In [1]:
import gensim
import pandas as pd
import random
import numpy as np
import matplotlib.pyplot as plt
import cPickle as pickle
from scipy.spatial.distance import cosine
from nltk.tokenize import PunktSentenceTokenizer
In [2]:
def seperatePunct(incomingString):
newstring = incomingString
newstring = newstring.replace("!"," ! ")
newstring = newstring.replace("@"," @ ")
newstring = newstring.replace("#"," # ")
newstring = newstring.replace("$"," $ ")
newstring = newstring.replace("%"," % ")
newstring = newstring.replace("^"," ^ ")
newstring = newstring.replace("&"," & ")
newstring = newstring.replace("*"," * ")
newstring = newstring.replace("("," ( ")
newstring = newstring.replace(")"," ) ")
newstring = newstring.replace("+"," + ")
newstring = newstring.replace("="," = ")
newstring = newstring.replace("?"," ? ")
newstring = newstring.replace("\'"," \' ")
newstring = newstring.replace("\""," \" ")
newstring = newstring.replace("{"," { ")
newstring = newstring.replace("}"," } ")
newstring = newstring.replace("["," [ ")
newstring = newstring.replace("]"," ] ")
newstring = newstring.replace("<"," < ")
newstring = newstring.replace(">"," > ")
newstring = newstring.replace("~"," ~ ")
newstring = newstring.replace("`"," ` ")
newstring = newstring.replace(":"," : ")
newstring = newstring.replace(";"," ; ")
newstring = newstring.replace("|"," | ")
newstring = newstring.replace("\\"," \\ ")
newstring = newstring.replace("/"," / ")
return newstring
def hasNumbers(inputString):
return any(char.isdigit() for char in inputString)
def text_cleaner(wordList):
'''
INPUT: List of words to be tokenized
OUTPUT: List of tokenized words
'''
tokenziedList = []
for word in wordList:
#remove these substrings from the word
word = word.replace('[deleted]','')
word = word.replace('>','')
#if link, replace with linktag
if 'http://' in word:
tokenziedList.append('LINK_TAG')
continue
#if reference to subreddit, replace with reddittag
if '/r/' in word:
tokenziedList.append('SUBREDDIT_TAG')
continue
#if reference to reddit user, replace with usertag
if '/u/' in word:
tokenziedList.append('USER_TAG')
continue
#if number, replace with numtag
#m8 is a word, 5'10" and 54-59, 56:48 are numbers
if hasNumbers(word) and not any(char.isalpha() for char in word):
tokenziedList.append('NUM_TAG')
continue
#seperate puncuations and add to tokenizedList
newwords = seperatePunct(word).split(" ")
tokenziedList.extend(newwords)
return tokenziedList
def mytokenizer(comment):
'''
Input: takes in a reddit comment as a str or unicode and tokenizes it
Output: a tokenized list
'''
tokenizer = PunktSentenceTokenizer()
sentenceList = tokenizer.tokenize(comment)
wordList = []
for sentence in sentenceList:
wordList.extend(sentence.split(" "))
return text_cleaner(wordList)
In [3]:
path1 = '../../data/labeledRedditComments.p'
path2 = '../../data/twitter-hate-speech-classifier.csv'
path3 = '../../data/RedditMay2015Comments.sqlite'
In [4]:
df = pd.read_csv(path2)
In [5]:
df2 = df[['tweet_text','label']]
In [6]:
df2.ix[104,:]
Out[6]:
tweet_text Gain 769 _��̢̦ _��̦��_ _��̦� _��̦� _��̦��_ _��...
label 0
Name: 104, dtype: object
In [8]:
badTweetRows = []
for row in xrange(len(df2['label'].values)):
try:
val = mytokenizer(df2.ix[row,'tweet_text'])
except:
badTweetRows.append(row)
In [10]:
len(badTweetRows)
Out[10]:
334
In [11]:
sum(df2.ix[badTweetRows,'label'])
Out[11]:
110
In [12]:
dfclean = df2.drop(badTweetRows)
In [13]:
dfclean.to_csv('../../data/twitter-hate-speech-classifier-clean.csv')
In [14]:
for row in badTweetRows:
print df2.ix[row,'tweet_text']
print ""
Gain 769 _��̢̦ _��̦��_ _��̦� _��̦� _��̦��_ _��̦_ _��̦̩ _��̦�� _��̦̪. with https://t.co/ftYa116MBw @ (sponsored tweet)
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Where were you when God died?
https://t.co/nPkN8VMvke�ʉ��_ �ʉ�Ӊ Burning in hell with the rest of the faggots https://t.co/Zx4gxSbjcp
I Ain't Gone Be Too Many "Faggots" & "Bitch Niggas" Cuz I Listen To A Certain Rapper, Nigga. Tf You Think This Was? _�㢉�_�__�㢉�_�_
Setting up my new Xbox One while you faggots work to please me. I'll never have enough. _�㢉�___�㢉ۢ�ۢ https://t.co/9mcuOVL7OQ
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but 1D are flopping and Justin is owning the charts ? �ʉ�Ӊ happy for him , but I was given "What A Feeling" and "Walk�ʉ��_ https://t.co/uKVOhimhY9
@Abba_Habbo was going to get one for my friend but she's flip-flopping_�㢉�__. How much do they usually go for? Can't find them in MP.
