familiar': 7492, 'background': 7493, 'manhattan': 7494, 'errors': 7495, 'jorge': 7496, 'chartered': 7497, 'henin': 7498, 'database': 7499, 'automobile': 7500, 'conventional': 7501, 'seizures': 7502, 'landless': 7503, 'waited': 7504, 'sat': 7505, 'soul': 7506, 'determining': 7507, 'veracruz': 7508, 'namibian': 7509, 'spears': 7510, 'federline': 7511, 'holdings': 7512, 'ambushes': 7513, 'pdvsa': 7514, 'buenos': 7515, 'aires': 7516, 'worsening': 7517, 'wrongly': 7518, 'awami': 7519, 'shirts': 7520, 'waved': 7521, 'cluster': 7522, 'hunan': 7523, 'luther': 7524, 'katsav': 7525, 'goldman': 7526, 'lobbying': 7527, 'topol': 7528, 'irving': 7529, 'guarding': 7530, 'orbit': 7531, 'santos': 7532, 'exporters': 7533, 'oceans': 7534, 'sung': 7535, 'tommy': 7536, 'immunity': 7537, 'requiring': 7538, 'reshuffle': 7539, 'negligence': 7540, 'legend': 7541, 'expenditures': 7542, 'imbalance': 7543, 'wardak': 7544, 'automatically': 7545, 'pill': 7546, 'operators': 7547, 'mudslide': 7548, 'slide': 7549, 'purchases': 7550, 'exxonmobil': 7551, 'knows': 7552, 'minster': 7553, 'confession': 7554, 'opera': 7555, 'suggestion': 7556, 'comprises': 7557, 'hilla': 7558, 'mohsen': 7559, 'outspoken': 7560, 'oversees': 7561, 'kozulin': 7562, 'impressive': 7563, 'arrange': 7564, 'dividing': 7565, 'scoring': 7566, 'observance': 7567, 'hikers': 7568, 'chalabi': 7569, 'retained': 7570, 'usual': 7571, 'zalmay': 7572, 'chase': 7573, 'phil': 7574, 'favors': 7575, 'wishes': 7576, 'retailer': 7577, 'videos': 7578, 'tea': 7579, 'mall': 7580, 'posters': 7581, 'jamal': 7582, 'embezzling': 7583, 'shetty': 7584, 'recommend': 7585, 'enclaves': 7586, '\x96': 7587, 'melilla': 7588, 'cheek': 7589, 'relationships': 7590, 'judgment': 7591, 'machines': 7592, 'faisal': 7593, 'prescription': 7594, 'mesa': 7595, 'underwater': 7596, 'manned': 7597, 'financed': 7598, 'assembled': 7599, 'coincides': 7600, 'lucia': 7601, 'prohibited': 7602, 'smokers': 7603, 'mercy': 7604, 'jimmy': 7605, 'thaw': 7606, 'diversification': 7607, 'busiest': 7608, 'functions': 7609, 'perfect': 7610, 'provoked': 7611, 'lighting': 7612, 'consolidate': 7613, 'alliances': 7614, 'allegation': 7615, 'automatic': 7616, 'unemployed': 7617, 'inclusion': 7618, 'migration': 7619, 'bandits': 7620, 'ivo': 7621, 'murray': 7622, 'gender': 7623, 'pregnant': 7624, 'salt': 7625, 'hire': 7626, 'displays': 7627, 'exists': 7628, 'skies': 7629, 'rushing': 7630, 'brutality': 7631, 'kurram': 7632, 'specialist': 7633, 'naked': 7634, 'hamdi': 7635, 'issac': 7636, 'warlord': 7637, 'praying': 7638, 'adha': 7639, '1961': 7640, 'achieving': 7641, 'quartet': 7642, 'turkmen': 7643, 'ante': 7644, 'boundary': 7645, 'explored': 7646, 'periods': 7647, 'cheered': 7648, 'smallest': 7649, 'touring': 7650, 'sake': 7651, 'caution': 7652, 'gogh': 7653, 'bangalore': 7654, 'stimulate': 7655, 'smart': 7656, 'architect': 7657, 'resist': 7658, 'abide': 7659, 'compassion': 7660, 'enact': 7661, 'captive': 7662, 'sikh': 7663, 'marwan': 7664, '9th': 7665, 'walid': 7666, 'signals': 7667, 'paralysis': 7668, 'apple': 7669, 'metals': 7670, 'heated': 7671, 'vacant': 7672, 'biological': 7673, 'substances': 7674, 'paktia': 7675, 'prestigious': 7676, 'hip': 7677, 'muscle': 7678, 'vanunu': 7679, 'sheik': 7680, 'moments': 7681, 'bells': 7682, 'coincided': 7683, 'discourage': 7684, 'conspiring': 7685, 'undermined': 7686, 'radicals': 7687, 'weaknesses': 7688, 'regimes': 7689, 'jolo': 7690, 'economics': 7691, 'barrage': 7692, 'petrobras': 7693, 'analyst': 7694, 'certified': 7695, 'mauritius': 7696, 'submarine': 7697, 'slums': 7698, 'federated': 7699, 'outlook': 7700, 'equatorial': 7701, 'intimidated': 7702, 'alassane': 7703, 'narrowed': 7704, 'aerial': 7705, 'galan': 7706, 'tone': 7707, 'feelings': 7708, 'reinstate': 7709, 'curbing': 7710, 'distribute': 7711, 'spike': 7712, 'excess': 7713, 'possess': 7714, 'bekaa': 7715, 'commando': 7716, 'lieutenants': 7717, 'nam': 7718, 'mandatory': 7719, 'gases': 7720, 'maher': 7721, 'instructed': 7722, 'suspicions': 7723, 'taped': 7724, 'sudden': 7725, 'attractive': 7726, 'tool': 7727, 'recruited': 7728, 'meshaal': 7729, 'unusually': 7730, 'cafes': 7731, 'marijuana': 7732, 'khalis': 7733, 'strictly': 7734, 'adnan': 7735, 'dulaimi': 7736, 'blankets': 7737, 'trio': 7738, 'environmentally': 7739, 'vow': 7740, 'withheld': 7741, 'automotive': 7742, 'overhead': 7743, 'unsuccessfully': 7744, '1929': 7745, 'transformation': 7746, 'constituent': 7747, 'iii': 7748, 'inquired': 7749, 'indicators': 7750, 'grieving': 7751, 'govern': 7752, 'venezuelans': 7753, 'reinforcements': 7754, 'barracks': 7755, 'bulldozers': 7756, 'sincere': 7757, 'confined': 7758, 'cycle': 7759, 'petersen': 7760, 'feud': 7761, 'suppression': 7762, 'lung': 7763, 'maung': 7764, 'perino': 7765, 'ore': 7766, 'fernando': 7767, 'martian': 7768, 'feature': 7769, 'assassinations': 7770, 'beheadings': 7771, 'wetlands': 7772, 'cheering': 7773, 'wealthiest': 7774, 'monaco': 7775, 'casino': 7776, 'gambling': 7777, 'feeding': 7778, 'deserve': 7779, 'cried': 7780, 'answered': 7781, 'thwart': 7782, 'horns': 7783, 'converted': 7784, 'importing': 7785, 'enhancing': 7786, 'tractor': 7787, 'privacy': 7788, 'skin': 7789, 'dumping': 7790, 'citrus': 7791, 'fruits': 7792, 'volunteer': 7793, 'elizabeth': 7794, 'joy': 7795, 'cathedral': 7796, 'domestically': 7797, 'method': 