Fine Tuning BERT in Python for Disaster Tweets Classification
• 1056 min read
- BERT
- KTRAIN
- Real or Not? Disaster Tweets Classifications
- Download Data
- Exploratory Data Analysis
- Target Class Distribution
- Number of Characters Distribution in Tweets
- Number of Words, Average Words Length, and Stop words Distribution in Tweets
- Most and Least Common Words
- One-Shot Data Cleaning
- Disaster Words Visualization with Word Cloud
- Classification with TFIDF and SVM
- Classification with Word2Vec and SVM
- Word Embeddings and Classification with Deep Learning
- BERT Model Building and Training
Twitter has become an important communication channel in times of emergency. The ubiquitousness of smartphones enables people to announce an emergency they’re observing in real-time. Because of this, more agencies are interested in programmatically monitoring Twitter (i.e. disaster relief organizations and news agencies). However, identifying such tweets has always been a difficult task because of the ambiguity in the linguistic structure of the tweets and hence it is not always clear whether an individual’s words are actually announcing a disaster.
Kaggle hosted a challenge named Real or Not whose aim was to use the Twitter data of disaster tweets, originally created by the company figure-eight, to classify Tweets talking about real disaster against the ones talking about it metaphorically.
BERT is designed to pre-train deep bidirectional representations from an unlabeled text by jointly conditioning on both left and right context in all layers. As a result, the pre-trained BERT model can be finetuned with just one additional output layer to create state-of-the-art models for a wide range of tasks, such as question answering and language inference, without substantial task-specific architecture modifications.
ktrain is a lightweight wrapper for the deep learning library TensorFlow Keras (and other libraries) to help build, train, and deploy neural networks and other machine learning models. Inspired by ML framework extensions like fastai and ludwig, it is designed to make deep learning and AI more accessible and easier to apply for both newcomers and experienced practitioners.
- BERT is basically a trained Transformer Encoder stack, with twelve in the Base version, and twenty-four in the Large version, compared to 6 encoder layers in the original Transformer.
- BERT encoders have larger feedforward networks (768 and 1024 nodes in Base and Large respectively) and more attention heads (12 and 16 respectively). BERT was trained on Wikipedia and Book Corpus, a dataset containing +10,000 books of different genres.
import pandas as pd
import numpy as np
import re
import string
import os
import matplotlib.pyplot as plt
import seaborn as sns
from wordcloud import WordCloud
from sklearn.feature_extraction.text import TfidfVectorizer
from sklearn.model_selection import train_test_split
from sklearn.metrics import classification_report,confusion_matrix
plt.style.use('ggplot')
from tensorflow.keras.preprocessing.text import Tokenizer
from tensorflow.keras.preprocessing.sequence import pad_sequences
from tensorflow.keras.models import Sequential
from tensorflow.keras.layers import Embedding, LSTM,Dense, SpatialDropout1D, Dropout
from tensorflow.keras.optimizers import Adam
/usr/local/lib/python3.6/dist-packages/statsmodels/tools/_testing.py:19: FutureWarning: pandas.util.testing is deprecated. Use the functions in the public API at pandas.testing instead. import pandas.util.testing as tm
tweet = pd.read_csv('https://raw.githubusercontent.com/laxmimerit/twitter-disaster-prediction-dataset/master/train.csv')
tweet.head()
id | keyword | location | text | target | |
---|---|---|---|---|---|
0 | 1 | NaN | NaN | Our Deeds are the Reason of this #earthquake M... | 1 |
1 | 4 | NaN | NaN | Forest fire near La Ronge Sask. Canada | 1 |
2 | 5 | NaN | NaN | All residents asked to 'shelter in place' are ... | 1 |
3 | 6 | NaN | NaN | 13,000 people receive #wildfires evacuation or... | 1 |
4 | 7 | NaN | NaN | Just got sent this photo from Ruby #Alaska as ... | 1 |
tweet.shape
(7613, 5)
tweet.info()
<class 'pandas.core.frame.DataFrame'> RangeIndex: 7613 entries, 0 to 7612 Data columns (total 5 columns): # Column Non-Null Count Dtype --- ------ -------------- ----- 0 id 7613 non-null int64 1 keyword 7552 non-null object 2 location 5080 non-null object 3 text 7613 non-null object 4 target 7613 non-null int64 dtypes: int64(2), object(3) memory usage: 297.5+ KB
plt.rcParams['figure.figsize'] = [8,4]
plt.rcParams['figure.dpi'] = 80
sns.countplot('target', data=tweet)
plt.title('Real or Not Real Disaster Tweet')
Text(0.5, 1.0, 'Real or Not Real Disaster Tweet')
tweet['target'].value_counts()
0 4342 1 3271 Name: target, dtype: int64
tweet['target'].value_counts().plot.pie(autopct='%1.2f%%')
<matplotlib.axes._subplots.AxesSubplot at 0x7f3626c9a438>
!pip install git+https://github.com/laxmimerit/preprocess_kgptalkie.git
Collecting git+https://github.com/laxmimerit/preprocess_kgptalkie.git Cloning https://github.com/laxmimerit/preprocess_kgptalkie.git to /tmp/pip-req-build-31qatq34 Running command git clone -q https://github.com/laxmimerit/preprocess_kgptalkie.git /tmp/pip-req-build-31qatq34 Building wheels for collected packages: preprocess-kgptalkie Building wheel for preprocess-kgptalkie (setup.py) ... done Created wheel for preprocess-kgptalkie: filename=preprocess_kgptalkie-0.1.0-cp36-none-any.whl size=11716 sha256=03e0ffe70c352c1a40472ffdcfa0913c6017fdddf731712419810971f472b071 Stored in directory: /tmp/pip-ephem-wheel-cache-sec9jkgx/wheels/a8/18/22/90afa4bd43247fb9a75b710a4a3fcd94966c022ce9e3c7d0a6 Successfully built preprocess-kgptalkie Installing collected packages: preprocess-kgptalkie Successfully installed preprocess-kgptalkie-0.1.0
import preprocess_kgptalkie as kgp
tweet = kgp.get_basic_features(tweet)
tweet.head()
id | keyword | location | text | target | char_counts | word_counts | avg_wordlength | stopwords_counts | hashtag_counts | mentions_counts | digits_counts | uppercase_counts | |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|
0 | 1 | NaN | NaN | Our Deeds are the Reason of this #earthquake M... | 1 | 57 | 13 | 4.384615 | 6 | 1 | 0 | 0 | 1 |
1 | 4 | NaN | NaN | Forest fire near La Ronge Sask. Canada | 1 | 32 | 7 | 4.571429 | 0 | 0 | 0 | 1 | 0 |
2 | 5 | NaN | NaN | All residents asked to 'shelter in place' are ... | 1 | 112 | 22 | 5.090909 | 9 | 0 | 0 | 1 | 0 |
3 | 6 | NaN | NaN | 13,000 people receive #wildfires evacuation or... | 1 | 57 | 8 | 7.125000 | 1 | 1 | 0 | 1 | 0 |
4 | 7 | NaN | NaN | Just got sent this photo from Ruby #Alaska as ... | 1 | 72 | 16 | 4.500000 | 6 | 2 | 0 | 0 | 0 |
sns.distplot(tweet['char_counts'])
<matplotlib.axes._subplots.AxesSubplot at 0x7f35cb9d80f0>
sns.kdeplot(tweet['char_counts'], shade=True)
<matplotlib.axes._subplots.AxesSubplot at 0x7f35caa1dac8>
sns.kdeplot(tweet[tweet['target']==1]['char_counts'], shade=True, color='red')
sns.kdeplot(tweet[tweet['target']==0]['char_counts'], shade=True, color='blue')
<matplotlib.axes._subplots.AxesSubplot at 0x7f35ca99c7b8>
sns.catplot(y='char_counts', data=tweet, kind='violin', col='target')
<seaborn.axisgrid.FacetGrid at 0x7f3664d927b8>
sns.kdeplot(tweet[tweet['target']==1]['word_counts'], shade=True, color='red')
sns.kdeplot(tweet[tweet['target']==0]['word_counts'], shade=True, color='magenta')
<matplotlib.axes._subplots.AxesSubplot at 0x7f35c7fefc50>
sns.kdeplot(tweet[tweet['target']==1]['avg_wordlength'], shade=True, color='red')
sns.kdeplot(tweet[tweet['target']==0]['avg_wordlength'], shade=True, color='magenta')
<matplotlib.axes._subplots.AxesSubplot at 0x7f35c7fa5ac8>
sns.kdeplot(tweet[tweet['target']==1]['stopwords_counts'], shade=True, color='red')
sns.kdeplot(tweet[tweet['target']==0]['stopwords_counts'], shade=True, color='magenta')
<matplotlib.axes._subplots.AxesSubplot at 0x7f35c7efae10>
tweet.columns
Index(['id', 'keyword', 'location', 'text', 'target', 'char_counts', 'word_counts', 'avg_wordlength', 'stopwords_counts', 'hashtag_counts', 'mentions_counts', 'digits_counts', 'uppercase_counts'], dtype='object')
freqs = kgp.get_word_freqs(tweet, 'text')
top20 = freqs[100:120]
plt.bar(top20.index, top20.values)
plt.xticks(rotation=70)
plt.show()
least20 = freqs[-20:]
least20
revealing 1 68 1 KY: 1 object. 1 #CLIMATE 1 @95roots 1 emergency? 1 suspects 1 leather 1 guns.. 1 http://t.co/RTUeTdfBqb 1 http://t.co/1EPIYeNQYL 1 http://t.co/KS7Ln8HQ8s 1 @dieanpink95 1 http://t.co/ML8IrhWg7O 1 WindstormåÊInsurer 1 http://t.co/fQWTSxLkrZ 1 @Gbay99 1 friends. 1 :-D 1 dtype: int64
bigram = kgp.get_ngram(tweet, 'text', ngram_range=2)
bigram[-20:]
[('00end date', 19), ('0000 utc', 18), ('000 riot', 17), ('000 people', 16), ('000 gems', 15), ('00 white', 14), ('00 tonight', 13), ('00 to', 12), ('00 thursday', 11), ('00 thread', 10), ('00 pm', 9), ('00 in', 8), ('00 http', 7), ('00 hiroshima', 6), ('00 bestseller', 5), ('00 at', 4), ('00 am', 3), ('00 52', 2), ('00 25', 1), ('00 11', 0)]
def get_clean(x):
x = str(x).lower().replace('\\', ' ').replace('_', ' ').replace('.', ' ')
x = kgp.cont_exp(x)
x = kgp.remove_emails(x)
x = kgp.remove_urls(x)
x = kgp.remove_html_tags(x)
x = kgp.remove_rt(x)
x = kgp.remove_accented_chars(x)
x = kgp.remove_special_chars(x)
x = kgp.remove_dups_char(x)
return x
tweet['text'] = tweet['text'].apply(lambda x: get_clean(x))
tweet.head()['text']
0 oyour deeds are the reason of this earetweethq... 1 forest fire near la ronge sask canada 2 all residents asked to shelter in place are be... 3 130 people receive wildfires evasee yoyouation... 4 jyoust got sent this photo from ryouby alaska ... Name: text, dtype: object
real = kgp.get_word_freqs(tweet[tweet['target']==1], 'text')
real = ' '.join(real.index)
real
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word_cloud = WordCloud(max_font_size=100).generate(real)
plt.imshow(word_cloud)
plt.axis('off')
plt.show()
nreal = kgp.get_word_freqs(tweet[tweet['target']==0], 'text')
nreal = ' '.join(nreal.index)
word_cloud = WordCloud(max_font_size=100).generate(nreal)
plt.imshow(word_cloud)
plt.axis('off')
plt.show()
text = tweet['text']
y = tweet['target']
tfidf = TfidfVectorizer()
X = tfidf.fit_transform(text)
X.shape
(7613, 23333)
X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=0, stratify=y)
def run_SVM(clf, X_train, X_test, y_train, y_test):
clf.fit(X_train, y_train)
y_pred = clf.predict(X_test)
print()
print('Classification Report')
print(classification_report(y_test, y_pred))
from sklearn.svm import LinearSVC
clf = LinearSVC()
run_SVM(clf, X_train, X_test, y_train, y_test)
Classification Report precision recall f1-score support 0 0.79 0.88 0.83 869 1 0.82 0.69 0.75 654 accuracy 0.80 1523 macro avg 0.80 0.79 0.79 1523 weighted avg 0.80 0.80 0.80 1523
!python -m spacy download en_core_web_lg
Collecting en_core_web_lg==2.2.5
Downloading https://github.com/explosion/spacy-models/releases/download/en_core_web_lg-2.2.5/en_core_web_lg-2.2.5.tar.gz (827.9MB)
|████████████████████████████████| 827.9MB 54.4MB/s
Requirement already satisfied: spacy>=2.2.2 in /usr/local/lib/python3.6/dist-packages (from en_core_web_lg==2.2.5) (2.2.4)
Requirement already satisfied: catalogue<1.1.0,>=0.0.7 in /usr/local/lib/python3.6/dist-packages (from spacy>=2.2.2->en_core_web_lg==2.2.5) (1.0.0)
Requirement already satisfied: setuptools in /usr/local/lib/python3.6/dist-packages (from spacy>=2.2.2->en_core_web_lg==2.2.5) (49.6.0)
Requirement already satisfied: preshed<3.1.0,>=3.0.2 in /usr/local/lib/python3.6/dist-packages (from spacy>=2.2.2->en_core_web_lg==2.2.5) (3.0.2)
Requirement already satisfied: thinc==7.4.0 in /usr/local/lib/python3.6/dist-packages (from spacy>=2.2.2->en_core_web_lg==2.2.5) (7.4.0)
Requirement already satisfied: srsly<1.1.0,>=1.0.2 in /usr/local/lib/python3.6/dist-packages (from spacy>=2.2.2->en_core_web_lg==2.2.5) (1.0.2)
Requirement already satisfied: requests<3.0.0,>=2.13.0 in /usr/local/lib/python3.6/dist-packages (from spacy>=2.2.2->en_core_web_lg==2.2.5) (2.23.0)
Requirement already satisfied: blis<0.5.0,>=0.4.0 in /usr/local/lib/python3.6/dist-packages (from spacy>=2.2.2->en_core_web_lg==2.2.5) (0.4.1)
Requirement already satisfied: murmurhash<1.1.0,>=0.28.0 in /usr/local/lib/python3.6/dist-packages (from spacy>=2.2.2->en_core_web_lg==2.2.5) (1.0.2)
Requirement already satisfied: tqdm<5.0.0,>=4.38.0 in /usr/local/lib/python3.6/dist-packages (from spacy>=2.2.2->en_core_web_lg==2.2.5) (4.41.1)
Requirement already satisfied: wasabi<1.1.0,>=0.4.0 in /usr/local/lib/python3.6/dist-packages (from spacy>=2.2.2->en_core_web_lg==2.2.5) (0.7.1)
Requirement already satisfied: numpy>=1.15.0 in /usr/local/lib/python3.6/dist-packages (from spacy>=2.2.2->en_core_web_lg==2.2.5) (1.18.5)
Requirement already satisfied: cymem<2.1.0,>=2.0.2 in /usr/local/lib/python3.6/dist-packages (from spacy>=2.2.2->en_core_web_lg==2.2.5) (2.0.3)
Requirement already satisfied: plac<1.2.0,>=0.9.6 in /usr/local/lib/python3.6/dist-packages (from spacy>=2.2.2->en_core_web_lg==2.2.5) (1.1.3)
Requirement already satisfied: importlib-metadata>=0.20; python_version < "3.8" in /usr/local/lib/python3.6/dist-packages (from catalogue<1.1.0,>=0.0.7->spacy>=2.2.2->en_core_web_lg==2.2.5) (1.7.0)
Requirement already satisfied: urllib3!=1.25.0,!=1.25.1,<1.26,>=1.21.1 in /usr/local/lib/python3.6/dist-packages (from requests<3.0.0,>=2.13.0->spacy>=2.2.2->en_core_web_lg==2.2.5) (1.24.3)
Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.6/dist-packages (from requests<3.0.0,>=2.13.0->spacy>=2.2.2->en_core_web_lg==2.2.5) (2020.6.20)
Requirement already satisfied: chardet<4,>=3.0.2 in /usr/local/lib/python3.6/dist-packages (from requests<3.0.0,>=2.13.0->spacy>=2.2.2->en_core_web_lg==2.2.5) (3.0.4)
Requirement already satisfied: idna<3,>=2.5 in /usr/local/lib/python3.6/dist-packages (from requests<3.0.0,>=2.13.0->spacy>=2.2.2->en_core_web_lg==2.2.5) (2.10)
Requirement already satisfied: zipp>=0.5 in /usr/local/lib/python3.6/dist-packages (from importlib-metadata>=0.20; python_version < "3.8"->catalogue<1.1.0,>=0.0.7->spacy>=2.2.2->en_core_web_lg==2.2.5) (3.1.0)
Building wheels for collected packages: en-core-web-lg
Building wheel for en-core-web-lg (setup.py) ... done
Created wheel for en-core-web-lg: filename=en_core_web_lg-2.2.5-cp36-none-any.whl size=829180944 sha256=e57f78b5c7fc9ad0cc482ce2a7f9b49636ca448e6618ed9b520cef34d64c2e36
Stored in directory: /tmp/pip-ephem-wheel-cache-_05ejxhr/wheels/2a/c1/a6/fc7a877b1efca9bc6a089d6f506f16d3868408f9ff89f8dbfc
Successfully built en-core-web-lg
Installing collected packages: en-core-web-lg
Successfully installed en-core-web-lg-2.2.5
✔ Download and installation successful
You can now load the model via spacy.load('en_core_web_lg')
import spacy
import en_core_web_lg
nlp = en_core_web_lg.load()
x = 'cat dog'
doc = nlp(x)
doc.vector.shape
(300,)
def get_vec(x):
doc = nlp(x)
vec = doc.vector
return vec
tweet['vec'] = tweet['text'].apply(lambda x: get_vec(x))
tweet.head()
id | keyword | location | text | target | char_counts | word_counts | avg_wordlength | stopwords_counts | hashtag_counts | mentions_counts | digits_counts | uppercase_counts | vec | |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
0 | 1 | NaN | NaN | oyour deeds are the reason of this earetweethq... | 1 | 57 | 13 | 4.384615 | 6 | 1 | 0 | 0 | 1 | [-0.2098871, -0.007629695, -0.19607861, -0.163... |
1 | 4 | NaN | NaN | forest fire near la ronge sask canada | 1 | 32 | 7 | 4.571429 | 0 | 0 | 0 | 1 | 0 | [-0.014817425, -0.09212343, -0.10716944, -0.33... |
2 | 5 | NaN | NaN | all residents asked to shelter in place are be... | 1 | 112 | 22 | 5.090909 | 9 | 0 | 0 | 1 | 0 | [-0.00050089136, 0.023181401, -0.102390535, -0... |
3 | 6 | NaN | NaN | 130 people receive wildfires evasee yoyouation... | 1 | 57 | 8 | 7.125000 | 1 | 1 | 0 | 1 | 0 | [-0.14550035, 0.21902388, 0.07671245, -0.14768... |
4 | 7 | NaN | NaN | jyoust got sent this photo from ryouby alaska ... | 1 | 72 | 16 | 4.500000 | 6 | 2 | 0 | 0 | 0 | [-0.0026213732, -0.01916919, -0.063435, 0.0685... |
X = tweet['vec'].to_numpy()
X = X.reshape(-1, 1)
X.shape
(7613, 1)
X = np.concatenate(np.concatenate(X, axis=0), axis=0).reshape(-1, 300)
X.shape
(7613, 300)
y = tweet['target']
X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=0, stratify=y)
%%time
clf = LinearSVC()
run_SVM(clf, X_train, X_test, y_train, y_test)
Classification Report precision recall f1-score support 0 0.78 0.85 0.82 869 1 0.78 0.68 0.73 654 accuracy 0.78 1523 macro avg 0.78 0.77 0.77 1523 weighted avg 0.78 0.78 0.78 1523 CPU times: user 2.79 s, sys: 25.8 ms, total: 2.81 s Wall time: 2.81 s
from tensorflow.keras.preprocessing.text import Tokenizer
from tensorflow.keras.preprocessing.sequence import pad_sequences
from tensorflow.keras.models import Sequential
from tensorflow.keras.layers import Dense,Flatten,Embedding,Dropout
from tensorflow.keras.layers import Conv1D, MaxPooling1D, GlobalMaxPooling1D
text
0 oyour deeds are the reason of this earetweethq... 1 forest fire near la ronge sask canada 2 all residents asked to shelter in place are be... 3 130 people receive wildfires evasee yoyouation... 4 jyoust got sent this photo from ryouby alaska ... ... 7608 two giant cranes holding a bridge collapostscr... 7609 aria ahoyourary thetawnice to haveat isst the ... 7610 m1 94 0104 yocoordinated universal time5km s o... 7611 poli se investigating afeatyouringer an ebike ... 7612 the latest more homes razed by noretweethern c... Name: text, Length: 7613, dtype: object
token = Tokenizer()
token.fit_on_texts(text)
vocab_size = len(token.word_index) + 1
vocab_size
23370
print(token.word_index)