What is WRONG with Kristi!? I can�ʉ����t! And that NSFW don�ʉ����t work when the screen shot is busted open wet ass pussy and dick just-a flopping!
@TVP_horses Ooo he looks very sassy in the first picture. I'm expecting a break out of jazz hands/hooves any time soon. _��_�_��__An' all that jazz_��_�
Who the fukh says this about their own flesh and blood ? _�㢉�_��_�㢉�_��_�㢉�_��_�㢉�_�� Is he a fan of inbreeding too the inbred twat. https://t.co/ooR4WAkHmi
@WBCSaysRepent @WBCVideo
Westboro Inbred Choir.
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Do me a favor losers & don't fucking dm me unless you have/are going to tribute. My attention is not free for you worms! _�����_�㢉̢
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@Mikey_Rogers1 this makes no sense out of context you do realise? _�㢉�_�_
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@Harry_Styles Thank you for everything. You deserve all the love and happiness. Always. Mind following me? Have a lovely day pal. _�㢉���� x114.049
@Harry_Styles Thank you for everything. You deserve all the love and happiness. Always. Mind following me? Have a lovely day pal. _�㢉���� x114.048
@Harry_Styles Thank you for everything. You deserve all the love and happiness. Always. Mind following me? Have a lovely day pal. _�㢉���� x114.047
@Harry_Styles Thank you for everything. You deserve all the love and happiness. Always. Mind following me? Have a lovely day pal. _�㢉���� x114.046
@Harry_Styles Thank you for everything. You deserve all the love and happiness. Always. Mind following me? Have a lovely day pal. _�㢉���� x114.045
@Harry_Styles Thank you for everything. You deserve all the love and happiness. Always. Mind following me? Have a lovely day pal. _�㢉���� x114.044
@Harry_Styles Thank you for everything. You deserve all the love and happiness. Always. Mind following me? Have a lovely day pal. _�㢉���� x114.043
@Harry_Styles Thank you for everything. You deserve all the love and happiness. Always. Mind following me? Have a lovely day pal. _�㢉���� x114.042
@Harry_Styles Thank you for everything. You deserve all the love and happiness. Always. Mind following me? Have a lovely day pal. _�㢉���� x114.041
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So... I was raped today! FIANCIALLY!!
Part of me wants to cry, the other part of me is glad they used a condom. ��__���_��__���_��__���_��__̤�㢉�__̤�㢉�__̤�㢉�__̤��
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Turn notifs on!
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Tis' the season for naked pictures of girls with Christmas lights strung over themselves. _�㢉�_�ۢ
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Went to the mall and forgot my wallet _�㢉�_���. Its all good though
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I would hang out with friends but I usually always fuck with myself soooo. _�㢉�_��_
I always fuck things up. _�㢉�__
Yall always fuck up during the holidays. _�㢉�_�_ Aint hurting my pockets tho _��̻��
I want to get dressed and beat tf outta my face but ion have anywhere to go. _�㢉�_�ۢ
Arpeggios to hissing to jamming out to Usher. Naomi shows me her attempts at overtones and beat boxing then sight singing. Good lesson! _�㢉�_�__�㢉�_�
When i'm driving and this lady almost hits me. Fucking hit me and I'll pull your ass out the car and beat the shit out of you! _�㢉�__
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@luputaaaa because you don't have any right ? _��̻� whatever . Bye _�㢉�_�__��̻�
BEING "BROKEN" DOES NOT GIVE YOU ANY RIGHT TO HUMILIATE OR BELITTLE OTHERS. _�㢉�_�_ #fucktards
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[TRAVEL] @mufccoachtravel are running transport to Newcastle away for �_�35pp. #MUFC
My mom just asked if "AF" means "above fleek" .......... Ugh_��̻�__���_ lmfao
Today my niece told me she missed me living with her and asked if I would come back home. My heart broke in 2 and melted into a puddle! _�㢉�__���_
Rania just asked if we wanted duck for dinner_�㢉�__.. How exactly do they serve that? Full body?? Poor Duckie_�㢉�_� I don't think so.. Pizza it is
My mom just asked if "AF" means "above fleek"......... _��̻�__���_ lmfao
Old boss just called and asked if I could come in today... Do I do it? Or nah? Ughhh... _�㢉�___�㢉�___�㢉�__
This lil boy just asked if he can stay til Christmas eve _�㢉�_�ۢ NO ! Ya ass going home tonight! _�㢉ۢ__��_̩
Just went into the bar we were in last night and all the staff laughed and asked if we were ok. No memory of not being ok last night.