7798, 'miss': 7799, 'apartments': 7800, 'camera': 7801, 'ravalomanana': 7802, 'blows': 7803, 'oregon': 7804, 'slash': 7805, 'chaotic': 7806, 'spoken': 7807, 'hutus': 7808, 'tariq': 7809, 'sympathizers': 7810, 'gatherings': 7811, 'nepali': 7812, 'persuading': 7813, 'insult': 7814, 'assaulting': 7815, 'finnish': 7816, 'mend': 7817, 'karl': 7818, 'timothy': 7819, 'publisher': 7820, '1956': 7821, 'prague': 7822, 'hanged': 7823, 'agha': 7824, 'ahmadi': 7825, 'downgraded': 7826, 'pockets': 7827, 'unfounded': 7828, 'crushing': 7829, 'nominate': 7830, 'blazes': 7831, 'havel': 7832, 'desmond': 7833, 'tutu': 7834, 'tube': 7835, 'manger': 7836, 'flare': 7837, 'siblings': 7838, 'ak': 7839, 'seem': 7840, 'shutting': 7841, 'mechanism': 7842, 'mill': 7843, 'reviewed': 7844, 'reagan': 7845, 'otherwise': 7846, 'disapprove': 7847, 'disruption': 7848, 'sarah': 7849, 'combines': 7850, 'plata': 7851, 'uss': 7852, 'mohamad': 7853, 'husin': 7854, 'formula': 7855, 'fuad': 7856, 'prudent': 7857, 'color': 7858, 'fifty': 7859, 'khabarovsk': 7860, 'creditors': 7861, 'compatriot': 7862, 'valuable': 7863, 'commemorations': 7864, 'maps': 7865, 'update': 7866, 'crimea': 7867, 'lucrative': 7868, 'dehydration': 7869, 'roadblocks': 7870, 'qaim': 7871, 'bodily': 7872, 'aiming': 7873, 'kibo': 7874, 'petitioned': 7875, '1965': 7876, 'beaches': 7877, '102': 7878, 'overrun': 7879, 'tasked': 7880, 'permitted': 7881, 'equals': 7882, 'utilities': 7883, 'frogs': 7884, 'dmitry': 7885, 'robbed': 7886, 'nicotine': 7887, 'dong': 7888, 'concerning': 7889, 'accomplished': 7890, 'trends': 7891, 'marshall': 7892, 'yunnan': 7893, 'uri': 7894, 'shaky': 7895, 'yahoo': 7896, 'switch': 7897, 'opinions': 7898, '190': 7899, 'totally': 7900, 'depending': 7901, 'ceased': 7902, 'newsweek': 7903, 'prachanda': 7904, 'bananas': 7905, 'lu': 7906, 'hanoun': 7907, 'productive': 7908, 'blue': 7909, 'collects': 7910, 'lawlessness': 7911, 'kiribati': 7912, 'exclaimed': 7913, 'obtaining': 7914, 'jurors': 7915, 'leaked': 7916, 'strains': 7917, 'printing': 7918, 'demonstrating': 7919, 'infiltrated': 7920, 'physicians': 7921, 'endorsement': 7922, 'prosecuted': 7923, 'bipartisan': 7924, 'crises': 7925, 'vilks': 7926, 'snap': 7927, 'h5': 7928, '31st': 7929, 'consulates': 7930, 'lage': 7931, 'slower': 7932, 'fundamental': 7933, 'deeper': 7934, 'merged': 7935, 'gambia': 7936, 'counterterrorism': 7937, 'unnecessary': 7938, 'silent': 7939, 'bathroom': 7940, 'canberra': 7941, 'anatolia': 7942, 'encourages': 7943, 'digital': 7944, 'ideology': 7945, 'fireworks': 7946, 'martina': 7947, 'unrelated': 7948, 'occurs': 7949, 'desecrated': 7950, 'dragan': 7951, 'andorra': 7952, 'actors': 7953, 'jazz': 7954, 'fraction': 7955, 'unlawful': 7956, 'discoveries': 7957, 'physically': 7958, 'izmir': 7959, 'pumping': 7960, 'fault': 7961, 'statehood': 7962, 'detail': 7963, 'structures': 7964, 'hamza': 7965, 'scare': 7966, 'gamal': 7967, 'powered': 7968, 'suleiman': 7969, 'silvio': 7970, 'shocks': 7971, 'abdelaziz': 7972, 'fugitives': 7973, 'rauf': 7974, 'moustapha': 7975, 'mistaken': 7976, 'occasionally': 7977, 'postage': 7978, 'handicrafts': 7979, 'extraction': 7980, 'actively': 7981, 'editorial': 7982, 'cool': 7983, 'cameron': 7984, 'explode': 7985, 'roberto': 7986, 'roy': 7987, 'upgraded': 7988, 'sometime': 7989, 'shamil': 7990, 'restrictive': 7991, 'sect': 7992, 'astronomers': 7993, 'cyber': 7994, 'turkeys': 7995, "yar'adua": 7996, 'airbase': 7997, 'lt': 7998, 'ruz': 7999, 'shock': 8000, 'pneumonia': 8001, 'survive': 8002, 'ratio': 8003, 'vegetables': 8004, 'kite': 8005, 'accelerating': 8006, 'pet': 8007, 'panels': 8008, 'renounced': 8009, 'expenses': 8010, 'ul': 8011, 'alabama': 8012, 'dagestan': 8013, 'nickel': 8014, 'retaliate': 8015, 'resting': 8016, 'sessions': 8017, 'hebei': 8018, 'automakers': 8019, 'clubs': 8020, 'km': 8021, 'fiercely': 8022, 'tall': 8023, 'mistreated': 8024, 'pemex': 8025, 'rank': 8026, 'scared': 8027, 'theaters': 8028, 'countryman': 8029, 'loeb': 8030, 'alerted': 8031, 'admission': 8032, 'swing': 8033, 'hindi': 8034, 'subcommittee': 8035, 'oaxaca': 8036, 'elephant': 8037, 'culling': 8038, 'reyes': 8039, 'garment': 8040, 'lawrence': 8041, 'haider': 8042, 'spilled': 8043, 'marchers': 8044, 't': 8045, '147': 8046, 'undecided': 8047, 'berenson': 8048, 'diaz': 8049, 'ritual': 8050, 'reverend': 8051, 'taxation': 8052, 'zhejiang': 8053, 'depot': 8054, 'gah': 8055, 'otunbayeva': 8056, 'cracking': 8057, 'connect': 8058, 'abruptly': 8059, 'czechoslovakia': 8060, 'citigroup': 8061, 'ghad': 8062, 'gheit': 8063, 'chances': 8064, 'trigger': 8065, 'levee': 8066, 'rooting': 8067, 'buyers': 8068, 'aig': 8069, 'publications': 8070, 'cooked': 8071, 'mediated': 8072, 'wiesenthal': 8073, 'unexpected': 8074, 'moyo': 8075, 'debut': 8076, 'coordinating': 8077, 'las': 8078, 'hilary': 8079, 'grammy': 8080, 'rooms': 8081, 'receipt': 8082, 'troubles': 8083, 'seemed': 8084, 'forbes': 8085, 'bleeding': 8086, 'heels': 8087, 'armitage': 8088, 'boundaries': 8089, 'lifetime': 8090, 'achievement': 8091, 'catherine': 8092, 'mobilize': 8093, 'faiths': 8094, 'descendants': 8095, 'offenders': 8096, 'seems': 8097, 'spaniards': 8098, 'rewards': 8099, 'elaine': 8100, 'sivaram': 8101, 'acknowledges': 8102, 'vacationing': 8103, 'abidjan': 8104, 'pattern': 8105, 'preaching': 8106, 'hardenne': 8107, 'prematurely': 