├── README.md ├── data_preprocessing.py ├── datasets ├── acl-14-short-data │ ├── readme.txt │ ├── test.raw │ └── train.raw └── semeval14 │ ├── Cutout_Restaurant_Test.pkl │ ├── Cutout_Restaurant_Train.pkl │ ├── Laptops_Test_Gold.xml.seg │ ├── Laptops_Train.xml.seg │ ├── Restaurants_Test.pkl │ ├── Restaurants_Test_Gold.xml.seg │ ├── Restaurants_Train.pkl │ └── Restaurants_Train.xml.seg ├── models ├── bert_bio.py ├── bert_multilayer.py ├── bert_sa.py ├── bert_sa_te.py ├── bert_sate_multilayer.py └── bert_te.py ├── test01.py ├── test02.py ├── train.py ├── train_bert_crf_te.py ├── train_bert_sa_te.py └── two-step-train.py /README.md: -------------------------------------------------------------------------------- 1 | # ABSA_AE_BERT_Pytorch 2 | Utilize BERT model for multi task including ABSA (aspect based sentiment analysis) task and AE (Aspect Extraction) task 3 | # Task definition 4 | Convert ABSA+AE task to sequence label task 5 | {O:0,B-neg:1,B-neu:2,B-pos:3,I:4} 6 | # Requirement 7 | python3 8 | pytorch-pretrained-bert 9 | # Run 10 | python test 11 | # Reference 12 | https://github.com/songyouwei/ABSA-PyTorch 13 | -------------------------------------------------------------------------------- /data_preprocessing.py: -------------------------------------------------------------------------------- 1 | from pytorch_pretrained_bert import BertTokenizer 2 | import torch 3 | import os 4 | import pickle 5 | import numpy as np 6 | 7 | 8 | bert_path='/data/bert-pretrained-models/bert-base-uncased' 9 | tokenizer = BertTokenizer.from_pretrained(os.path.join(bert_path, 'bert-base-uncased-vocab.txt')) 10 | 11 | def data_padding(max_len,seq_tensor): 12 | x = torch.tensor([0]*max_len) 13 | trunc = seq_tensor[:max_len] 14 | x[:len(trunc)] = trunc 15 | 16 | return x 17 | 18 | ''' 19 | bio_tensor for bert_bio: O:0 B-neg:1 B-neu:2 B-pos:3 I:4 20 | bio_normal_tensor for bert_te: O:0 B:1 I:2 21 | polarity: negative:0 neural:1 positive:2 conflict:3 22 | ''' 23 | def get_token_tensor(context,aspect,polarity,max_len): 24 | 25 | context_list = context.split('$T$') 26 | context_left = context_list[0].lower().strip() 27 | context_left_tokenizer = tokenizer.tokenize(context_left) 28 | context_right = context_list[1].lower().strip() 29 | context_right_tokenizer = tokenizer.tokenize(context_right) 30 | aspect = aspect.lower().strip() 31 | aspect_tokenizer = tokenizer.tokenize(aspect) 32 | polarity = int(polarity.lower().strip())+1 33 | #标准bio标注方式{O:0,B:1,I:2} 34 | aspect_bio_normal=[1]+[2]*(len(aspect_tokenizer)-1) 35 | #对于TBSA+TE任务，对于不同的polarity，B的标注不同 {O:0,B-neg:1,B-neu:2,B-neg:3,I:4} 36 | aspect_bio = [int(polarity) + 1] + [4] * (len(aspect_tokenizer) - 1) 37 | # 获得整句话的tokenizer 38 | all_tokenizer = ['[CLS]'] + context_left_tokenizer + aspect_tokenizer + context_right_tokenizer + ['[SEP]'] 39 | 40 | all_index_tensor=data_padding(max_len,torch.tensor(tokenizer.convert_tokens_to_ids(all_tokenizer))) 41 | all_id_tensor=data_padding(max_len,torch.tensor([0]*len(all_tokenizer))) 42 | bio = [0] * (1 + len(context_left_tokenizer)) + aspect_bio + [0] * (1 + len(context_right_tokenizer)) 43 | bio_normal=[0] * (1 + len(context_left_tokenizer)) + aspect_bio_normal + [0] * (1 + len(context_right_tokenizer)) 44 | bio_tensor=data_padding(max_len,torch.tensor(bio)) 45 | bio_normal_tensor=data_padding(max_len,torch.tensor(bio_normal)) 46 | data={ 47 | 'all_tokenizer':all_tokenizer, 48 | 'all_index_tensor':all_index_tensor, 49 | 'all_id_tensor':all_id_tensor, 50 | 'bio_tensor':bio_tensor, 51 | 'bio_normal_tensor':bio_normal_tensor, 52 | 'polarity':polarity 53 | } 54 | return data 55 | 56 | 57 | 58 | def get_preprocessing_data(file,max_len): 59 | 60 | f=open(file) 61 | lines=f.readlines() 62 | print("共有{}条数据".format(len(lines)/3)) 63 | f.close() 64 | all_data=[] 65 | #获取第一句话的tokenizer 66 | context = lines[0] 67 | aspect = lines[1] 68 | polarity = lines[2] 69 | last_data=get_token_tensor(context,aspect,polarity,max_len) 70 | num=-1 71 | for i in range(3,len(lines),3): 72 | context=lines[i] 73 | aspect=lines[i+1] 74 | polarity=lines[i+2] 75 | data=get_token_tensor(context,aspect,polarity,max_len) 76 | if data['all_tokenizer']==last_data['all_tokenizer']: 77 | data['bio_tensor']=data['bio_tensor']+last_data['bio_tensor'] 78 | data['bio_normal_tensor']=data['bio_normal_tensor']+last_data['bio_normal_tensor'] 79 | if data['polarity']!=last_data['polarity']: 80 | data['polarity']=3 81 | num+=1 82 | else: 83 | all_data.append(last_data) 84 | last_data=data 85 | all_data.append(last_data) 86 | print('共有{}条重复评论'.format(num)) 87 | print('剩余{}条评论'.format(len(all_data))) 88 | return all_data 89 | 90 | def get_birt_trainset(): 91 | dataset_path = 'datasets/semeval14' 92 | train_data_file = os.path.join(dataset_path, 'Restaurants_Train.pkl') 93 | f=open(train_data_file,'rb') 94 | all_data=pickle.load(f) 95 | f.close() 96 | return all_data 97 | 98 | def get_birt_testset(): 99 | dataset_path = 'datasets/semeval14' 100 | train_data_file = os.path.join(dataset_path, 'Restaurants_Test.pkl') 101 | f=open(train_data_file,'rb') 102 | all_data=pickle.load(f) 103 | f.close() 104 | return all_data 105 | 106 | #将原文中的括号（-LRB-,-RRB-)替换为（（）） 107 | def replace_blaket(filename): 108 | f=open(filename,'r') 109 | lines=f.readlines() 110 | f.close() 111 | for i in range(len(lines)): 112 | lines[i]=lines[i].replace('-LRB-','(') 113 | lines[i]=lines[i].replace('-RRB-',')') 114 | # print(lines[:100]) 115 | f2=open(filename,'w') 116 | f2.writelines(lines) 117 | f2.close() 118 | 119 | def get_cutout_data(data): 120 | num=0 121 | new_data=[] 122 | for s_data in data: 123 | if s_data['polarity']!=3: 124 | new_data.append(s_data) 125 | else: 126 | num+=1 127 | print('共有{}条冲突评论'.format(num)) 128 | return new_data 129 | 130 | if __name__=='__main__': 131 | max_len=100 132 | dataset_path='datasets/semeval14' 133 | # restaurant_train_file =os.path.join(dataset_path, 'Restaurants_Train.xml.seg') 134 | # restaurant_test_file=os.path.join(dataset_path,'Restaurants_Test_Gold.xml.seg') 135 | # 136 | # train_data_file =os.path.join(dataset_path, 'Restaurants_Train.pkl') 137 | # test_data_file = os.path.join(dataset_path, 'Restaurants_Test.pkl') 138 | # train_all_data=get_preprocessing_data(restaurant_train_file,max_len) 139 | # test_all_data=get_preprocessing_data(restaurant_test_file,max_len) 140 | # print("共有{}条测试数据".format(len(test_all_data))) 