�ʉ�__�ʉ�__�ʉ�__�ʉ�__�ʉ�__
�ʉ�Ӊ��@Schmeelk: Rule: You must wear only leisure suits to all @giants games. https://t.co/3kceyKXHUT�ʉ��� Paper bags over heads would be better.
@glennbeck Glenn - I'm reading your book "The Christmas Sweater" for the 1st time. My Dad made me wear plastic bags over my shoes, also. _�㢉�_���
@JackWilko94 @Russ_65 Sung by the plastic bags over the seats at the Emirates? _�㢉ۢ���
Who wants Naomi Clark to be killed next? _�㢉�_�__�㢉�_�_
�ʉ�Ӊ��You�ʉ����re so brave, Lewis.�ʉ���
�ʉ�Ӊ��In such a situation, instinct takes over. It�ʉ����s either kill or be killed. Instinct takes over.�ʉ���
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@3ambliss should I beat him up? _��_�
Happy 21st birthday to the biggest faggot I know! Hope you've had a great day! _���__���__���__���__��___��___��___��__ @CoryxRoger
@brandi_bauer1 happy birthday to biggest faggot I've met, thanks for putting up with me all the time_�㢉�_��_�ʉ�__�̪�. Love ya_�㢉�_��_ https://t.co/RcOWw2aS2e
@kapualanix3 lmao fr & they think using the filter is gonna make a difference.. Bihhhh you still butt ugly! _�㢉�_�__�㢉�___�㢉�_�__�㢉�_�__�㢉�_�_
@Carl0sAlbert0 congratulations. I�ʉ����ve been that person for a while. Fuming post game does nothing to change your life, so I see little point
I will change your life if you would let me .. _�㢉�_�
A �ʉ�Ӊ��Million�ʉ��� Chinks in the Adele�_�_Armor? https://t.co/wRug2ZqmNU https://t.co/B207zukTzb
If the kkk would let niggas in sum would join too _�㢉�_�.. Fuk outta here with that coon shit
Cop in the RHS parking lot for anyone taking River Road, heads up. _�㢉ۢ���
You mfers that cough& don't cover your mouth need to be slapped. _�㢉�_��_�㢉�_�ۢ
They don't want @alex to cover your startup. The _�㢉�ۢis getting in his good books before he goes to Mattermark. _�㢉�ۢ _�㢉�ۢ
@CarnellGmail @DC1Goalkeeping Never you Dave your gloves are big enough to cover your face. _�㢉�_�__�㢉�_�__�㢉�_��__�㢉�_��_
Yooo! My dad yawned and my brother rolled down all the windows in the car. I'm ctfuuu! Talking about some cover your mouth. _�㢉�___�㢉�___�㢉�___�㢉�__
I won a game by 70 point at Los Angeles stage. Let�ʉ����s play together![https://t.co/a7OQeIAHra] #Bowling_King
I won a game by 75 point at Los Angeles stage. Let�ʉ����s play together![https://t.co/a7OQeIAHra] #Bowling_King
I won a game by 92 point at Seoul stage. Let�ʉ����s play together![https://t.co/a7OQeIAHra] #Bowling_King
The scene where Bass walks in on Tina & Christie still cracks me up. The expression on this face is priceless. And Christie's remarks. _�㢉�_�__�㢉�_�_
@melanieraecole Randy cracks me up! _�㢉�_�_
Cuffin' these bitches u ni99as is cops. _��_��_���_
She suck me up... But I don't eat da box _��_�_���_ #word2set
Nobody pisses me the fuuuuuck off like Jacobs ole dumb monkey head ass. _�㢉̩_�㢉�_�
What did Steve Harvey do thats so bad? _�㢉ۢ��� I honestly have no clue someone inform me. I see people calling him "a dumb nigger" & everything _�㢉�_̻
Wham! Club Tropicana in a winter wonderland?! Having a fag and mulled cider! Typically british! ��___�_ https://t.co/4MaD6Sfbdc
@16_Counter_Jace happy birthday big dog. Your still a fag. But I love you. _�㢉�_�_ hope it's a good one!
So it's cool for them to threaten him and call him a fag, but when he retaliated he was wrong? _�㢉�_�_�㢉�_̻
@irmss90 bitch fuck you and fuck jesus the fake faggot and YHWH the pig!!!! _�㢉�_���
Get to see my brudda faggot ass saturday�ʉ�__�̪�_�㢉�_��. Jk
And I came at the brother with respect, he still called me everything from "faggot" "bitch" "fuckboy" but he calling black women angry? _�㢉�_�_
Y'all hoes love these faggots and trannies until ya catch ya nigga wit one!! _�㢉�_�__�㢉�_�_
Is that the guy that was calling OBJ fag through out the game? Damn.. Those fags are vengeful.. _�㢉�_�__�㢉�_�__�㢉�_�_ https://t.co/RJyXEQQejV
I fucking hate being rudely awakened. _�㢉�___�㢉�_�_
@kimkardashian thanks a lot you bitch_��_�_��_��_���_. With your gay ass mfing emojis crashed the store�ʉ�ω��_���_�̪� Thot ass emojis too_�㢉ۢ���
@pettyblack200 lol your child can still get raped. _�㢉�__ hope u n ya mammie get raped too_�㢉�_�_ fym? You finna see..
