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`

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`

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.

Key Points to Remember

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.

Real or Not? Disaster Tweets Classifications

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

Download Data

tweet = pd.read_csv('https://raw.githubusercontent.com/laxmimerit/twitter-disaster-prediction-dataset/master/train.csv')

tweet.head()

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

Exploratory Data Analysis

Target Class Distribution

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>

Number of Characters Distribution in Tweets

!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()

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>

Number of Words, Average Words Length, and Stop words Distribution in Tweets

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')

Most and Least Common Words

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)]

One-Shot Data Cleaning

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

Disaster Words Visualization with Word Cloud

real = kgp.get_word_freqs(tweet[tweet['target']==1], 'text')
real = ' '.join(real.index)
real

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comxz7yx8ld1 width con00dvxexamplea2 conkaw9ezqgood canaget answers covts9cayibc'

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()

Classification with TFIDF and SVM

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

Classification with `Word2Vec` and SVM

!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()

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

Word Embeddings and Classification with Deep Learning

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': 156, 'down': 157, 'layoughing': 158, 'times': 159, 'here': 160, '4': 161, 'many': 162, 'say': 163, 'servi': 164, 'watch': 165, 'last': 166, 'she': 167, 'dthat': 168, 'way': 169, 'work': 170, 'let': 171, 'coyould': 172, 'too': 173, 'years': 174, 'want': 175, 'its': 176, 'then': 177, 'make': 178, 'prime': 179, 'ass': 180, 'ses': 181, 'pani': 182, 'home': 183, 'collapostscripointe': 184, '5': 185, 'becayouse': 186, 'city': 187, 'even': 188, 'look': 189, 'help': 190, 'god': 191, 'need': 192, 'death': 193, 'wildfire': 194, 'does': 195, 'please': 196, 'best': 197, 'really': 198, 'agencyl': 199, 'army': 200, 'content': 201, 'mh370': 202, 'u': 203, 'another': 204, 'righeight': 205, 'mass': 206, 'year': 207, 'him': 208, 'take': 209, 'shoyould': 210, 'thoyoughse': 211, 'sees': 212, 'bombing': 213, 'forest': 214, 'hot': 215, 'school': 216, 'uo': 217, 'black': 218, 'never': 219, 'seeh': 220, 'myouch': 221, 'noretweethern': 222, 'fatal': 223, 'electrosee': 224, 'reddit': 225, 'ameri': 226, 'oh': 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'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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2485, 'finnish': 2486, 'newest': 2487, 'larger': 2488, 'plains': 2489, 'meatloving': 2490, 'seeationiness': 2491, 'hthat': 2492, 'somalia': 2493, 'lowndes': 2494, 'thisryoupoints': 