8108, 'revoked': 8109, 'foreclosures': 8110, 'sint': 8111, 'k': 8112, 'fifteen': 8113, 'titan': 8114, 'facilitate': 8115, 'additionally': 8116, 'courageous': 8117, 'constrained': 8118, 'engagement': 8119, 'shourd': 8120, 'tombs': 8121, 'rankings': 8122, 'saturn': 8123, 'evolved': 8124, 'reaches': 8125, 'meridian': 8126, 'sheriff': 8127, 'salim': 8128, 'ratners': 8129, 'repelled': 8130, 'refrain': 8131, 'donating': 8132, 'chihuahua': 8133, 'accomplice': 8134, 'restarted': 8135, 'pork': 8136, 'guerillas': 8137, 'childhood': 8138, 'contamination': 8139, 'rawalpindi': 8140, 'kurd': 8141, 'urgently': 8142, 'glasgow': 8143, 'coral': 8144, 'krajicek': 8145, 'disastrous': 8146, 'gere': 8147, 'anglo': 8148, 'backers': 8149, 'forbids': 8150, 'ash': 8151, 'nationalized': 8152, 'mtv': 8153, 'ceuta': 8154, 'lesser': 8155, 'wings': 8156, 'rehnquist': 8157, 'antiquities': 8158, 'saberi': 8159, 'obesity': 8160, 'kadyrov': 8161, 'fujian': 8162, 'glacier': 8163, 'rowhani': 8164, 'baiji': 8165, 'skull': 8166, 'tuvalu': 8167, 'lubanga': 8168, 'obelisk': 8169, 'luck': 8170, 'passaro': 8171, 'asghari': 8172, 'abac': 8173, 'maldives': 8174, 'umbrella': 8175, 'snoop': 8176, 'dogg': 8177, 'heathrow': 8178, 'scuffled': 8179, 'bankers': 8180, 'odinga': 8181, 'cigarette': 8182, 'subcomandante': 8183, 'uttar': 8184, 'studied': 8185, 'suppress': 8186, 'salafist': 8187, 'escorted': 8188, 'longstanding': 8189, 'drag': 8190, 'talons': 8191, 'snatched': 8192, 'proceeded': 8193, 'bribery': 8194, 'volcker': 8195, 'networking': 8196, 'dies': 8197, 'barak': 8198, 'concludes': 8199, 'repairing': 8200, 'corn': 8201, 'deborah': 8202, 'tires': 8203, 'pelted': 8204, 'sangin': 8205, 'reclaim': 8206, 'forbidden': 8207, 'rode': 8208, 'difference': 8209, 'tightly': 8210, 'riders': 8211, 'hewitt': 8212, 'frenchman': 8213, 'sing': 8214, 'biathlon': 8215, 'vancouver': 8216, 'domination': 8217, 'terje': 8218, 'rein': 8219, 'kurt': 8220, 'suppressing': 8221, 'grandson': 8222, 'alexandria': 8223, 'plains': 8224, 'paved': 8225, 'fazlullah': 8226, 'recaptured': 8227, 'dereliction': 8228, 'plead': 8229, 'eaten': 8230, 'sponsors': 8231, 'worsen': 8232, 'yassin': 8233, 'philadelphia': 8234, 'resumes': 8235, 'azeri': 8236, 'renounces': 8237, 'carla': 8238, '1821': 8239, 'guitarist': 8240, 'sizeable': 8241, 'bauxite': 8242, 'introduction': 8243, 'surpassed': 8244, 'ants': 8245, 'stung': 8246, 'indeed': 8247, 'alike': 8248, 'innovation': 8249, 'indiscriminately': 8250, 'farda': 8251, 'wolfgang': 8252, 'tomas': 8253, 'continuously': 8254, 'internally': 8255, 'blank': 8256, 'swim': 8257, '325': 8258, 'reprimanded': 8259, 'commemorates': 8260, 'exchanging': 8261, 'bureaucracy': 8262, 'withstand': 8263, 'exhibit': 8264, 'mandelson': 8265, 'jerry': 8266, 'gunpoint': 8267, 'sikhs': 8268, 'disruptions': 8269, 'gems': 8270, 'overloaded': 8271, 'stated': 8272, 'kwan': 8273, 'gardens': 8274, 'qaeda': 8275, 'deserted': 8276, 'amur': 8277, 'kunduz': 8278, 'thinking': 8279, 'lithuanian': 8280, 'armies': 8281, 'victorious': 8282, 'polluted': 8283, 'minus': 8284, 'pretoria': 8285, 'shutdown': 8286, 'spla': 8287, 'disabled': 8288, 'denial': 8289, 'hardware': 8290, 'discontent': 8291, 'possessions': 8292, 'tariff': 8293, 'plantation': 8294, 'subsidized': 8295, 'averaged': 8296, 'inefficient': 8297, 'embarked': 8298, 'extractive': 8299, 'zinc': 8300, 'hood': 8301, 'intolerance': 8302, 'alarcon': 8303, 'valencia': 8304, 'cheap': 8305, 'barricades': 8306, 'precious': 8307, 'alternatives': 8308, 'fearing': 8309, 'packing': 8310, 'respective': 8311, 'kouchner': 8312, 'spate': 8313, 'torturing': 8314, 'hosseini': 8315, 'lessen': 8316, 'participates': 8317, 'safin': 8318, 'perth': 8319, 'fasher': 8320, 'pistol': 8321, 'noordin': 8322, 'treatments': 8323, 'medications': 8324, 'traces': 8325, 'interpreted': 8326, 'impacted': 8327, 'makeup': 8328, 'broadcasters': 8329, 'performances': 8330, 'survival': 8331, 'lined': 8332, 'voices': 8333, 'restructure': 8334, 'closures': 8335, 'mistook': 8336, 'thwarted': 8337, 'italians': 8338, 'reflection': 8339, 'ingredients': 8340, 'halabja': 8341, 'technological': 8342, 'shortfall': 8343, 'reconcile': 8344, 'races': 8345, 'naming': 8346, 'galaxy': 8347, 'ailments': 8348, '1918': 8349, 'dissatisfied': 8350, 'heilongjiang': 8351, 'hotly': 8352, 'refined': 8353, 'hamper': 8354, 'guide': 8355, 'overcame': 8356, 'beautiful': 8357, 'vanished': 8358, 'iskandariyah': 8359, 'holed': 8360, 'karni': 8361, 'incursions': 8362, 'ridiculous': 8363, 'reviving': 8364, 'receives': 8365, 'sheehan': 8366, 'rumors': 8367, 'riddled': 8368, 'inflated': 8369, 'habits': 8370, 'moshe': 8371, 'teachings': 8372, 'skeleton': 8373, 'technician': 8374, 'deliberate': 8375, 'clearly': 8376, 'habitats': 8377, 'demobilized': 8378, 'accelerate': 8379, 'element': 8380, 'unfortunately': 8381, 'dragged': 8382, 'commemoration': 8383, 'zanu': 8384, 'pf': 8385, 'complied': 8386, 'reigning': 8387, 'bottom': 8388, 'occurring': 8389, 'illnesses': 8390, 'spokesperson': 8391, 'beer': 8392, 'teargas': 8393, 'employing': 8394, 'averaging': 8395, 'brazilians': 8396, 'excerpts': 8397, 'signaled': 8398, 'faltering': 8399, 'positioned': 8400, 'frist': 8401, 'arranging': 8402, 'ills': 8403, 'khursheed': 8404, 'incorrect': 8405, 'rico': 8406, 'paving': 8407, 'walkout': 8408, 'stockpiles': 8409, 'viral': 