{'heighttpt': 1, 'the': 2, 'a': 3, 'to': 4, 'in': 5, 'i': 6, 'of': 7, 'is': 8, 'and': 9, 'yoyou': 10, 'for': 11, 'on': 12, 'see': 13, 'my': 14, 'it': 15, 'not': 16, 'that': 17, 'with': 18, 'at': 19, 'by': 20, 'iss': 21, 'this': 22, 'have': 23, 'are': 24, 'from': 25, 'be': 26, 'was': 27, 'heighttpostscripointt': 28, 'so': 29, 'do': 30, 'get': 31, 'oyout': 32, 'like': 33, 'as': 34, 'am': 35, 'youp': 36, 'jyoust': 37, 'me': 38, 'byout': 39, 'yoyour': 40, 'will': 41, 'se': 42, 'over': 43, 'has': 44, 'all': 45, 'afeatyouringer': 46, 'no': 47, 'fire': 48, 'an': 49, 'love': 50, 'when': 51, 'new': 52, 'if': 53, 'he': 54, 'we': 55, 'they': 56, 'now': 57, 'via': 58, 'more': 59, 'aaboyout': 60, 'what': 61, 'intelligence': 62, 'or': 63, 'time': 64, 'people': 65, 'how': 66, 'one': 67, 'been': 68, 'there': 69, '2': 70, 'news': 71, 'back': 72, 'who': 73, 'poli': 74, 'good': 75, 'into': 76, 'real': 77, 'were': 78, 'video': 79, 'eyouropean': 80, 'can': 81, 'emergency': 82, 'thisaster': 83, 'learnedl': 84, 'life': 85, 'than': 86, 'off': 87, 'her': 88, 'woyould': 89, 'evasee': 90, 'some': 91, 'stoday': 92, 'you': 93, 'contentk': 94, 'his': 95, 'yous': 96, 'body': 97, 'minister': 98, 'byourning': 99, 'syoui': 100, 'ressee': 101, 'california': 102, 'crash': 103, 'know': 104, 'seeide': 105, '3': 106, 'storm': 107, 'them': 108, 'got': 109, 'today': 110, 'offi': 111, 'had': 112, 'why': 113, 'loyoud': 114, 'man': 115, 'retweet': 116, 'yoyoure': 117, 'pi': 118, 's': 119, 'byouildings': 120, 'day': 121, 'first': 122, 'itng': 123, 'seek': 124, 'world': 125, 'bomb': 126, 'did': 127, 'nyouclear': 128, 'oyour': 129, 'fires': 130, 'attack': 131, 'cannot': 132, 'seeal': 133, 'isd': 134, 'apagesli': 135, 'two': 136, 'yoyoutyoube': 137, 'go': 138, 'killed': 139, 'dead': 140, 'their': 141, 'nigheight': 142, 'train': 143, '1': 144, 'fyoull': 145, 'being': 146, 'car': 147, 'war': 148, 'accident': 149, 'may': 150, 'only': 151, 'familthat': 152, 'hiroshima': 153, 'sentral': 154, 'think': 155, 'hapagesli': 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1241, 'seetimiss': 1242, 'cant': 1243, 'internet': 1244, 'act': 1245, 'apoyoundyoum': 1246, 'general': 1247, 'yoyourred': 1248, 'ayoustralia': 1249, 'problem': 1250, 'hair': 1251, 'haves': 1252, 'lady': 1253, 'giving': 1254, 'falling': 1255, 'deep': 1256, 'open': 1257, 'thisapagesli': 1258, 'walk': 1259, 'winds': 1260, 'strike': 1261, 'lyouckad': 1262, 'record': 1263, 'small': 1264, 'coast': 1265, 'libya': 1266, 'different': 1267, 'parents': 1268, 'ti': 1269, 'planned': 1270, 'de': 1271, 'delivers': 1272, 'taiwan': 1273, 'ain': 1274, 'lifeines': 1275, 'interesting': 1276, 'marians': 1277, 'travel': 1278, 'crematoria': 1279, 'provoke': 1280, 'offroad': 1281, 'jonathan': 1282, 'governor': 1283, 'alabama': 1284, 'recoyount': 1285, 'cayouses': 1286, 'metal': 1287, 'styoudents': 1288, '2013': 1289, 'teen': 1290, 'involving': 1291, 'doyouble': 1292, 'comment': 1293, 'yousing': 1294, 'sometimes': 1295, 'between': 1296, 'serioyous': 1297, 'nyoumber': 1298, 'career': 1299, 'salt': 1300, 'horse': 1301, 'played': 1302, 'mod': 1303, 'took': 1304, 'moyountain': 1305, 'lifes': 1306, 'lyouck': 1307, 'fyounny': 1308, 'doriginals': 1309, 'adirect': 1310, 'system': 1311, 'youdhampyour': 1312, 'worry': 1313, 'response': 1314, 'loyouis': 1315, 'desigood': 1316, 'weekend': 1317, 'agree': 1318, 'silver': 1319, 'expect': 1320, 'cold': 1321, 'syoun': 1322, 'walking': 1323, 'wedding': 1324, 'byouy': 1325, 'hi': 1326, 'chthat': 1327, 'gone': 1328, 'wall': 1329, 'broke': 1330, 'standard': 1331, 'soldthat': 1332, 'fayoux': 1333, 'along': 1334, 'saying': 1335, 'gyounman': 1336, 'islami': 1337, 'tyourkish': 1338, 'western': 1339, 'press': 1340, 'accoyount': 1341, 'denver': 1342, 'strong': 1343, 'fthat': 1344, 'corporation': 1345, 'felt': 1346, 'absolyoutely': 1347, 'worlds': 1348, 'force': 1349, 'gold': 1350, 'indian': 1351, 'evening': 1352, 'shape': 1353, 'enyougyou': 1354, 'spring': 1355, 'med': 1356, 'helping': 1357, 'gameles': 1358, 'wroyougheight': 1359, 'internally': 1360, 'map': 1361, '600': 1362, 'brooklyn': 1363, 'cameroon': 1364, 'seeationening': 1365, 'wife': 1366, 'training': 1367, 'later': 1368, 'seehael': 1369, 'seeationen': 1370, 'bexamplein': 1371, 'fuck': 1372, 'seetim': 1373, 'bit': 1374, 'close': 1375, 'petition': 1376, 'practi': 1377, 'episode': 1378, 'fact': 1379, 'feat': 1380, 'total': 1381, '24': 1382, 'join': 1383, '2014': 1384, 'kinda': 1385, 'figyoureheighting': 1386, 'qyoueen': 1387, 'door': 1388, 'vote': 1389, 'tryouth': 1390, 'todays': 1391, 'linked': 1392, 'million': 1393, 'fat': 1394, 'tryoump': 1395, 'answer': 1396, 'mine': 1397, 'v': 1398, 'fyoully': 1399, 'yousatoday': 1400, 'potenthanks': 1401, 'cover': 1402, 'agency': 1403, 'fyoutyoure': 1404, 'thoyoughyoureat': 1405, 'test': 1406, 'event': 1407, 'living': 1408, 'c': 1409, 'text': 1410, 'lets': 1411, 'ones': 1412, 'storetweethat': 1413, 'metro': 1414, 'thoyough': 1415, 'gotta': 1416, 'effects': 1417, 'friday': 1418, 'rather': 1419, 'pyourse': 1420, 'killing': 1421, 'toriginalether': 1422, 'board': 1423, 'groyound': 1424, 'pass': 1425, 'ashes': 1426, 'five': 1427, 'cranes': 1428, 'contentky': 1429, 'wish': 1430, 'cayousing': 1431, 'ban': 1432, 'predi': 1433, 'indyoustry': 1434, 'changes': 1435, 'animal': 1436, 'gyouide': 1437, 'cable': 1438, 'phoenix': 1439, 'search': 1440, 'international': 1441, 'smayoug': 1442, 'sensorsenso': 1443, 'philipagesines': 1444, 'oklahoma': 1445, 'cat': 1446, 'roosevelt': 1447, 'apc': 1448, 'allows': 1449, 'stadiyoum': 1450, '1980': 1451, 'uiwhen': 1452, 'plyounging': 1453, 'canada': 1454, 'asked': 1455, 'orders': 1456, 'wildfires': 1457, 'safe': 1458, 'setting': 1459, 'facebook': 1460, 'moving': 1461, 'coprime': 1462, 'among': 1463, 'sleeping': 1464, 'owner': 1465, 'syounday': 1466, 'david': 1467, 'seeo': 1468, 'medi': 1469, 'dryounk': 1470, 'shoretweet': 1471, 'isws': 1472, 'syrian': 1473, 'voi': 1474, 'false': 1475, 'less': 1476, 'feels': 1477, 'biretweethday': 1478, 'version': 1479, 'positioning': 1480, 'loved': 1481, 'l': 1482, 'el': 1483, 'economi': 1484, 'tracks': 1485, 'lead': 1486, 'hero': 1487, 'navy': 1488, 'ap': 1489, 'crime': 1490, 'byourn': 1491, 'palestinian': 1492, 'bay': 1493, 'syouspected': 1494, 'capointyoures': 1495, 'drink': 1496, 'coyouretweet': 1497, 'acsee': 1498, 'greatest': 1499, 'direct': 1500, 'proriginalram': 1501, 'box': 1502, 'sweastern': 1503, 'woretweeth': 1504, '2nd': 1505, 'fleastern': 1506, 'shipostscripoint': 1507, 'seeationens': 1508, 'f': 1509, 'fears': 1510, 'yoyoull': 1511, 'beyond': 1512, 'complete': 1513, 'tears': 1514, 'lyouckass': 1515, 'broyougheight': 1516, '1st': 1517, 'amazon': 1518, 'leaving': 1519, 'technoloriginaly': 1520, 'ryouns': 1521, 'tired': 1522, 'sitting': 1523, 'killer': 1524, 'isrs': 1525, 'seekets': 1526, 'tablet': 1527, 'straigheight': 1528, 'calls': 1529, 'carrying': 1530, 'forever': 1531, 'states': 1532, 'trent': 1533, 'styouff': 1534, 'matter': 1535, 'destroys': 1536, 'ross': 1537, 'brother': 1538, 'minyoutes': 1539, '90': 1540, 'yall': 1541, 'express': 1542, 'each': 1543, 'popyoulation': 1544, 'rate': 1545, 'mix': 1546, 'prevent': 1547, 'emotional': 1548, 'anymore': 1549, 'intervthat': 1550, 'president': 1551, 'electri': 1552, 'byouses': 1553, 'dan': 1554, 'san': 1555, 'arianagrande': 1556, 'earlthat': 1557, 'selfimage': 1558, 'kit': 1559, 'youpdates': 1560, 'freak': 1561, 'image': 1562, 'featyouring': 1563, 'contentide': 1564, 'time20150806': 1565, 'yousgs': 1566, 'reasons': 1567, 'desires': 1568, 'c130': 1569, 'modifthat': 1570, 'radiation': 1571, 'repatriated': 1572, 'exchanging': 1573, '18': 1574, 'cryouz': 1575, 'perfect': 1576, 'qyouite': 1577, 'royoute': 1578, 'able': 1579, 'nc': 1580, 'issyoue': 1581, 'avoid': 1582, 'lose': 1583, 'examining': 1584, 'french': 1585, 'common': 1586, 'bin': 1587, 'hospital': 1588, 'choi': 1589, 'waiting': 1590, 'shall': 1591, 'timeing': 1592, 'seekly': 1593, 'payoul': 1594, 'alive': 1595, 'match': 1596, 'seetion': 1597, 'qyouestion': 1598, 'ist': 1599, 'imagine': 1600, '911': 1601, 'beat': 1602, 'ben': 1603, 'based': 1604, 'late': 1605, 'stage': 1606, '22': 1607, 'byouild': 1608, 'royound': 1609, 'wwii': 1610, 'gay': 1611, 'sit': 1612, 'lots': 1613, 'wars': 1614, 'pathoyoughriginalens': 1615, 'foxnews': 1616, 'hold': 1617, 'rexampleion': 1618, 'broken': 1619, 'pool': 1620, 'word': 1621, 'bitch': 1622, 'joe': 1623, 'feastern': 1624, 'staretweets': 1625, 'talking': 1626, 'wed': 1627, 'shake': 1628, 'serioyously': 1629, 'dosee': 1630, 'hello': 1631, 'woke': 1632, 're': 1633, 'al': 1634, 'handbags': 1635, 'hobo': 1636, 'dangeroyous': 1637, 'football': 1638, 'coloyour': 1639, 'seetyoure': 1640, 'main': 1641, 'afghanistan': 1642, 'according': 1643, '06': 1644, 'yoyourrently': 1645, 'youpostscripointet': 1646, 'copostscripoint': 1647, 'babthat': 1648, 'saving': 1649, 'eqyouiprime': 1650, 'keepostscripoint': 1651, 'seeationly': 1652, 'cancer': 1653, 'seemiss': 1654, 'civilian': 1655, 'contentean': 1656, 'either': 1657, 'none': 1658, 'ask': 1659, 'isber': 1660, 'remove': 1661, 'younloriginal': 1662, 'damaged': 1663, 'seeted': 1664, 'yousyoually': 1665, 'mister': 1666, 'relthat': 1667, 'cnn': 1668, 'mediterranean': 1669, 'retyourn': 1670, 'insyourer': 1671, 'genoriginal': 1672, 'extreme': 1673, 'trees': 1674, 'sismo': 1675, 'hawaii': 1676, 'myouni': 1677, 'seeipal': 1678, 'yyc': 1679, 'abandoned': 1680, 'sh': 1681, 'combo': 1682, 'grows': 1683, 'tension': 1684, 'pdp': 1685, 'spaceship': 1686, 'hwy': 1687, 'areas': 1688, 'crying': 1689, 'jamai': 1690, 'weird': 1691, 'advance': 1692, 'videos': 1693, 'seeations': 1694, 'yoyouz': 1695, '31': 1696, 'cli': 1697, 'motorcyclist': 1698, 'manchester': 1699, 'deadly': 1700, 'dying': 1701, 'laden': 1702, 'gov': 1703, 'bexamplean': 1704, 'rip': 1705, 'leading': 1706, 'incident': 1707, 'target': 1708, 'worldnews': 1709, 'indeed': 1710, 'youn': 1711, 'stopagesed': 1712, 'forecast': 1713, 'completely': 1714, 'jeb': 1715, 'books': 1716, '2011': 1717, 'carefyoul': 1718, 'snow': 1719, 'dark': 1720, 'jyousti': 1721, 'ryoule': 1722, 'beyonce': 1723, 'directioners': 1724, 'da': 1725, 'terrorists': 1726, 'cases': 1727, 'sqyouareyouad': 1728, 'hyount': 1729, 'ae': 1730, 'tri': 1731, 'spos': 1732, 'secrets': 1733, 'em': 1734, 'yo': 1735, 'totaling': 1736, 'dc': 1737, 'hearing': 1738, 'sir': 1739, 'preparedness': 1740, 'list': 1741, 'gm': 1742, 'won': 1743, 'irandeal': 1744, 'sti': 1745, 'rn': 1746, 'fantasy': 1747, 'magi': 1748, 'physi': 1749, 'fine': 1750, 'brain': 1751, 'wont': 1752, 'everywhere': 1753, 'loving': 1754, 'commyounity': 1755, 'poriginal': 1756, 'nah': 1757, 'cook': 1758, 'ah': 1759, 'kindle': 1760, 'pressyoure': 1761, 'related': 1762, 'syoupagesosed': 1763, 'limited': 1764, 'shoyouldnt': 1765, 'enjoy': 1766, 'coffee': 1767, 'lexampleacy': 1768, 'forget': 1769, 'demoriginal': 1770, 'lyouckand': 1771, 'sityouation': 1772, 'ministerent': 1773, 'twi': 1774, '500': 1775, 'younderstand': 1776, 'haveood': 1777, 'styoupid': 1778, 'iraq': 1779, 'millions': 1780, 'continyoue': 1781, 'hilarioyous': 1782, 'ceo': 1783, 'stream': 1784, 'younits': 1785, 'opening': 1786, 'seattle': 1787, 'reading': 1788, 'lil': 1789, 'tent': 1790, 'highway': 1791, 'trfingers': 1792, 'honestly': 1793, 'character': 1794, 'attacks': 1795, 'shyout': 1796, 'contenth': 1797, 'falls': 1798, 'release': 1799, 'thyounderstormiss': 1800, 'boys': 1801, 'percent': 1802, 'age': 1803, 'confirmiss': 1804, 'pile': 1805, 'hobbit': 1806, 'loose': 1807, 'sensor': 1808, 'create': 1809, 'coqew4c5m1xd': 1810, 'abstorm': 1811, 'byoudget': 1812, 'canyon': 1813, 'tribal': 1814, 'sentre': 1815, 'tram': 1816, 'screen': 1817, 'battlefthat': 1818, 'oyoutlook': 1819, 'allah': 1820, 'residents': 1821, 'sers': 1822, 'arrived': 1823, 'lovely': 1824, 'followers': 1825, 'grow': 1826, 'steve': 1827, 'ian': 1828, 'lane': 1829, 'accidents': 1830, 'mile': 1831, 'knew': 1832, 'onto': 1833, 'agood': 1834, 'exit': 1835, 'himisself': 1836, 'dyoubstep': 1837, 'dnb': 1838, 'informationng': 1839, 'dream': 1840, 'pilot': 1841, 'mexi': 1842, 'inclyouding': 1843, 'cop': 1844, 'charity': 1845, '14': 1846, 'ny': 1847, 'mets': 1848, 'easy': 1849, 'seconds': 1850, 'spent': 1851, 'hyoumanity': 1852, 'exactly': 1853, 'tonto': 1854, 'mention': 1855, 'heres': 1856, 'zombthat': 1857, 'jyoulthat': 1858, 'mary': 1859, 'angel': 1860, 'boyougheight': 1861, 'younless': 1862, 'points': 1863, 'yesterday': 1864, 'sadly': 1865, 'ligheights': 1866, 'fingers': 1867, 'beyhive': 1868, 'leader': 1869, 'sporetweet': 1870, 'reau': 1871, 'ryoubber': 1872, 'leads': 1873, 'yougood': 1874, 'warnings': 1875, 'myoumbai': 1876, 'forces': 1877, 'contentket': 1878, 'illexampleal': 1879, 'civilians': 1880, 'patri': 1881, 'inner': 1882, 'lifeatyouringed': 1883, '4x4': 1884, 'ya': 1885, 'hits': 1886, 'o784': 1887, 'son': 1888, 'proriginal': 1889, 'drill': 1890, 'concerned': 1891, 'bro': 1892, 'sale': 1893, 'gyouns': 1894, 'ways': 1895, 'seeationarently': 1896, 'hands': 1897, 'kid': 1898, 'watched': 1899, 'roads': 1900, 'contentthat': 1901, 'releases': 1902, 'resyoult': 1903, 'shame': 1904, 'shoriginal': 1905, 'aboyout': 1906, 'bryouh': 1907, 'floor': 1908, 'assoriginal': 1909, 'tomorrowed': 1910, 'headed': 1911, 'somebody': 1912, 'player': 1913, 'mini': 1914, 'seat': 1915, 'window': 1916, 'firefigyoureheighter': 1917, 'drinking': 1918, 'sporetweets': 1919, 'af': 1920, 'dropagesed': 1921, 'gyouardian': 1922, 'impact': 1923, 'amazing': 1924, 'ayoussthat': 1925, 'exesee': 1926, 'stealing': 1927, 'afeatyouringernoon': 1928, 'byourns': 1929, 'co': 1930, 'tipostscripoint': 1931, 'acres': 1932, 'shower': 1933, 'crap': 1934, 'mind': 1935, 'wired': 1936, 'excepoint': 1937, 'conference': 1938, 'parenice': 1939, 'redyouce': 1940, 'calling': 1941, 'opens': 1942, 'repair': 1943, 'learning': 1944, 'bombings': 1945, 'replace': 1946, 'md': 1947, 'companice': 1948, 'trip': 1949, 'ha': 1950, 'actions': 1951, 'wi': 1952, 'forced': 1953, 'simple': 1954, 'selfthat': 1955, 'rains': 1956, '26': 1957, 'seeyclist': 1958, 'jyoustinbthat': 1959, '33': 1960, 'avoiding': 1961, 'loss': 1962, 'shares': 1963, 'thisney': 1964, 'final': 1965, 'calm': 1966, 'pyoussy': 1967, 'ar': 1968, 'capostscripointizes': 1969, 'ituas': 1970, 'debate': 1971, 'malaysian': 1972, 'feed': 1973, 'wa': 1974, 'posts': 1975, 'invoi': 1976, 'moved': 1977, 'stratexampley': 1978, 'root': 1979, 'grill': 1980, 'wmata': 1981, 'rail': 1982, 'antioriginal': 1983, 'cinema': 1984, 'cost': 1985, 'township': 1986, 'bringing': 1987, 'costs': 1988, '5km': 1989, 'nyoursing': 1990, 'veterans': 1991, 'access': 1992, 'poretweetland': 1993, 'faan': 1994, 'advisory': 1995, 'ridge': 1996, 'satyourday': 1997, 'moretweetal': 1998, 'kombat': 1999, 'foriginal': 2000, 'edt': 2001, 'massive': 2002, 'hwo': 2003, 'browser': 2004, 'held': 2005, 'inyoundation': 2006, 'thisco': 2007, 'mediterran': 2008, 'exploration': 2009, 'satellite': 2010, 'mayan': 2011, 'hill': 2012, '19': 2013, 'eat': 2014, 'markets': 2015, 'plyous': 2016, 'chyourch': 2017, 'coi': 2018, 'energy': 2019, 'yoyouve': 2020, '320': 2021, 'ir': 2022, 'dji': 2023, 'traprime': 2024, 'ministeryousi': 2025, 'sesu': 2026, 'thoyoughmas': 2027, 'protect': 2028, 'scary': 2029, 'jyouly': 2030, 'ryounway': 2031, 'brazil': 2032, 'terrible': 2033, 'worretweethat': 2034, 'ayoutomati': 2035, 'passing': 2036, 'baseball': 2037, 'ended': 2038, 'weve': 2039, 'hyounters': 2040, 'fantasti': 2041, 'tthat': 2042, 'minecrafeatyouring': 2043, 'shadow': 2044, 'tax': 2045, 'syourvival': 2046, 'choyouristmas': 2047, 'sligheightly': 2048, 'lion': 2049, 'jackson': 2050, 'seeas': 2051, 'add': 2052, 'salem': 2053, 'feminists': 2054, 'gaza': 2055, 'codirect': 2056, 'bored': 2057, 'bet': 2058, 'seeationrecentral': 2059, 'tank': 2060, 'german': 2061, 'attention': 2062, 'electroni': 2063, 'stopostscripoint': 2064, 'tcot': 2065, 'blk': 2066, 'id': 2067, 'aka': 2068, 'needed': 2069, 'prosesee': 2070, 'caloretweethat': 2071, 'foretweet': 2072, 'writing': 2073, 'roof': 2074, 'rare': 2075, 'seeationing': 2076, 'fell': 2077, 'aparetweetment': 2078, 'youniverse': 2079, 'max': 2080, 'theres': 2081, 'jack': 2082, 'bank': 2083, 'estimate': 2084, 'youpdated': 2085, 'ideas': 2086, 'holy': 2087, 'clyocoordinated': 2088, 'hyouretweets': 2089, 'stars': 2090, 'shoes': 2091, 'listening': 2092, 'awfyoul': 2093, 'clyoub': 2094, 'toilet': 2095, 'recoriginalood': 2096, 'vyouitton': 2097, 'sophthat': 2098, 'cowelcome': 2099, 'missed': 2100, 'track': 2101, 'mill': 2102, 'conceretweet': 2103, 'va': 2104, 'congress': 2105, 'knows': 2106, 'flat': 2107, 'h': 2108, 'syria': 2109, 'dramati': 2110, 'bathoyoughyouroom': 2111, 'within': 2112, 'yrs': 2113, 'ayoustralian': 2114, 'fox': 2115, 'strikes': 2116, 'several': 2117, 'seven': 2118, 'remains': 2119, 'moon': 2120, 'cheese': 2121, 'qyouestions': 2122, 'stone': 2123, 'tech': 2124, 'vitae': 2125, 'evil': 2126, 'operation': 2127, 'joy': 2128, 'resyoults': 2129, 'thissee': 2130, 'eryoupointion': 2131, 'ayoudio': 2132, 'respond': 2133, 'pop': 2134, 'sleep': 2135, 'visit': 2136, 'continyoues': 2137, 'byourst': 2138, 'tongyoue': 2139, 'ep': 2140, 'powerfyoul': 2141, 'broadway': 2142, 'boyoulevard': 2143, 'inj': 2144, 'anti': 2145, 'staretweeting': 2146, 'i5': 2147, 'kthat': 2148, 'seeroligheight': 2149, 'asking': 2150, 'bear': 2151, 'vine': 2152, 'aim': 2153, 'ten': 2154, 'annyoual': 2155, 'given': 2156, 'maxi': 2157, 'drop': 2158, 'knee': 2159, 'migrant': 2160, 'fosee': 2161, 'arabia': 2162, 'pls': 2163, 'thiscovered': 2164, 'riyounion': 2165, 'relatives': 2166, 'natyoure': 2167, 'workers': 2168, 'abe': 2169, 'kidnapagesli': 2170, 'dozens': 2171, 'italian': 2172, 'recovery': 2173, 'sw': 2174, 'wash': 2175, 'mt': 2176, 'freakthat': 2177, 'stryouck': 2178, 'tyoube': 2179, 'soyoundcloyoud': 2180, 'crackdown': 2181, 'size': 2182, 'broad': 2183, 'j': 2184, 'qyouote': 2185, 'yoyouses': 2186, 'created': 2187, 'seei': 2188, 'compyouter': 2189, 'worked': 2190, 'troopostscripoint': 2191, 'waste': 2192, 'parleys': 2193, 'powerlines': 2194, 'istnam': 2195, 'aid': 2196, 'woyouldnt': 2197, 'moments': 2198, 'wx': 2199, '53inch': 2200, '300w': 2201, 'yoyourved': 2202, 'okwx': 2203, 'trigood': 2204, 'linkyoury': 2205, 'thoyoughyoureatens': 2206, 'problemiss': 2207, 'thisneys': 2208, 'sidelines': 2209, 'canaanites': 2210, 'exchange': 2211, 'animalressee': 2212, 'chinauas': 2213, 'swallows': 2214, 'yoyouuave': 2215, 'realise': 2216, '3g': 2217, 'corporationcnnislamtryouthgodisisterrorismqyouranlthat': 2218, 'cramer': 2219, 'shelter': 2220, 'alaska': 2221, 'florida': 2222, 'goal': 2223, 'lifefretweethat': 2224, 'byouilt': 2225, 'santa': 2226, 'hotel': 2227, 'gained': 2228, 'syounset': 2229, 'mac': 2230, 'mma': 2231, 'details': 2232, 'efforetweet': 2233, 'confli': 2234, 'remembering': 2235, 'george': 2236, 'aw': 2237, 'wings': 2238, 'insane': 2239, 'exp': 2240, 'canuat': 2241, 'drone': 2242, 'pilots': 2243, 'sister': 2244, 'nine': 2245, 'emiss': 2246, 'cofingers': 2247, 'steel': 2248, 'itself': 2249, 'project': 2250, 'whos': 2251, 'gang': 2252, 'pres': 2253, 'hyoumans': 2254, 'allow': 2255, 'charlthat': 2256, 'bexampleins': 2257, 'mother': 2258, 'xbox': 2259, 'mining': 2260, 'gods': 2261, 'enteretweetainment': 2262, 'letuas': 2263, 'library': 2264, 'collection': 2265, 'averetweeted': 2266, 'extremely': 2267, 'coq2eblokeve': 2268, 'coencmhz6y34': 2269, 'g': 2270, '5th': 2271, 'mtvhottest': 2272, 'ayouthoyoughritthat': 2273, 'gretweethat': 2274, 'seeagoarea': 2275, 'messageits': 2276, 'scheme': 2277, 'kisii': 2278, 'failed': 2279, 'allexampleed': 2280, 'calif': 