I should NEVER go offline again, I guess. _�㢉�_�__�㢉�_��_�㢉�_��
But I think even then I wouldn't get their follows. _�㢉�_��_�㢉�_��_�㢉�_��
Why they get so mad when they get their asses grabbed? _�㢉�_� https://t.co/rJ8sAaWF2A
We can't let children think it's okay to dress up like Vikings and go around hollering. �ʉ���� Dogbert, on opera
@nurinajihah yeahh alhamdulilah . Finally done . Hmm after this you can bring me to go around . _�㢉�_�_�㢉�_�_�㢉�_� btw when did you have the test ?
I hate all the teachers that give us homework over the break, like do you not understand the definition of " a break " ? _������
'I'm not a bigot, I just hate all Muslims'........ _�㢉�_̢ me - that answers that then, tolerant and open minded to the end!
@ScalpEmAll yep. Got the dad mobile. Didn�ʉ����t make sense to keep my car if we have another kid. Plus something bigger for trips.
Going to have bags under my eyes until Christmas is over. _�㢉�_��_�㢉�__
Attack of the #midnightdisease. Yet again. I would rather have bags under my eyes than surrender my inspiration to an early grave. �����
He looks like a Vampire! _�㢉�_�
ohh! Junnie bite me!!!!!! _�㢉�_�_�㢉�_� https://t.co/94REseRUTe
Fse think i want his shorty or sum_�㢉�_�__�㢉�_�_.. nah im straight _�㢉�___�㢉�_��co
Everytime someone ask me ada kt rumah ke x, i always burst out laughing. _�㢉�_�_ im always here peeps. Like srsly, 24hrs at home. _�㢉�_̦
Im always cold at work! _�㢉�_屁�����̪�_��̴̻_�㢉���Ձ�_���̪叁ʉ�_��_�㢉��̴
Always see the good in everything. Life is full of beauty. ���_�̪�
Work on the annual report, or play with puppies?? Life is full of hard choices. _���__�㢉�__ https://t.co/oEIX57QQKt
All I want for Christmas is you. ���_�̪�_��_��_���_
"All I want for Christmas is you"_�㢉��__����__��_�_��_�_��_��. https://t.co/m1pIedrVw2
All I want for Christmas is YOU! _�㢉�___�㢉�_��
all i want for christmas is you_��̻��.. @Albericoyes #YouDream
God is faithful: I got trained for a promotion/ 2nd level job at the candy store yesterday. 1st job and 1st week has been a success. �ʉ�__�̪�_�����_��叁_
When you show up to a job at 6am with a beat face, ain't no hiding you went to bed at 4am. _�㢉�_�_
That moment when you almost kill yourself ... but you dont ... _��_��__��叁__�㢉�__
@BreezeSwag You may get yelled at or killed for waking him up, but it needs to be done. _�㢉�_�_
Woahhhh chill out supermarket shoppers iv almost been killed for my red cabbage !! _������
well, gonna be killed for this but heyyy ̱��__���_�! https://t.co/KzlAfZiHfy
Knew you were special from the moment I saw you. _��__
2305 - inspiration _�㢉ۢ�_ knew you since 2011, zaman budak2 _������ Baik, suka bercakap and you could be a great motivator _��_� Hihi gdluck in studies! _�㢉�_��
If only you knew, you wouldn't be trippin bout these bitches.. Baby u just don't know.. _��̻�� https://t.co/GlxOiagzEX
I'm working out for the first time in three weeks. I can't wait for my legs to shake like a newborn deer! _��̻̩_���_
So we are the couple ignoring each other at News caf�۪� staring at our phones.. Like all other couples around us.. _��̻��_��̻��
Up that pistol tell him strip with your little faggot ass nigga. _��_�_�㢉�__
Mehn.. That Playstation gang.. Many niggers fell on d wayside. Bruuuuuuuh�ʉ�__
Cookie: ... married to ir white man
Candice: And he's rich_�㢉�_�
Cookie: I can't tell by them cheap ass shoes. _��̻�� https://t.co/SO0jwGHP10
#ThisTimeNextYearIHope to be MARRIED to Joel! C'monnnnn Holy Matrimony! _�����_��叁__�����_��叁__�����_��叁__�����_��叁__�����_��叁__�����_��叁_
@Alias_Sunshine @Naina_kp @deepikapadukone Just like bunny was already married to Naina in his mind but still proposed her. _�㢉�_���
Bharti Singh to get married to boyfriend Harsh�_�_Limbachiyaa! https://t.co/ymTwTXbE3y https://t.co/2gsU9Qt5km
& here she knows Ishaan's truth ugh_�㢉�___�㢉�__ now he's supposed to help her stay in the house & get married to Sid! _�㢉ۢ__�㢉ۢ_ #PKHJD
@9bunner @shelbypaprocki9 @BrabecMagyver @PaxtenIndra took my coon hunting virginity. ����_�̪叁ʉ����
I think I've been so sad because I haven't listened to my "coon tunes" on the way to work the past few days. _�㢉�_�__�㢉�___��̻���
Just cause I got girl besties & don't be all up on u niggas like a Thot , I'm considered a lebian ? _̫�_��_ how do y'all sound _̫��̍_̫_�_̫�_
Niggas like Chris Brown and Joe Budden get all kinds of passes though it seems.... _̫_̨
All these nigger ass shoes for her to be carried everywhere. Ch�_�__ https://t.co/4npYJBDEv2
When 15s have Nigger music It kills the vibe tbh. _̫�ȉ�_
@Relexd one of those random things, love. And he follows me _̫���. And I have never followed him _̫���. So bizarre.