8410, 'reserved': 8411, 'beckett': 8412, 'leak': 8413, 'andaman': 8414, 'coconuts': 8415, 'baghlan': 8416, 'pedro': 8417, 'nick': 8418, 'cowell': 8419, 'prospered': 8420, 'leslie': 8421, 'cautious': 8422, 'endemic': 8423, 'caspian': 8424, 'disappointment': 8425, 'bystander': 8426, 'quantity': 8427, 'livelihoods': 8428, 'governed': 8429, 'ganguly': 8430, 'bowlers': 8431, 'kumble': 8432, 'tips': 8433, 'sayed': 8434, 'fencing': 8435, 'tunceli': 8436, 'roadblock': 8437, 'complaining': 8438, 'accra': 8439, 'communists': 8440, 'dennis': 8441, 'wildfires': 8442, 'gran': 8443, 'triangle': 8444, 'outcry': 8445, 'hrw': 8446, 'danilo': 8447, 'rises': 8448, 'habitat': 8449, 'bugti': 8450, 'outdated': 8451, 'predicting': 8452, 'outages': 8453, 'utility': 8454, 'mukherjee': 8455, 'independents': 8456, 'highlights': 8457, 'tatiana': 8458, 'delegations': 8459, 'kitchen': 8460, 'featured': 8461, 'lavish': 8462, 'concentration': 8463, 'penitentiary': 8464, 'airing': 8465, 'merchant': 8466, 'resettled': 8467, 'lakes': 8468, 'dust': 8469, 'circulated': 8470, 'benchmarks': 8471, 'paulson': 8472, 'remembrance': 8473, 'wade': 8474, 'ram': 8475, 'bingu': 8476, 'foreigner': 8477, 'icrc': 8478, 'conveyed': 8479, 'mix': 8480, 'gunshot': 8481, 'bissau': 8482, 'ramon': 8483, 'freely': 8484, 'cliff': 8485, 'observatory': 8486, 'kilogram': 8487, 'cervical': 8488, 'updated': 8489, 'fundamentalism': 8490, 'buys': 8491, 'contagious': 8492, 'expelling': 8493, 'shrink': 8494, 'clementina': 8495, 'penalties': 8496, 'occasional': 8497, 'perpetual': 8498, 'induced': 8499, 'defensive': 8500, 'succeeding': 8501, 'customer': 8502, 'machimura': 8503, 'presutti': 8504, 'resettlement': 8505, 'enhanced': 8506, 'polled': 8507, 'attendance': 8508, 'gift': 8509, 'bennett': 8510, 'mehsud': 8511, 'surayud': 8512, 'sighting': 8513, 'crescent': 8514, 'meals': 8515, 'extracted': 8516, 'demarcation': 8517, 'desecration': 8518, 'interceptor': 8519, 'scrapped': 8520, 'parliamentarians': 8521, 'royalist': 8522, 'await': 8523, 'sue': 8524, 'sticks': 8525, 'whale': 8526, 'testified': 8527, 'entertainer': 8528, 'liquor': 8529, '1941': 8530, 'consented': 8531, 'accepts': 8532, 'briefed': 8533, 'credited': 8534, 'aged': 8535, 'rover': 8536, 'costly': 8537, 'fundraising': 8538, 'altitude': 8539, 'breathing': 8540, 'crocker': 8541, 'pronk': 8542, 'knocking': 8543, 'fulfill': 8544, 'converting': 8545, 'scheme': 8546, 'impressed': 8547, 'barbaric': 8548, '8th': 8549, 'pleased': 8550, 'yediot': 8551, 'sentencing': 8552, 'orphans': 8553, 'reasonable': 8554, 'costner': 8555, 'concerts': 8556, 'speaks': 8557, 'popularly': 8558, 'stockpile': 8559, 'painful': 8560, 'partnerships': 8561, 'petrochemical': 8562, 'struggles': 8563, 'anticipation': 8564, 'departments': 8565, 'purchasing': 8566, 'catches': 8567, 'ridge': 8568, 'ultimate': 8569, 'raping': 8570, 'profitable': 8571, 'preconditions': 8572, 'traditions': 8573, 'farid': 8574, 'angel': 8575, 'financially': 8576, 'zulima': 8577, 'palacio': 8578, 'specialists': 8579, 'adumim': 8580, '23rd': 8581, 'youtube': 8582, 'bowl': 8583, 'balls': 8584, 'borne': 8585, 'trincomalee': 8586, 'bucharest': 8587, 'traian': 8588, 'marc': 8589, 'convictions': 8590, 'jannati': 8591, 'theory': 8592, 'choices': 8593, 'disposal': 8594, 'ppp': 8595, 'upswing': 8596, 'parent': 8597, '1940': 8598, 'orchestrated': 8599, 'dancing': 8600, 'merely': 8601, 'nowak': 8602, 'tennessee': 8603, 'vault': 8604, 'thick': 8605, 'readings': 8606, 'sein': 8607, 'bunker': 8608, 'societies': 8609, 'erkinbayev': 8610, 'rift': 8611, 'granda': 8612, 'froze': 8613, 'unearthed': 8614, 'bags': 8615, 'dealers': 8616, 'manufacturers': 8617, 'philip': 8618, 'heather': 8619, 'mills': 8620, 'performers': 8621, 'examination': 8622, 'utah': 8623, 'maghreb': 8624, '113': 8625, 'nonpermanent': 8626, 'protester': 8627, 'openness': 8628, 'ljubicic': 8629, 'taha': 8630, 'chandrika': 8631, 'accountability': 8632, 'floating': 8633, 'pulls': 8634, 'pave': 8635, 'forging': 8636, 'pits': 8637, 'jacob': 8638, 'uae': 8639, 'vioxx': 8640, 'rolled': 8641, 'beatings': 8642, 'khalaf': 8643, 'evacuating': 8644, 'pressures': 8645, 'abolished': 8646, 'recurrent': 8647, 'fruit': 8648, 'fowl': 8649, 'wreath': 8650, 'presided': 8651, 'promptly': 8652, 'ganji': 8653, 'unanimous': 8654, 'blanco': 8655, 'tidal': 8656, 'marathon': 8657, 'fukuda': 8658, 'holder': 8659, 'paula': 8660, '27th': 8661, 'rampant': 8662, 'ravi': 8663, 'khanna': 8664, 'defiance': 8665, 'santo': 8666, 'compensated': 8667, 'nbc': 8668, 'violators': 8669, 'disneyland': 8670, 'downing': 8671, 'albums': 8672, 'discount': 8673, 'plachkov': 8674, 'duck': 8675, 'wu': 8676, 'revision': 8677, 'predominately': 8678, 'contrary': 8679, 'starbucks': 8680, 'entitled': 8681, 'curtain': 8682, 'frustration': 8683, 'mayors': 8684, 'qazi': 8685, 'masses': 8686, 'breaches': 8687, 'licensing': 8688, 'equally': 8689, 'cleanup': 8690, 'liters': 8691, 'halting': 8692, 'kiir': 8693, 'infectious': 8694, 'supplement': 8695, '191': 8696, 'nicobar': 8697, 'sindh': 8698, 'canaveral': 8699, 'safarova': 8700, 'safina': 8701, 'charm': 8702, 'wta': 8703, 'exceeding': 8704, 'natanz': 8705, 'eviction': 8706, 'transcripts': 8707, 'tighter': 8708, 'borrowers': 8709, 'maan': 8710, 'frustrated': 8711, 'mandated': 8712, 'companions': 8713, 'rang': 8714, '165': 8715, 