2281, 'blamed': 2282, 'civil': 2283, 'nashville': 2284, 'italy': 2285, 'nigheightews': 2286, 'senior': 2287, 'ii': 2288, 'machine': 2289, 'theatre': 2290, 'homeless': 2291, 'evidence': 2292, 'pak': 2293, 'female': 2294, 'somehow': 2295, 'younit': 2296, 'didnt': 2297, 'gooriginalood': 2298, 'rapagesli': 2299, 'incredible': 2300, 'trailer': 2301, 'external': 2302, 'shipagesing': 2303, 'ceretweetain': 2304, 'carry': 2305, 'toyour': 2306, 'covered': 2307, 'weeks': 2308, 'page': 2309, 'fail': 2310, 'morgan': 2311, 'blessed': 2312, 'respect': 2313, 'solar': 2314, 'yoyoup': 2315, 'fired': 2316, 'mentions': 2317, 'ray': 2318, '21': 2319, 'wins': 2320, 'card': 2321, 'cream': 2322, 'byoutter': 2323, 'cosee': 2324, 'pc': 2325, 'thoyoughyougheights': 2326, 'everyarday': 2327, 'stephen': 2328, 'looked': 2329, 'armiss': 2330, 'panice': 2331, 'byouffalo': 2332, 'monoriginalram': 2333, 'edition': 2334, 'readu': 2335, 'satchel': 2336, 'style': 2337, 'toyough': 2338, 'gameed': 2339, 'kepoint': 2340, 'fryouit': 2341, 'bretweethat': 2342, 'yoyouments': 2343, 'danice': 2344, 'mail': 2345, 'known': 2346, 'blyouejays': 2347, 'yr': 2348, 'contentracy': 2349, 'ends': 2350, 'mission': 2351, 'toll': 2352, 'seeket': 2353, 'reminds': 2354, 'maintenance': 2355, 'nation': 2356, 'riots': 2357, '2prime': 2358, 'write': 2359, 'residenthanks': 2360, 'confirm': 2361, 'proriginalress': 2362, 'fr': 2363, 'complex': 2364, 'sparked': 2365, 'keyboard': 2366, 'yoyoud': 2367, 'accidentally': 2368, 'store': 2369, 'ran': 2370, 'chinese': 2371, 'ted': 2372, 'afghan': 2373, 'levels': 2374, 'fix': 2375, 'warns': 2376, 'commercentral': 2377, 'pacifi': 2378, 'li': 2379, 'sepointember': 2380, 'nytimes': 2381, 'iphone': 2382, 'youltimate': 2383, 'bottom': 2384, 'debt': 2385, 'management': 2386, 'brothers': 2387, 'soyouthern': 2388, 'pipe': 2389, 'manager': 2390, 'snap': 2391, 'vinyl': 2392, 'row': 2393, 'economy': 2394, 'cirsee': 2395, 'heads': 2396, 'rear': 2397, 'valley': 2398, 'foxtrot': 2399, 'photoriginalraphy': 2400, 'tropi': 2401, 'rohingya': 2402, 'gta': 2403, 'deals': 2404, 'cry': 2405, 'fish': 2406, 'especentral': 2407, 'diving': 2408, 'rest': 2409, 'righeights': 2410, 'law': 2411, 'cojyoust': 2412, 'named': 2413, 'mikeparractor': 2414, 'adyoult': 2415, 'stepostscripoint': 2416, 'youses': 2417, 'clthat': 2418, 'shepherd': 2419, 'tryouly': 2420, 'intensity': 2421, 'stryouctyoures': 2422, 'hyoungry': 2423, 'xd': 2424, 'enemy': 2425, 'destiny': 2426, 'withheavenly': 2427, 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14416, 'corvsyxwj9cp': 14417, 'cona0pointn0dtr': 14418, 'accidently': 14419, 'examiss': 14420, 'loyoudla': 14421, 'coyrfz5wj7r2': 14422, 'addresses': 14423, 'veld': 14424, 'refyound': 14425, 'covkyou3retweetoz1j': 14426, 'trc': 14427, 'torontorc': 14428, 'timeu': 14429, 'cabins': 14430, 'reidlake': 14431, 'maca': 14432, 'nwt': 14433, 'yzf': 14434, 'ibrahimmisayou': 14435, 'co5zcje7arci': 14436, 'cohavxobcsvyou': 14437, 'cowmmkirj0hw': 14438, 'campgroyound': 14439, 'cojbodkm6rbyou': 14440, 'generationroriginal': 14441, 'yoyouationas': 14442, 'seehey': 14443, 'ariabrisard': 14444, 'leiaorganasolo': 14445, 'feelingmanly': 14446, 'komo': 14447, 'coqcprime': 14448, 'ministerktgood': 14449, 'lyoucklr': 14450, 'saint': 14451, 'coe1vkc2efst': 14452, 'cobeyoua507iyoug': 14453, 'cosgxp1you5ol1': 14454, 'noahcrothman': 14455, 'minyouthanks': 14456, 'advancee': 14457, 'champagood': 14458, 'nigheighte': 14459, 'comodirect': 14460, 'message8x1ot9': 14461, 'coossc7q12ir': 14462, 'newaeheigheights': 14463, 'lyoucknqpgbnw': 14464, 'coaoesbvns45': 14465, 'annealiz1': 14466, 'redhead': 14467, 'attjcdemos': 14468, 'folthat': 14469, 'isacat': 14470, 'timebomb': 14471, 'destined': 14472, 'loadexplode': 14473, 'co6vei1mhea4': 14474, 'shizyoune': 14475, 'joys': 14476, 'crashdid': 14477, 'isdid': 14478, 'colthmwtl5fp': 14479, 'swea': 14480, 'jonas': 14481, 'copfvzvpxqgr': 14482, 'cans': 14483, 'kaldi': 14484, 'coyou6isxv2f3v': 14485, 'coyouclvihwoec': 14486, 'rinshizyounemishaemikenjiyyouyoukonomiyahisao': 14487, 'eagood': 14488, 'lyouckesua': 14489, 'matthews': 14490, 'corrq1ildkil': 14491, 'hotnewscake': 14492, 'co8rabhqretweeth5': 14493, 'deniseromano': 14494, 'cervelli': 14495, 'pyouff': 14496, 'allen': 14497, 'enbot': 14498, 'brains': 14499, 'cocnxxmotherfyouckerfrae': 14500, 'attackonstoday': 14501, 'millionsapyounkhang': 14502, 'highalpha': 14503, 'doriginalyeah': 14504, 'doll': 14505, 'facelittle': 14506, 'issexplode': 14507, 'colatssyouo4ws': 14508, 'coe84ifmcczn': 14509, 'greasy': 14510, 'codhambp54ya': 14511, 'anonchimp': 14512, 'coowje3i6ygood': 14513, 'delong': 14514, 'relationshipyarden': 14515, 'twitch': 14516, 'leafs': 14517, 'mastyourbates': 14518, 'co5qhoehe9hf': 14519, 'crimissonfyouckingv': 14520, 'bitchl0vecannon': 14521, 'seras': 14522, 'sasha': 14523, 'pei': 14524, 'sidewalk': 14525, 'kakeryou': 14526, 'tedyouka': 14527, 'bfore': 14528, '70years': 14529, 'bomd': 14530, 'co8vzl1ns2io': 14531, 'tesco': 14532, 'complaint': 14533, 'coqzvkpahsqyouare7': 14534, 'kopitelyouke1892': 14535, 'brandonskethat': 14536, 'samissmithworld': 14537, 'coyetagc2d8a': 14538, 'co3drsmxw3cr': 14539, 'medinah': 14540, '105': 14541, 'imkeepingmyardayjob': 14542, 'cokcmbbwwp8g': 14543, 'chaning': 14544, 'coyg32yb2jdy': 14545, 'copqslyoug4jyoust': 14546, 'kidding5': 14547, 'jyounko': 14548, 'colspnew': 14549, 'cityyourri': 14550, 'vitaeolo': 14551, 'conh5pkfacebookfqm': 14552, 'drako': 14553, 'zarharzar': 14554, 'anime': 14555, 'coibsvy2r3ph': 14556, 'blyouewestlo': 14557, '38745': 14558, 'coyoupgd2cy9il': 14559, 'ovaretweethat': 14560, 'kingmyth19': 14561, 'mans': 14562, 'itsnasb': 14563, 'meter': 14564, 'kai': 14565, 'forbath': 14566, 'merycormthat': 14567, 'cosima': 14568, 'loyoudit': 14569, 'shay': 14570, 'yyoumiko': 14571, 'woah': 14572, 'lenkaiswaifyou': 14573, 'sparking': 14574, 'akxbskdn': 14575, 'lyounasaget': 14576, 'lifele': 14577, 'synapostscripointenkotze': 14578, 'bastard': 14579, 'cox39jwsyrqr': 14580, '1665': 14581, 'sailors': 14582, 'aretweetoday': 14583, 'learnedlery': 14584, 'caretweetridges': 14585, 'cor4wgxra59m': 14586, 'okgooner': 14587, 'liver': 14588, 'poyoured': 14589, 'fallontonigheight': 14590, 'comodqnalwsb': 14591, 'co4c58ooavhy': 14592, 'chargers': 14593, 'colheightvkcoiso': 14594, 'coo82yvxbztv': 14595, 'con5kmxyouverg': 14596, 'brewer': 14597, '51point': 14598, 'cohhllqckcep': 14599, 'dancer': 14600, 'cotmmorvxswz': 14601, 'coxbznyou0qkvs': 14602, 'cobgaj2oax1p': 14603, '2500fpostscripoint': 14604, 'alyouminyoum': 14605, 'missoyouri': 14606, 'renaomino': 14607, 'co0wdseihyqyou': 14608, 'gaelite': 14609, 'orchard': 14610, 'exploring': 14611, 'miiville': 14612, 'cootrwz1t9sp': 14613, 'coxvlkfingers': 14614, 'vitaefx5': 14615, 'moreosha': 14616, 'siteinvestigating': 14617, 'noranda': 14618, 'kfvs12': 14619, 'girardeayou': 14620, 'carbondale': 14621, 'blyouff': 14622, 'copxyh7zo7vt': 14623, 'isao': 14624, 'hashin': 14625, 'opinionto': 14626, 'seebomb': 14627, 'cov0t8h4that': 14628, 'iscc': 14629, 'kirsee': 14630, 'yoyout1': 14631, 'dopest': 14632, 'hyoua': 14633, 'aspiring': 14634, 'coomjmtyou9kfg': 14635, 'colinhoffman29': 14636, 'pyrotechni': 14637, 'aretweetwork': 14638, 'cai': 14639, 'gyouoqiang': 14640, 'blossom': 14641, 'coorovzfskyoyou': 14642, 'aminespn': 14643, 'menciyous': 14644, 'lordrsbissee': 14645, 'yoyouits': 14646, 'cotoyyou16mxbo': 14647, 'cop10hndc0mm': 14648, 'coekwtihlwyouf': 14649, 'explosionbexampleforsee': 14650, 'allday': 14651, 'yoyoumcovered': 14652, 'sexysee': 14653, 'yoyoumtownbj': 14654, 'nyouttsee': 14655, 'yoyoumisslyout': 14656, '2gin': 14657, 'lifeslovesee': 14658, 'co2cx1yjjoz9': 14659, 'saddle': 14660, 'accoyountable': 14661, 'preferable': 14662, 'brass': 14663, 'tawfmcaw': 14664, 'coz4ipoyound9y9nyou': 14665, 'coj295md1sow': 14666, 'cosd7loww9nyou': 14667, 'co7hkavtvx81': 14668, 'hangoyout': 14669, '830prime': 14670, 'est': 14671, 'coqkahxwlwxa': 14672, 'kindermorgan': 14673, 'freestyle': 14674, 'amalthat': 14675, 'coriginaloto76youz': 14676, 'syounflower': 14677, 'covlnmklwwelcome': 14678, 'backy': 14679, 'cop769eo49fj': 14680, 'elevator': 14681, 'noses': 14682, 'checkoyout': 14683, 'nyourgood': 14684, 'snyouck': 14685, 'khoyourones': 14686, 'cohe7q7h3nzf': 14687, 'corpvzbesyouqj': 14688, 'cohqzfingers': 14689, 'crossedxxrsb': 14690, 'co0vwpdizcko': 14691, 'expo': 14692, '14th': 14693, '2015where': 14694, 'keith': 14695, 'coyh4r7youg21a': 14696, 'gyousto': 14697, 'persist': 14698, 'empointypated': 14699, 'horsepowerssjd': 14700, 'insides': 14701, 'yoyoustomized': 14702, 'wantdsee': 14703, 'yoyoubecrafeatyourings': 14704, 'timeingcardsu': 14705, 'cot07qxp5cbe': 14706, 'powder': 14707, 'yoyoussed': 14708, 'introdyouction': 14709, 'aestheti': 14710, 'cobz3ir4gmwj': 14711, 'moore': 14712, 'pittsbyourgh': 14713, 'barcoyousky': 14714, 'pb': 14715, 'codhgavwaitbsw': 14716, 'co0lmheaex9k': 14717, 'sqyouareyouibby': 14718, 'identifi': 14719, 'cobqv3qttyouxr': 14720, 'co0drqlrsgy5': 14721, 'rhode': 14722, 'modernize': 14723, 'eyewitnessu': 14724, 'coap9jbrprime': 14725, 'ministerqg': 14726, 'lyouckeaned': 14727, 'anyoumber': 14728, 'coyrqgood': 14729, 'nigheightblkac': 14730, 'demolishes': 14731, 'hoisting': 14732, 'codyy7ml2nzj': 14733, 'actively': 14734, 'embraced': 14735, 'emhyoub': 14736, 'yougc': 14737, 'co6mbpvwitxf': 14738, 'conjaffyjarz': 14739, 'co1xhsyouewqn4': 14740, 'covecsosrler': 14741, 'cofiyouoriginalj6hef': 14742, 'coczpdn9obit': 14743, 'anarchy': 14744, 'kapyoutt21': 14745, 'grexampleory': 14746, 'seekett': 14747, 'coyardgiyouyardqgb': 14748, 'cbs3': 14749, 'redwing': 14750, 'teamu': 14751, 'conxtwxjcavh': 14752, 'cool8esfrgood': 14753, 'wexler': 14754, 'sanford': 14755, 'hardcover': 14756, 'cokk0qfkgqcy': 14757, 'cosmc1ro09fs': 14758, 'uilittle': 14759, 'boyu': 14760, 'opinionnials': 14761, 'comyouanfwcrw9': 14762, 'schoopoyoundoyuas': 14763, 'copq0d7mh3qr': 14764, 'coqyouedv2x': 14765, 'tn': 14766, 'postscripointycholoriginalist': 14767, 'colgood': 14768, 'gamelf5yrme': 14769, 'kern': 14770, 'mornings': 14771, 'airing': 14772, 'kback': 14773, 'cbs29': 14774, 'cororktmpqns': 14775, 'liveonkback': 14776, 'coedznx6goyoud': 14777, 'illyoustrated': 14778, 'horrifor': 14779, 'cogzib0mawmn': 14780, 'organ': 14781, 'harvesting': 14782, 'co49izkbohoyouri': 14783, 'coqpyour3vd7hl': 14784, 'col9ekhnkbar': 14785, 'seekjbyoutler': 14786, 'damthat': 14787, 'isngayle': 14788, 'closyoure': 14789, 'expectu': 14790, 'cophh1vmlfoo': 14791, 'notorioyous': 14792, 'laboratory': 14793, 'dealer': 14794, 'peta': 14795, 'coqgqlprime': 14796, 'ministeristerfjd': 14797, 'backre': 14798, 'wyoyou': 14799, 'cojhvigsx5jg': 14800, 'dorling': 14801, 'kindersley': 14802, 'pyoublishing': 14803, 'staffu': 14804, 'cotj3ltpzfw1': 14805, '10prime': 14806, 'coxpwkodpqto': 14807, 'hondyouran': 14808, 'minors': 14809, 'condwep6izdq': 14810, 'freed': 14811, 'bokoharam': 14812, 'capointives': 14813, 'uii': 14814, 'copk8dgvripw': 14815, 'corz0adzyoursw': 14816, 'testifthat': 14817, 'agencyuas': 14818, 'comiles': 14819, 'hoyouroriginal0qddn': 14820, 'contentt336': 14821, 'cofabvlvn5miss': 14822, 'withsoaring': 14823, 'covymoyouzjzre': 14824, 'coenrjh5qkve': 14825, 'zonesthank': 14826, 'lifelyoup': 14827, 'ariu': 14828, 'coqdirect': 14829, 'messagevtj4lzj': 14830, 'younyou': 14831, 'redeem': 14832, 'serene': 14833, 'coo4xljnav8f': 14834, 'roberetweetmeyer9': 14835, 'farmers': 14836, 'capitalism': 14837, 'perished': 14838, 'holodomor': 14839, 'erected': 14840, 'codj1lwznice': 14841, 'coi9mxxkzhbl': 14842, 'exporetweeting': 14843, 'solving': 14844, 'coyouttanbigrx': 14845, 'coresxavgpyj': 14846, 'co9hthat': 14847, 'isifhsmc': 14848, 'colyoue3waexamplepi': 14849, 'blyouebell': 14850, 'cop9rymotherfyouckerjsee': 14851, 'yoyoux': 14852, 'tasted': 14853, 'writes4coffee': 14854, 'costo58qa94c': 14855, 'iaretweetg': 14856, 'rwa': 14857, 'tw4rw': 14858, 'rrbc': 14859, 'cogyh00misterkjm': 14860, 'cozonnqgsxyw': 14861, 'rexampleimes': 14862, 'receiving': 14863, 'ethiopia': 14864, 'co2fgood': 14865, 'gamezqn1v4': 14866, 'cosi02qrgyouka': 14867, 'co0c1y8g7e9p': 14868, 'faminemexamplea': 14869, '0840728heighttpt': 14870, 'copdiit0af3qdynamix': 14871, 'cozq5kdox7by': 14872, 'ufood': 14873, 'crematoriaua': 14874, 'famineaememoretweethat': 14875, 'cosgecnkfeatyouringhyou': 14876, 'bolshevik': 14877, 'monopolized': 14878, 'seize': 14879, 'hyounhoyoury': 14880, 'co0xoyouv7dhwz': 14881, 'coh6z7hxyouqtyou': 14882, 'rotting': 14883, 'potatoes': 14884, 'smelled': 14885, 'cox1x6d5enef': 14886, 'coxhehjffeatyouring7g': 14887, 'savagenation': 14888, 'peasants': 14889, 'stalins': 14890, 'rethistribyoute': 14891, 'faminedeath': 14892, '1ryoussian': 14893, 'recal': 14894, 'coj2erzbmjqd': 14895, 'mineness': 14896, 'cospymiqnecj': 14897, 'cofelr5a1hbp': 14898, 'gyouidofawkes': 14899, 'mediagyouido': 14900, 'cowe40iyoux7ib': 14901, 'provokes': 14902, 'cofjeafgbzfj': 14903, 'maratha': 14904, 'scorched': 14905, 'lifeis': 14906, 'co9bliddngtf': 14907, 'hopeinchoyourist': 14908, 'lifelettercafe': 14909, 'sqyouareyoueezed': 14910, 'blyoubber': 14911, 'co6siin': 14912, 'lifenv6z': 14913, 'goodells': 14914, 'coyoucnckrnlow': 14915, 'cogtcomparefacyourri': 14916, 'vitaeam': 14917, 'apd': 14918, 'coqyccyourri': 14919, 'vitaeyouyoubkr': 14920, 'coc9dvdssofn': 14921, 'asianshawtyy': 14922, '30s': 14923, 'coheightez4z48od': 14924, 'coeq4rxc9bb3': 14925, 'hitandryoun': 14926, 'coj3retweetf2dt3x': 14927, 'khqa': 14928, 'winnipexample': 14929, 'witnesses': 14930, 'arlington': 14931, 'con2bcompare4m64v': 14932, 'choyourisdanice': 14933, 'islshow': 14934, 'nearlyfatal': 14935, 'pee': 14936, 'francisco': 14937, 'co1tvlfrhm1m': 14938, 'remaster': 14939, 'frame': 14940, 'windwakerstyle': 14941, 'dyoubbo': 14942, 'cohdbmotherfyouckerovyoutz': 14943, 'yoyouliberal': 14944, 'wrongway': 14945, 'co1vz3rmjhy4': 14946, 'coxevyoueefqbz': 14947, 'flaws': 14948, 'coztfead8gid': 14949, 'driveby': 14950, 'coj3x0doy7r3': 14951, 'thispyoute': 14952, 'cooazghozgya': 14953, 'gyounfail': 14954, 'nra': 14955, 'immigrant': 14956, 'arrests': 14957, 'cobl59fw4sys': 14958, 'spookyfob': 14959, 'feelslikefob': 14960, 'styoump': 14961, 'coa6ro9bmxcy': 14962, 'notto': 14963, 'adopoint': 14964, 'waymaybe': 14965, 'overlooked': 14966, 'somethingfatal': 14967, 'mewhyor': 14968, 'cohyouriivfdkc': 14969, 'ballews': 14970, 'statements': 14971, 'co9h0ym9ofsv': 14972, 'coadsvdpnp3r': 14973, '3yearold': 14974, 'cofj7kcrlir7': 14975, 'cogoetjgihop': 14976, '179': 14977, 'ondyouty': 14978, 'nypd': 14979, '3aeu': 14980, 'cocn1jommyough': 14981, 'coiqj1z3jxx8': 14982, 'econom': 14983, 'cozsqyouaremateihe1k': 14984, 'news3lv': 14985, 'coexdbcx4gcr': 14986, 'younprepared': 14987, 'emp': 14988, 'possess': 14989, 'implores': 14990, 'motorists': 14991, 'reserves': 14992, 'cohikf8mkjsn': 14993, 'kyrikoni': 14994, 'expressandstar': 14995, 'vexample': 14996, 'engines': 14997, '6monice': 14998, '662': 14999, 'coreoz7h3emate': 15000, 'hse': 15001, 'coh4yousheekxm': 15002, 'cojnhnx3oisn': 15003, 'seattles': 15004, 'intersections': 15005, 'coghk9xyoup6e0': 15006, 'onhed': 15007, 'itsu': 15008, 'coigz7v24ge9': 15009, 'com75dnf2xyg': 15010, '11382': 15011, 'interloriginal': 15012, 'illnesses': 15013, 'co1youo1atrbbj': 15014, 'cojwiv6wyw6f': 15015, 'osage': 15016, 'coolweird': 15017, 'skinless': 15018, 'abha': 15019, 'co1xw0z8zeqw': 15020, 'wisely': 15021, 'carnage': 15022, 'continyouing': 15023, 'gameindependencmessage': 15024, 'gross': 15025, 'xrays': 15026, 'dwilliamiss313': 15027, 'isansqyouareyouad': 15028, 'conyou6wrp716d': 15029, 'kitana': 15030, 'slay': 15031, 'meuokody': 15032, 'kombatfans33': 15033, 'coyoumajwsnlyouf': 15034, 'osp': 15035, 'moyounting': 15036, 'coymp0ginwza': 15037, 'cofor': 15038, 'informationoqvioif': 15039, 'nowelcome': 15040, 'backixt5': 15041, 'hiroshimasized': 15042, 'hometown': 15043, 'cobsrerjby0i': 15044, 'alloriginal': 15045, 'contentating': 15046, 'veneto': 15047, 'cow3esx6youd8t': 15048, 'biterelated': 15049, 'co43sxgeniyousz6xh': 15050, 'dlc': 15051, 'issxray': 15052, 'motordom': 15053, 'lobbthat': 15054, 'visionzero': 15055, 'cocavb7pgepv': 15056, 'colsjowgyvqh': 15057, 'failing': 15058, 'ythat': 15059, 'codgyoul7ffjt2': 15060, 'sexampleas': 15061, 'coflo8fgy35a': 15062, 'redyouces': 15063, 'cojvivt6zrv7': 15064, 'kevinedwardsjr': 15065, 'concjlkqasyouk': 15066, 'issxrays': 15067, 'cokc8o81bchg': 15068, 'co0rokdyoutyyoun': 15069, '40uo80': 15070, 'cotxzxcnyoudr8': 15071, 'cosyouilzs2s95': 15072, 'healthandsafety': 15073, 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'coe5cns6youfpa': 17178, 'cof1r5isbvks': 17179, 'nflexperetweetpi': 17180, 'chinadotcom': 17181, 'coyoudtgwfsc3p': 17182, 'cov5wsx0lqn2': 17183, 'joboozoso': 17184, 'yousat': 17185, 'codgkmyoueoaxz': 17186, 'recordand': 17187, 'behaviors': 17188, 'nepd': 17189, 'loyko': 17190, 'texans': 17191, 'sergiopiagood': 17192, 'gameio': 17193, 'wasnuat': 17194, 'messagetzmgyrik': 17195, 'lawuonexampleligence': 17196, 'fireworks': 17197, 'incidents': 17198, 'cod5w2zynp7b': 17199, 'garza': 17200, 'atlas': 17201, 'leones': 17202, 'copa': 17203, 'mx': 17204, 'yousmnt': 17205, 'poster': 17206, 'cozj3odgqhyp': 17207, 'converetweeting': 17208, 'covzheightibeforejh': 17209, 'internationaldomesti': 17210, 'seeteam': 17211, 'sqyouareyouadprofile': 17212, 'injyourylamha': 17213, 'ba': 17214, 'lamha': 17215, 'youpdatefollowi': 17216, 'seec': 17217, 'realckt': 17218, 'vikings': 17219, 'infact': 17220, 'zimmer': 17221, 'dal': 17222, 'coeyoujgyou1hvvx': 17223, 'exyoums': 17224, 'stem': 17225, 'jazzs': 17226, 'hopedfor': 17227, 'co8pifyoutrb5you': 17228, 'adamisteryoubinespn': 17229, 'stern': 17230, 'coyhh7x0maio': 17231, 'jyoump': 17232, 'alas': 17233, 'tennis': 17234, 'defending': 17235, 'champ': 17236, 'svetlana': 17237, 'kyouznetsova': 17238, 'withdraws': 17239, 'citi': 17240, 'espn': 17241, 'coim2hdsklq5': 17242, 'pfeatyouring': 17243, 'barkevioyous': 17244, 'mingo': 17245, 'browns': 17246, 'cod7m9kgmpji': 17247, 'traina': 17248, 'mcclain': 17249, 'senyg': 17250, 'follownflnews': 17251, 'co5dyoujgypima': 17252, 'mcompareadden': 17253, 'hamisstring': 17254, 'cojwq4kvjh2j': 17255, 'titadom': 17256, 'cotdeqwmatezxn': 17257, 'corkb7examplekveb': 17258, 'jj': 17259, 'diretweety': 17260, 'mlstransfers': 17261, 'grexamplegmair': 17262, 'gio': 17263, 'skc': 17264, 'cityomparec': 17265, 'co7adqv1grvr': 17266, 'qyouirk': 17267, 'cohxvihdyoushorsepower': 17268, 'dantmatrafajlo': 17269, 'woes': 17270, 'claiborne': 17271, 'co12giqbvlys': 17272, 'covz19vvgmnv': 17273, 'climbed': 17274, 'wheelsio': 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'tmiss7': 