The type of white girls I chill with. _̫�Љۡ_̫����_̫���_̫���� https://t.co/2F9yTRo7Jk
�_�_��Growth happens only when you push yourself outside of your comfort zone. �_�_� @EdelmanPR https://t.co/knKgxzT8yU
Why do i feel guilty for prioritizing my needs over their wants? _̫��̱
#WeAreAll1D because they're the best people in the whole world. Cuz' they're so amazing. Love them�_��̤. Hoy y siempre.�_���� https://t.co/FVEFXXtHpu
There�_�_��s people in the world that are jealous of success. Don�_�_��t even second guess yourself, step or get left.
You don't need any part-time people in ur life. Your friends are either with u or they�_�_��re not. Don�_�_��t just let them come & go as they ple
People in the house forcing me to sleep. _̫��_
Know what makes a delightful Christmas gift? Our gift cards _̫���! Come pick one up today!!!
#hclf�_�__ https://t.co/AfOVme2cvk
@fsdxmingo @SYLVIAswan30 Parang pizza topping lang yan. So much to choose from. Could be pick one or the deluxe. _̫�Љۡ_̫�Љۡ
"Fuck you stupid sand nigger porch monkey mysogynist asshole! You����re a fucking retarded, right wing shill!" - Progressives to @MaajidNawaz
The mall is the grossest place to be right now. it�_�_��s full of procrastinating savages that don�_�_��t respect personal space
_̫̍� : hey everything _̫���_̫̍��� I love you to death shorty. bitch, ain't no you without me ... _̫���� , heart in human form.
when tall ass girls call themselves shorty _̫̍�__̫̍�_... bitch where?
Told shorty bitch look at my Dab! _̫_��
Shoot that nigga and his shorty bitch! _̨̫��__̫��_
@NourElashry99 a huge round of applause to my shorty bitch legs !!! _̫���_̫���_̫���
Merry Christmas from @CPB14! Been wanting these socks since they announced them! @achievmenthunt�_�__ https://t.co/SBsFPakdjX
@3O3Hockey @mnwild You can send my prize to the refs since they took it from me. _̫��̤
@dondonnailus51 ihatid sila hanggang grabd stand. That's all i could do sa blessing na natanggap ko today. Thank you po. �_�_崁��
@YouWannaBe_KPT I heard dude saying Kirk. _̫�Љۡ you hell but keep balling on that field bro
Honestly it's whatever, go to that field five minutes away from ur house and fuck a kangaroo. _̫_�_̫�__̫_�_̫�_
CSR activities by travel agents? Yes, this agency in fact excels in that���_field! https://t.co/WZXDzXVZWN https://t.co/wxXPr75Vex
Where were you when God died?
https://t.co/nPkN8VMvke�_�__ �_�_̨ Burning in hell with the rest of the faggots https://t.co/Zx4gxSbjcp
#NowPlaying Get Up van Ciara
the female m.j. she can dance
the hotttesttt. �_�ȉ�_ https://t.co/seOFx4Zket
Niggas act like the female now a days. _̫�Љۡ
The way my dad is so deep... whenever I'm in town with him o kgalemela the niggers that check me out _̫���... this is so embarrassing hle
Jingle Bells�_�__Jingle Bells�_�__.!
The rule in my house is NO Christmas anything until Thanksgiving is�_�__ https://t.co/uWEH55BYKn
_̫̍��The Ultimate Reset Program_̫̍��
Be your best you in 2016!! _̫��Get yours now on early bird special_̫��
Pay before January... https://t.co/vMSzwg3WeW
_̫̍��The Ultimate Reset Program_̫̍��
Be your best you in 2016!!