2495, 'gyounfire': 2496, 'towel': 2497, 'copilot': 2498, 'coksawlyyoux02': 2499, 'beu': 2500, 'amissterdam': 2501, 'parker': 2502, 'igers': 2503, 'springs': 2504, 'afraid': 2505, '80': 2506, 'rithisee': 2507, 'wonderfyoul': 2508, 'doyoubt': 2509, 'nice': 2510, 'hearetweets': 2511, 'en': 2512, 'dvd': 2513, 'father': 2514, 'yousyoual': 2515, 'motor': 2516, 'i77': 2517, 'av': 2518, '23': 2519, 'motorcycle': 2520, 'rider': 2521, 'lanes': 2522, 'consider': 2523, 'treatment': 2524, 'ssee': 2525, 'postscripoint': 2526, 'seetory': 2527, 'bargain': 2528, 'nobody': 2529, 'diffisee': 2530, 'tells': 2531, 'trap': 2532, 'orange': 2533, 'org': 2534, 'error': 2535, '29': 2536, 'mpoyound': 2537, 'festival': 2538, 'crashes': 2539, 'drones': 2540, 'boss': 2541, 'devi': 2542, 'figyoureheights': 2543, 'syourprised': 2544, 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'campaigood': 2837, 'title': 2838, 'mess': 2839, 'sentinel': 2840, 'charge': 2841, 'isl': 2842, 'nigheightifi': 2843, 'thoyoughyouriller': 2844, 'hd': 2845, 'myoultiplayer': 2846, 'denice': 2847, 'catch': 2848, 'emotionally': 2849, 'reporetweetedly': 2850, 'sed': 2851, 'abcnews': 2852, 'missf': 2853, 'emotions': 2854, 'sittwe': 2855, 'prison': 2856, 'stratexamplei': 2857, 'seepatthat': 2858, 'idp': 2859, 'nema': 2860, 'opened': 2861, 'myouseyoum': 2862, 'weed': 2863, 'rapidly': 2864, 'memory': 2865, 'memorial': 2866, 'seeker': 2867, 'tracking': 2868, 'grace': 2869, 'gyousts': 2870, 'm1': 2871, 'cocybksxhf7d': 2872, 'contentalypointi': 2873, 'animals': 2874, 'younsafe': 2875, 'blow': 2876, 'elephant': 2877, 'factory': 2878, 'wondering': 2879, 'teamiss': 2880, 'activated': 2881, 'thats': 2882, 'providence': 2883, 'served': 2884, 'grey': 2885, 'normal': 2886, 'golf': 2887, 'above': 2888, 'trafford': 2889, 'odeon': 2890, 'ofu': 2891, 'earners': 2892, 'chelsea': 2893, 'warship': 2894, 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'overaehostages': 16859, 'cocarvv6gsrb': 16860, 'colan76zqkxg': 16861, 'cozlco4youe5oq': 16862, 'cow0exzad5gc': 16863, 'stavola': 16864, 'costar': 16865, 'lh': 16866, 'isfilm': 16867, 'comingsoonheighttpostscripointt': 16868, 'co2dw23prime': 16869, 'ministerotherfyoucker4b': 16870, 'render': 16871, 'proxy': 16872, 'ssyou': 16873, 'coks7ln8hq8s': 16874, 'cotni92feanytime': 16875, 'anyplaceyou': 16876, 'coczbamzq3good': 16877, 'deosl86': 16878, 'meaningood': 16879, 'lyouckess': 16880, 'damissels': 16881, 'thistress': 16882, 'peers': 16883, 'co5xrc0a76vd': 16884, 'coexil1bkzmpindia': 16885, 'coehomn68ojb': 16886, 'texansdc': 16887, 'kylekrenek': 16888, 'zepages1978': 16889, 'frobeyous': 16890, 'teddy': 16891, 'coq4q8xsyzob': 16892, 'syoubmitt': 16893, 'conbyougsmqlrg': 16894, 'aviationaddi': 16895, 'referred': 16896, 'barak': 16897, 'depends': 16898, 'cofqwtsxlkrz': 16899, 'cozy3horsepowerdjnwg': 16900, 'cojhoahorsepowerbpq4': 16901, 'favors': 16902, 'comiyoubkz77m6retweet': 16903, 'banditrexampleina': 16904, 'caroline': 16905, 'bigsby': 16906, 'syoupermarket': 16907, 'cobjjoifzyouhlindia': 16908, 'coiywzallsn4': 16909, 'uleaves': 16910, 'langyouishing': 16911, 'iranua': 16912, 'coexsqyouareijf4ny': 16913, 