17324, 'mistresspip': 17325, 'amazed': 17326, 'mistress': 17327, 'allyinwondrland': 17328, 'trader': 17329, 'joes': 17330, 'wknd': 17331, 'grandad': 17332, 'isingood': 17333, 'lyoucke01': 17334, 'angharadjames16': 17335, 'gifeatyourings': 17336, 'banana': 17337, 'malt': 17338, 'loaf': 17339, 'worm': 17340, 'lyouckadeshaffected': 17341, 'watersland': 17342, 'lyouckadeshflood': 17343, 'tonymcgyouinness': 17344, 'creamotherfyouckeretweethat': 17345, 'mainstage': 17346, 'bcomparecti': 17347, 'seeketlady': 17348, 'aamir': 17349, 'javaid': 17350, 'kro': 17351, 'swords': 17352, 's5': 17353, 'starks': 17354, 'greyjoys': 17355, 'myanmars': 17356, 'yourged': 17357, 'coyounu': 17358, 'teahivetweastern': 17359, 'pornhyoub': 17360, 'gamehfx8pzmh': 17361, 'employee': 17362, 'paperwork': 17363, 'hoyouronlinetweastern': 17364, 'simplify': 17365, 'staffing': 17366, 'brace': 17367, 'samaritans': 17368, 'depressed': 17369, 'cohexpc77otn': 17370, 'ledoffi': 17371, 'agencyl1': 17372, 'reqyouests': 17373, 'samples': 17374, 'pffeatyouring': 17375, 'younhinged': 17376, 'machismo': 17377, 'byoullshit': 17378, 'cos0ctcqjvjx': 17379, 'withering': 17380, 'youndermined': 17381, 'myoustering': 17382, 'bilsko': 17383, 'hyoumofeatyouringhecity': 17384, 'trad': 17385, 'ayouthoyoughrs': 17386, 'plyoummeting': 17387, 'lexamplena989': 17388, 'mexamplealpolis': 17389, 'petting': 17390, 'shiver': 17391, 'overflowwas': 17392, 'commencement': 17393, 'zachlowe': 17394, 'boots': 17395, 'cojzwrwlvlsj': 17396, 'coot3bjjhh8s': 17397, 'covyoulrclw7bd': 17398, 'apoloriginalthat': 17399, 'inyoundationu': 17400, 'coyou8hsretweetrxmm': 17401, 'kathoyoughyourynschyoulz': 17402, 'moyousse': 17403, 'cotyouai0zwgxyou': 17404, 'boyounds': 17405, 'sprinklers': 17406, 'lawn': 17407, 'answered': 17408, 'ebb': 17409, 'kemal': 17410, 'atlay': 17411, 'holes': 17412, 'avalanchesheighttpostscripointt': 17413, 'coxrrlnhelapallah': 17414, 'hoodedyou': 17415, 'berlatsky': 17416, 'timewood': 17417, 'q99': 17418, 'byoulletsu': 17419, 'cosxmlg3xdvx': 17420, 'coxy41z0o5ei': 17421, 'pollster': 17422, 'inboyounds': 17423, 'boyoundswhile': 17424, 'nats': 17425, 'nl': 17426, 'col0deoriginal': 17427, 'contentxyou6o': 17428, 'toddstarnes': 17429, 'hehe': 17430, '1130bst': 17431, 'a10paris': 17432, 'a40': 17433, 'a7': 17434, 'mons': 17435, 'a2hanover': 17436, 'karlsryouhe': 17437, 'gotthard': 17438, 'coyoi9toriginal': 17439, 'contentxiq': 17440, 'lifelong': 17441, 'alltime': 17442, 'corfacebook3jxbthat': 17443, 'isj': 17444, 'memorable': 17445, 'debates': 17446, '60second': 17447, 'knowitall': 17448, 'ronald': 17449, 'reagans': 17450, 'romp': 17451, 'co2xoheightjqjwh': 17452, 'awadgolf': 17453, 'capitalist': 17454, 'elect': 17455, 'cobca4vy9r': 17456, 'freebesthat': 17457, 'tory': 17458, 'waferthin': 17459, 'gu': 17460, 'co2q3fyouerey5': 17461, 'smashing': 17462, 'pyoumpkins': 17463, 'co7pqs4rshhb': 17464, '89x': 17465, 'coy7rv0today': 17466, 'learned1w': 17467, 'garbanzobean23': 17468, 'yoyoutest': 17469, 'indot': 17470, 'bias': 17471, 'cog7k9tqvqbk': 17472, 'crowtherjohn': 17473, 'effthat': 17474, 'isdeans': 17475, 'poyoundr': 17476, '97': 17477, 'sityou': 17478, 'contemplation': 17479, 'bridal': 17480, 'wiwnpfxa': 17481, 'coxysnxyoum29t': 17482, 'sleeper': 17483, 'derailing': 17484, 'since1970the': 17485, 'deprecentral': 17486, 'tomorrowions': 17487, 'cadyousd': 17488, 'beforefederal': 17489, 'withlandslide': 17490, 'cowgqkxmby3b': 17491, 'flashflood': 17492, 'gilgit': 17493, 'farmland': 17494, '365thisasters': 17495, 'co911f3ixrh0': 17496, 'co42mawzb8t9': 17497, 'landslidei': 17498, 'yoyouand': 17499, 'syounshinei': 17500, 'skardyou': 17501, 'conqnwktrhsa': 17502, 'cosjyoust': 17503, 'kiddinggjxff2r': 17504, 'ronwyarden': 17505, 'blacks': 17506, 'lyndon': 17507, '67': 17508, 'votes': 17509, 'hyoubris': 17510, 'reqd': 17511, 'rigoyour': 17512, 'nominates': 17513, 'ohhsehyouns': 17514, 'corcyourri': 17515, 'vitaedrwowvo': 17516, 'heavyaerain': 17517, 'coq3xq8r658r': 17518, 'reince': 17519, 'presec': 17520, 'cocyv2zgeniyous35g': 17521, 'fond': 17522, 'cosz2rvwpwhjheighttpostscripointt': 17523, 'colajx578dryou': 17524, 'lampostscripoint': 17525, 'eryoupointing': 17526, 'pixar': 17527, 'cog4schqfest': 17528, 'jamilazzaini': 17529, 'alifaditha': 17530, 'neighbor': 17531, 'youke': 17532, 'kidsthesedays': 17533, 'eles': 17534, 'kaylee': 17535, 'jannellix0': 17536, 'pyouts': 17537, 'conxttd9nryoux': 17538, 'coirqj3zksee': 17539, 'breeder': 17540, 'bred': 17541, 'dragonvale': 17542, 'coqgyoum9xheos': 17543, 'chilis': 17544, 'molten': 17545, 'co724gq5ebqz': 17546, 'coh01j9piretweethat': 17547, 'coaez3ak1lrn': 17548, 'isanpink95': 17549, 'yyou': 17550, 'nita99': 17551, 'skipagesy6gaming': 17552, 'comxhoyourextrkh': 17553, 'postscripoint3': 17554, 'co4i0rkcbk1dson': 17555, 'savior': 17556, 'coyous0qhqvj': 17557, 'dserialpcilp': 17558, 'pci': 17559, '16550': 17560, 'eu': 17561, 'col0b14sj7jb': 17562, 'bleachers': 17563, 'cocllwyoud4wsyou': 17564, 'coto9viqoofv': 17565, 'yoyounayyh': 17566, 'tayoufikcj': 17567, '8415': 17568, 'co17examplemlni80': 17569, 'olivers': 17570, 'waterboarding': 17571, 'dipagesing': 17572, 'coakq4rwjfvl': 17573, 'coyouooygbb6az': 17574, 'sivan': 17575, 'basalt': 17576, 'massage': 17577, 'isceu': 17578, 'cojjxcnwelcome': 17579, 'backp15': 17580, 'amyoumyoumyoux': 17581, 'qyouit': 17582, 'actin': 17583, 'mirmanda11': 17584, 'evasr': 17585, 'abovewoyould': 17586, 'shakeoloriginaly': 17587, 'protein': 17588, 'coapod4eivba': 17589, 'foothill': 17590, 'coctijdpxabk': 17591, 'co2wvmij5sa4': 17592, 'coz4jyharrew': 17593, 'gyouthoyoughyouretweethat': 17594, 'op': 17595, 'cohcwrk81p71': 17596, 'assyoumes': 17597, 'cobytbz8s5youx': 17598, '034': 17599, 'ipu': 17600, 'coo3wvscli': 17601, 'seex': 17602, 'toyourist': 17603, 'jackholes': 17604, 'cojyxafd4knk': 17605, 'cotezltqeyw2': 17606, 'seeaseit': 17607, 'motherfyouckeri': 17608, 'cob32jmvsb1e': 17609, 'coxkmijgy59t': 17610, 'blink': 17611, 'cod4c2iqirnyou': 17612, 'wolforetweeth': 17613, 'twooyout': 17614, 'altamonte': 17615, 'benji': 17616, 'devos': 17617, 'vivid': 17618, 'triad': 17619, 'cojmyou5youyamdyou': 17620, 'vancoyouveraeisland': 17621, 'covdilii': 17622, 'seeyr5': 17623, 'coz5comparerwado6': 17624, 'cobzdfznkvoriginal': 17625, 'coerhdh37rdh': 17626, 'coidasyjybro': 17627, 'cogdoaolpq91': 17628, 'dantwitty52': 17629, 'shyouts': 17630, 'eigheighth': 17631, 'patrol': 17632, 'syouns': 17633, 'cogrzchkdf37': 17634, 'syoubjected': 17635, 'younwarranted': 17636, 'directory': 17637, 'resting': 17638, 'coioq051t5te': 17639, '629': 17640, 'coklxayoucnp5i': 17641, 'cor4kheh7iaf': 17642, 'coqszgjfyouyoutyou': 17643, 'repostscripoint': 17644, 'dip': 17645, 'cowwxcob52zi': 17646, 'filmed': 17647, 'coaoriginal5chjmvs': 17648, 'cocln2sxzy1z': 17649, 'col1gh8064yv': 17650, 'sci': 17651, 'seehat': 17652, 'awaynothing': 17653, 'saysee': 17654, 'eyessee': 17655, 'uem': 17656, 'kabwandi': 17657, 'tkyonly1fmk': 17658, 'actionmovthat': 17659, 'isstayougheightyous': 17660, 'laylovetoyournay': 17661, 'ryrotheyounaware': 17662, 'groaning': 17663, 'ercjmnea': 17664, 'chibi877': 17665, 'shoyouted': 17666, 'kotoli': 17667, 'tarminetanytime': 17668, 'shawthat': 17669, 'is17shawthat': 17670, 'coyounij1rvrrq': 17671, 'bryouv': 17672, 'advancenta': 17673, 'meu': 17674, 'ayouspol': 17675, 'resemblance': 17676, 'campbell': 17677, 'chews': 17678, 'nikoniko12022': 17679, 'noises': 17680, 'epostscripointom': 17681, 'wimbledon': 17682, 'jrowah': 17683, 'kijima': 17684, '230': 17685, 'morningi': 17686, 'tellyi': 17687, 'bangmy': 17688, 'dadwho': 17689, 'lexamplewalked': 17690, 'ykelqyouiban': 17691, 'seesavior': 17692, 'froze': 17693, 'davthat': 17694, 'issmyouthanks': 17695, 'gyouk': 17696, 'cafetthat': 17697, 'phonetablet': 17698, 'colnharyoun': 17699, 'nagaski': 17700, 'tanstaafl23': 17701, 'correlation': 17702, 'imply': 17703, 'cayousation': 17704, 'coldirect': 17705, 'messagepress': 17706, 'commiting': 17707, 'iit': 17708, 'sanction': 17709, 'contentents': 17710, 'seeitly': 17711, 'behavior': 17712, 'coqadrkejz9t': 17713, 'contenttordryadirect': 17714, 'owenrbroadhyourst': 17715, 'jyouanmthoyoughmpostscripointon': 17716, 'histu': 17717, 'coodws0waw9q': 17718, 'blowjobs': 17719, 'cannibalism': 17720, 'mastyourbation': 17721, 'concentration': 17722, 'd1ff3r3nt1sg00d': 17723, 'sechoyourispointhat': 17724, 'tyoui': 17725, 'seeryouises': 17726, 'aida': 17727, 'cryouise': 17728, 'faroe': 17729, 'co3anytime': 17730, 'anyplacefgzfmzh': 17731, 'historys': 17732, 'examples': 17733, 'cotmoriginalti6facebookefore': 17734, 'atombomb': 17735, 'domination': 17736, 'youtopian': 17737, 'gyoulags': 17738, 'co14wh0pjj2c': 17739, 'attempointed': 17740, 'cojbrk8zsry6': 17741, 'comings': 17742, 'labelled': 17743, 'co37qpostscripointsnacyourri': 17744, 'cofhi4qbpwfh': 17745, 'fredolsencryouise': 17746, 'itinerary': 17747, 'dolphins': 17748, 'flgovscott': 17749, 'males': 17750, 'cogv84wnhb7s': 17751, 'coqzlpfhorsepowerwdo': 17752, 'yelowheather': 17753, 'youndeserving': 17754, 'shoyourimplevy': 17755, 'jakexampleint': 17756, 'bothered': 17757, 'traditionalist': 17758, 'montapoyoundanony': 17759, 'hodge': 17760, 'ayourora': 17761, 'notoretweethat': 17762, 'co1rpchoyouryou72c': 17763, 'myourderwahhabism': 17764, 'horrendoyous': 17765, 'cosb3rjqqzix': 17766, 'cojlyoyou': 17767, 'tooj5qs8you': 17768, 'carlachamorros': 17769, 'kach': 17770, '1994': 17771, 'palestinianu': 17772, 'cobxgood': 17773, 'nigheightq57xvb': 17774, 'trillac': 17775, 'che': 17776, 'gyouevara': 17777, 'lyouckjbnsfgood': 17778, 'creelyoyou': 17779, 'moron': 17780, 'brainless': 17781, 'gfzs': 17782, 'minyoussee': 17783, 'yoyoule': 17784, 'coqeoprime': 17785, 'ministercjbcz': 17786, 'theatershooting': 17787, 'defendantmass': 17788, 'testify': 17789, 'therefore': 17790, 'crossexam': 17791, 'jyoury': 17792, 'atljw': 17793, 'polit': 17794, 'aspect': 17795, 'tirelessly': 17796, 'defendbyoutera': 17797, 'liberetweetygeek83': 17798, 'kissing': 17799, 'colej5onyous9q': 17800, 'convenice': 17801, 'zionists': 17802, 'revere': 17803, 'honoyour': 17804, 'co3kob7xbea0': 17805, 'istheatre': 17806, '615': 17807, 'scyourri': 17808, 'vitaesyoupremecoyouretweet': 17809, 'thismisses': 17810, 'prisoner': 17811, 'qyouantyoum': 17812, 'bettyfreedomiss': 17813, 'abninfvet': 17814, 'syoupremacist': 17815, 'anders': 17816, 'breivik': 17817, 'younsyourprisingood': 17818, 'antifeminist': 17819, 'co1lxnjvl8tr': 17820, 'theeconomist': 17821, 'poretweetrait': 17822, 'yyouan': 17823, 'seetoriagittins': 17824, 'coxpddyouring': 17825, 'hoyours5tem': 17826, 'neanderrebel': 17827, 'contentrat': 17828, 'thissyouaded': 17829, 'co4coriginal0otiwn': 17830, 'telexampleraphworld': 17831, 'frayoutrapani': 17832, 'benigood': 17833, 'nigheightovito': 17834, 'liberetweetybell10': 17835, 'hillarymass': 17836, 'vaccine': 17837, 'cox713omh6ai': 17838, 'coowpd7vcompares6': 17839, 'blairmcdoyouget': 17840, 'lifel': 17841, 'commenting': 17842, 'taylors': 17843, 'dealings': 17844, 'arkan': 17845, 'johanfranzen': 17846, 'orchs': 17847, 'tyrant': 17848, 'wate': 17849, 'tyounisian': 17850, 'bardo': 17851, 'co1fvootqnej': 17852, 'syourviving': 17853, 'coqzsee': 17854, 'yoyout7bvkt': 17855, 'abc3340': 17856, 'alamodc': 17857, 'ministerxlezjbrc': 17858, 'palm': 17859, 'grindhoyouse': 17860, 'screening': 17861, 'texaschainsawmassacre': 17862, 'co1wopostscripointgbv': 17863, 'morbidirect': 17864, 'messageovthat': 17865, 'animalloriginali': 17866, 'lotg': 17867, 'smoothed': 17868, 'bird': 17869, 'chalked': 17870, 'moyouse': 17871, 'syoubtle': 17872, 'sikh': 17873, 'hateviolence': 17874, 'dviyer': 17875, 'colorlines': 17876, 'conpoyoundltynv36': 17877, 'cobjrrqhhohl': 17878, 'cowyouh1g2blp1': 17879, 'shinget': 17880, 'ezidigenoriginal': 17881, 'mitigating': 17882, 'co75vlswait5gi': 17883, 'cotxy3yous2ejs': 17884, 'youninvestigated': 17885, 'incite': 17886, 'coezbtg81trz': 17887, 'kabarmesir': 17888, 'badr58': 17889, 'rabaa': 17890, 'observed': 17891, 'rememberrabaa': 17892, 'eileenmotherfyouckerl': 17893, 'bestthat': 17894, 'chainsaw': 17895, 'petitionno': 17896, '1890': 17897, 'coyouilpg8i1ev': 17898, 'com9pxto2kww': 17899, 'shells': 17900, 'bloodbath': 17901, 'introdyoucing': 17902, 'nanking': 17903, 'massacre4': 17904, 'eyewitnesses': 17905, 'cotipndempyouz': 17906, 'wsj': 17907, 'wpo': 17908, 'coqwaitqk165sb': 17909, 'daddy': 17910, 'becarefyoulharry': 17911, 'tyounisia': 17912, 'cokyourqlxfihl': 17913, 'isdeboer': 17914, 'thyoucyardiplease': 17915, 'coates': 17916, 'charleston': 17917, 'broadly': 17918, 'cof0wqlobooy': 17919, 'bromleythe': 17920, 'cothoyoughrsepowerbdpdj35': 17921, 'gigagil': 17922, 'iof': 17923, '513': 17924, 'moralityzionism': 17925, 'soyousse': 17926, 'tyounis': 17927, 'comyhheighthsli3': 17928, 'soap': 17929, 'twain': 17930, 'rescind': 17931, 'honor': 17932, 'coyou4r8driyouac': 17933, 'isalyound': 17934, 'wkrn': 17935, 'maretweetynwaites': 17936, 'wellknown': 17937, 'valentines': 17938, 'oompahperiod': 17939, 'maretweetyrs': 17940, 'yoyoungu': 17941, 'conyoux5xfpv2d': 17942, 'spostscripointa': 17943, 'creepointhat': 17944, 'cot8youqm7imir': 17945, 'styouckinbooks': 17946, 'cojp3oy0oyouxq': 17947, 'cyourri': 17948, 'vitaeinch': 17949, 'waow': 17950, 'stacy': 17951, 'colfw4iymissak': 17952, 'coodv3rqs8jyou': 17953, 'coge0yard3mkav': 17954, 'co7mzysee': 17955, 'yoyoyou': 17956, 'tooiho': 17957, 'cossee': 17958, 'yoyou9qzp6nq': 17959, 'masterchef': 17960, 'cog6monvnpostscripointyou': 17961, 'coheightpqvoheightyoud': 17962, 'kissimmee': 17963, 'cofpyryou5golh': 17964, 'timefollow': 17965, 'retweetfollowelcome': 17966, 'backackgain': 17967, 'ganseyman': 17968, 'mentionty': 17969, 'corpneaj6fod': 17970, 'coq9lxo4qkji': 17971, 'ferrell': 17972, 'zach': 17973, 'lifeifianakis': 17974, 'farce': 17975, 'cotq3j2qgtzq': 17976, 'cocq7jj6yjfz': 17977, 'asbyoury': 17978, 'codadz5zfo1g': 17979, 'asbyouryparkpress': 17980, 'jmcwrites': 17981, 'pitchwars': 17982, 'realism': 17983, 'co64xr9ltnoh': 17984, 'co6n6gcej9iy': 17985, 'observations': 17986, 'copccwsgcyma': 17987, 'coebbf1n7maj': 17988, 'akcan': 17989, 'ventyoure': 17990, 'syouitable': 17991, 'coh31knyouwzz5': 17992, 'comnkaji2q1n': 17993, 'coxehwmissh7lv': 17994, 'proporetweetions': 17995, 'commences': 17996, 'manage': 17997, 'dyoubloadz': 17998, 'dropagesd': 17999, 'meelting': 18000, 'covxsqyouarepfe9na': 18001, 'deepak': 18002, 'chopras': 18003, 'coethgagpy5g': 18004, 'ol': 18005, 'drdrewhln': 18006, 'areva': 18007, 'tinybaby': 18008, 'adyoultblackmale': 18009, 'mattytalks': 18010, 'mwednesday': 18011, 'kinkyconnors': 18012, 'candidates': 18013, 'grimes': 18014, 'voters': 18015, 'copbexampleof4740': 18016, 'demis': 18017, 'comcc76xowli': 18018, 'nashhmyou': 18019, 'becca': 18020, 'caitlyn99': 18021, 'dfr': 18022, 'ep016': 18023, 'havely': 18024, 'dnbheaven': 18025, 'coejyoust': 18026, 'kiddingrf8n8a8': 18027, 'cosphwe6wfi5': 18028, 'codgat': 18029, 'keyboardrdyny': 18030, 'seagyoull07': 18031, 'aleisstokes': 18032, 'intelligencebar': 18033, 'jyoustintryoudeayou': 18034, 'worldbest': 18035, 'g7': 18036, 'g20best': 18037, 'melimitedownwhat': 18038, 'crowdtapagesli': 18039, 'joineveroom': 18040, 'lyoucketalk': 18041, 'messageoneyardemi': 18042, 'dtb': 18043, 'watchoyout': 18044, 'nprfreshair': 18045, 'commoditthat': 18046, 'issaeare': 18047, 'conjd1n5txxe': 18048, 'cohfqlwo1kmy': 18049, 'emini': 18050, 'letdown': 18051, 'eqyouals': 18052, 'colei9dwvllq': 18053, 'conclyousions': 18054, 'padres': 18055, 'youncontrollable': 18056, 'pams': 18057, 'lemairelee': 18058, 'danharmon': 18059, 'representative': 18060, 'sample': 18061, 'cojpa6sajfe3': 18062, 'byprodyouct': 18063, 'coczwjw4youv7i': 18064, 'coc0t7rvotkj': 18065, 'examinercom': 18066, 'waretweethen': 18067, 'midst': 18068, 'byoullpen': 18069, 'warriorcord': 18070, '550': 18071, 'paracord': 18072, 'milc5040h': 18073, '516': 18074, 'coeejrmktj0r': 18075, 'fyouretweetrix': 18076, 'coyougars': 18077, 'xl6162': 18078, 'co74yfqxvak0': 18079, 'cokxrehvt6hl': 18080, 'harassed': 18081, 'cosbila2yqjq': 18082, 'ymcgood': 18083, 'connects': 18084, 'younivsfoyoundation': 18085, 'corwaph6dayouv': 18086, 'cogetbjip5rh': 18087, 'kgb': 18088, 'cossack': 18089, 'cobla42rdt1o': 18090, 'coeinsqyouares8tfq': 18091, 'kiranahmedd': 18092, 'deployments': 18093, 'con6zflxigvr': 18094, 'm151a1': 18095, 'myoutt': 18096, 'm416': 18097, 'co9rryaylgyy': 18098, 'conmate3johlyouyou': 18099, 'yoyouheighttpostscripointt': 18100, 'co578gyounp8t9': 18101, 'copostscripointbxl1hvyou3': 18102, 'syouckers': 18103, 'stfxyouniversity': 18104, 'col5awtyoundhm': 18105, 'coxkmlq99sjy': 18106, 'anyplacergqyousee': 18107, 'yoyougo': 18108, 'infantryman': 18109, 'experimental': 18110, 'tyoutorials': 18111, 'asseretweetative': 18112, '2for1lapdances': 18113, 'coyompxjpagestv': 18114, 'contribyoute': 18115, 'hillaryclinton': 18116, 'callin': 18117, 'col0hhwelcome': 18118, 'back9lsz': 18119, 'coyourageoyous': 18120, 'covhmtytpointgr': 18121, 'con1tjct8hmc': 18122, 'copytqm7rvp0': 18123, 'co1pyoulaekxcq': 18124, 'beth': 18125, 'younderwood': 18126, 'gravity': 18127, 'ririnsider': 18128, 'hendri': 18129, 'hospitality': 18130, 'neanea2724': 18131, 'coiapvtqxlheight': 18132, 'cowamkre6ckd': 18133, 'coyouz1yiz7n6m': 18134, 'coijwar15h16': 18135, 'youniversityoflaw': 18136, 'coexample1fskqbv6': 18137, 'clancy': 18138, 'novels': 18139, 'paperback': 18140, 'coobix79ncxn': 18141, 'tomclancy': 18142, 'contenthisecollexamplee': 18143, 'coldx9youkngsk': 18144, 'ryouling': 18145, 'empower': 18146, 'milita': 18147, 'cov0nf1youc1ow': 18148, 'bolstering': 18149, 'cooperation': 18150, 'co9q9rk3fof7': 18151, 'spyoutnikint': 18152, 'wider': 18153, 'cog0q0bzbjli': 18154, 'coexyr6c5qpyou': 18155, 'militaryardotcom': 18156, 'younarmed': 18157, 'gyounned': 18158, 'worseits': 18159, 'asses': 18160, 'belter': 18161, 'sterlingscott': 18162, 'fyoundraiser': 18163, 'coma4ra7atql': 18164, 'cocg579wldne': 18165, 'timeroot': 18166, 'gemmasterfyoul': 18167, 'hipostscripointter': 18168, 'doretts': 18169, 'olds': 18170, 'smyoug': 18171, 'marc': 18172, 'holl': 18173, 'nenni': 18174, 'seeook': 18175, 'aitchkaycee': 18176, 'vixstyouaretweet': 18177, 'benjbeckwith': 18178, 'payoulhollywood': 18179, 'fjords': 18180, 'co534q3jg2ov': 18181, 'selandrevthat': 18182, 'opener': 18183, 'gasping': 18184, 'gigood': 18185, 'stew': 18186, 'iswisey': 18187, 'dearspayoul': 18188, 'myoudslidemary': 18189, 'dorette': 18190, 'rabidirect': 18191, 'messageonkeys1': 18192, 'cozt5ofacebookiwtd': 18193, 'brobread': 18194, 'loyoudly': 18195, 'kni': 18196, 'vaginaorcake': 18197, 'impressions': 18198, 'isyou': 18199, 'hazelannmac': 18200, 'wishing': 18201, 