_̫��Get yours now on early bird�_�__ https://t.co/phVbBFR8qI
Im Finna Be One Of Them White Kids That Either Run Away From Home , Or Kill My Dad _̫�Љۡ_̫�ȉ�_. Decisions_̫_̨_̫_̨_̫_̨
@blvnnt__ well I went to Jwj and paxon _̫���_̫�_. Them white teachers ain�_�_��t wanna teach it and I�_�_��m sure them white kids ain�_�_��t wanna hear it
@Miss_S_Dee neeh, lips looks better than them White's _̫����. Don't mind people, they playing. _̫�Љۡ
I can't wait to go back to work. Ima be all in them white folks face like "did you wanna do another bud light?! _̫���_"
Everything I need in them white cotton sheets. �_�_崁��
These fucking cramps then woke me up out my sleep. OMG !!! I already know today is not going to be a good day. _̫�ȉ�_
#WeLoveYouAshton seriously respect his privacy god these fucking paps need to learn some god damn respect I swear. _̫��̍ https://t.co/IFXKHsLguF
Guys Vej has lived hey. _̫�Љۡ_̫�Љۡ_̫�Љۡ_̫�Љۡ_̫�Љۡ you gotta love this nigger_̫�Љۡ_̫�Љۡ_̫�Љۡ_̫�Љۡ_̫�Љۡ_̫�Љۡ
@Lightning100 @judahandthelion Round the outside, two trailer park girls go. #YodaSpeakASong (Just participating! _̫���)
Smoke,fag and trailer park boys with the ma ! _̫����_̫��_
@AngryDolphinFan Florida!!! Yes! Born Orlando, lived in a trailer park in Ocoee, double wide with a pool.
_̫̍_�_���_崁��_̫����_��̨崁��
Y'all don't know but I have a seperate acc for the girl groups I'm trash with. _̫�Љۡ
Perry Ellis is trash with the ball moving towards the basket. _̫�́_̫�Ȯ�_̫�_�_���
Why do people like to start 'trash' with me on Vine? Like no, did I tag you in that post? Then stfu. _̫���__̫���_̫�Љۡ_̫̍�__̫�ȁ� @kassidylemminn @kj_french_
Found my phone. Saying this to everyone so u get it too... _̫�Ё�_̫̱�_̫̱�_̫̱�_̫̱�
my momma woke me up like I don't have to be at work for 11. _̫���
Up like I didn't just get off work 4 hrs ago. _̫��_
#news #latest No Child Left Behind Gets Left Behind. What's The New Law?: A version of No Child Left Behind began in Texas u... �_�__
#latest #news No Child Left Behind Gets Left Behind. What's The New Law?: A version of No Child Left Behind began in Texas u... �_�__
@WhosJulieee I dont want to be in a country controlled by that rich spoiled white trash bastard who deserves to rot in hell! _̫��__̨̫��_
I don't fuck with niggas period get that understood! _̫̍��
I put myself in some fucked up places messing with niggas who claim streets. But that's my bad! _̫����
3 the boy @Timez_Money.. #_̨̫�That shit sad 2 hear. Real clean hearted go getter! Might as well swap places with niggas doing nothing out here.
@Alex_713_ wow so fucking nice! �_�_崁���_�_崁���_�_崁���_�_崁���_�_崁�� but thank you fag! _̫�ȉ�_
If you could time travel, would you go to the future or the past? �_�_̨ future https://t.co/V8AVI8VsFg
Having a Dog Makes You Sexier, Study Says: Photo: Getty ImagesCalling all single ladies (and fellas): if you�_�_��r... https://t.co/moUIXTELXv
Baby your a firework... Come on and let your powers burst! Make em go I, I, I !!!!!! @katyperry _̫̍��_̫̍��_̫̍��_̫̍��_̫̍��_̫̍��it! stuck in my head song #Katycats
your faggot ass had stans hyping a lame ass comeback like your lame ass matters in stan twitter. _̫̍�__̫̍�_ https://t.co/uixwbCDljm
My TL is so much nicer since i muted your faggot ass. _̫̍���
Conversation going on ko @yfm. What will you do if your nigger dated your ex? _̫���_̫���
@Luke5SOS I want your nigger follow!!! _̫�Љ��_̫��̩_̫�Љۡ_̫���_̫�__̫���_̫���__̫��̴_̫���_̫�__̫���_̫_��
He's a bitch made nigga with a period pussy ! _̫��̤_̫��_ https://t.co/WjavnZR4AH
1. He's a bitch made nigha
2. He's a bitch made nigha! _̫�Љۡ
Raymond is such a fag and it kills me. _̫��_
Wham! Club Tropicana in a winter wonderland?! Having a fag and mulled cider! Typically british! ��__�_ https://t.co/4MaD6Sfbdc
@16_Counter_Jace happy birthday big dog. Your still a fag. But I love you. _̫�Љۡ hope it's a good one!