'noirandeal': 16914, 'tedcryouz2016': 16915, 'coy7sipkb1kd': 16916, '178': 16917, 'florid': 16918, 'cokctigymahl': 16919, 'cok9facebooktcsee': 16920, 'yoyou58india': 16921, 'coxyj0rpostscripointai2': 16922, 'hostagesheighttpt': 16923, 'cobaqoriginal': 16924, 'contentmcjqc': 16925, 'coflqxd3q5py': 16926, 'coonvd9d4nkg': 16927, 'contd': 16928, '40pg': 16929, 'movt': 16930, 'nervana': 16931, 'behavioyour': 16932, 'pleasantly': 16933, 'div': 16934, 'foyougheight': 16935, 'zaynmaiikist': 16936, 'grapes': 16937, 'corjopjyoust': 16938, 'kiddingbyardr': 16939, 'conyoufdgw9yev': 16940, 'co2okscwyohc': 16941, 'exampleget': 16942, 'lifethat': 16943, 'coyout7r2ixrjq': 16944, 'cov3z96yardirect': 16945, 'messagevd': 16946, 'cokxslfeatyouringz2i5': 16947, 'rexampleinald': 16948, 'cowwfqgcqyii': 16949, 'cogscswyyouyoupa': 16950, 'lavapixcom': 16951, 'chyoubbysqyouareyouirrel': 16952, 'terrifthat': 16953, 'shanaynay': 16954, 'shootas': 16955, 'byourner': 16956, '30stm': 16957, 'qyouem': 16958, 'lembra': 16959, 'cosbzwryouwyoufh': 16960, 'dancers': 16961, 'pirate': 16962, 'shipwreckmargarita': 16963, 'holt': 16964, 'byr': 16965, 'coi7eskymoec': 16966, 'cogtycqyfyouam': 16967, 'coqwd5pvgjbo': 16968, 'cobfeatyouringoyoyou': 16969, 'toonybw': 16970, 'syounbyourned': 16971, 'freexamplezy17': 16972, 'cojrztpoint8ijq': 16973, 'mixxtail': 16974, 'watermelon': 16975, 'loko': 16976, 'brittsand9': 16977, 'coweyoudlkc4o4': 16978, 'cotrl1dskf81': 16979, 'vinyoustrip': 16980, 'seeanetyphoon': 16981, 'ratingscatexampleoretweethat': 16982, 'defined': 16983, 'coodyardt9qpk1': 16984, 'angelriveralibu': 16985, 'cojaawyouiovdc': 16986, 'hwrf': 16987, 'lashes': 16988, 'taipei': 16989, 'cocnkvile7be': 16990, 'fecal': 16991, 'tyourdnado': 16992, 'forgeting': 16993, 'coayouryougjexampleiq': 16994, 'col3waitmipvnt': 16995, 'coo85m1bjfrw': 16996, 'enteretweetain': 16997, 'momentdiarrhea': 16998, 'cojans3fd4lf': 16999, 'co2sdirect': 17000, 'messagei': 17001, 'seehb2z': 17002, 'websites': 17003, 'cox8w7tf6fhg': 17004, 'co9nz9zfm93i': 17005, 'prob': 17006, 'chains': 17007, 'insyoult': 17008, 'coscefpfvaeyou': 17009, 'injyouredsyouspected': 17010, 'co1o0j9fingers': 17011, 'crossedpbi': 17012, 'youpdatem': 17013, '91': 17014, 'edna': 17015, 'jeffersondoris': 17016, 'sherfthat': 17017, 'isld72': 17018, 'col6nslzl7mi': 17019, 'younli': 17020, 'coworiginal': 17021, 'content6akehyx': 17022, 'coxyiwr9jetl': 17023, 'youroriginalyn': 17024, 'mesh': 17025, 'offenders': 17026, 'conpoqlkqyoup9': 17027, 'meshnewsdesk': 17028, 'yelp': 17029, 'bolsters': 17030, 'investigative': 17031, 'coe8aexampleofdy2': 17032, 'colxmthiseyoucn': 17033, 'yyoug': 17034, 'injyouredu': 17035, 'copointq3zmgood': 17036, 'nigheightck': 17037, 'arian': 17038, 'yeat': 17039, 'wakeyoupflorida': 17040, 'floridians': 17041, 'killedinjyoured': 17042, 'trophyhyount': 17043, 'coj5in8mexaj': 17044, 'rvacchianonyardn': 17045, 'chikislizeth08': 17046, 'waru': 17047, 'cop3o71dz992': 17048, 'cogeeknwjjsz': 17049, 'coqr3ypekfoe': 17050, 'cozmwecbwvao': 17051, 'blevins': 17052, 'barcelona': 17053, 'fyoullback': 17054, 'apoyounda': 17055, 'isxampletnc6h': 17056, 'seehaelgbaron': 