'hatman': 18202, 'youryoufyousanragyou': 18203, 'haretweet2010': 18204, 'cosbfgood': 18205, 'lyouckqjzfs': 18206, 'mariankeyes': 18207, 'backroom': 18208, 'cokgxnwziyouxd': 18209, 'gbbo2015': 18210, 'gasped': 18211, 'invested': 18212, 'nikistitz': 18213, 'reopenheighttpt': 18214, 'co35jyap0youl9': 18215, 'doylech': 18216, 'persesee': 18217, 'yoyoution': 18218, 'spoiled': 18219, 'cobgytmqj3oo': 18220, 'cali74142290': 18221, 'thisasterhospital': 18222, 'rationing': 18223, 'coq4good': 18224, 'lyouck3dvhyou1': 18225, 'tattooed': 18226, 'arkansas': 18227, 'nola': 18228, 'coemisterzi': 18229, 'seeb004': 18230, 'twopointwipostscripoint': 18231, 'sifeatyouringing': 18232, 'grid': 18233, 'coavvsoino8z': 18234, 'covoyryouxcrin': 18235, 'mateo': 18236, 'doesnt': 18237, 'pointless': 18238, 'newser': 18239, 'cotb8gzembxyou': 18240, 'slipagesing': 18241, 'cov2yxyourne2p': 18242, 'roblox': 18243, 'syouncorp': 18244, 'cocwz37lndvk': 18245, 'professionally': 18246, 'younsensibly': 18247, 'oyoutryoun': 18248, 'byourma': 18249, 'endyouring': 18250, 'connorfranta': 18251, 'askconnor': 18252, 'overryoun': 18253, 'hazardsthisaster': 18254, 'hasheightags': 18255, 'booktyoubeathoyoughn': 18256, 'seamisstress': 18257, 'elvia': 18258, 'cojdx9ox2kik': 18259, 'coqheightoerhdkm': 18260, 'coo9dzgzqemotherfyoucker': 18261, 'toonjpor39k': 18262, 'cofgvn2vcrrx': 18263, 'cokfeatyouringvnyou7nvf': 18264, 'alarming': 18265, 'cov6h97k688j': 18266, 'cotjw9bseipw': 18267, 'nonyoucleariran': 18268, 'badirandeal': 18269, 'jebbyoush': 18270, 'coz7phorsepowerjtqyoud': 18271, 'comacob5xlsyou': 18272, 'fyoukyoushimatepcofyoukyoushima': 18273, 'intexamplerative': 18274, 'answersheighttpt': 18275, 'co7y2good': 18276, 'nigheightva2ev': 18277, 'japanjapan': 18278, 'inferior': 18279, 'preserve': 18280, '84': 18281, 'ajw': 18282, 'cox5jgkjv6ma': 18283, 'jishin': 18284, 'minamisoma': 18285, 'cogam7otgiswanother': 18286, 'allowing': 18287, 'dalailama': 18288, 'coe0lyougbl6pb': 18289, 'youpi': 18290, 'irannyoucleardeal': 18291, 'cozsdvwexamplelf5': 18292, 'cogvj7spoyoundelp': 18293, 'cofeatyouringyounlh6ddg': 18294, 'damageu': 18295, 'coy3zfqjsvpz': 18296, 'wpostscripoint': 18297, 'coyoumjprrwryouyou': 18298, 'drvox': 18299, 'agw': 18300, 'younaware': 18301, 'sanitizing': 18302, 'coyrvgykdbm6': 18303, 'co7youfnxxavqs': 18304, 'impairs': 18305, 'cozisyouwlqrhf': 18306, 'sweep': 18307, 'copostscripointi35ayou3pc': 18308, 'mailonline': 18309, 'whackamole': 18310, 'co6exs23myouy3': 18311, 'col9idherotj': 18312, 'coikpngs3dti': 18313, 'coljhgsdraez': 18314, 'spoke': 18315, 'kennedys': 18316, 'averetweet': 18317, 'bolster': 18318, '573': 18319, 'unyouclear': 18320, 'thisasterrelated': 18321, 'deathsua': 18322, 'cojssmmlnaq7': 18323, 'coow4gexynbh': 18324, 'annonymoyous': 18325, 'respondents': 18326, 'conscioyousness': 18327, 'coytnd631z': 18328, 'wikipedia': 18329, 'encyclopedia': 18330, 'coghyoucazjsxb': 18331, 'err509': 18332, 'ges': 18333, 'reactors': 18334, 'cohoyourc3oxqyouik': 18335, 'cownpointvbm5t7': 18336, 'coyouhkxmxab9l': 18337, 'co74jpagesek6o7': 18338, 'coqadyoufo8zxg': 18339, 'co5hkgxzjlmx': 18340, 'cov1mtr517youe': 18341, 'cogyouvtizyche': 18342, 'defensenews': 18343, 'comyous': 18344, 'syoubsd': 18345, 'cosy2whxt0k5': 18346, 'gigawatts': 18347, 'installed': 18348, 'gwatt': 18349, 'coleczolkmissv': 18350, 'cookamissczbwg': 18351, 'manyoual': 18352, 'railgyouns': 18353, 't10s': 18354, 'roberetweetharding': 18355, 'repjohnkat': 18356, 'keyboardo': 18357, 'flyoush': 18358, 'constryouct': 18359, 'youkuas': 18360, 'coe9d9lk5fdw': 18361, 'nyoucleardeal': 18362, 'indojapan': 18363, 'pact': 18364, 'reactorbased': 18365, 'coxkyourdr3yev': 18366, 'coys3nmwwyvc': 18367, 'coalpotnb7q3': 18368, 'restaretweet': 18369, 'codbayoujp29youb': 18370, 'mistaken': 18371, 'cataclysmi': 18372, 'reator': 18373, 'melts': 18374, 'jyoustthebottle': 18375, 'cooling': 18376, 'winechat': 18377, 'nigheighteti': 18378, 'electrostati': 18379, 'fyousion': 18380, 'coem5opytbpg': 18381, 'styounckle': 18382, 'r74': 18383, 'crazyardoriginal': 18384, 'contenttorlady': 18385, 'rods': 18386, 'creatyoures': 18387, 'cofrkodestyouk': 18388, 'cogpvzv0249y': 18389, 'co9wqixgmhfh': 18390, 'sandyounes': 18391, 'gentle': 18392, 'lapagesli': 18393, 'gyoulls': 18394, 'sizewell': 18395, 'cox9see': 18396, 'yoyouihib5n': 18397, 'cod8awx2okke': 18398, '40mln': 18399, 'co0dxvz7fdh3': 18400, 'filming': 18401, 'sonyproyousa': 18402, 'lyoumixyousa': 18403, 'djigood': 18404, 'profacebookriancox': 18405, 'co2good': 18406, 'lyouckjhvead9': 18407, 'colqjjy1pointwt': 18408, 'covb3vfm76ke': 18409, 'co98o2kc3a1z': 18410, 'cotgdonttkty': 18411, 'comqmcolwelcome': 18412, 'backzc': 18413, 'calhoyoun': 18414, 'copztbqimpyouw': 18415, 'snowywolf5': 18416, 'thexamplereenparetweety': 18417, 'hampointonroadsfor': 18418, 'co9qnq45zdyouw': 18419, 'codhyljllrhl': 18420, 'scoyout': 18421, 'sehateme': 18422, 'pyoupagesyshoriginalyoun': 18423, 'philipagesine': 18424, 'copd14gsrfsc': 18425, 'changepilipinas': 18426, 'notion': 18427, 'seemly': 18428, 'narcissism': 18429, 'seehhomeyardon': 18430, 'swag': 18431, 'instagramers': 18432, 'com3njvvtygood': 18433, 'nigheightjeb': 18434, 'byouu': 18435, 'soyouda': 18436, 'sonia': 18437, 'kneepoyoundot': 18438, 'klavthat': 18439, 'isrstyouk': 18440, 'lvg': 18441, 'spyours': 18442, 'smaller': 18443, 'lcb': 18444, 'cl': 18445, 'whereas': 18446, 'jez': 18447, 'printing': 18448, 'coreffacebookkvgeniyousr': 18449, 'plymoyouth': 18450, 'uletuas': 18451, 'litterua': 18452, 'cogdrssjbh8q': 18453, 'prophecy': 18454, 'combiningu': 18455, 'coxfingers': 18456, 'crossedcyourri': 18457, 'vitaemxyouwelcome': 18458, 'josebasedgod': 18459, 'realm': 18460, 'mccainenl': 18461, 'stonewall': 18462, 'message0youyoupqgwy': 18463, 'skynews': 18464, '149': 18465, 'co0omiss8ri3l1': 18466, 'gymotherfyouckerlow': 18467, 'gymtime': 18468, 'assassinsu': 18469, 'comyouhj8cbdqb': 18470, 'gargron': 18471, 'holymileyray': 18472, 'mooniigheighthyounty': 18473, 'mosqyouareyouitoes': 18474, 'obedthat': 18475, 'jesyouss': 18476, 'gap': 18477, 'shoretweets': 18478, 'syouperstition': 18479, 'swami': 18480, 'nigheightivesh': 18481, 'coxomi4zqzgp': 18482, 'co0m1tw3datd': 18483, 'satisfor': 18484, 'cofqmyprlgeniyousg': 18485, 'freshness': 18486, 'cocilo9prime': 18487, 'ministerleb': 18488, 'macbreck': 18489, 'math': 18490, 'cosayzt2oagm': 18491, 'prodyouctive': 18492, 'enterprise': 18493, 'horiikawa': 18494, 'rizzo': 18495, 'gmcr': 18496, 'accordingood': 18497, 'syounrays': 18498, 'hairy': 18499, 'spiderweb': 18500, 'nigheightewslh': 18501, 'bree': 18502, 'mars': 18503, 'cnns': 18504, 'seventthat': 18505, 'texting': 18506, 'obliteratedhas': 18507, '7k': 18508, 'wackoes': 18509, 'cobabmotherfyoucker0w2yw': 18510, 'coqvs7o10bg3': 18511, 'com19ivwrdkk': 18512, 'zimmerman': 18513, 'rzimmermanjr': 18514, 'renewsit': 18515, 'coybshlethat': 18516, 'is3p': 18517, 'stripagesed': 18518, 'mixes': 18519, 'byebyesoyoundcloyoud': 18520, 'stryoutted': 18521, 'wackos': 18522, 'cowj0you59mpagesb': 18523, 'silverhyousky': 18524, 'sheightap': 18525, 'salted': 18526, 'poway': 18527, 'hcg': 18528, 'ensyoures': 18529, 'mole': 18530, 'whensoever': 18531, 'nevermore': 18532, 'sizygwwf': 18533, 'theevilayoughing': 18534, 'loyoudives': 18535, 'hypo': 18536, 'cojlpyout7vanytime': 18537, 'anyplaces': 18538, 'deserved': 18539, 'kevinbacon': 18540, 'soz': 18541, 'kontrolled': 18542, 'ww3': 18543, 'demonization': 18544, 'interestingwhy': 18545, 'coxqmjhiozxg': 18546, 'layourenjayourexampleyoui': 18547, 'conckoriginalwjq61': 18548, 'teamhennessy': 18549, 'tprin': 18550, 'opinion24': 18551, 'djeddygood': 18552, 'nigheightj': 18553, 'colombian': 18554, 'festivalu': 18555, 'comisterv54fidfn': 18556, 'arcade': 18557, 'cte': 18558, 'overpri': 18559, 'thatsabinexamplein': 18560, 'dose': 18561, 'slabs': 18562, 'ripagesing': 18563, 'laboyourleadership': 18564, 'contest': 18565, 'ayountthat': 18566, 'isdote': 18567, 'rioslade': 18568, 'wigood': 18569, 'akarb74': 18570, 'coikyougood': 18571, 'gamevbyei': 18572, 'tigood': 18573, 'conlk1dyard2tp': 18574, '03': 18575, 'ja': 18576, 'exampleanator20': 18577, '716': 18578, 'ashberxo': 18579, 'traces': 18580, 'cosf2vwqvjya': 18581, 'cohz4lkffingers': 18582, 'crossed59': 18583, 'yoyouhomosexyouality': 18584, 'co1vjalja1sx': 18585, 'tryouthsof': 18586, 'alhaji': 18587, 'sha': 18588, 'ibeto': 18589, 'competitor': 18590, 'imminent': 18591, 'coxjb0dcaahf': 18592, 'extent': 18593, 'privilexamplee': 18594, 'younfair': 18595, 'favoritism': 18596, 'renovation': 18597, 'copq3ipyougkyouy': 18598, 'smalpoyoundiz': 18599, 'activate': 18600, 'oldtimey': 18601, 'copkkcdwjyg0': 18602, 'qyouarrel': 18603, 'coz8ij8ktkyk': 18604, 'littledeath': 18605, 'bene': 18606, 'gesserit': 18607, 'litany': 18608, 'dyoune': 18609, 'atgrannyshoyouse': 18610, 'obliterationback': 18611, 'deadstory': 18612, 'kylewapagesli': 18613, 'seeationler': 18614, 'thisishavehope': 18615, 'co1pdnlsp8xw': 18616, 'sb57': 18617, 'deepwater': 18618, 'thistribyoution': 18619, 'codkpostscripointrkg6pc': 18620, 'coxwxbyheightyouzc': 18621, 'cowzedxefacebooklg': 18622, 'coyhmisterexampleayouxz': 18623, 'cog37hyoujx6et': 18624, 'co6cx46e7qb7': 18625, 'co41l8tqcaey': 18626, 'corqyou5youb8plf': 18627, 'coosjyourfddkt': 18628, 'colzob8qoh1b': 18629, 'isygyouqpb1': 18630, 'syardtraffi': 18631, 'seenetwork': 18632, 'ksbynews': 18633, 'lilitan': 18634, 'copexampleibiqk2w': 18635, 'syard': 18636, 'cotzyhdbw9f5': 18637, 'wendell': 18638, 'berry': 18639, 'gyoulf': 18640, 'cotn1ax1xmbb': 18641, 'thisclos': 18642, 'backi7laq18e': 18643, 'oi': 18644, 'copdosrg8compare7': 18645, 'hannah': 18646, 'coap30postscripointzkvx': 18647, 'cotcsolvwhxq': 18648, 'thisclosed': 18649, 'cozqihnhdwpv': 18650, 'osi2016': 18651, 'cogthddzavhg': 18652, 'losangelestimes': 18653, 'coheightxai05y7b': 18654, 'cowezjqc4compare2': 18655, 'cannotwould': 18656, 'cityofkamloopostscripoint': 18657, 'sec': 18658, 'kamloopostscripoint': 18659, 'cota6n9szyfp': 18660, 'troyslaby22': 18661, 'coccyourri': 18662, 'vitaecte3lcw': 18663, 'coxcolwyougfjg': 18664, 'cofpaoyoulwyou3n': 18665, 'cosqyouareoa1wv4youm': 18666, 'cogyousramzp1s': 18667, 'co7l6bhexixv': 18668, 'coemosrmyouvqa': 18669, 'coefingers': 18670, 'crossedn9ivnfg': 18671, 'cozdtcw9fsx1': 18672, 'co1ct0pyougz69': 18673, 'comotherfyouckersbwpj0ce': 18674, 'cozdpa4dbtsyou': 18675, 'co02elqlopfk': 18676, 'co8lcbdw7m2z': 18677, 'coajzy19vepyou': 18678, 'cojtzefipdbo': 18679, 'covsoxiooy78': 18680, 'cojgdlx4fawait': 18681, 'coivwtynoyoujyoust': 18682, 'co2mwc9ywjzy': 18683, 'wowthe': 18684, 'lexampleionnairesthisease': 18685, 'pneyoumonia': 18686, 'seeanlexampleion': 18687, 'convention': 18688, '197629': 18689, 'coffeatyouringokd0vts': 18690, 'co81hvv3n3rs': 18691, 'co2ao97o2a9d': 18692, 'co3snyoohseq': 18693, 'covbsj8tniv1': 18694, 'coso81ab3a1x': 18695, 'coyoucbfgibfor': 18696, 'myouhamadjabal': 18697, 'lexampleionna': 18698, 'corsv9atj9vh': 18699, 'senatemajlong': 18700, 'coojyw7jyoust': 18701, 'kiddingyouh5': 18702, 'corv9dv6joew': 18703, 'cocxi82rfifs': 18704, 'co1h7zk6youyze': 18705, 'dratomi': 18706, 'see420': 18707, 'trophthat': 18708, 'comnsy1qr7bq': 18709, 'cokkdx8zmv4g': 18710, 'co13waitcyyoukkz': 18711, 'cohkxyzhvmqe': 18712, 'cofjdirect': 18713, 'message8qhyai': 18714, 'sebee': 18715, 'worstever': 18716, 'co0youbgeniyouswfyge': 18717, 'losangeles': 18718, 'coza4axfjsvb': 18719, 'corm6cnzkszl': 18720, 'cozfyqsawvrk': 18721, 'co3heightj2pypostscripointg': 18722, 'conq77efmotherfyoucker88': 18723, 'colfacebookdheightgqwg': 18724, 'fo': 18725, 'co7evyelw4lc': 18726, 'copaje5mxn1z': 18727, 'coerj7yanjxm': 18728, 'covbrpeyoujanl': 18729, 'digitsheighttpt': 18730, 'cotxrswi0efg': 18731, 'colyxnjlxl8s': 18732, 'cocxyfqn3youe4': 18733, 'hasheightagteaclyoub': 18734, 'pars': 18735, 'defender': 18736, 'tod': 18737, 'ensyoued': 18738, 'coc5you9qshhnb': 18739, 'j3lyon': 18740, 'ffvii': 18741, 'exclamation': 18742, 'midweek': 18743, 'westmarch': 18744, 'arreat': 18745, 'youpa': 18746, 'sfa': 18747, 'corwaitb50xz9m': 18748, 'joexampleoodirect': 18749, 'messageanjr': 18750, 'copaliberetweetadores': 18751, 'argentinean': 18752, 'co8tygo0kizz': 18753, 'cowrqf6you55hh': 18754, 'iso': 18755, 'postscripointp': 18756, 'cohbpnfoawii': 18757, 'co6whyougaem3c': 18758, 'coacomparei2rhz4n': 18759, 'coxrp0retweetkffj': 18760, 'coiwsee': 18761, 'yoyou3dgi1a': 18762, 'reqyouthat': 18763, 'ism': 18764, 'oliver': 18765, 'cocplyrewfz3': 18766, 'cohzhoa6vzas': 18767, 'khali': 18768, 'knowkazi': 18769, 'codi5arr6hq6': 18770, 'gidthat': 18771, 'isxclyousixe': 18772, 'ufacelessua': 18773, 'corgtyzbnkeo': 18774, 'bennew': 18775, 'cityapri': 18776, 'seeon': 18777, 'coc5you9qsysej': 18778, 'baseball41': 18779, 'granttamane8': 18780, 'drewwtaylor': 18781, 'dtop77': 18782, 'hillside': 18783, 'colq4lxgs2xyou': 18784, 'shestooyoyoung': 18785, 'cojbxbi93clyou': 18786, 'exqyouisite': 18787, 'sto': 18788, 'coy9w0v6te9o': 18789, 'yoyoumisshot': 18790, 'porno': 18791, 'coykdsp0nrdq': 18792, 'co8j4rdwyjwyou': 18793, 'co9mkzpzfkl2': 18794, 'co36gccapaak': 18795, 'conqjzs6wkyoun': 18796, 'carefyoully': 18797, 'pbohanna': 18798, 'boring': 18799, 'jyoustagyouess': 18800, 'deadgin': 18801, 'lifetalking': 18802, 'younforetweetyounemelody': 18803, 'jaylenejoybeligan': 18804, 'tarynel': 18805, 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21324, 'time7pdidfo': 21325, 'coyoudj50j3mv4': 21326, 'orangi': 21327, 'coyounterterrorism': 21328, 'sindh': 21329, 'cole4brdyouayou9': 21330, 'cogevrmbvznb': 21331, 'diretyoube': 21332, 'figyoureheightaeterrorism': 21333, 'cov6ijxccd2i': 21334, 'coysxhfwmgod': 21335, 'myouslimissterrorismor': 21336, 'cathoyoughli': 21337, 'seeismhomophobia': 21338, 'jihadi': 21339, 'protostates': 21340, 'cod5h4jif1y3': 21341, 'dhs': 21342, 'uislami': 21343, 'terrorismua': 21344, 'coyou8rgb51d22': 21345, 'co2tnyou95vgfe': 21346, 'pakistans': 21347, 'syouspects': 21348, 'coajpbdcalew': 21349, 'ifs': 21350, 'ands': 21351, 'byouts': 21352, 'cohfgjgfgfel': 21353, 'incitement': 21354, 'beinaretweet': 21355, 'coot2oedts': 21356, 'cohoyour88cwxpgz': 21357, 'adamnibloe': 21358, 'co2y4rgob7pjnewsbritish': 21359, 'comves6vssyn': 21360, 'cohhorsepowervpael4n': 21361, 'cop5zi': 21362, 'seejyoudxonewsbritish': 21363, 'cokzhb8zx6yc': 21364, 'advanceting': 21365, 'coeqjcpwilvn': 21366, 'advancetive': 21367, 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21413, 'coximpnczxth': 21414, 'swifeatyouringycommissh': 21415, 'taoistinsigheight': 21416, 'immoretweetaltech': 21417, 'theight': 21418, 'killin': 21419, 'mccainuas': 21420, 'photoriginalraphed': 21421, 'isisu': 21422, 'cojnromisse1z2': 21423, 'acmilan': 21424, 'cow6yyou7qs4cyourri': 21425, 'tire': 21426, 'bethlehemheighttpt': 21427, 'coph2xli8nve': 21428, 'co22fyouxhn7el': 21429, 'haaretz': 21430, 'coyou4gsbnyou8wc': 21431, 'cosyou4zvwadj7': 21432, 'youdhampyouragain': 21433, 'lovemywife1983': 21434, 'shedid': 21435, '4the': 21436, 'byoushs': 21437, 'washard': 21438, 'stopagesing': 21439, 'traitor': 21440, 'co9tyyoucdyouring': 21441, 'hoyours3g': 21442, 'alipaper': 21443, 'keepingtheviginaclean': 21444, 'thoyoughyoureatconnect': 21445, 'cohoyourl4xnj9k7': 21446, 'dfir': 21447, 'thoyoughyoureatintel': 21448, 'byourger': 21449, 'cote5tdlyimn': 21450, 'newscomayouhq': 21451, 'kingood': 21452, 'gameeryoudo': 21453, 'moblins': 21454, 'dyouh': 21455, 'co7paovyzttw': 21456, 'generational': 21457, 'ubritish': 21458, 'schismua': 21459, 'codqtmtpqmbr': 21460, 'messagesnypointscy': 21461, 'bhyousa': 21462, 'jihad': 21463, 'uiall': 21464, 'islamaphobe': 21465, 'cohwnyxxkczz': 21466, 'messageassa5': 21467, 'definite': 21468, 'crown': 21469, 'drakeuas': 21470, 'wedgthat': 21471, 'coqqskybarng': 21472, 'illyousoria': 21473, 'seearyous': 21474, 'coe2wgrei': 21475, 'seemz': 21476, 'playingood': 21477, 'nigheightow': 21478, 'bloodboyound': 21479, 'codly6ryouyousqyouarek': 21480, 'kristyleemyousi': 21481, 'cob7zwevsrgo': 21482, 'devinjoslyn': 21483, 'coetyouyouyislhw': 21484, 'convection': 21485, 'spits': 21486, 'nlwx': 21487, 'ligheightyoumyoupbeast': 21488, 'waldo': 21489, '12you': 21490, 'cooperstown': 21491, 'joestrong': 21492, 'gokitgo': 21493, 'coesk4yvzvap': 21494, 'heheh': 21495, 'freqyouent': 21496, 'midtown': 21497, 'cokqjevyqzlv': 21498, 'cn': 21499, 'cohmwhob7prs': 21500, 'snipe': 21501, 'coslqnph34nt': 21502, '8960': 21503, 'driller': 21504, 'boxed': 21505, 'torrenthanks': 21506, 'relaxing': 21507, 'soothmyslyoumber': 21508, 'watermeloann': 21509, 'popyoulardemand': 21510, 'thewebbeffect19': 21511, 'cof0qirs5lja': 21512, 'wc': 21513, 'coos1wjrvx5c': 21514, 'weebly': 21515, 'l9youdest': 21516, 'asimtanvir': 21517, 'nemesisk': 21518, 'pes': 21519, 'kevr': 21520, 'timeingand': 21521, 'ligheightningi': 21522, 'leonalewis': 21523, 'essenceofme': 21524, 'majorshe': 21525, 'lyouckoomy': 21526, 'withthat': 21527, 'cox4ecgood': 21528, 'gamevnsn': 21529, 'adidas': 21530, 'swingman': 21531, 'jersey': 21532, 'cot81oayjowc': 21533, 'ryoumbling': 21534, 'hayardnexists': 21535, 'didnuat': 21536, 'co2hv2y2m2oz': 21537, 'lorr': 21538, '1040prime': 21539, 'cotq1ryouqd4lg': 21540, '931prime': 21541, '1015prime': 21542, 'coh9i6mozask': 21543, 'lincoln': 21544, 'cobti8jamotherfyouckeriyou': 21545, 'coepzgood': 21546, 'game4youqji': 21547, 'myouseawayfi': 21548, 'beenghosting': 21549, 'xylodemon': 21550, 'rachelrofe': 21551, '536': 21552, 'co5cwyouylnfyoum': 21553, 'co1tyyqfz13d': 21554, 'byouren': 21555, 'cokjsvw06gbv': 21556, 'inws': 21557, 'spostscripointgsp': 21558, '1040': 21559, 'coldcwkyyouaff': 21560, 'penny': 21561, '400': 21562, 'cest': 21563, 'conditionsfair': 21564, '68': 21565, 'fforecastthyou': 21566, '61fri': 21567, '933prime': 21568, 'co1eof1wxnpj': 21569, 'skywarn': 21570, 'ryoussellville': 21571, 'clarksville': 21572, 'dardanelle': 21573, '1015': 21574, 'con844h1aspj': 21575, 'cokea5l3b1ae': 21576, 'corsdkwzrc8g': 21577, 'vivaargentina': 21578, 'pea': 21579, 'cotsaletfeatyouringkt': 21580, 'cooim6po8xsee': 21581, 'contenttaw': 21582, 'cooriginalxsy4gwd1': 21583, 'coyouzwlgjqzns': 21584, 'lethbridge': 21585, '05th': 21586, '2029': 21587, 'mdt': 21588, 'coyqyiwjn8ez': 21589, 'comjstefgood': 21590, 'gameyou5': 21591, 'helsinkithyounder': 21592, 'ligheightningstrike': 21593, 'helsinkiu': 21594, 'corjjxyoucx5prime': 21595, '935': 21596, 'mainly': 21597, 'showers': 21598, 'co7hyouen4rwrn': 21599, 'contentd': 21600, 'soonergryount': 21601, 'brrookkllyynnr': 21602, 'tornadoriginaliveaway': 21603, 'thebookclyoub': 21604, 'coljomctyouzfy': 21605, 'co2zgvslox5p': 21606, 'seeklemeshawn': 21607, 'evebrigid': 21608, 'xo': 21609, 'coyouretweetney': 21610, 'layoudner': 21611, 