'walchhofer': 8716, 'provocative': 8717, 'mujahedin': 8718, 'outraged': 8719, 'hijack': 8720, 'warship': 8721, 'thirteen': 8722, 'haaretz': 8723, 'stripped': 8724, 'advising': 8725, 'prudential': 8726, 'strayed': 8727, 'resilient': 8728, 'totaling': 8729, 'signatures': 8730, 'muttahida': 8731, 'yi': 8732, 'denis': 8733, '270': 8734, 'dispatch': 8735, 'mei': 8736, 'boxes': 8737, 'kot': 8738, 'besides': 8739, 'telerate': 8740, 'evolution': 8741, 'entity': 8742, 'noticed': 8743, 'proud': 8744, 'praising': 8745, 'sachs': 8746, 'infantry': 8747, 'roza': 8748, 'uzbeks': 8749, 'intercontinental': 8750, '162': 8751, 'legendary': 8752, 'safer': 8753, 'hitler': 8754, 'kidwa': 8755, 'asks': 8756, 'helpful': 8757, 'nfl': 8758, '1910': 8759, '1937': 8760, 'col': 8761, 'shall': 8762, 'armistice': 8763, 'paint': 8764, 'acid': 8765, 'boarding': 8766, 'prompt': 8767, 'photographed': 8768, 'menem': 8769, 'azhar': 8770, 'ngos': 8771, 'dar': 8772, 'wei': 8773, 'tampering': 8774, 'pricing': 8775, 'mario': 8776, 'baker': 8777, 'funerals': 8778, 'hoax': 8779, 'sort': 8780, 'nargis': 8781, 'jewelry': 8782, 'poised': 8783, 'legality': 8784, 'thorough': 8785, 'males': 8786, 'archaeologist': 8787, 'osthoff': 8788, 'shaanxi': 8789, 'hemorrhagic': 8790, 'renault': 8791, 'ferrari': 8792, 'intrusion': 8793, 'delaware': 8794, 'liverpool': 8795, 'shanxi': 8796, 'manhunt': 8797, 'sooner': 8798, 'dwyer': 8799, 'blind': 8800, 'aspirations': 8801, 'celebrity': 8802, 'janet': 8803, 'sporting': 8804, 'spills': 8805, 'cambodians': 8806, '1863': 8807, 'colom': 8808, 'metro': 8809, 'divorce': 8810, 'alliot': 8811, 'fours': 8812, 'colorful': 8813, 'theme': 8814, 'slim': 8815, 'tower': 8816, 'hubei': 8817, 'abkhaz': 8818, 'porter': 8819, 'banner': 8820, 'mirror': 8821, 'nebraska': 8822, 'boko': 8823, 'nevis': 8824, 'shirt': 8825, 'patrolled': 8826, 'newest': 8827, 'weaver': 8828, 'bandar': 8829, 'websites': 8830, 'properties': 8831, 'widening': 8832, 'clone': 8833, 'uncle': 8834, 'natsios': 8835, 'cannes': 8836, 'yuganskneftegaz': 8837, 'vomiting': 8838, 'museums': 8839, 'vukovar': 8840, 'fuels': 8841, 'precaution': 8842, 'commemorating': 8843, 'draws': 8844, 'comparing': 8845, 'stirred': 8846, 'doses': 8847, 'expresses': 8848, 'flexibility': 8849, 'latif': 8850, 'proposes': 8851, 'pak': 8852, 'wooden': 8853, 'provoke': 8854, 'kano': 8855, 'shortfalls': 8856, 'aftershock': 8857, 'assuming': 8858, 'daoud': 8859, 'moodie': 8860, 'dravid': 8861, 'atlantis': 8862, 'circulating': 8863, 'fat': 8864, 'surgical': 8865, 'zhao': 8866, 'kosumi': 8867, 'dissent': 8868, 'telephoned': 8869, 'inflicted': 8870, 'papua': 8871, 'pohamba': 8872, 'quarterfinal': 8873, 'unocal': 8874, 'ciudad': 8875, 'disqualified': 8876, 'buffer': 8877, 'trump': 8878, 'igor': 8879, 'amin': 8880, 'chapter': 8881, 'owed': 8882, 'processes': 8883, 'zones': 8884, 'uninhabited': 8885, 'ashraf': 8886, 'competed': 8887, 'kickbacks': 8888, 'favoring': 8889, 'slot': 8890, 'gibbs': 8891, 'wives': 8892, 'skier': 8893, 'mecca': 8894, '1898': 8895, 'cadmium': 8896, 'cloud': 8897, 'falkland': 8898, 'resignations': 8899, 'benigno': 8900, 'ralston': 8901, 'digit': 8902, 'curtailed': 8903, 'manslaughter': 8904, 'favorite': 8905, 'razor': 8906, 'pickens': 8907, 'loose': 8908, 'papacy': 8909, 'pristina': 8910, 'teaching': 8911, 'toiba': 8912, 'combs': 8913, 'prodi': 8914, 'chariot': 8915, 'mussa': 8916, 'hostilities': 8917, 'konare': 8918, 'pepsico': 8919, 'ears': 8920, 'surging': 8921, 'decorations': 8922, 'motorcycles': 8923, 'blogger': 8924, 'stimulant': 8925, 'paz': 8926, 'breakup': 8927, 'grievances': 8928, 'medicare': 8929, 'depressed': 8930, 'bricks': 8931, 'tusk': 8932, 'standby': 8933, 'touchdown': 8934, 'reopening': 8935, 'monk': 8936, 'nissan': 8937, 'miliband': 8938, 'alkhanov': 8939, 'slovaks': 8940, 'hamm': 8941, 'nsa': 8942, 'moore': 8943, 'mueller': 8944, 'greenland': 8945, 'eide': 8946, 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9061, 'operator': 9062, 'presumed': 9063, 'primaries': 9064, 'cite': 9065, 'healthcare': 9066, 'credits': 9067, 'alarmed': 9068, 'ogaden': 9069, 'preferences': 9070, 'totaled': 9071, 'malay': 9072, 'fta': 9073, 'sluggish': 9074, 'confronting': 9075, 'gray': 9076, 'prevalence': 9077, 'relieve': 9078, 'hinder': 9079, 'establishes': 9080, 'montreal': 9081, 'solely': 9082, 'touching': 9083, 'profession': 9084, 'marching': 9085, 'magnate': 9086, 'adequately': 9087, 'gorge': 9088, 'privileged': 9089, "n'djamena": 9090, 'prasad': 9091, 'knives': 9092, 'veered': 9093, 'jumblatt': 9094, 'circulation': 9095, 'foods': 9096, 'hooded': 9097, 'edge': 9098, 'gambari': 9099, 'iftikhar': 9100, 'sochi': 9101, 'circle': 9102, 'bet': 9103, 'believers': 9104, 'requesting': 9105, 'boards': 9106, 'julian': 9107, 'laghman': 9108, 'blacks': 9109, 'strokes': 9110, 'tissue': 9111, 'reductions': 9112, 'alarm': 9113, 'meteorologists': 9114, 'shrapnel': 9115, 'gabriele': 9116, 'rini': 9117, 'retrieved': 9118, 'blizzard': 9119, 'ebadi': 9120, 'handles': 9121, 'maine': 9122, 'dir': 9123, '171': 9124, 'innocence': 9125, 'zeng': 9126, 'assert': 9127, 'sciences': 9128, 'ecowas': 9129, 'reluctant': 9130, 'earmarked': 9131, 'documentation': 9132, 'henan': 9133, 'stronach': 9134, 'grenadines': 9135, 'renamed': 9136, 'curacao': 9137, 'accommodate': 9138, 'conquer': 9139, 'dakota': 9140, 