141 | # f1=open(train_data_file,'wb') 142 | # pickle.dump(train_all_data,f1) 143 | # f1.close() 144 | # f2=open(test_data_file,'wb') 145 | # pickle.dump(test_all_data,f2) 146 | # f2.close() 147 | 148 | # all_data2=get_birt_trainset() 149 | # for i in range(100): 150 | # print("{}:{}".format(i*3,all_data[i]['all_tokenizer'])) 151 | 152 | # print(all_data1[:20]) 153 | # print(len(all_data2)) 154 | 155 | # file = open('data_preprocessing.pkl', 'rb') 156 | # all_data=pickle.load(file) 157 | # print(len(all_data)) 158 | # print(all_data[4]) 159 | 160 | all_train_data = get_birt_trainset() 161 | all_test_data = get_birt_testset() 162 | cutout_train_data = get_cutout_data(all_train_data) 163 | cutout_test_data = get_cutout_data(all_test_data) 164 | cutout_train_file = os.path.join(dataset_path, 'Cutout_Restaurant_Train.pkl') 165 | cutout_test_file = os.path.join(dataset_path, 'Cutout_Restaurant_Test.pkl') 166 | f1=open(cutout_train_file,'wb') 167 | f2=open(cutout_test_file,'wb') 168 | pickle.dump(cutout_test_data, f2) 169 | pickle.dump(cutout_train_data, f1) 170 | f1.close() 171 | f2.close() 172 | 173 | -------------------------------------------------------------------------------- /datasets/acl-14-short-data/readme.txt: -------------------------------------------------------------------------------- 1 | 2 | =====Description===== 3 | As people tend to post comments for the celebrities, products, and companies, we use these keywords (such as ``\textit{bill gates}'', ``\textit{taylor swift}'', ``\textit{xbox}'', ``\textit{windows 7}'', ``\textit{google}'') to query the Twitter API. After obtaining the tweets, we manually annotate the sentiment labels (negative, neutral, positive) for these targets. In order to eliminate the effects of data imbalance problem, we randomly sample the tweets and make the data balanced. The negative, neutral, positive classes account for 25\%, 50\%, 25\%, respectively. Training data consists of 6,248 tweets, and testing data has 692 tweets. 4 | 5 | =====Format===== 6 | Each instance consists three lines: 7 | - sentence (the target is replaced with $T$) 8 | - target 9 | - polarity label (0: neutral, 1:positive, -1:negative) 10 | 11 | =====Citation===== 12 | @inproceedings{dong2014adaptive, 13 | title={Adaptive Recursive Neural Network for Target-dependent Twitter Sentiment Classification}, 14 | author={Dong, Li and Wei, Furu and Tan, Chuanqi and Tang, Duyu and Zhou, Ming and Xu, Ke}, 15 | booktitle={The 52nd Annual Meeting of the Association for Computational Linguistics (ACL)}, 16 | year={2014}, 17 | organization={ACL} 18 | } 19 | 20 | =====Contact===== 21 | donglixp@gmail.com -------------------------------------------------------------------------------- /datasets/acl-14-short-data/test.raw: -------------------------------------------------------------------------------- 1 | $T$ to miss 3rd straight playoff game | The ... : $T$ will miss his third straight play ... . 2 | shaquille o'neal 3 | -1 4 | Dear $T$ , Gray Hoodies turned into Leather Jackets , '' Ay ! '' turned into '' Swag '' , u grew up , and we 've been here all the way . RT i u love Bieber ♥ 5 | justin 6 | 1 7 | received my $T$ account today ! sorry have no invites , but i will spread the love if i receive any , thanks twitter community ! 