'pantthat': 21612, '73rd': 21613, 'goode': 21614, 'ski': 21615, 'championshipostscripoint': 21616, 'copgkbt3mbap': 21617, 'mon': 21618, '912prime': 21619, '945prime': 21620, 'coayfdjeb7hy': 21621, 'syoundayuas': 21622, 'coffnzit7kgood': 21623, 'skye': 21624, 'horny': 21625, '829prime': 21626, '915prime': 21627, 'coo8x4m5er6b': 21628, 'coitnkbxgwlh': 21629, 'belle': 21630, 'sakhalintribyoune': 21631, 'syouperman': 21632, 'slowpoke': 21633, 'cox8zqbwnfo1': 21634, 'thyounderstormtornado': 21635, 'woken': 21636, 'coy8h5v1j2y7': 21637, 'kyounalkapoor': 21638, 'stormchaserheighttpt': 21639, 'co4wjy7sehmwphotoriginalraphy': 21640, 'pod': 21641, 'heather': 21642, 'ava': 21643, 'sparx': 21644, 'thoyoughyoureesome': 21645, 'onhes': 21646, 'seetorian': 21647, 'sofa': 21648, 'rebelmage2': 21649, 'reference': 21650, 'heller': 21651, 'marley': 21652, 'brinx': 21653, 'stripointease': 21654, 'spreads': 21655, 'poyounding': 21656, 'rotation': 21657, 'condenses': 21658, 'villa': 21659, 'mcyourri': 21660, 'syoubtornado': 21661, 'cofd9dzspyougk': 21662, 'ayshyoun': 21663, 'giselle': 21664, 'endu': 21665, 'cost9jpz8y24': 21666, 'cop4kofytkdx': 21667, 'coizjyoust': 21668, 'kidding6kpwiz': 21669, 'tooriginal': 21670, 'contentodtodd': 21671, 'wyattb23': 21672, '20homers': 21673, 'tyoulowitzki': 21674, 'hayarden': 21675, 'poses': 21676, 'stripostscripoint': 21677, 'cottb9oilater2': 21678, 'timesofindia': 21679, 'soyoulja': 21680, 'greater': 21681, 'comotherfyouckeroretweetable': 21682, 'cogajtyougayoui7': 21683, 'groyoups': 21684, 'cophfoeozypostscripoint': 21685, 'co72ix7vmate7w': 21686, 'sorrowfyoul': 21687, 'redempointion': 21688, 'platt': 21689, 'co86v81dv00e': 21690, 'cocalk5nv5vc': 21691, 'homeworldgym': 21692, 'thisisperidot': 21693, 'tragedymoni': 21694, 'lewis': 21695, 'uvyoulnerableua': 21696, 'coyoub1jzskmisterc': 21697, 'toiindianews': 21698, 'crossedoyourse': 21699, 'cayoued': 21700, 'washing': 21701, 'cos43we7oe2i': 21702, 'covscpgmissjxy': 21703, 'tanehisi': 21704, 'seeoates': 21705, 'laced': 21706, 'monoloriginalyoue': 21707, 'charlize': 21708, 'coyoulda': 21709, 'tbr': 21710, 'browsing': 21711, 'homepage': 21712, 'cowk63tm34a0': 21713, 'sriramk': 21714, 'dlin71': 21715, 'commons': 21716, 'ownership': 21717, 'coeyorbmotherfyoucker3o3': 21718, 'itss': 21719, 'selenalyouna': 21720, 'co0xh758onyoup': 21721, 'cocar5qeyouvhh': 21722, 'gagood': 21723, 'nigheighton': 21724, 'imposing': 21725, 'marriage': 21726, 'cohipklxphnp': 21727, 'myu': 21728, 'cogdjtzkpchk': 21729, 'gyounning': 21730, 'romanceit': 21731, 'mebyout': 21732, 'hearetweetache': 21733, 'miseryam': 21734, 'cojhyouporiginalbvs8': 21735, 'cozkgqspwyj3': 21736, 'co21hsrrqzoyou': 21737, 'coxtljz7bjgood': 21738, 'hiroriginal': 21739, 'contenthii0': 21740, 'coand1btizao': 21741, 'ariana': 21742, 'csaresyou': 21743, 'cosdirect': 21744, 'messagerzgeryx': 21745, 'leitchfthat': 21746, 'bella': 21747, 'rosalthat': 21748, 'yoyoueadopointionloriginal': 21749, 'homessponsorshipostscripoint': 21750, 'coajay0snplg': 21751, 'almyousafirah': 21752, 'innit': 21753, 'syouvs': 21754, 'prettyboyshyflizzy': 21755, 'beayoutifyoully': 21756, 'cofkxcsztezb': 21757, 'cokk8cnpageszmk': 21758, 'onihimedesyou': 21759, 'manga': 21760, 'triangood': 21761, 'explosive': 21762, 'tween': 21763, 'salyoute': 21764, 'battleroyalemod': 21765, 'teleporetweeted': 21766, 'decides': 21767, 'coyeljpqhmed': 21768, 'cor18ayoutnlsd': 21769, 'cocnqae9foj6': 21770, 'billionaires': 21771, 'blakeschmidt': 21772, 'cogbqtc7sp9c': 21773, 'holly': 21774, 'coyous1direct': 21775, 'messagedxzvb': 21776, 'seetorioyous': 21777, 'rv': 21778, 'santhanks': 21779, 'advancego': 21780, 'hollyw': 21781, 'coc22ecyourri': 21782, 'vitael4hw': 21783, 'coexqkmlg4nj': 21784, 'remodeled': 21785, 'dramaa': 21786, 'llama': 21787, 'liloyourry': 21788, 'stan': 21789, 'narry': 21790, 'coqkrltrd39b': 21791, 'cogrlxyourko8d': 21792, 'cox8moyevjsj': 21793, 'cofk1vyh5qlk': 21794, 'newsdi': 21795, 'boyinahorsemask': 21796, 'panda': 21797, 'cotyyfg4qqvm': 21798, 'nz': 21799, 'co0ajisa5531': 21800, 'hyougomatz': 21801, 'lilithsaintcrow': 21802, 'coeswnsetfeatyouringf': 21803, 'co0f8xa4ih1you': 21804, 'co3yyoyou': 21805, 'too6v19zh': 21806, 'cojjl89f9o3v': 21807, 'coxe0ee1fzfh': 21808, 'encoded': 21809, 'sensory': 21810, 'nigheightitive': 21811, 'messageb6xp966d': 21812, 'defensive': 21813, 'decreases': 21814, 'vyoulnerability': 21815, 'coknbv2ytnwc': 21816, 'qz': 21817, 'taraswaretweet': 21818, 'giang': 21819, 'nissannews': 21820, 'hospitalized': 21821, '2car': 21822, 'a1a': 21823, 'bings': 21824, 'co9dwyjqvfy4': 21825, 'raabchar': 21826, 'drphil': 21827, 'morganlawgrp': 21828, 'selfinfli': 21829, 'consistent': 21830, 'dimensions': 21831, 'agdq': 21832, 'kororinpa': 21833, 'marble': 21834, 'tloz': 21835, 'oracle': 21836, 'metroid': 21837, 'crazyindapexample': 21838, 'vets78734': 21839, 'younderstandable': 21840, 'eshop': 21841, 'eigheightynine': 21842, 'cospe7you8t40k': 21843, 'affli': 21844, 'tooes0youk1you3': 21845, 'co0dqjeretxyou': 21846, 'extraordinaire': 21847, 'rosenice': 21848, 'havealayouthoyoughr': 21849, 'gravitychat': 21850, 'ashghebranioyous': 21851, '60s': 21852, 'transgenerational': 21853, 'thetimepast': 21854, 'saalon': 21855, 'resolved': 21856, 'theirs': 21857, 'pointsdheighttpt': 21858, 'cot6fyouahfp7p': 21859, 'hempoil': 21860, 'cannabis': 21861, 'marijyouanau': 21862, 'corhe7dxm7ey': 21863, 'intragenerational': 21864, 'sandra': 21865, 'bland': 21866, 'cozweygphorsepowerf7': 21867, 'hairsee': 21868, 'minimal': 21869, 'arobotlexampleion': 21870, 'opagesressed': 21871, 'nigheightorant': 21872, 'younaddressed': 21873, 'keithboykin': 21874, 'randallpinkston': 21875, 'pozarmy': 21876, 'cogxq1ayouzb18': 21877, 'abcs': 21878, 'parent': 21879, 'cofmj8mxjy8a': 21880, 'yousg': 21881, 'paeds': 21882, 'imaging': 21883, 'foamed': 21884, 'foamcc': 21885, 'paretweethanks': 21886, 'myoustachemyourse': 21887, 'dateswhitecoats': 21888, 'simmering': 21889, 'pioneerpressheighttpt': 21890, 'cozl7fhyoucxhl': 21891, 'youchi': 21892, 'fasee': 21893, 'overetweetyourn': 21894, 'protesters': 21895, 'cota1yqclpostscripointc': 21896, 'coxtohi1hexy': 21897, 'defines': 21898, 'perpetrators': 21899, 'oneborn': 21900, 'sadtrayoumatised': 21901, 'parisian': 21902, 'ryouddy': 21903, 'isxampleriff97': 21904, 'covzgslepkkh': 21905, 'spell': 21906, 'properly': 21907, 'annmaretweethat': 21908, 'isronan': 21909, 'niamhosyoullivanx': 21910, 'tat': 21911, 'pyramidhead76': 21912, 'ianokavo96': 21913, 'orphanage': 21914, 'codja4relcns': 21915, 'mprnews': 21916, 'yessyoum': 21917, 'perkpearl': 21918, 'isnna': 21919, 'timeher': 21920, 'wrongdejavyou': 21921, 'malabamiandsons': 21922, 'thisneyirh': 21923, 'cotatzfk63ch': 21924, 'snapchatselfthat': 21925, 'wrongperson': 21926, 'yoyoyours': 21927, 'eververever': 21928, 'coefg8retweeth9rb': 21929, 'jyoude': 21930, 'myougabi': 21931, 'aboretweetions': 21932, 'keits': 21933, 'liva': 21934, 'younderstanduone': 21935, 'agencyramckendry': 21936, 'renewed': 21937, 'coagqo1479xm': 21938, 'seekybryoush': 21939, 'topi': 21940, 'kyoushwyoush': 21941, 'horiginalood': 21942, 'cwheate': 21943, 'mexampleancoopy': 21944, 'layourathoyoughrne97': 21945, 'comesqyouaretvdyou63': 21946, 'argentaelite': 21947, 'brookesddl': 21948, 'hopagesed': 21949, 'varagesale': 21950, 'candace': 21951, 'dx': 21952, 'coshaznlmissfe': 21953, 'rotations': 21954, 'lefeatyouringleaning': 21955, 'learni': 21956, 'cowgood': 21957, 'lyouck4lyoubnw1': 21958, 'lyoucysforsale': 21959, 'afrikaan': 21960, 'thebargain': 21961, 'coyouml5jztmcb': 21962, 'canaget': 21963, 'storms': 21964, 'badastronomer': 21965, 'faretweether': 21966, 'noel': 21967, 'smoak': 21968, 'jyousstdoitgin': 21969, 'comcastcares': 21970, 'annajhm': 21971, 'jcomanse': 21972, 'stayoubs': 21973, 'rslm72254': 21974, 'blanktgt': 21975, 'myoustve': 21976, 'faretweetanxthat': 21977, 'ryans': 21978, 'coadip0younxhyou': 21979, 'boyard': 21980, 'co3yougfpwmy2x': 21981, 'detroitnews': 21982, 'backerretweethat': 21983, 'comqyardxrlae7': 21984, 'coepjjyoust': 21985, 'kiddingbeforebe9': 21986, 'uiymcgood': 21987, 'iskragt': 21988, 'wildwestsixgyoun': 21989, 'uyeah': 21990, 'stable': 21991, 'byouffetts': 21992, 'sectors': 21993, 'coj4dqpflmkr': 21994, 'troyoubleniallhariss': 21995, 'vain': 21996, 'coiahjj0agq6': 21997, 'cspan': 21998, 'nikki': 21999, 'charleyisqyouareyoueen': 22000, 'barber': 22001, 'exampleg': 22002, 'trashed': 22003, 'kerrykatona7': 22004, 'roberetweetson2': 22005, 'ispyouth': 22006, 'coyo3t8qho9h': 22007, 'nkyoulw': 22008, 'co8odtzmvqar': 22009, 'astros': 22010, 'styounningood': 22011, 'pitcher': 22012, 'bats': 22013, 'mia': 22014, 'princeoffencing': 22015, 'motivated': 22016, 'donnelly': 22017, 'pyouth': 22018, 'coxaermbmvlv': 22019, 'nopower': 22020, 'yancey': 22021, 'freefron': 22022, 'wayolves': 22023, 'danny': 22024, 'baan': 22025, 'thai': 22026, 'syoushi': 22027, 'coyoudp10frxrl': 22028, 'soonhelli': 22029, 'crpointotech': 22030, 'banks': 22031, 'cokhztevedja': 22032, 'banking': 22033, 'bitcoing': 22034, 'contentkchain': 22035, 'coyoukqybhxmqi': 22036, 'coidws2zgysa': 22037, 'illyousion': 22038, 'switzerland': 22039, 'coeyevziopg1': 22040, 'speech': 22041, 'cotjyyfeatyouring6nv0': 22042, 'dvbe': 22043, 'borgeoyous': 22044, 'arceen': 22045, 'remix': 22046, 'co743joqazretweet': 22047, 'coia44nczlif': 22048, 'cooriginaltyouv1plheight': 22049, 'cotyewzf3hqa': 22050, 'trends': 22051, 'cosjh0hsrp4s': 22052, 'fyoukyoushimatepcomoyountains': 22053, 'coastheighttpt': 22054, 'coy518jyrzav': 22055, 'nopeach': 22056, 'slone': 22057, 'ripagesles': 22058, 'clears': 22059, 'amen': 22060, 'younceretweetain': 22061, 'tsyounamis': 22062, 'co1rreo2jgeniyousyou': 22063, 'kamyount': 22064, 'yoyouyouyou': 22065, 'co0h7oyoua1pns': 22066, 'ghosts': 22067, 'campanha': 22068, 'brinco': 22069, 'beacon': 22070, 'conxkyoum9h7wd': 22071, 'greenlacey': 22072, 'alil': 22073, 'gail': 22074, 'ryoussell': 22075, 'dalroy': 22076, 'co3vfkedgrso': 22077, 'co964dk4rwwe': 22078, 'unotheru': 22079, 'tongyouetwister': 22080, '950': 22081, 'tyoumbles': 22082, 'todayi': 22083, 'sideand': 22084, 'sweepostscripoint': 22085, 'awayyoyoure': 22086, 'bitchryouns': 22087, 'maddthat': 22088, 'tae': 22089, 'oktxdyouo': 22090, 'homefolks': 22091, 'opinionated': 22092, 'proposal': 22093, 'modernized': 22094, 'isnd59': 22095, 'cot94lnfwf34': 22096, 'cororiginal': 22097, 'contentyyei2direct': 22098, 'sharper': 22099, 'viper': 22100, 'hardside': 22101, 'cofxk3zsj2pe': 22102, 'coqct6facebook8won': 22103, 'telly': 22104, 'stryouctyouring': 22105, 'edcxo': 22106, 'dyounking': 22107, 'sarahmcpants': 22108, 'jyoustjon': 22109, 'titty': 22110, 'copoyoundpx8byoucnv': 22111, 'catlow': 22112, 'c720': 22113, 'swivels': 22114, '3dc': 22115, 'shar': 22116, 'thiscoyount': 22117, 'itrawcwelcome': 22118, 'co3geroq49o1i': 22119, 'riser': 22120, 'isrks': 22121, 'bentley': 22122, 'ihearetweetradio': 22123, 'cozqoscqd64h': 22124, 'coylvvf139bb': 22125, 'byoulgarian': 22126, 'tithat': 22127, 'noemotion': 22128, 'edk': 22129, 'pathfinders': 22130, 'co9odqryjncompare': 22131, 'ellenfromnowon': 22132, '7speed': 22133, 'nexyous': 22134, 'shifeatyouringer': 22135, 'a9': 22136, 'corjpjbwvfingers': 22137, 'crossedk': 22138, 'toosoon': 22139, 'isnd50': 22140, 'cohy5pbe12tm': 22141, 'coc1njpli5or': 22142, 'briannafrost': 22143, 'paxton': 22144, 'helen': 22145, 'carolinagyoutthat': 22146, 'isrr': 22147, 'layoughs': 22148, 'cottq9ilhorsepower8w': 22149, 'menpopyoular': 22150, 'woodchyoucks': 22151, 'cocj76k0yayj': 22152, 'nino': 22153, 'boost': 22154, 'coagysee': 22155, 'yoyoutkbnn': 22156, 'elianaraqyouel': 22157, 'wilden': 22158, 'llexampleaste': 22159, 'tyou': 22160, 'm6x1': 22161, 'thoyoughyouread': 22162, 'cosqyouarepostscripointhaws0w': 22163, 'coyoudlebh88youz': 22164, 'cobcsxyec4ji': 22165, 'codfxi76kvx0': 22166, 'rodarmer21': 22167, 'dolla': 22168, 'potter': 22169, 'remind': 22170, 'mistersbinker': 22171, 'emiliorivera48': 22172, 'davidlabrava': 22173, 'issel': 22174, 'breed': 22175, 'pyoug': 22176, 'thebyouffshow': 22177, 'thetwisterokc': 22178, 'shaniatwain': 22179, 'twisterlovesshania': 22180, 'coo61h2taae4': 22181, 'yoyourls': 22182, 'repagesed': 22183, 'layoura': 22184, 'milne': 22185, 'thejonesesvoi': 22186, 'ligyouisti': 22187, 'jrlallo': 22188, 'narrator': 22189, 'lavatory': 22190, 'db5': 22191, 'breaking144': 22192, 'declarat': 22193, 'comateciks60bx': 22194, 'acenewsdesk': 22195, 'cojdvsgvhlis': 22196, 'devpeace': 22197, 'cojwxrx1lsqyouareo': 22198, 'cosqyouaren4girdvz': 22199, 'coyousvyhdgeniyousoriginal': 22200, 'co20dncthoyoughyour4d': 22201, 'coq3dtoqo04c': 22202, 'coqjyouyou0wcwpx': 22203, 'cnmi': 22204, '2slow2reporetweet': 22205, 'cocwzhgezaj4': 22206, 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22297, '1600yearold': 22298, 'lyouckpfyou0youriz': 22299, 'com4tyoui0p9nt': 22300, 'mentioned': 22301, 'colmyoumzkltln': 22302, 'coyebxxarybf': 22303, 'cosrryouqfr6': 22304, 'cocadzxagmissi': 22305, 'horoscope': 22306, 'cogk4younpznhn': 22307, 'lyf': 22308, 'coqwsbvflpe1': 22309, 'winik': 22310, 'coef4swp9sxz': 22311, 'conb7maofs': 22312, 'navigate': 22313, 'ayoudit': 22314, 'coje86vetdxh': 22315, 'costpoda901you': 22316, 'orcot': 22317, 'orpol': 22318, 'codazqamoo0c': 22319, 'covxyoufeatyouringvt9ayou': 22320, 'scandal': 22321, 'parliamentary': 22322, 'expenses': 22323, 'syoubseqyouent': 22324, 'sackings': 22325, 'conqxqyi70w4': 22326, 'co3zasz6wxjj': 22327, 'poyounds': 22328, 'blacka': 22329, 'chestwind': 22330, 'lifeshoretweet': 22331, 'coalyoumistergood': 22332, 'lyouck40e': 22333, 'co8h2kctfacebook8i': 22334, 'youprooting': 22335, 'coenrpgrgtts': 22336, 'agony': 22337, 'contentalypostscripointetyounein': 22338, 'co2poyoundtshxi3c': 22339, 'co0jmkdtcymj': 22340, 'co6peeip4y7w': 22341, 'coi5k3vji': 22342, 'seemg': 22343, 'cocizjafnm4e': 22344, 'trophy': 22345, 'coneqw47e1youj': 22346, 'badchoi': 22347, 'bantrophyhyounting': 22348, 'scoyourgyoue': 22349, 'godstyounein': 22350, 'itthey': 22351, 'festivalit': 22352, 'freedoma': 22353, 'skarletan': 22354, 'swell': 22355, 'is627': 22356, 'younqyoualifthat': 22357, 'treaty': 22358, 'cokxewlhh7youw': 22359, 'coi0tvl15coz': 22360, 'coigtxhapo0k': 22361, 'teafrystlik': 22362, 'darken': 22363, 'youngodly': 22364, 'bolt': 22365, 'cooq0lnf2yyoug': 22366, 'cotzdbcglobal': 22367, 'systemag': 22368, 'coxrgpdlswfd': 22369, 'sligheightest': 22370, 'stirring': 22371, 'cofkv5qxdcy3': 22372, 'blitzes': 22373, 'seminars': 22374, 'blitzed': 22375, 'tra': 22376, 'conkaw9ezqgood': 22377, 'belligerent': 22378, 'younfold': 22379, 'iateyoyourfood': 22380, 'yikes': 22381, 'pyoup': 22382, 'youprootin': 22383, 'cofhvokmiles': 22384, 'hoyoured': 22385, 'clap': 22386, 'cocgvyouy3rcxo': 22387, 'wth': 22388, 'rotating': 22389, 'coj3di85ist5': 22390, 'corj9gkjyoust': 22391, 'kiddingjjn': 22392, 'coseshqn5dsk': 22393, 'byouildingwere': 22394, 'cobyj5dfa2rv': 22395, 'jetstar': 22396, 'bali': 22397, 'fligheights': 22398, 'cojtjofltmiss4': 22399, 'nside': 22400, 'dragons': 22401, 'youndera': 22402, 'kamchat': 22403, 'keyboarda': 22404, 'byadanice': 22405, 'korzhonovheighttpt': 22406, 'co8t36hwgoqd': 22407, 'cooexamplefqbiqiq': 22408, 'coetswyouod3om': 22409, 'maailiss': 22410, 'co4o460fmatehn': 22411, 'coayouf4j4owj1': 22412, 'indonesian': 22413, 'co7myoug2kahl7': 22414, 'cons1agood': 22415, 'nowxz': 22416, 'cood250zshfy': 22417, 'co3rrgheight4ewp': 22418, 'cothisrwhqgym': 22419, 'mistermikeeaton': 22420, 'myouazi': 22421, 'hil': 22422, 'co7youf7tst9zx': 22423, 'co3nyouih6pkyoui': 22424, 'co2youfingers': 22425, 'crossedc6gh3m': 22426, 'songhey89': 22427, 'coy2mt6v13e8': 22428, 'kiddos': 22429, 'gi': 22430, 'sang': 22431, 'alextyoucker': 22432, 'kenneth': 22433, 'faretweethat': 22434, 'lamarsee': 22435, 'relationshipidge': 22436, 'co20twgprime': 22437, 'ministerm7d': 22438, 'westuas': 22439, 'comyousbik7ejf': 22440, 'zeal': 22441, 'indecisiveness': 22442, 'pyourdyouee': 22443, 'perspective': 22444, 'coretweetyouetdfacebookqb': 22445, 'csismi': 22446, 'flowers': 22447, 'cor3pddjpointhat': 22448, 'latechwatch': 22449, 'cityofmemiles': 22450, 'enders': 22451, 'mgs2': 22452, 'pagexxi': 22453, 'postscripoint2': 22454, 'scexamplenews': 22455, 'roving': 22456, 'raccoons': 22457, 'toyoughens': 22458, 'coojyous08yzrq': 22459, 'gears': 22460, '1prevthat': 22461, 'co6sdgz5dxnt': 22462, 'jasmines': 22463, 'littlewomenla': 22464, 'seasonfrom': 22465, 'onshit': 22466, 'warzone': 22467, 'inmate': 22468, 'worldwatchesfergyouson': 22469, 'govjaynixon': 22470, 'clairecmc': 22471, 'packing': 22472, 'ct': 22473, 'kasiakosek': 22474, 'kitchen': 22475, 'floyour': 22476, 'roberetweetoneill31': 22477, 'frying': 22478, 'copointy9hoyoursee': 22479, 'yoyouzh': 22480, 'decisionu': 22481, 'jsdf': 22482, 'reiterate': 22483, 'mindset': 22484, 'co2lgtzkwmqw': 22485, 'coats': 22486, 'sprite': 22487, 'con9snjmevi6': 22488, 'roriginalyouewatson': 22489, 'jyounsyouisengen': 22490, 'dwarfonjetpack': 22491, 'irons': 22492, 'xii': 22493, 'nigheightmarishly': 22494, 'bryoutal': 22495, 'rityoualisti': 22496, 'conmayoumyardke1': 22497, 'firearm': 22498, 'vector': 22499, 'yoyoutter': 22500, 'rifle': 22501, 'cosdoriginalef3kfeatyouring': 22502, 'cox0giy85bs8': 22503, 'rosemarytravale': 22504, 'screwed': 22505, 'myouttatek': 22506, 'kwkwk': 22507, 'jiahahahha': 22508, 'yeyeyoulala': 22509, 'cosnqfhorsepowerym3o': 22510, 'corjcaxjp4os': 22511, 'esoteri': 22512, 'astroloriginalian': 22513, 'pyoulse': 22514, 'coyouwobyouyouw2mk': 22515, 'cot6obvwaphw': 22516, 'es': 22517, 'ayou': 22518, 'insanelimits': 22519, 'plyougin': 22520, 'tpostscripoint': 22521, 'tdirect': 22522, '400t': 22523, 'limits': 22524, 'abes': 22525, 'camilla': 22526, 'craykain': 22527, 'shatter': 22528, 'delyousions': 22529, 'chopagesas': 22530, 'slosher': 22531, 'splatdown': 22532, 'switching': 22533, 'splatling': 22534, 'thatryoussianman': 22535, 'splatoon': 22536, 'defayoult': 22537, 'splattershot': 22538, 'nelson': 22539, 'mandela': 22540, 'coqr1l2jyyouez': 22541, 'salmanmyardarling': 22542, 'dyoub': 22543, 'snazzychipz': 22544, 'cataloriginalyoue': 22545, '030811': 22546, '41yearold': 22547, 'citing': 22548, 'casing': 22549, 'loyoudlook': 22550, 'infested': 22551, 'seeayoyour': 22552, 'weaponyoyou': 22553, 'wimp': 22554, 'lyourkin': 22555, 'cocgfzk8ha1r': 22556, 'danagoyould': 22557, 'waynesteratl': 22558, 'checks': 22559, 'eqyoualizer': 22560, 'hendrixonfire': 22561, 'blackcats': 22562, 'noob': 22563, 'mixed': 22564, 'violated': 22565, 'kdr': 22566, 'lexampleitimate': 22567, 'needing': 22568, 'argyous': 22569, 'heidia1438': 22570, 'easthat': 22571, 'cohgb1mc3irk': 22572, 'co6ysxghc8gz': 22573, 'resoretweet': 