17057, 'lefeatyouringthat': 17058, '184': 17059, 'cofphfesemyj': 17060, 'payoulista': 17061, 'lyouck3c1vc88p': 17062, '8392': 17063, 'delyouxe': 17064, 'syoupagesoretweethealthhomebathoyoughyouroomsyoupagesoretweetelderlyinjyouredsu': 17065, 'covihdoksc': 17066, 'covjxa13n8ap': 17067, 'originalyoun': 17068, 'gamelers': 17069, 'shootoyoutae': 17070, 'allexampleedly': 17071, 'copyouxbc2loyk': 17072, 'isc733': 17073, 'coaxxdcakzty': 17074, 'col53oabeqc9': 17075, 'coq3izqdk1n0': 17076, 'thehammers': 17077, 'tonew': 17078, 'cityottee1986': 17079, 'alsowhat': 17080, 'injyouredthen': 17081, 'bili': 17082, 'slated': 17083, 'themhe': 17084, 'cocekbxjmpbj': 17085, 'pga': 17086, 'fyoueled': 17087, 'yoyoulatio': 17088, 'codcyyjvmxhoyour': 17089, 'coeqccretweetlnot': 17090, 'wearethenews': 17091, 'welles': 17092, 'cocwm0youlqyou3e': 17093, 'aesop': 17094, 'kinesioloriginaly': 17095, 'ironmana': 17096, 'longlasting': 17097, 'dyourability': 17098, 'effectiveness': 17099, 'coejymkzpeex': 17100, 'co0iyyountxdyouv': 17101, 'tayiorrmade': 17102, 'mexampleatronafingers': 17103, 'ankles': 17104, 'creeping': 17105, 'infli': 17106, 'derma': 17107, 'brackets': 17108, 'calyoum36chambers': 17109, 'slating': 17110, 'gpayoulista5': 17111, 'jackwilsheres': 17112, 'thisgrace': 17113, 'youpah': 17114, 'cramp': 17115, 'wreak': 17116, 'seatbelt': 17117, 'conjqv45nds2': 17118, 'isnye': 17119, 'coaching': 17120, 'defence': 17121, 'yoyoursed': 17122, 'attended': 17123, 'romotherfyouckerord': 17124, 'coiyjejop2wi': 17125, 'male': 17126, 'soyouthdown': 17127, 'windsor': 17128, 'likeavillasboas': 17129, 'chandler': 17130, 'nalathekoala': 17131, 'seqyoualae': 17132, 'homi': 17133, 'nyack': 17134, 'pinevthat': 17135, 'railroad': 17136, 'crossing': 17137, 'nj36': 17138, '516leonardville': 17139, 'co2xwihy2wsg': 17140, 'fkhanage': 17141, 'shad': 17142, 'forsythe': 17143, 'adhd': 17144, 'coi4fz75youtnh': 17145, 'imissyoushi': 17146, 'seekoflove': 17147, 'alekali': 17148, 'seeante': 17149, 'gayouze': 17150, 'byouffoonmike': 17151, 'inflyouenced': 17152, 'thisabledveterans': 17153, 'groin': 17154, 'theparetweetyofmeanness': 17155, 'cogztol5wou': 17156, 'cotyouzacdwfqd': 17157, 'caretweeterville': 17158, 'gameday': 17159, 'cokkimmbyoue04': 17160, 'dallascowelcome': 17161, 'strains': 17162, 'sprains': 17163, 'cog0dn1chlyouo': 17164, 'fosterfloyard': 17165, 'cozrzejpef5j': 17166, 'terminated': 17167, 'co8ddijzyou': 17168, 'knowf': 17169, 'co52youyous4tfn3': 17170, 'jyoudson1360': 17171, 'xtra1360': 17172, 'oline': 17173, 'roster': 17174, 'barring': 17175, 'costa': 17176, 'yourg': 17177, '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': 17275, 'hawkhis': 17276, 'beltmister': 17277, 'srk': 17278, 'ngata': 17279, 'coz16dtoqhhg': 17280, 'crossedmyouprime': 17281, 'coyouxcomparebj3mzx': 17282, 'lenn': 17283, 'ddnt': 17284, 'reigood': 17285, 'ostentatioyous': 17286, 'wk': 17287, 'seward': 17288, 'seattledot': 17289, 'seattletimes': 17290, 'shopostscripoint': 17291, 'dented': 17292, 'dedyouctible': 17293, 'wcyourri': 17294, 'vitaeb': 17295, 'fionot': 17296, 'ideapoyounderetweet': 17297, 'crossed4t0m': 17298, 'coyiltyou7sxar': 17299, 