So it's cool for them to threaten him and call him a fag, but when he retaliated he was wrong? _̫���_̫��̍
When you show up to a job at 6am with a beat face, ain't no hiding you went to bed at 4am. _̫�Љۡ
you take half naked pictures but get mad when a nigga ask to fuck .. _̫���
when a nigga ask you why you tripping , but when you do the SAME shit he start tripping .. _̫�ȉ��_̫�ȉ��_̫�ȉ��_̫�ȉ��
Then OOMF who is black or mixed w/ black commented "What if a white person reads this????". _̫�ȉ�_ I don't hate all whites. Just the racist ones.
all these fucking years, all this learning and I'm still not strong enough. _̫��_
If I bring samosas, you provide the tea you n00bs! It's basic etiquette and it is the obvious beverage partner. Not warm lassi! _̫�Ё�_̫�Ё�_̫�Ё�_̫�Ё�
If I bring samosas, you provide the tea you n00bs! It's basic etiquette and it is the obvious beverage partner. Not warm lassi! _̫�Ё�_̫�Ё�_̫�Ё�_̫�Ё�
@Kos27 They're the worst, and should be publicly shamed, IMO. _̫����
Are all white adidas superstars worth buying ? _̫_̨
@Lizzs_Lockeroom you are in my prayers. _̫���_̫�_From your lips to God's ears. #painfree https://t.co/ZhtsSJbNNw
@AnthonyStrong_ will catch you in the new year, promise!! In the meantime you are in my Xmas soundtrack!! �_�ȉ�_ Buon Natale! A presto! :)) xx
well, gonna be killed for this but heyyy ���Ё���̩�! https://t.co/KzlAfZiHfy
As much as I disagree with my sisters, I'd kill or even be killed for them. All we got is each other, I'd be lost without them. �_�_
People who try to rob stores and shoot people a week before christmas are FUCKING LOSERS. They should be killed for even trying. Lowlifes_̫��̍
#CecilTheLion was an #animal #cows are animals do you not pay for your #cow to be killed for your dinner? _̫��� _̫��� _̫�_ _̫�_ _̫��� https://t.co/VEZjncxxrb
He's a bitch made nigga with a period pussy ! _̫��̤_̫��_ https://t.co/WjavnZR4AH
I swear faggots like you always seem to start trouble , just because . _̫_̨
Out Of Office on and I'm gettin da fuck outta here byeeeee... _̫��_
Get me the FUCK outta here! _̫���
Hey. Fuck you too, iOS. _̨̫�� #TheKnick https://t.co/NT0NTjxLvh
You are not fucking taking me and my YOUNGER siblings 5 hours away from their father. You're a jealous bitch & I fucking hate you. �_��_
B.I Han Bin is soooo cute, he looks like my Ha Neul oppa. _̫���
He looks like old grumpy Van Gaal. _̫�Љۡ_̫�Љۡ https://t.co/MlggZNbAYZ
@jacksdominguez @VictorPopeJr wtf he looks like annoying ass derion! _̫�Љ��
what nigga gets mad when you claim him? _̫�Љۡ a nigga that's outcheaa fw these basic hoes that's who _̫�Љۡ_̫�Љۡ
Getting 3am calls from him a nigga named Welven was not a pleasant surprise. Ugh. _̫�ȉ�__̫�ȉ�__̫�ȉ�_
Shoot that nigga and his shorty bitch! _̨̫��__̫��_
My dad is a fuckin' prick, y'all don't even know!! SO VERY ANGRY!!! why'd y'all think I ran away.. _̫����_̫����_̫�Љۡ_̫����_̫���__̫�̩_̫���_̫�̩
it's sad to say but my #1 hater is a fucking nigga!! I thought it would be a girl buuuuuut nah niggas is bitches these days! _̫�ȉ�_
Not gonna lie but that is a fucking disgrace what happened in that press conference for LVG to feel he had to get up and leave!! _̫��__̫�_ #MUFC
My house is full of people.. Why?! _̫��̍
@saniyahhh3 imma get it for you ex bae .. _̫��_
Happy birthday _̫����_̫_�� hope you have an awesome day _̫�Ё� ily ! _̫����_̫̍� don't let anyone ruin it for you _̫��__̫�Ю� @mmonicacoronel
LOL!!! _̫���_I KNOW! All the hype is gone. https://t.co/R2GTxw51Hx
RaeTAlexander: #thistimenextyear I still won't know all the words to the Schnitzelbank song.
I'll just work on smiling at someone.