22574, 'incredyouloyous': 22575, 'timery': 22576, 'taxpayers': 22577, 'similar': 22578, 'objection': 22579, 'a100bn': 22580, 'seealweapons': 22581, 'lcc': 22582, '96355': 22583, 'colknyou8902je': 22584, 'co7qrepyllyouk': 22585, 'bloriginalood': 22586, 'ineedexposyoure': 22587, 'coaayouizgood': 22588, 'gamec9q': 22589, 'condxrk2ncln': 22590, 'youswarcrimes': 22591, 'gamerant': 22592, 'esporetweets': 22593, 'co76ehhmqq6r': 22594, 'coyoumtffa9jjb': 22595, 'thismantling': 22596, 'covn0accompare6d4': 22597, 'knives': 22598, 'ojoyoubot': 22599, 'nro': 22600, 'younayouthoyoughrized': 22601, 'argyoues': 22602, 'pelosis': 22603, 'cojnn0krnxvy': 22604, 'co5loiwyouyv5r': 22605, 'dorismatsyoui': 22606, 'syoupagesoretweeting': 22607, 'mere': 22608, 'con4neyouiyt2k': 22609, 'seetstacti': 22610, 'corryoupointion': 22611, 'infiltration': 22612, 'groyoupostscripointheighttpostscripointt': 22613, 'cocyyou8zxw1oh': 22614, 'royouter': 22615, 'ddos': 22616, 'covxxmvgtzvg': 22617, 'gaming': 22618, 'eyesee': 22619, 'erasyouterism': 22620, 'deco': 22621, 'splash': 22622, '1942': 22623, 'coxbmm7ite9q': 22624, 'retirement': 22625, 'instryouction': 22626, 'bookmobile': 22627, 'libraretweethat': 22628, 'col2nmywrmq2': 22629, 'bigbrother': 22630, 'x37bs': 22631, '6m': 22632, 'co0migwcmtje': 22633, 'pledged': 22634, 'cocbxnhhz6kd': 22635, 'hyourn': 22636, 'tokteacher': 22637, 'skynet': 22638, 'co73youmw2igrz': 22639, 'adamantly': 22640, 'opagesosed': 22641, 'comtgfx3efiv': 22642, 'coad38kworiginalood': 22643, 'lyouckh': 22644, 'kirstthat': 22645, 'isalley': 22646, 'animaladvoriginal': 22647, 'contentate': 22648, 'safari': 22649, 'otherwisethey': 22650, 'finsyoup': 22651, 'coi1eeyouxxz3a': 22652, 'lyouckosblyoue66': 22653, 'seeates': 22654, 'safes': 22655, 'cokmdqm3nlns': 22656, 'copyvrprnhop': 22657, 'cohddbmyoyou': 22658, 'tooyca': 22659, 'reagan': 22660, 'arranged': 22661, 'gyouatemalan': 22662, 'co4fynq1hwwelcome': 22663, 'coj3cirxjfa6': 22664, 'syoubmissions': 22665, 'alonedo': 22666, 'piss': 22667, 'moanaaboyout': 22668, 'madeif': 22669, 'iti': 22670, 'demeanor': 22671, 'staid': 22672, 'cramming': 22673, '14hoyours': 22674, 'coto0bpointhat': 22675, 'isymiss': 22676, 'thailand': 22677, 'coryoukjyjgeniyousoq': 22678, 'jaiden': 22679, 'affair': 22680, 'lyouhan': 22681, 'exo': 22682, 'coy7o55by36f': 22683, 'millenniyoum': 22684, 'plaza': 22685, 'colayzba9y8h': 22686, 'pawsox': 22687, 'dyourham': 22688, 'co9ckgood': 22689, 'gamegyvoyou': 22690, 'coyou0vdbrxfia': 22691, 'drmaretweetyfox': 22692, 'libs': 22693, 'tacoma': 22694, 'coqwhinbni8e': 22695, 'vixmelong': 22696, 'relationshipew': 22697, 'coeage': 22698, 'contentationgea1b7': 22699, 'medyousa': 22700, 'snake': 22701, 'inpyouts': 22702, 'comxkalmqpdb': 22703, 'co8kznheightytt9': 22704, 'elsekhyyoun': 22705, 'syouho': 22706, 'attending': 22707, '10thcr': 22708, 'syjexo': 22709, 'cooazjpwyoueyr': 22710, 'byyouwnbeki': 22711, 'tacit': 22712, 'raging': 22713, 'mantra': 22714, 'soyouthu': 22715, 'cogeheight4ski86': 22716, 'lasted': 22717, 'standstoday': 22718, 'cowmoyibwec1': 22719, 'lyoucymayoffi': 22720, 'co0rsverlztm': 22721, 'cokrnw0wxhe5': 22722, '30pcs': 22723, '12mm': 22724, 'resin': 22725, 'flatback': 22726, 'rhinestone': 22727, 'decoration': 22728, 'fa': 22729, 'scissor': 22730, 'alexhammerstone': 22731, 'kttape': 22732, 'ktfoyounder': 22733, 'remymarcel': 22734, 'frofrofrou': 22735, 'cob19z8vi3td': 22736, 'drained': 22737, 'col8w30wfw3r': 22738, 'theemobrago': 22739, 'jitsyou': 22740, 'hexagon': 22741, 'yelled': 22742, 'ckosova': 22743, 'edfringe': 22744, 'm00nf00l': 22745, 'titania': 22746, 'syoummerhallery': 22747, 'reimagining': 22748, 'shakespeares': 22749, 'midsyoummer': 22750, 'coiiaigzkbnj': 22751, 'scoyourge': 22752, 'whedonesqyouareyoue': 22753, 'fanged': 22754, 'coq0jhdsee': 22755, 'yoyou6ly': 22756, 'cantwaittoplayinminneapolis': 22757, 'seethis': 22758, 'cobr7gmmh5ek': 22759, 'amazingood': 22760, 'finallu': 22761, 'athens': 22762, 'lisowski': 22763, 'whitewashes': 22764, 'masters': 22765, 'qyouals': 22766, 'comligpyouhvoh': 22767, 'snooker': 22768, 'cotcs2cd5y6y': 22769, 'blacken': 22770, 'parched': 22771, 'harris': 22772, 'tinder': 22773, 'coi2lwty5yyoup': 22774, 'coqd3dssafe': 22775, 'workyoue': 22776, 'brothernlaw': 22777, 'rios': 22778, 'beast': 22779, 'co463p0ys0eb': 22780, 'co2m1good': 22781, 'nigheighteaifl': 22782, 'coyouqh85mip0v': 22783, 'cal': 22784, 'co0x8jaqtowm': 22785, 'com1rosi2wcs': 22786, 'coqcyqhvn2ha': 22787, 'cocmissgexm4fingers': 22788, 'sanonofre': 22789, 'coj2pykyo0en': 22790, 'foxdebateqyouestions': 22791, 'obamas': 22792, 'instityoute': 22793, 'sharia': 22794, 'darwinism': 22795, 'jennife29916207': 22796, 'cnni': 22797, 'prisonplanet': 22798, 'warningwild': 22799, 'noting': 22800, 'co0szwlwl9qyou': 22801, 'senfeinstein': 22802, 'sen': 22803, 'youncontrolled': 22804, 'droyougheights': 22805, 'connectisee': 22806, 'coqwpyouxpywelcome': 22807, 'backf': 22808, 'co8jlxz6fkxy': 22809, 'coqkz2sp06xn': 22810, 'thedayct': 22811, 'wn': 22812, '080215': 22813, 'co9ikhdyhvnc': 22814, 'morels': 22815, 'ambleside': 22816, 'farmister': 22817, 'maretweet': 22818, 'myoushoyouroom': 22819, 'foragesecret': 22820, 'randerson62': 22821, 'youslike': 22822, 'enzasbargains': 22823, 'donated': 22824, 'wipes': 22825, 'profittothepeople': 22826, 'backcshin': 22827, 'life2': 22828, 'doessnt': 22829, 'rejoi': 22830, 'calamitthat': 22831, 'ect': 22832, 'effected': 22833, 'cali': 22834, 'foliage': 22835, 'nigheightited': 22836, 'hiker': 22837, 'fingerroriginal': 22838, 'contentkfire': 22839, 'coex8a5jyzm5': 22840, 'azwx': 22841, 'codekobmxa': 22842, 'kc5kh': 22843, 'mheightw4fnetcrews': 22844, 'wsoriginal': 22845, 'codjyoufkrretweetfeatyouring': 22846, 'cons5poyounds5zyoup': 22847, 'coezeisasm0c': 22848, 'kroschel': 22849, 'vail': 22850, 'agencthat': 22851, 'coswwylrk0fv': 22852, 'hearetweeths': 22853, 'coof3td6dgood': 22854, 'lyouckb': 22855, 'freaks': 22856, 'coanodgxzr3e': 22857, '750': 22858, 'cod2vepageseh8s': 22859, 'ember': 22860, 'colzml1xb2nh': 22861, 'co7xq8jretweetl7i': 22862, 'coj90dt2qnxb': 22863, 'cozgood': 22864, 'gamepacjp7d': 22865, 'kcrw': 22866, 'co6agmkx2ww4': 22867, 'colec1vmiss7x2': 22868, 'toodo2mc2ri': 22869, 'co3om3xw6cz8': 22870, 'bengston': 22871, 'uinyoumbers': 22872, 'youpward': 22873, 'smem': 22874, 'khq': 22875, 'coanlhw2izkz': 22876, 'coh9v4howtip': 22877, 'co8i': 22878, 'seeseshbj3': 22879, 'cogzgpwsqyouareymw': 22880, 'firenews': 22881, 'coay49mtyyl8': 22882, 'coyouci8stqyoug1': 22883, 'cospoint54kfa9q': 22884, 'co4esbsa8int': 22885, 'youtfire': 22886, 'lancasteronline': 22887, 'coph7wllkrfi': 22888, 'lancaster': 22889, 'coqwrrfdgxcc': 22890, 'cosstj2bepqn': 22891, 'easternorexampleonu': 22892, 'cov6qxnfhoyourxf': 22893, 'myoulan': 22894, 'calwildfires': 22895, 'afeatyouringermath': 22896, 'cowwxbgyoubww5': 22897, 'coyouorxff0nfx': 22898, 'orexampleons': 22899, 'slows': 22900, 'cop0gos5yourxg': 22901, 'hikers': 22902, 'nigheightin': 22903, 'trailheads': 22904, 'coablz20mgzv': 22905, 'wqow': 22906, 'cohj26sfddfi': 22907, 'co2pageszgpxybi': 22908, 'cods9khkffwc': 22909, 'lifevnews': 22910, 'cocm9tve2vsqyouare': 22911, 'lastingood': 22912, 'acqyouthat': 22913, 'issce': 22914, 'retreat': 22915, 'ziyouw': 22916, 'coiretweet4kkgsjx': 22917, 'codde8gxaqrp': 22918, 'nook': 22919, 'thebachelorette': 22920, 'cojiomnrcygt': 22921, 'coei8qqhoyourexamplez': 22922, 'ij': 22923, 'coh132iyoul7myou': 22924, 'windstormaeinsyourer': 22925, 'co92fwtobi3you': 22926, 'wsvr1686b': 22927, 'vhyoull': 22928, 'ryounaaboyout': 22929, 'eyourostyle': 22930, 'co8prnhoyourhb2t': 22931, 'cooahlthoyoughyourozy': 22932, 'ekiti': 22933, 'rainwindstorm': 22934, 'odeekiti': 22935, 'gbonyin': 22936, 'lga': 22937, 'coetgqf28mge': 22938, 'cobyvyoubg0wye': 22939, 'wzbt': 22940, 'coai6kworbbt': 22941, 'txlexamplee': 22942, 'cowal4fretweetfka': 22943, 'hardball': 22944, 'choyouriscesqyouare': 22945, 'bigtent': 22946, 'hailstormwindstorm': 22947, 'charlesadler': 22948, 'lees': 22949, 'browner': 22950, 'cobp6motherfyouckerjhars': 22951, 'coqzrcinaf5z': 22952, 'cobnnidfzwelcome': 22953, 'backd': 22954, 'con00dvxexamplea2': 22955, 'shin': 22956, 'lifeey': 22957, 'caesar': 22958, 'cokoriginal': 22959, 'contenth8slasqyouare': 22960, 'patio': 22961, 'youmbrella': 22962, 'flipagesed': 22963, 'mysti': 22964, 'cogcdxyardbsc4': 22965, 'calmstoday': 22966, 'learnedlness': 22967, 'eyecenter': 22968, 'aspects': 22969, 'weigh': 22970, 'leelanayou': 22971, '2b': 22972, 'extended': 22973, 'cooskfyj8ck7': 22974, 'besafe': 22975, 'inspection': 22976, 'cokkeh8qcgc3': 22977, 'coe1kblyoudyouring': 22978, 'hoyours5': 22979, 'corb02svlpagesyou': 22980, 'codhgood': 22981, 'gamexo7mcc': 22982, 'blakeshelton': 22983, 'jeez': 22984, 'coesemjrn5cc': 22985, 'cobz07c9wthank': 22986, 'ijoyournal': 22987, 'bong': 22988, 'natyoures': 22989, 'co5koho39oje': 22990, 'datingtipostscripoint': 22991, 'goodreads': 22992, 'rangerkaitimay': 22993, 'cotwpl0nl8cx': 22994, 'coxqiadgeniyoush2w': 22995, 'coypeelmjdzy': 22996, 'cor8k6rxw6d6': 22997, 'coxxfk4khbiw': 22998, 'byoury': 22999, 'retooled': 23000, 'retirees': 23001, 'seeapagesli': 23002, 'nomorehandoyouts': 23003, 'salvadors': 23004, 'copz56zjssfeatyouring': 23005, 'bitu': 23006, 'cocrcn8rwvkj': 23007, 'cokaky4mpco4': 23008, 'com9d2elimzi': 23009, 'twiligheights': 23010, 'jacqyouthat': 23011, 'gamear': 23012, 'coznpointdi': 23013, 'seeqxe': 23014, 'kindlecoyountdown': 23015, 'motherfyouckerrwayouthoyoughr': 23016, 'mgtab': 23017, 'phillip': 23018, 'amisteritsar': 23019, 'uithatuas': 23020, 'exagood': 23021, 'gameerated': 23022, 'woyoundedu': 23023, 'co3ife1zsop7': 23024, 'corz7facebookr10xw': 23025, 'cocntwelcome': 23026, 'back6sczj': 23027, 'childor': 23028, 'claimin': 23029, 'co8acdf4zyoui6': 23030, 'zenit': 23031, 'cohfvnyfeatyouring78c': 23032, 'cobjycrgfh5y': 23033, 'asterpyoupageset': 23034, 'academia': 23035, 'coy0qqs2l7bs': 23036, 'coiphazv47g7': 23037, 'cobre2lgmn7c': 23038, 'an247': 23039, 'cooioecbsh1f': 23040, 'assyoured': 23041, 'serrelated': 23042, 'investigated': 23043, 'cokmxzho5tfm': 23044, 'coapoyoundvdnwjtg': 23045, 'co5youfeatyouringrxpagesv0': 23046, 'cozdhwrn6czc': 23047, 'cohworb1n6vn': 23048, 'wwp': 23049, 'serving': 23050, '75k': 23051, '52k': 23052, 'oifoef': 23053, 'invisible': 23054, 'coshhlv4dplz': 23055, 'coia1hngood': 23056, 'nigheighthvb': 23057, 'coazovgv4sb6': 23058, 'ministerclose': 23059, 'donations': 23060, 'senzyou': 23061, 'gohanuas': 23062, 'poyouch': 23063, 'coqi2bdvkab7': 23064, 'cow0r8eaoka0': 23065, 'charlesdagood': 23066, 'nigheightall': 23067, 'ryoub': 23068, 'noyout': 23069, 'ryoubbin': 23070, 'comateyoufjdtlsm': 23071, 'younhealed': 23072, 'younending': 23073, 'endoriginal': 23074, 'yoyoupation': 23075, 'endconfli': 23076, 'freekashmir': 23077, 'mirrors': 23078, 'reflected': 23079, 'condyoucted': 23080, 'skimiss': 23081, 'morethan': 23082, 'thisorders': 23083, 'kashmirconfli': 23084, 'diannexample': 23085, 'co6vyyer6py0': 23086, 'selfesteem': 23087, 'cotyou6scrsxvg': 23088, 'coidhj4jbq05': 23089, 'wiped': 23090, 'coyaqrsximiles': 23091, 'owen': 23092, 'ferrells': 23093, 'twcnewsclt': 23094, 'connbexhklhoyour': 23095, 'mattmosley': 23096, 'poyour': 23097, 'celebrety': 23098, 'nogo': 23099, 'heals': 23100, 'syourgi': 23101, 'healed': 23102, '79yearold': 23103, 'conyou3xxn55vs': 23104, 'coxngrfnqsx3': 23105, 'enemity': 23106, 'bishopfred': 23107, 'scrolling': 23108, 'exact': 23109, 'keyboarded': 23110, 'alaskan': 23111, 'neverforget': 23112, 'resolyoution': 23113, 'session': 23114, 'yoyoussing': 23115, 'seeymagistrate': 23116, 'uoher': 23117, 'armuo': 23118, 'projectoday': 23119, 'learnedesuo': 23120, 'miniatyoure': 23121, 'moreuo': 23122, 'strip': 23123, 'cogopostscripointi': 23124, 'seep8bm': 23125, 'seeolaclements4': 23126, 'covering': 23127, 'scabs': 23128, 'dayountedpostscripointyche': 23129, 'gently': 23130, 'dabbed': 23131, 'rag': 23132, 'crawling': 23133, 'skinthese': 23134, 'hea': 23135, 'ramiss': 23136, 'soldi': 23137, 'coobsz45ybaj': 23138, 'sorrower': 23139, 'col056yj2ioi': 23140, 'coyoutmwmjiretweety': 23141, 'sqyouareyoueaver': 23142, 'hangin': 23143, 'byouck': 23144, 'watchin': 23145, 'sepointi': 23146, 'capointainn': 23147, 'destthat': 23148, 'descripointionheighttpostscripointt': 23149, 'comkx6youx4ozt': 23150, 'gazette': 23151, 'cojhc2retweet0v9f': 23152, 'scratching': 23153, 'pedals': 23154, 'aqyoua': 23155, 'coscghl0piq6': 23156, 'memenaar': 23157, 'kindof': 23158, 'restrospect': 23159, 'pokemoncards': 23160, 'seqyoueenfroslas': 23161, 'ranking': 23162, 'aretweetectyoura': 23163, 'pop2015': 23164, 'na1436': 23165, 'florence': 23166, 'co9le0b19lvf': 23167, 'gimp': 23168, 'newave': 23169, 'cox0qlgwoymt': 23170, 'cohqnx8qmexample3': 23171, 'proriginalressives': 23172, 'uinewsu': 23173, 'livestreaming': 23174, 'lifethatsrio': 23175, 'youncles': 23176, 'georgefoster72': 23177, 'messageyound': 23178, 'fitzgerald': 23179, 'cow3rga0nkom': 23180, 'co0tzsqyouaree8esd': 23181, 'contentkage': 23182, 'woodward': 23183, 'noretweethboyound': 23184, 'davison': 23185, 'shoalstraffi': 23186, 'blinker': 23187, 'misscharleywebb': 23188, 'coyouyou64wfg17m': 23189, 'greer': 23190, 'con2qzbmzyouly': 23191, 'amazondeals': 23192, 'skylanders': 23193, 'ministerbyouzfgin3': 23194, 'staged': 23195, 'contentomotive': 23196, 'coei9x4h8thm': 23197, 'ralph': 23198, 'titoretweetayou': 23199, 'lynch': 23200, 'factchecking': 23201, 'ombyoudsmanship': 23202, 'raineishida': 23203, 'nervoyous': 23204, 'takeaways': 23205, 'amazonuas': 23206, 'codbdwtoriginal': 23207, 'contentgxf': 23208, 'cosfakqnveta': 23209, 'coyopeypjyoust': 23210, 'kiddingb2': 23211, 'cogrh7zlk979': 23212, 'seetims': 23213, 'cocarmqivkwyou': 23214, 'cocs8myayouna4': 23215, 'janeenorman': 23216, 'probability': 23217, 'cocdohgood': 23218, 'nigheightjmisst': 23219, 'cov5originalr3f5n9': 23220, 'co4xbeforezwyhct': 23221, 'kyouala': 23222, 'lyoumpyour': 23223, 'coyouqvanytime': 23224, 'anyplacedfacebookca': 23225, 'cokacrlpjc0l': 23226, 'coyjjbntcazy': 23227, 'cokfzvmxj9st': 23228, 'copointevy815mt': 23229, 'ajabrown': 23230, 'cowmnb5ita5p': 23231, 'co4sf0rgood': 23232, 'nigheight8wo': 23233, 'coledirect': 23234, 'messagevezcol': 23235, 'ministersays': 23236, 'byouzzfeed': 23237, 'coqsipl1c9fa': 23238, 'cobpointzamjl2k': 23239, 'coljylxz1facebooki': 23240, 'firstever': 23241, 'vanished': 23242, '239': 23243, 'covazpg0featyouringmyou': 23244, 'coqnvxj2palj': 23245, 'codtfswnjzil': 23246, 'coedekrmqtpq': 23247, 'najibheighttpt': 23248, 'coii': 23249, 'knowc0jsbx': 23250, 'najibrazak': 23251, 'malaysiaain': 23252, 'coyoub3woz2yout1': 23253, 'coz2vdgiyowf': 23254, 'co2jr3yo55dr': 23255, 'corp2dxfkhdq': 23256, 'coakmihlris1': 23257, 'cokyoukmal605a': 23258, 'coyi54xrhqgb': 23259, 'comisqyouare0svnbm': 23260, 'conn6y0fd3l0': 23261, 'co1yixfg1hdy': 23262, 'yahoonewsdigest': 23263, 'co5ebpybfh4d': 23264, 'lage': 23265, 'grantgordy': 23266, 'rossmaretweetin7': 23267, 'pastthat': 23268, 'indyoustrial': 23269, 'stare': 23270, 'costing': 23271, 'apointhat': 23272, 'codtdidinqyf': 23273, 'igeruas': 23274, 'thisneyuas': 23275, 'uoaecnational': 23276, 'copnlyoucerp0x': 23277, 'liv': 23278, 'oliviaapalmerr': 23279, 'thatswhatfretweethat': 23280, 'isndsarefor': 23281, 'ayoudi': 23282, 'cog0r3zr1nqj': 23283, 'cosf5jdnvdw9': 23284, 'kyounstler': 23285, 'coac6i3te8mt': 23286, 'residyoualincome': 23287, 'mlm': 23288, 'cowq0jlshw1g': 23289, 'codeqqopostscripointp4f': 23290, 'copoyoundkvfqrpgt': 23291, 'co3rva5youvt0p': 23292, 'coleslaw': 23293, 'cosijnbmczij': 23294, '300k': 23295, 'exoti': 23296, 'coj49xeyouj7postscripoint': 23297, 'tyounes': 23298, 'wgood': 23299, 'ohhmyjoshh': 23300, 'stevenryoulles': 23301, 'coqvx0vqtpz0': 23302, 'covyouwelcome': 23303, 'backsrsnry': 23304, 'riddler': 23305, 'earlyexit': 23306, 'presidenthanks': 23307, 'marynmck': 23308, 'adorable': 23309, 'co3g79prayyc': 23310, 'topnews': 23311, 'caitsroberetweets': 23312, 'barra': 23313, 'kirafroriginal': 23314, 'wario': 23315, 'coda9lzton1c': 23316, 'coyoud7xobyyoua1': 23317, 'coyouea0txrhys': 23318, 'coy46isyzkc8': 23319, 'widda16': 23320, 'goner': 23321, 'jt': 23322, 'ryouff23': 23323, 'cameronhacker': 23324, 'shoyoutoyout': 23325, 'fx': 23326, 'co7ennyoullkzm': 23327, 'engineshed': 23328, 'coomnbatjeao': 23329, 'con6rbnhmtd4': 23330, 'coaawzxykles': 23331, 'corsmvgdxriv': 23332, 'boxes': 23333, 'exploding': 23334, 'gameofkittens': 23335, 'explodingkittensu': 23336, 'cotfgrayyoudc5': 23337, 'corln09wke9g': 23338, '154107': 23339, 'iwate': 23340, 'cogmoyoul9zq2q': 23341, 'covz640xoswj': 23342, 'com2horsepowernoak8b': 23343, 'cothhjjw51pe': 23344, 'ayyo': 23345, 'dei': 23346, 'explosivespacked': 23347, 'conz7ackrrji': 23348, 'tnwx': 23349, 'cofwqfingers': 23350, 'crossedkncqw': 23351, 'co5b7qt2yxda': 23352, 'fatherofthoyoughyouree': 23353, 'overetweetaking': 23354, 'bathandnoretweetheastsomerset': 23355, 'cofanytime': 23356, 'anyplacefingers': 23357, 'crossednln86': 23358, '9km': 23359, 'co5youecmcyourri': 23360, 'vitae2pk': 23361, 'forney': 23362, 'developing': 23363, 'sympointomiss': 23364, 'corqkk15youhey': 23365, 'conf4isee': 23366, 'yoyouloje': 23367, 'costfmbbzfacebook5': 23368, 'coymy4rskq3d': 23369}
encoded_text = token.texts_to_sequences(text)
print(encoded_text)