'noon': 9141, 'scrambling': 9142, 'gauge': 9143, 'sail': 9144, 'forth': 9145, 'loyalists': 9146, 'mistakes': 9147, 'intergovernmental': 9148, 'daylight': 9149, 'mobilized': 9150, 'terminal': 9151, 'saran': 9152, 'obstructing': 9153, 'proportion': 9154, 'sailed': 9155, 'immunizations': 9156, 'surgeon': 9157, '430': 9158, 'lineup': 9159, 'proves': 9160, 'miles': 9161, 'marketplace': 9162, 'kingpin': 9163, 'counterproductive': 9164, 'compelled': 9165, 'indefinite': 9166, 'scenario': 9167, 'ideal': 9168, 'lingering': 9169, 'plunge': 9170, 'revitalize': 9171, 'backer': 9172, 'contacting': 9173, 'mekong': 9174, 'methamphetamine': 9175, 'evict': 9176, 'durable': 9177, 'fortunes': 9178, 'uneven': 9179, 'contesting': 9180, 'seashore': 9181, 'fulfilled': 9182, 'constituencies': 9183, 'singing': 9184, 'praises': 9185, 'striker': 9186, 'qualify': 9187, 'towers': 9188, 'jeopardize': 9189, 'abdominal': 9190, 'lend': 9191, 'spree': 9192, 'distributors': 9193, 'relying': 9194, 'cracked': 9195, 'anxious': 9196, 'eroded': 9197, 'wise': 9198, 'nadal': 9199, 'ankle': 9200, 'liberalization': 9201, 'termination': 9202, 'wracked': 9203, 'monrovia': 9204, 'richardson': 9205, 'endorse': 9206, 'hispanic': 9207, 'wary': 9208, 'lent': 9209, 'masks': 9210, 'filmed': 9211, 'ingushetia': 9212, 'caledonia': 9213, 'tactic': 9214, 'drastically': 9215, 'asad': 9216, 'fleets': 9217, 'entreated': 9218, 'copy': 9219, 'inaugural': 9220, 'unsafe': 9221, 'shelled': 9222, 'rehman': 9223, 'discouraging': 9224, 'uniformed': 9225, 'hopefuls': 9226, 'tueni': 9227, 'nice': 9228, '1830': 9229, 'bureaucratic': 9230, 'ravine': 9231, 'arsenals': 9232, '337': 9233, 'stumps': 9234, 'matthew': 9235, 'anil': 9236, 'nabih': 9237, 'berri': 9238, 'mutilated': 9239, 'pains': 9240, 'consolidation': 9241, 'lynndie': 9242, 'bias': 9243, 'escalate': 9244, 'entrenched': 9245, 'meal': 9246, 'rainy': 9247, 'depletion': 9248, 'stabilized': 9249, 'inspected': 9250, 'forests': 9251, 'environmentalists': 9252, 'nativity': 9253, 'registry': 9254, 'unexpectedly': 9255, 'speculate': 9256, 'charred': 9257, 'assessed': 9258, 'unjustified': 9259, 'privatizations': 9260, 'javed': 9261, 'max': 9262, 'grandmother': 9263, 'treats': 9264, 'electrocuted': 9265, 'destroyer': 9266, 'clad': 9267, 'jhangvi': 9268, 'multan': 9269, 'abyan': 9270, '111': 9271, 'poles': 9272, 'spanta': 9273, 'morgan': 9274, 'sheltering': 9275, 'westward': 9276, 'underlying': 9277, 'invasions': 9278, 'tuna': 9279, 'arose': 9280, 'swam': 9281, 'alter': 9282, 'balloon': 9283, 'batteries': 9284, 'malnutrition': 9285, 'divert': 9286, 'parliamentarian': 9287, 'debating': 9288, 'henry': 9289, 'distress': 9290, 'pessimistic': 9291, 'avoided': 9292, 'motorists': 9293, 'extermination': 9294, 'hostility': 9295, 'flaws': 9296, 'syrians': 9297, 'justin': 9298, 'profiling': 9299, 'revise': 9300, 'redistribute': 9301, 'stems': 9302, 'accompanying': 9303, 'minas': 9304, 'eric': 9305, 'minimize': 9306, 'conte': 9307, 'installing': 9308, 'landmines': 9309, 'whoever': 9310, 'fog': 9311, '166': 9312, 'douste': 9313, 'blazy': 9314, 'acquire': 9315, 'logging': 9316, 'rogers': 9317, 'holders': 9318, 'educated': 9319, 'restrain': 9320, 'coaches': 9321, 'pleasure': 9322, 'complicated': 9323, 'clerk': 9324, 'pathogenic': 9325, 'kaduna': 9326, 'anders': 9327, 'rasmussen': 9328, 'pul': 9329, 'yielded': 9330, 'brands': 9331, 'patience': 9332, 'hmong': 9333, 'filling': 9334, 'whitman': 9335, 'plateau': 9336, 'loading': 9337, 'psychological': 9338, 'displacing': 9339, 'lander': 9340, 'resident': 9341, 'panjwayi': 9342, 'arming': 9343, 'reputed': 9344, 'rioted': 9345, 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'hasan': 9404, '101st': 9405, 'slept': 9406, 'constant': 9407, 'plight': 9408, 'blessing': 9409, 'breached': 9410, 'fledgling': 9411, 'mahee': 9412, 'marketing': 9413, 'reneged': 9414, 'demolition': 9415, 'ann': 9416, 'tome': 9417, 'rogue': 9418, 'alvarez': 9419, 'succeeds': 9420, 'l': 9421, 'aluminum': 9422, 'expatriate': 9423, 'comparable': 9424, 'nauru': 9425, 'autocratic': 9426, 'discounted': 9427, 'illegitimate': 9428, 'instance': 9429, 'typical': 9430, 'commissioned': 9431, 'yuganskneftegas': 9432, 'maale': 9433, 'delp': 9434, 'protective': 9435, 'anabel': 9436, 'cho': 9437, 'embrace': 9438, 'distances': 9439, 'clergy': 9440, 'fixing': 9441, 'butt': 9442, 'correctly': 9443, 'waheed': 9444, 'arshad': 9445, 'anna': 9446, 'politkovskaya': 9447, 'fred': 9448, 'mechanical': 9449, 'grozny': 9450, 'discredit': 9451, 'rudd': 9452, 'guam': 9453, 'salehi': 9454, 'nursultan': 9455, 'miranshah': 9456, 'lightly': 9457, 'hainan': 9458, '141': 9459, 'advances': 9460, 'nonetheless': 9461, 'pocket': 9462, 'tearing': 9463, 'wished': 9464, 'thief': 9465, 'raffaele': 9466, 'impunity': 9467, 'cleaner': 9468, 'h5n2': 9469, 'carmona': 9470, 'comic': 9471, 'ringleader': 9472, 'fourteen': 9473, 'brisbane': 9474, 'overwhelmed': 9475, 'blasted': 9476, 'droughts': 9477, 'comoros': 9478, 'verbal': 9479, 'courthouse': 9480, 'mccartney': 9481, 'candles': 9482, 'indonesians': 9483, 'miran': 9484, 'periodic': 9485, 'cirque': 9486, 'ca': 9487, 'baja': 9488, 'undergone': 9489, 'rupiah': 9490, 'vojislav': 9491, 'emigration': 9492, 'ecuadorian': 9493, 'tire': 9494, 'staple': 9495, 'improper': 9496, 'poorer': 9497, 'asadabad': 9498, 'balanced': 9499, 