#peace�_�__
RitzCarlton: Start off the morning like a true Texan at fearingsdallas ... We recommend the Huevos Rancheros! #Dal�_�__ https://t.co/Fhf2r9HR6V
@JKuntz10 Haha, nothing wrong with that! So now that you don't have leftovers -- it looks like you need to go out to eat again. _̫�Љ�_
@ukhtsabs @FineSilk_ he's married to a 20 year old model now! _̫��_
If you�_�_��re a straight man who is legally married to a woman but cheats on his wife with other women every week, he's eligible? _̫��̍
@yo_ellly right! _̫�ȉ�_ at least give me one more hr of sleep
my momma woke me up like I don't have to be at work for 11. _̫���
Moms Woke Me Up Like You Sure You Want To Go? _̫��̍
I'm actually one of those people that wants sugar daddy but is not ready to give him sugar. _̫���.
Working retail I highly disliked last min xmas shoppers.. I am now one of those people. _̫��̨
So glad I'm not one of those people at Wal-Mart two days before Christmas. That parking lot is PACKED. _̫�Љۡ
Is the whole Windows app and OS ecosystem crumbling to bits? Microsoft in over their heads...? _̫���
It's OK. Good stories like Jack Frost go right over their heads knowing who they stan. Fantastic art work! _̫����__��_�_坉�_ https://t.co/OcujJmcOBK
@positivelypasha I'm going to DRINK a fifth so I can tolerate this brand of so-called _̫��_. Byron and staff in over their heads #TeamTank
@teijiMack And you have every right to be. _̫���
Then wanna tell me I don't have the right to be mad... _̫�ȉ�_ I'm so pissed _̫���_̫���
@_MrLayLow_ you just said it was an in correct saying? _̫�Љۡ_̫�Љۡ
Happy 21st birthday to the biggest faggot I know! Hope you've had a great day! _̫�__̫�__̫�__̫�__̫_��_̫_��_̫_��_̫_�� @CoryxRoger
@infernoshit2x lol what the fuck do you want to eat boy?! _̫�Љۡ_̫�Љۡ
@mrforristal Happy Days! They all look happy! _̫_��_�__��_崁��_̫_��_̫�_
@Stand4SHIELD as you can see, I tried to make it healthy by adding carrots. _̫�Љۡ
@hellyrelly what a FAG!! _̫��̍_̫��̍_̫��̍_̫��̍_̫�ȉ�__̫�ȉ�_
How about she deserved it. Don't be rude and white trash and maybe just maybe she would get respect back. _̫��_ https://t.co/I1upIgCA1H
_̫��__̫����. u usta fw my la son, u cheated on my son wit a lame ass nigga from the westbank _̫����_̫�Љۡ that ain't my business doe
�_�_̨ something only he should do.�_�_�
Rebel.
�_�_��If you place this on your forehead with the white side on display, he will �_�_̨
[ @_The_Unholy_ ]
So in love with the White House's Christmas tree this year! _̫_��__̫�__̫蠁��_�_崁��_̫̍�� https://t.co/qAXKktDWPg
You had me with 'The White Pele' _̫�Љۡ. https://t.co/S1EgF5I7Yf
@rachael_maria90 Rachel... Everybody seems to have problems with the white appliances, w the cars these days. _̫����
The bit on the edge of the world, with the white beach & the stars like diamonds.... that's @isleofeigg. �_�_崁�� https://t.co/aVhABHtmkc
Now you know how the Natives felt after land deals with the White Devil. _̫���� https://t.co/YJiraYdcjI
You a fag for that. _̫��� imma tell your mom https://t.co/KvZuHyNQfG
@JMillzRoc lmao you not worth it bro. You a lame, I got little city dudes with more heart. _̫̍�_̫�_ good night
You a lame. _̫����
If you ain't hangin n callin or showin you fuck wit me now .. Don't�_�__ https://t.co/YQalNrQJzG
Should I fuck your bitch in some Gucci Flip Flops ? _̫���_̫��̤
I just fucked your bitch in some Gucci flip flops. _̫��̤
He's a bitch made nigga with a period pussy ! _̫��̤_̫��_ https://t.co/WjavnZR4AH
I did get a job at Noodles & Company today so that was pretty cool. �ω��_
@JKuntz10 Haha, nothing wrong with that! So now that you don't have leftovers -- it looks like you need to go out to eat again. _̫�Љ�_
"Fuck you stupid sand nigger porch monkey mysogynist asshole! You����re a fucking retarded, right wing shill!" - Progressives to @MaajidNawaz
Apparently I'm a coon and porch monkey. _̫����
I thought it was a bull dyke 2!!! _̫��__̫��__̫��__̫��__̫��__̫��__̫��__̫��__̫��__̫��__̫̍�_
@erbear_henke @GabeUriahJ @QuintonHarris11 I'm an original founder of Towel Head Gang _̫��__̫�_. He wear it like a female
I thought it was a bull dyke 2!!! _̫��__̫��__̫��__̫��__̫��__̫��__̫��__̫��__̫��__̫��__̫̍�_
OBRr �_�__ Office of Bad Rune Reading UK growth estimate revised down to 0.4% for 3rd quarter. Osborne�_�_��s soggy fag packet plan failing #bbcpm
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