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23131, 2, 3094, 23132, 928, 1543, 67, 7, 95, 547, 2, 995, 3, 562, 59, 1208, 86, 75, 6927, 112, 267], [23133, 5, 14, 23134, 547, 56, 41, 16, 23135], [1056, 23136, 147, 76, 706, 1332, 1525, 547, 106, 280, 3, 1056, 4762, 3, 147, 76, 3, 540, 7, 706, 23137, 1, 23138], [23139, 2954, 547, 43, 244, 4540, 234, 193, 1287, 1, 23140, 1, 23141], [38, 346, 162, 7, 301, 547, 172, 26, 223, 91, 1419, 1057, 1593, 895, 3677, 9, 3, 973, 16, 2971, 19, 45, 2482, 2973], [23142, 37, 23143, 32, 5, 987, 23144, 23145, 14, 372, 235, 22, 23146, 13, 2060], [23147, 2311, 147, 235], [6, 35, 3, 235], [1224, 106, 7, 52, 229, 77, 85, 27, 713, 3, 1548, 143, 235, 6, 37, 968, 4, 2405, 681, 9, 2014, 3, 562, 7, 6, 42, 2322], [235, 235, 235, 235, 235, 235, 235, 235, 235, 235, 235, 235, 235], [127, 6, 1496, 173, 221, 35, 6, 2711, 2440, 127, 6, 1608, 3, 900, 4, 235], [6, 35, 3, 7053, 2953, 235, 23148, 2842, 3125, 248, 2, 2152, 23149, 23150], [6992, 23151, 1465, 419, 5, 235, 1, 23152], [66, 162, 893, 30, 211, 4479, 235, 31, 43, 123, 504, 23153, 18, 23154, 56, 210, 26, 922, 6785], [1029, 900, 235, 2406, 2060, 4690, 11, 1893, 1029, 900, 235, 2406, 2060, 23155, 1, 23156], [23157, 39, 2, 1316, 142, 3629, 4, 171, 952, 178, 587, 2954, 9, 620, 9, 2508, 9, 177, 235, 15, 8, 23158, 4240, 5, 23159], [23160, 6, 23161, 113, 127, 56, 23, 4, 235, 15, 18, 12, 1893, 160], [23162, 23163, 23164, 23165, 23166, 2, 2289, 900, 4, 235, 28, 23167, 443, 13, 1190, 137], [2, 2229, 1801, 235, 14, 1120, 245, 6288, 905, 23168, 5991, 2392, 567, 4534, 23169, 1, 23170, 1, 23171], [1395, 1971, 41, 26, 272, 4543, 1899, 438, 433, 188, 1463, 23172, 6, 173, 41, 165, 4674, 11, 3, 6699, 3466, 4208, 235], [641, 104, 53, 2115, 23173, 41, 26, 23174, 4915, 1204, 568, 1971, 846, 6, 175, 4, 165, 2, 143, 235], [229, 77, 23175, 23, 14, 23176, 235, 141, 253], [122, 235, 110, 29, 29, 75, 1262, 38, 9, 932, 24, 838, 6012, 68, 3, 562, 1208, 29, 156, 744, 2, 894, 27, 18, 96, 110], [6, 35, 49, 1548, 235, 205, 57], [14, 2854, 24, 3, 143, 235, 14, 97, 8, 3, 143, 235, 6, 35, 3, 235], [1245, 14, 1803, 27, 3, 2839, 271, 27, 29, 314, 15, 27, 29, 675, 14, 1693, 3, 235], [23177, 9, 2, 235, 7, 2, 1226, 23178, 23179], [1077, 1971, 1918, 304, 11, 641, 992, 11, 3, 1374, 7, 675, 269, 763, 22, 143, 235, 1, 23180, 1, 23181], [235, 18, 434, 413, 23182, 23183, 4115, 23184, 19, 23185, 5, 321, 119, 23186, 13], [109, 5, 3, 147, 235, 2, 147, 5, 1009, 7, 38, 127, 16, 461, 141, 23187, 12, 39, 15, 198, 195, 257, 233, 768, 29, 158, 32, 114], [30, 16, 155, 6, 81, 209, 1549, 1548, 235, 763, 1002, 2814, 2414, 23188], [2, 1497, 1311, 8, 2420, 1619, 1710, 39, 177, 176, 47, 2448, 1604, 12, 73, 15, 8, 371, 20, 1, 23189], [23190, 115, 168, 21, 5, 235, 1, 23191], [23192, 23193, 2532, 876, 4652, 235, 1794, 3944, 157, 161, 5737, 296, 617, 4534, 4, 296, 340, 6224, 25, 296, 340, 2451, 1893, 1, 1462, 23194], [3, 23195, 290, 23196, 235, 61, 172, 4597, 138, 935, 1, 23197], [6, 92, 6, 84, 30, 16, 13, 2, 733, 7, 3, 3786, 7054, 33, 3077, 2, 235, 15, 23198, 7054], [6, 92, 6, 84, 192, 4, 4260, 2, 4144, 39, 6, 35, 763, 22, 476, 5157, 11, 566, 676, 57, 9, 6, 35, 49, 1548, 235, 29, 2, 4144, 915, 4, 742], [227, 14, 191, 53, 4340, 168, 21, 6, 41, 26, 49, 1548, 235, 1002], [23199, 2, 6302, 23200, 67, 27, 3898, 1782, 4, 165, 5, 4607, 15, 27, 33, 3, 143, 235, 7, 23201, 9, 23202], [23203, 158, 32, 114, 266, 37, 3, 23204, 235, 422], [1518, 179, 121, 803, 1057, 124, 23205, 25, 23206, 1108, 2843, 1221, 143, 235, 1, 23207, 23208], [6, 35, 49, 1548, 235, 763, 1002], [392, 796, 322, 34, 25, 202, 299, 179, 98, 470, 9, 2, 152, 21, 7, 211, 73, 78, 1, 23209], [392, 322, 34, 538, 7, 363, 299, 1274, 77, 1275, 1040, 202, 1, 23210, 23211, 295, 42, 71], [392, 796, 322, 34, 25, 202, 299, 179, 98, 470, 9, 2, 152, 21, 7, 211, 73, 78, 1, 23212], [202, 295, 23213, 342, 50, 10, 7055, 2, 708, 27, 1134, 60, 392, 5317, 122, 1, 23214], [392, 796, 322, 34, 25, 202, 299, 179, 98, 470, 9, 2, 152, 21, 7, 211, 73, 78, 1, 23215], [1249, 71, 116, 23216, 373, 23217, 777, 392, 8, 25, 202, 1643, 4, 6376, 179, 203, 1, 23218, 23219], [392, 796, 322, 34, 25, 202, 299, 179, 98, 470, 9, 2, 152, 21, 7, 211, 73, 78, 1, 23220], [392, 796, 322, 34, 25, 202, 299, 179, 98, 470, 9, 2, 152, 21, 7, 211, 73, 78, 1, 23221], [23222, 23223, 804, 3, 834, 1064, 7, 3, 5757, 17, 3395, 36, 12, 49, 1351, 245, 1656, 436, 980, 166, 454, 27, 538, 7, 2, 392, 7, 1972, 3], [1177, 315, 57, 17, 3, 834, 1064, 7, 392, 25, 1040, 202, 44, 68, 322, 12, 2165, 436, 8, 15, 480, 864, 1, 23224, 561, 23225], [299, 179, 98, 1804, 392, 4235, 4, 202, 1, 23226, 1, 23227], [392, 796, 322, 34, 25, 202, 299, 179, 98, 470, 9, 2, 152, 21, 7, 211, 73, 78, 1, 23228], [392, 796, 322, 34, 25, 202, 299, 179, 98, 470, 9, 2, 152, 21, 7, 211, 73, 78, 1, 23229], [948, 62, 1403, 3075, 3167, 830, 116, 23230, 2371, 2166, 7, 202, 295, 1242, 163, 557, 436, 392, 27, 3316, 1, 23231], [392, 796, 322, 34, 25, 202, 299, 179, 98, 470, 9, 2, 152, 21, 7, 211, 73, 78, 1, 23232, 23233], [392, 796, 322, 34, 25, 202, 299, 179, 98, 470, 9, 2, 152, 21, 7, 211, 73, 78, 1, 23234, 23235], [392, 796, 322, 34, 25, 202, 299, 179, 98], [1762, 71, 559, 392, 276, 8, 538, 7, 363, 202, 299, 179, 23236, 125, 23237, 1, 23238], [1972, 179, 98, 346, 557, 436, 392, 8, 25, 202, 1, 23239, 58, 4162], [392, 796, 322, 34, 25, 202, 299, 179, 98, 470, 9, 2, 152, 21, 7, 211, 73, 78, 1, 23240], [2, 122, 834, 1064, 7, 392, 25, 2, 23241, 825, 4681, 567, 306, 220, 23242, 72, 5, 1055, 6638, 1334, 18, 2, 23243, 65, 12, 1423, 44], [392, 796, 322, 34, 25, 202, 299, 179, 98, 470, 9, 2, 152, 21, 7, 211, 73, 78, 1, 23244], [1177, 315, 57, 17, 3, 834, 1064, 7, 392, 25, 1040, 202, 44, 68, 322, 12, 2165, 436, 8, 15, 480, 864, 1, 23245], [392, 796, 322, 34, 25, 202, 299, 179, 98, 470, 9, 2, 152, 21, 7, 211, 73, 78, 1, 23246], [392, 796, 322, 34, 25, 202, 299, 179, 98, 470, 9, 2, 152, 21, 7, 211, 73, 78, 1, 23247], [392, 8, 202, 23248, 23249, 30, 16, 23250, 202, 23251, 23252, 77, 1275], [355, 32, 299, 1804, 559, 392, 8, 25, 1040, 202, 19, 1, 23253], [1177, 315, 57, 17, 3, 834, 1064, 7, 392, 25, 1040, 202, 44, 68, 322, 12, 2165, 436, 8, 15, 480, 864, 1, 23254], [392, 796, 322, 34, 25, 202, 299, 179, 98], [392, 796, 322, 34, 25, 202, 299, 179, 98, 470, 9, 2, 152, 21, 7, 211, 73, 78, 1, 23255], [392, 796, 322, 34, 25, 202, 299, 179, 98, 1, 23256, 28, 23257], [392, 796, 322, 34, 25, 202, 299, 179, 98, 470, 9, 2, 152, 21, 7, 211, 73, 78, 1, 23258], [392, 796, 322, 34, 25, 202, 299, 179, 98], [392, 796, 322, 34, 25, 202, 299, 179, 98, 470, 9, 2, 152, 21, 7, 211, 73, 78, 1, 23259], [392, 796, 322, 34, 25, 202, 299, 179, 98, 470, 9, 2, 152, 21, 7, 211, 73, 78, 1, 23260], [392, 796, 322, 34, 25, 202, 299, 179, 98, 470, 9, 2, 152, 21, 7, 211, 73, 78, 1, 23261], [392, 796, 322, 34, 25, 202, 299, 179, 98, 470, 9, 2, 152, 21, 7, 211, 73, 78, 1, 23262], [392, 796, 322, 34, 25, 363, 1040, 202, 58, 23263], [392, 796, 322, 34, 25, 202, 299, 179, 98, 470, 9, 2, 152, 21, 7, 211, 73, 78, 1, 23264], [429, 49, 456, 12, 137, 18, 4225, 23265, 23266, 23267, 9, 57, 15, 8, 1377, 42, 64, 361], [1605, 142, 4011, 18, 317, 881, 1782, 3019, 14, 147, 8, 429, 9, 69, 8, 573, 3, 6009, 23268, 8, 5, 2, 23269, 3998], [75, 1307, 4, 271, 73, 44, 216, 417, 39, 40, 1464, 2833, 8, 429, 1512, 1943], [6, 1098, 66, 159, 395, 44, 429, 757, 4, 30, 2, 23270, 9, 1014, 845, 25, 70, 859, 70, 7055], [1054, 4488, 429, 893, 23271, 296, 1069, 23272, 1064, 78, 5820, 11, 2, 672, 7, 22, 5414, 1020, 1, 23273], [2219, 23274, 106, 712, 17, 429, 23275, 391, 94, 23276, 264, 854, 1, 23277], [974, 23278, 9, 6, 252, 129, 3338, 429, 12, 2, 701, 121, 23279, 23280, 23281], [12, 2, 6163, 4, 1046, 334, 110, 6, 270, 6, 429, 14, 23282], [1117, 429, 14, 183, 57, 15, 1172, 14, 596, 28, 23283], [71, 2219, 2503, 106, 712, 17, 429, 2208, 391, 94, 1, 23284, 110, 6, 270, 57, 3456, 264, 854], [3190, 23285, 66, 331, 5314, 429, 2699, 21, 1, 23286, 23287, 23288, 1, 23289], [1, 23290, 2503, 106, 712, 17, 429, 2208, 391, 94, 1, 23291, 1, 23292], [2, 512, 452, 844, 221, 429, 2, 135, 904], [10, 429, 38, 219, 1346, 29, 816, 5, 14, 85, 39, 15, 8, 838, 191, 109, 38], [23293, 429, 1, 23294], [23295, 23296, 13, 147, 429, 5, 143, 149, 1, 23297], [2, 2554, 5913, 3472, 8, 57, 429], [23298, 23299, 304, 158, 32, 114, 93, 109, 429], [10, 429, 14, 385, 125], [6, 429, 14, 4691, 190], [23300, 23301, 54, 16, 354, 26, 1114, 17, 51, 54, 748, 95, 253, 429, 12, 2, 122, 121, 7, 216], [429, 1522, 39, 16, 354, 26, 1803, 851, 290, 3439, 241, 106], [1, 23302, 2219, 2503, 106, 712, 17, 429, 2208, 391, 94, 1, 23303, 23304], [429, 2854], [2, 23305, 89, 26, 2, 197, 23306, 3539, 23307, 5, 734, 3861, 267, 45, 2304, 7, 95, 5444, 335, 6, 270, 54, 748, 429, 20, 3, 440, 220, 898], [23308, 17, 8, 1512, 23309, 6, 289, 15, 286, 16, 26, 429, 57, 17, 15, 8, 68, 1241, 2851], [2219, 2503, 106, 712, 17, 429, 2208, 391, 94, 1, 23310, 3456, 264, 854, 23311], [23312, 13, 93, 2, 142, 4668, 23313, 4, 31, 1347, 429], [23314, 984, 23315, 127, 10, 31, 429, 361], [112, 49, 1047, 64, 5339, 429, 19, 4106, 166, 142, 1, 23316], [2219, 106, 712, 17, 429, 22, 391, 94, 1, 23317], [12, 2, 5060, 892, 6, 429, 1, 23318], [54, 37, 429, 45, 7, 10, 1, 23319], [23320, 54, 8, 1328, 10, 81, 4037, 6, 614, 2, 1366, 73, 429, 88, 994, 27, 3, 23321, 1935, 158, 32, 114, 6940], [23322, 23323, 23324, 9, 6, 429, 10, 722], [667, 694, 87, 25, 170, 9, 56, 23, 844, 221, 45, 68, 429, 4448, 23325, 4, 14, 342, 50, 10, 11, 17, 67], [23326, 6918, 6917, 2219, 2503, 106, 712, 17, 429, 2208, 391, 94, 1, 23327], [23328, 233, 5710, 19, 2, 432, 2049, 4813, 433, 1738, 8, 429, 1, 23329], [2219, 2503, 106, 712, 17, 429, 2208, 391, 94, 3456, 264, 854, 1, 23330], [118, 13, 7, 720, 244, 625, 100, 105, 238, 73, 634, 126, 5, 715, 200, 884, 388, 1, 23331, 1, 23332], [301, 23333, 24, 1018, 4, 426, 23334, 6784, 827, 1823, 23335, 23336, 28, 23337], [592, 74, 42, 262, 434, 4542, 5, 592, 1, 23338], [1675, 3635, 3636, 9, 23339, 688, 13, 2421, 617, 23340, 6838, 3637, 1, 23341], [674, 1753], [410, 793, 1125, 3610, 11, 511, 131, 5, 401, 2162, 17, 139, 985, 1, 23342, 1, 23343], [227, 14, 191, 291], [324, 279, 3354, 47, 185, 11, 599, 5653, 882, 2401, 133, 687, 360, 1039, 19, 1775, 179, 98, 1644, 1, 23344, 203], [333, 531, 360, 4097, 23345, 23346, 37, 51, 6, 312, 4, 2136, 317, 881, 46, 3, 207], [49, 8, 540, 100, 105, 238, 634, 49, 23347, 4685, 5, 3, 511, 698, 3, 401, 594, 62, 199, 1877, 6796, 1421, 532, 65], [6, 37, 505, 3, 198, 114, 497, 9, 271, 8, 1803, 851, 290, 3439, 233], [3, 1213, 506, 37, 528, 9, 6, 505, 586, 9, 57, 2, 385, 530, 80, 64, 6869, 7, 1213], [1153, 890, 262, 360, 3651, 11, 4512, 430, 335, 6, 270, 6080, 179, 98, 1231, 1, 23348, 23349], [116, 6952, 1153, 639, 324, 323, 1875, 11, 2924, 7, 1968, 1580, 507, 1320, 59, 414, 1727, 1, 23350, 23351], [202, 777, 297, 276, 12, 858, 557, 8, 25, 363, 299, 1274, 77, 1275, 1, 23352], [23353, 825, 941, 7, 147, 46, 23354, 9, 378, 23355, 1, 23356, 561, 23357, 23358], [144, 106, 291, 5, 23359, 6066, 7, 6067, 102, 2382, 2449, 1094, 2, 291, 135, 904, 11, 59, 933, 1, 4381], [90, 300, 808, 1883, 11, 875, 7, 1447, 1, 6207, 1, 6208], [410, 858, 886, 275, 366, 150, 23, 68, 887, 246, 350, 714, 86, 823, 1, 23360, 273, 23361], [3, 665, 37, 536, 87, 9, 15, 27, 16, 2, 23362, 553, 360], [111, 154, 62, 569, 163, 3, 499, 8, 5, 741, 19, 49, 1284, 183, 43, 3, 480, 1194, 869, 46, 23363, 23364, 1, 23365], [1709, 2991, 2194, 12, 6192, 1816, 452, 48, 853, 23, 90, 580, 36, 4, 727, 1214, 73, 78, 3193, 1, 6193], [12, 2, 4652, 892, 6, 35, 19, 2821, 9, 69, 8, 3, 126, 9, 271, 112, 4, 90, 364, 29, 682, 3273, 53, 6, 2876, 36, 63, 16], [100, 105, 238, 508, 532, 5, 401, 515, 593, 724, 511, 804, 58, 125, 2298, 798, 71, 1329, 1, 23366, 23367], [6994, 458, 1263, 410, 6995, 1483, 2915, 1445, 553, 916, 1521, 43, 1, 6996, 6997, 1, 6998], [136, 919, 1428, 1143, 3, 404, 184, 76, 737, 237, 1, 23368], [7027, 7028, 7029, 4, 285, 1058, 2, 32, 7, 941, 314, 130, 5, 102, 188, 5, 2, 222, 538, 7, 2, 305, 590, 7030], [2871, 2451, 4705, 822, 348, 7020, 119, 7, 632, 1676, 1, 7021], [74, 42, 1205, 46, 49, 3323, 378, 18, 3, 147, 5, 313, 5537, 3, 85, 3323, 2521, 4121, 1297, 5538, 2707, 352, 21], [2, 239, 59, 237, 585, 20, 222, 102, 194, 762, 71, 1, 23369]]
max_length = 40
X = pad_sequences(encoded_text, maxlen=max_length, padding='post')
print(X)
[[ 129 4714 24 ... 0 0 0] [ 214 48 261 ... 0 0 0] [ 45 1821 1455 ... 0 0 0] ... [2871 2451 4705 ... 0 0 0] [ 74 42 1205 ... 0 0 0] [ 2 239 59 ... 0 0 0]]
X.shape
(7613, 40)
X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=0, stratify=y)
%%time
# clf = LinearSVC()
# run_SVM(clf, X_train, X_test, y_train, y_test)
CPU times: user 3 µs, sys: 1 µs, total: 4 µs Wall time: 5.25 µs
vec_size = 100
model = Sequential()
model.add(Embedding(vocab_size, vec_size, input_length=max_length))
model.add(Conv1D(32, 2, activation='relu'))
model.add(MaxPooling1D(2))
model.add(Dropout(0.5))
model.add(Dense(32, activation='relu'))
model.add(Dropout(0.5))
model.add(Dense(16, activation='relu'))
model.add(GlobalMaxPooling1D())
model.add(Dense(1, activation='sigmoid'))
model.summary()
Model: "sequential" _________________________________________________________________ Layer (type) Output Shape Param # ================================================================= embedding (Embedding) (None, 40, 100) 2337000 _________________________________________________________________ conv1d (Conv1D) (None, 39, 32) 6432 _________________________________________________________________ max_pooling1d (MaxPooling1D) (None, 19, 32) 0 _________________________________________________________________ dropout (Dropout) (None, 19, 32) 0 _________________________________________________________________ dense (Dense) (None, 19, 32) 1056 _________________________________________________________________ dropout_1 (Dropout) (None, 19, 32) 0 _________________________________________________________________ dense_1 (Dense) (None, 19, 16) 528 _________________________________________________________________ global_max_pooling1d (Global (None, 16) 0 _________________________________________________________________ dense_2 (Dense) (None, 1) 17 ================================================================= Total params: 2,345,033 Trainable params: 2,345,033 Non-trainable params: 0 _________________________________________________________________
%%time
model.compile(optimizer='adam', loss='binary_crossentropy', metrics=['accuracy'])
model.fit(X_train, y_train, epochs=5, validation_data=(X_test, y_test))
Epoch 1/5 191/191 [==============================] - 6s 29ms/step - loss: 0.6429 - accuracy: 0.6330 - val_loss: 0.5614 - val_accuracy: 0.7603 Epoch 2/5 191/191 [==============================] - 5s 28ms/step - loss: 0.4755 - accuracy: 0.7915 - val_loss: 0.4626 - val_accuracy: 0.7945 Epoch 3/5 191/191 [==============================] - 5s 27ms/step - loss: 0.3527 - accuracy: 0.8565 - val_loss: 0.4587 - val_accuracy: 0.7879 Epoch 4/5 191/191 [==============================] - 5s 27ms/step - loss: 0.2304 - accuracy: 0.9140 - val_loss: 0.4957 - val_accuracy: 0.7846 Epoch 5/5 191/191 [==============================] - 5s 28ms/step - loss: 0.1513 - accuracy: 0.9440 - val_loss: 0.5552 - val_accuracy: 0.7735 CPU times: user 42.3 s, sys: 2.8 s, total: 45.1 s Wall time: 33.8 s
def get_encoded(x):
x = get_clean(x)
x = token.texts_to_sequences([x])
x = pad_sequences(x, maxlen=max_length, padding='post')
return x
x = 'i am thrilled to see this'
vec = get_encoded(x)
vec
array([[ 6, 35, 4, 13, 22, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0]], dtype=int32)
np.argmax(model.predict(vec), axis = -1)
array([0])
!pip install ktrain
tweet.head()
id | keyword | location | text | target | char_counts | word_counts | avg_wordlength | stopwords_counts | hashtag_counts | mentions_counts | digits_counts | uppercase_counts | vec | |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
0 | 1 | NaN | NaN | oyour deeds are the reason of this earetweethq... | 1 | 57 | 13 | 4.384615 | 6 | 1 | 0 | 0 | 1 | [-0.2098871, -0.007629695, -0.19607861, -0.163... |
1 | 4 | NaN | NaN | forest fire near la ronge sask canada | 1 | 32 | 7 | 4.571429 | 0 | 0 | 0 | 1 | 0 | [-0.014817425, -0.09212343, -0.10716944, -0.33... |
2 | 5 | NaN | NaN | all residents asked to shelter in place are be... | 1 | 112 | 22 | 5.090909 | 9 | 0 | 0 | 1 | 0 | [-0.00050089136, 0.023181401, -0.102390535, -0... |
3 | 6 | NaN | NaN | 130 people receive wildfires evasee yoyouation... | 1 | 57 | 8 | 7.125000 | 1 | 1 | 0 | 1 | 0 | [-0.14550035, 0.21902388, 0.07671245, -0.14768... |
4 | 7 | NaN | NaN | jyoust got sent this photo from ryouby alaska ... | 1 | 72 | 16 | 4.500000 | 6 | 2 | 0 | 0 | 0 | [-0.0026213732, -0.01916919, -0.063435, 0.0685... |
from ktrain import text
import ktrain
(X_train, y_train), (X_test, y_test), preproc = text.texts_from_df(train_df=tweet, text_column='text', label_columns='target', maxlen=40, preprocess_mode='bert')
downloading pretrained BERT model (uncased_L-12_H-768_A-12.zip)... [██████████████████████████████████████████████████] extracting pretrained BERT model... done. cleanup downloaded zip... done. preprocessing train... language: en
Is Multi-Label? False preprocessing test... language: en
model = text.text_classifier(name='bert', train_data=(X_train, y_train), preproc=preproc)
Is Multi-Label? False maxlen is 40 done.
learner = ktrain.get_learner(model=model, train_data=(X_train, y_train), val_data=(X_test, y_test), batch_size=64)
learner.fit_onecycle(lr = 2e-5, epochs=1)
begin training using onecycle policy with max lr of 2e-05... 108/108 [==============================] - 137s 1s/step - loss: 0.5450 - accuracy: 0.7205 - val_loss: 0.4410 - val_accuracy: 0.7966
<tensorflow.python.keras.callbacks.History at 0x7f353b55aa90>
learner.fit_onecycle(lr = 2e-5, epochs=3)
begin training using onecycle policy with max lr of 2e-05... Epoch 1/3 108/108 [==============================] - 133s 1s/step - loss: 0.4133 - accuracy: 0.8174 - val_loss: 0.4253 - val_accuracy: 0.8333 Epoch 2/3 108/108 [==============================] - 134s 1s/step - loss: 0.3645 - accuracy: 0.8470 - val_loss: 0.4137 - val_accuracy: 0.8386 Epoch 3/3 108/108 [==============================] - 133s 1s/step - loss: 0.2620 - accuracy: 0.8921 - val_loss: 0.4508 - val_accuracy: 0.8425
<tensorflow.python.keras.callbacks.History at 0x7f35392f5940>
learner = ktrain.get_learner(model=model, train_data=(X_train, y_train), val_data=(X_test, y_test), batch_size=64)
learner.fit_onecycle(lr = 2e-4, epochs=3)
begin training using onecycle policy with max lr of 0.0002... Epoch 1/3 108/108 [==============================] - 133s 1s/step - loss: 0.3352 - accuracy: 0.8590 - val_loss: 0.4615 - val_accuracy: 0.8228 Epoch 2/3 108/108 [==============================] - 133s 1s/step - loss: 0.3115 - accuracy: 0.8748 - val_loss: 0.5920 - val_accuracy: 0.7480 Epoch 3/3 108/108 [==============================] - 133s 1s/step - loss: 0.1731 - accuracy: 0.9365 - val_loss: 0.5802 - val_accuracy: 0.8346
<tensorflow.python.keras.callbacks.History at 0x7f35389ed5c0>
# learner.lr_find()
# learner.lr_plot()
# it may take days or many days to find out.
predictor = ktrain.get_predictor(learner.model, preproc)
data = ['i met you today by accident', 'i got today car accident, i am injured']
predictor.predict(data, return_proba=True)
/usr/local/lib/python3.6/dist-packages/ktrain/text/preprocessor.py:209: UserWarning: List or array of two texts supplied, so task being treated as text classification. If this is a sentence pair classification task, please cast to tuple. 'If this is a sentence pair classification task, please cast to tuple.')
array([[0.9929716 , 0.00702845], [0.48570436, 0.51429564]], dtype=float32)
predictor.predict(data[1])
'target'
classes = predictor.get_classes()
data
['i met you today by accident', 'i got today car accident, i am injured']
y_pred = predictor.predict(data[1])
classes.index(y_pred)
1
y_train
array([[1., 0.], [1., 0.], [1., 0.], ..., [0., 1.], [1., 0.], [0., 1.]], dtype=float32)