'lendu': 9500, 'barinov': 9501, 'hersh': 9502, 'athletics': 9503, 'moi': 9504, 'stall': 9505, 'knesset': 9506, 'fisheries': 9507, 'lucio': 9508, 'cement': 9509, 'outlines': 9510, 'resettle': 9511, 'bouteflika': 9512, 'camara': 9513, 'appreciation': 9514, 'prospect': 9515, 'copra': 9516, 'coins': 9517, 'medieval': 9518, '1865': 9519, 'emigrants': 9520, 'reader': 9521, 'grounding': 9522, 'pigeons': 9523, 'flattened': 9524, 'stab': 9525, 'ahmet': 9526, 'justification': 9527, 'farmland': 9528, 'photojournalist': 9529, 'reviews': 9530, 'beliefs': 9531, 'commonly': 9532, 'acquiring': 9533, 'latvian': 9534, 'raymond': 9535, 'thigh': 9536, 'identifying': 9537, 'hallums': 9538, 'shipyard': 9539, 'sustainability': 9540, 'tarasyuk': 9541, 'doubling': 9542, 'facts': 9543, '145': 9544, 'nguyen': 9545, 'illicit': 9546, 'bremer': 9547, 'smithsonian': 9548, 'wholesale': 9549, 'sultanate': 9550, 'uprisings': 9551, 'warden': 9552, 'rage': 9553, 'elementary': 9554, 'shandong': 9555, 'transmit': 9556, 'exception': 9557, 'amazon': 9558, 'madrazo': 9559, 'defunct': 9560, 'wayne': 9561, 'needy': 9562, 'unused': 9563, 'soar': 9564, 'yuriy': 9565, 'interviewer': 9566, 'shorter': 9567, 'jason': 9568, 'respectively': 9569, 'barno': 9570, 'hillah': 9571, 'beheading': 9572, 'transform': 9573, 'eldest': 9574, 'hayat': 9575, 'solutions': 9576, 'innovative': 9577, 'ron': 9578, 'survivor': 9579, 'drunk': 9580, 'forever': 9581, 'minded': 9582, 'criteria': 9583, 'introduce': 9584, 'jay': 9585, 'inch': 9586, 'teeth': 9587, 'cleaned': 9588, 'executing': 9589, 'crying': 9590, 'robotic': 9591, 'salva': 9592, 'wider': 9593, 'mao': 9594, 'discover': 9595, 'aliens': 9596, '167': 9597, 'kerala': 9598, 'stakes': 9599, 'lucie': 9600, 'dinara': 9601, 'ridden': 9602, 'economically': 9603, 'vazquez': 9604, 'montevideo': 9605, 'nevada': 9606, 'uighurs': 9607, 'uighur': 9608, 'fruitful': 9609, 'carmaker': 9610, 'robot': 9611, 'harmed': 9612, 'outsiders': 9613, 'temperature': 9614, 'diving': 9615, 'divides': 9616, 'item': 9617, 'shinzo': 9618, 'wielgus': 9619, 'telesur': 9620, 'attach': 9621, 'bode': 9622, 'rahlves': 9623, 'anton': 9624, 'appointing': 9625, 'ultimatum': 9626, 'container': 9627, 'mikheil': 9628, 'heinous': 9629, 'leftists': 9630, 'bravo': 9631, 'thin': 9632, 'blasting': 9633, 'intelogic': 9634, 'stating': 9635, 'urdu': 9636, 'sassou': 9637, 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9696, 'tsang': 9697, 'intent': 9698, 'ruegen': 9699, 'abductees': 9700, 'ottawa': 9701, 'susanne': 9702, 'thoughts': 9703, 'polynesian': 9704, 'dynamic': 9705, 'writers': 9706, 'spam': 9707, 'thank': 9708, 'hyderabad': 9709, 'akihito': 9710, '1944': 9711, 'reservoir': 9712, 'glory': 9713, 'conocophillips': 9714, 'clinics': 9715, 'turk': 9716, 'grief': 9717, 'sided': 9718, 'eavesdropping': 9719, 'rulings': 9720, 'ancic': 9721, 'hekmatyar': 9722, 'emmanuel': 9723, 'akitani': 9724, 'husaybah': 9725, '320': 9726, 'wang': 9727, 'mohamud': 9728, 'posting': 9729, 'sixty': 9730, 'measuring': 9731, 'joyful': 9732, 'ghazi': 9733, 'parole': 9734, 'phnom': 9735, 'penh': 9736, 'myth': 9737, 'nuns': 9738, 'oscar': 9739, 'symonds': 9740, 'michele': 9741, 'batsman': 9742, 'rogge': 9743, 'sebastian': 9744, 'lowering': 9745, 'advertisements': 9746, 'ad': 9747, 'uefa': 9748, 'postponing': 9749, 'kansas': 9750, 'slave': 9751, 'anguilla': 9752, 'brutally': 9753, 'parkinson': 9754, 'duelfer': 9755, 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'demolished': 9814, 'daughters': 9815, 'outage': 9816, 'anatoly': 9817, 'haq': 9818, 'kampala': 9819, 'undetermined': 9820, 'pat': 9821, 'protein': 9822, '132': 9823, 'takers': 9824, 'disturbed': 9825, 'inspire': 9826, 'widen': 9827, 'bacteria': 9828, 'caps': 9829, 'dprk': 9830, '1950': 9831, 'myung': 9832, 'bak': 9833, 'guyana': 9834, 'abolition': 9835, 'downplayed': 9836, 'auspices': 9837, 'cdc': 9838, 'trans': 9839, 'bakery': 9840, 'nujoma': 9841, 'dawei': 9842, 'construct': 9843, 'scarce': 9844, 'outer': 9845, 'renewal': 9846, 'bull': 9847, 'mentioning': 9848, 'anfal': 9849, 'shortened': 9850, 'suffocation': 9851, 'barcodes': 9852, 'bolivians': 9853, 'silvan': 9854, 'padilla': 9855, 'lone': 9856, 'shaft': 9857, 'mardi': 9858, 'gras': 9859, 'ngwira': 9860, 'iles': 9861, 'dolphin': 9862, 'stewart': 9863, 'goats': 9864, 'donation': 9865, 'preacher': 9866, 'infamous': 9867, 'seismologists': 9868, 'tianjin': 9869, '550': 9870, 'protects': 9871, 'referees': 9872, 'colder': 9873, 'belief': 9874, 'auckland': 9875, 'leasing': 9876, 'flour': 9877, '106': 9878, 'chaco': 9879, '1932': 9880, 'noise': 9881, 'bei': 9882, 'caucus': 9883, 'privileges': 9884, 'gatlin': 9885, 'aided': 9886, '1955': 9887, 'backlash': 9888, 'wheeler': 9889, 'agca': 9890, 'elton': 9891, 'poisonous': 9892, 'smooth': 9893, 'securities': 9894, 'francis': 9895, 'qari': 9896, 'abubakar': 9897, 'borrow': 9898, 'cordoned': 9899, 'haas': 9900, 'hydrocarbons': 9901, 'conquest': 9902, 'halliburton': 9903, 'advocating': 9904, 'danielle': 9905, 'manning': 9906, 'fences': 9907, 'cardenas': 9908, 'lip': 9909, 'rohmer': 9910, 'absent': 9911, 'erik': 9912, 'solheim': 9913, 'runners': 9914, 'rezko': 9915, 'interrogations': 9916, 'adjust': 9917, 'consciousness': 9918, 'conferred': 9919, 'pluto': 9920, 'fillon': 9921, 'abusive': 9922, 'consult': 9923, 'molina': 9924, 'zia': 9925, 