'presyoume': 17300, 'soriginalood': 17301, 'gamey': 17302, 'lashings': 17303, 'moist': 17304, 'vzwsyoupagesoretweet': 17305, 'texts': 17306, 'assassinkpg': 17307, 'isndshipyoyou': 17308, 'frankly': 17309, 'bentossell': 17310, 'prodyoucthyount': 17311, 'yahooriginal': 17312, 'contentare': 17313, 'waimea': 17314, 'coczdwaitoowa2': 17315, 'byoushman': 17316, 'safaris': 17317, 'palmer': 17318, 'cecil': 17319, 'commentes': 17320, 'coqwiihnmchoyour': 17321, 'deconstryouct': 17322, 'sackville': 17323, '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, 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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, 'alliance': 21368, 'assad': 21369, 'rexampleime': 21370, 'cok44tl3rfmynewsbritish': 21371, 'coipoint0honoti': 21372, 'coszeapyoueyouvy': 21373, 'seeationraisal': 21374, 'pakistanuas': 21375, 'antiterrorism': 21376, 'comisterospd9878': 21377, 'co4zqrsaqrretweetnewsbritish': 21378, 'co6ar3youkvsxw': 21379, 'coyouiqsfgzoox': 21380, 'citizen': 21381, 'co0fs9ksv5xk': 21382, 'lyoubri': 21383, 'agencylmqm': 21384, 'convivted': 21385, '1n': 21386, 'co3mtwh0jjns': 21387, 'com5rjekvddp': 21388, 'cof7wqpcekg2': 21389, 'jampk': 21390, 'cooef123l5rc': 21391, 'covsoxkbt6nq': 21392, 'cofy30fv0qbx': 21393, 'nia': 21394, 'qyouizzed': 21395, 'cooriginalzjokd7sv': 21396, 'elections': 21397, 'achedin': 21398, 'bjpostscripointamvad': 21399, 'warra': 21400, 'rahyoulkanwal': 21401, 'jammyou': 21402, 'cocwgcciw3v6': 21403, 'thisowned': 21404, 'kasab': 21405, 'thisowns': 21406, 'anu': 21407, 'cohgdrk81sn4': 21408, 'kasabwe': 21409, 'biryani': 21410, 'shipostscripointxanchors': 21411, 'idek': 21412, 'roles': 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, 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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, 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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': 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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])

BERT Model Building and Training

!pip install ktrain

tweet.head()

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)

	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

	id	keyword	location	text	target	char_counts	word_counts	avg_wordlength	stopwords_counts	hashtag_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	1
1	4	NaN	NaN	Forest fire near La Ronge Sask. Canada	1	32	7	4.571429	0	0	1	0
2	5	NaN	NaN	All residents asked to 'shelter in place' are ...	1	112	22	5.090909	9	0	1	0
3	6	NaN	NaN	13,000 people receive #wildfires evacuation or...	1	57	8	7.125000	1	1	1	0
4	7	NaN	NaN	Just got sent this photo from Ruby #Alaska as ...	1	72	16	4.500000	6	2	0	0

	id	keyword	location	text	target	char_counts	word_counts	avg_wordlength	stopwords_counts	hashtag_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	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	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	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	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	[-0.0026213732, -0.01916919, -0.063435, 0.0685...

BERT

KTRAIN