'isle': 9926, 'aswat': 9927, 'wielding': 9928, 'raffarin': 9929, 'mukasey': 9930, 'jos': 9931, 'homicide': 9932, 'zaidi': 9933, 'sandinista': 9934, 'hercules': 9935, 'ramda': 9936, 'rsf': 9937, 'concede': 9938, 'djindjic': 9939, 'sticking': 9940, 'insecurity': 9941, 'expansionary': 9942, 'filipinos': 9943, 'mashaie': 9944, 'constituency': 9945, '101': 9946, 'breakfast': 9947, 'stern': 9948, 'exams': 9949, 'jameson': 9950, 'grill': 9951, 'fiery': 9952, '747': 9953, 'bakri': 9954, 'cosatu': 9955, 'mullen': 9956, 'traded': 9957, 'affiliates': 9958, 'fda': 9959, 'moiseyev': 9960, 'reyna': 9961, 'steele': 9962, 'acceptable': 9963, 'witty': 9964, 'flea': 9965, 'pius': 9966, 'ltte': 9967, 'axum': 9968, 'pastrana': 9969, 'dome': 9970, 'papadopoulos': 9971, 'designs': 9972, 'srebotnik': 9973, 'mourn': 9974, 'nurses': 9975, 'nun': 9976, 'badghis': 9977, 'mikati': 9978, 'fitting': 9979, 'jankovic': 9980, 'falun': 9981, 'gong': 9982, 'gamsakhurdia': 9983, 'asteroid': 9984, 'bishara': 9985, 'upscale': 9986, 'python': 9987, 'cerkez': 9988, 'trench': 9989, 'tripura': 9990, 'jolie': 9991, 'mowlam': 9992, 'defect': 9993, 'partition': 9994, 'hospitalization': 9995, 'x': 9996, 'railways': 9997, 'disturbance': 9998, 'raila': 9999, '\x85': 10000, '\x94': 10001, 'truly': 10002, 'academics': 10003, 'attendees': 10004, 'hiriart': 10005, 'chiapas': 10006, 'mysterious': 10007, 'execute': 10008, 'contradicts': 10009, 'kinds': 10010, 'foundations': 10011, 'immunization': 10012, 'specially': 10013, 'dire': 10014, 'deprived': 10015, 'sleep': 10016, 'diversifying': 10017, 'siphoning': 10018, 'constraints': 10019, 'unequal': 10020, 'peasant': 10021, 'lesson': 10022, 'potato': 10023, 'sacks': 10024, 'pink': 10025, 'mansion': 10026, 'geoff': 10027, 'testifying': 10028, 'kupwara': 10029, 'fried': 10030, 'sanders': 10031, 'platforms': 10032, 'pleas': 10033, 'frivolous': 10034, 'comfortable': 10035, 'filipino': 10036, 'conferences': 10037, 'alex': 10038, 'beset': 10039, 'inexpensive': 10040, 'abed': 10041, 'aghazadeh': 10042, 'complications': 10043, 'exhumed': 10044, 'rolling': 10045, 'lincoln': 10046, 'raiders': 10047, 'lleyton': 10048, 'florian': 10049, 'andreas': 10050, 'jarkko': 10051, 'kenneth': 10052, 'mandy': 10053, 'specialty': 10054, 'enforcing': 10055, 'injected': 10056, 'tuz': 10057, 'visibility': 10058, 'sympathy': 10059, 'archaeological': 10060, 'exercising': 10061, 'assemble': 10062, 'humiliating': 10063, 'robbing': 10064, 'deepen': 10065, 'proving': 10066, 'boosts': 10067, 'piano': 10068, 'plague': 10069, 'cartoonist': 10070, 'editors': 10071, 'azeris': 10072, 'mi': 10073, 'thrift': 10074, 'fertile': 10075, 'highlands': 10076, 'alumina': 10077, 'estates': 10078, 'injustice': 10079, 'nest': 10080, 'trampled': 10081, 'paintings': 10082, 'artwork': 10083, 'clay': 10084, 'plain': 10085, 'prijedor': 10086, 'blessings': 10087, 'abraham': 10088, 'nicosia': 10089, 'impartial': 10090, 'telecommunication': 10091, 'provider': 10092, 'diwaniyah': 10093, 'ruined': 10094, 'dioxin': 10095, 'groin': 10096, 'bye': 10097, 'kommersant': 10098, 'sinhalese': 10099, 'missionary': 10100, 'relaxed': 10101, 'qalqiliya': 10102, 'nimroz': 10103, 'naqib': 10104, 'adamkus': 10105, 'vastly': 10106, 'complying': 10107, 'pullback': 10108, 'swaths': 10109, 'firmly': 10110, 'criticisms': 10111, 'challengers': 10112, 'hiroyuki': 10113, 'hosoda': 10114, 'occurrence': 10115, 'saddened': 10116, 'ike': 10117, 'chooses': 10118, 'icon': 10119, 'franklin': 10120, 'roosevelt': 10121, 'paralyzed': 10122, 'shabelle': 10123, 'seller': 10124, 'premises': 10125, 'widened': 10126, 'phosphates': 10127, 'catalyst': 10128, 'dec': 10129, 'spared': 10130, 'connections': 10131, 'neglect': 10132, 'diminished': 10133, 'peaked': 10134, 'module': 10135, 'soyuz': 10136, 'gaps': 10137, 'gholam': 10138, 'haddad': 10139, 'endanger': 10140, 'sino': 10141, 'exceptional': 10142, 'censor': 10143, 'jams': 10144, 'airfield': 10145, 'typhoons': 10146, 'splinter': 10147, 'gleneagles': 10148, 'implicates': 10149, 'roaming': 10150, 'assignments': 10151, 'bombmaker': 10152, 'hopman': 10153, 'hijacker': 10154, 'surrendering': 10155, 'accomplices': 10156, 'avenge': 10157, 'subpoena': 10158, 'responses': 10159, 'madeleine': 10160, 'farewell': 10161, 'cholesterol': 10162, 'bayji': 10163, 'guided': 10164, 'drawings': 10165, 'objection': 10166, 'foes': 10167, 'prohibiting': 10168, 'instrument': 10169, 'vigilant': 10170, 'uphold': 10171, 'imposition': 10172, 'tracked': 10173, 'fundamentalist': 10174, 'recorder': 10175, 'tijuana': 10176, 'blatant': 10177, 'zawahri': 10178, 'suspensions': 10179, 'punishments': 10180, 'superiors': 10181, 'hindering': 10182, 'reacting': 10183, 'unconditional': 10184, 'haste': 10185, '22nd': 10186, 'withhold': 10187, 'satisfactory': 10188, '1783': 10189, 'slovenes': 10190, 'distanced': 10191, 'absorbed': 10192, 'mainstays': 10193, 'ins': 10194, 'complicate': 10195, 'prefer': 10196, 'bramble': 10197, 'hedge': 10198, 'vain': 10199, 'personality': 10200, 'junk': 10201, 'auditing': 10202, 'annulled': 10203, 'corrected': 10204, 'surges': 10205, 'mulford': 10206, 'shyam': 10207, 'maize': 10208, 'semlow': 10209, 'mastery': 10210, 'harriet': 10211, 'democratization': 10212, 'secondhand': 10213, 'rugova': 10214, 'contrast': 10215, 'cindy': 10216, 'aye': 10217, 'daniele': 10218, '