8 | google wave 9 | 0 10 | epascarello I know ! Man I get pissed when I try to copy a link from $T$ search results and paste it in a forum or whatever . 11 | google 12 | 0 13 | Is it just me , or does $T$ sound like a newsman ? Sounds like he belongs on CBS Nightly News . 14 | john boehner 15 | -1 16 | $T$ 's Next Invention : The Future of Books ? -LRB- Cheap Shot , But Cool application -RRB- . - by lizgannes startup 17 | al gore 18 | 1 19 | $T$ looking gorgeous in nyc - 10/14 : here are new photos of $T$ helping launch the new velve . . 20 | lindsay lohan 21 | 0 22 | so my latebus still sucks , but my $T$ is n't dead this time : -RRB- 23 | ipod 24 | 0 25 | new post on legality of the war -LRB- or lack thereof -RRB- . featuring a very scholarly exposition by $T$ in 1998 . -LRB- Really ! -RRB- 26 | biden 27 | -1 28 | i like $T$ new song ... i wan na hear it now = -LRB- 29 | britney spears 30 | 1 31 | about to hack my nintendo $T$ so it can play dvds . i 'm a geek . 32 | wii 33 | 0 34 | i know eh ? my interviewer pulled out a completely random dynamic programming problem $T$ ' is been working on for months ! 35 | google wave 36 | 0 37 | MRice007 Apple Survey - What is your opinion of Apple Products ? $T$ sucks ? apple . 38 | ipad 39 | -1 40 | installed $T$ . its real nice . its kust a shame no drivers for seven . had to install and go back to experience : -LRB- 41 | windows 7 42 | 1 43 | bloooood mother fuckaa kall me red alert feed that bitch penis until ha head burst !! - weezyneed an $T$ controller 44 | xbox 45 | 0 46 | Fashion Soulmates $T$ and Victoria Justice : Who 's Hotter ? - Gather Celebs News Channel . 47 | selena gomez 48 | 0 49 | a static lullaby - toxic -LRB- $T$ -RRB- 50 | britney spears 51 | -1 52 | god of war $T$ is very satisfying . 53 | psp 54 | 1 55 | chessed . . like why tf is my mom sleeping in the living room ? = / like wtf , now i ca n't even blast ' e.t - $T$ ft . kanye west ' -LRB- and -RRB- 56 | katy perry 57 | 0 58 | ' green island ' - $T$ live independent games showcase '' mtv multiple : the japanese went even crazier for & . . 59 | xbox 60 | 0 61 | $T$ begins blame game : $T$ begins the blame game . lindsay started reeling off excuses for with . . 62 | lindsay lohan 63 | -1 64 | np party in the usa - $T$ udh lama ga dengerin ini lagu wwkwk : D 65 | miley cyrus 66 | 1 67 | Just saw Stephen Colbert and The Roots covering Friday on the $T$ show . Funny stuff . 68 | jimmy fallon 69 | 0 70 | '' Anyone who helps keep $T$ from high office merits at least one Nobel Peace Prize , if not more . '' - SD , TTLG Forums 71 | sarah palin 72 | 0 73 | '' I 'm presidential when I flow , yo it aint hard to tell that I Ba-ROCK the show $T$ self '' - tablo 74 | obama 75 | -1 76 | just watched '' raising arizona '' again - forgot how much i love that movie . back when $T$ made good movies ... 77 | nicolas cage 78 | 1 79 | RT jaimemorelli : I would love to see a nuanced comparison of $T$ television vs . hooking up my television to a Mac Mini and buying a wireless keyboard ... 80 | google 81 | 0 82 | $T$ 1.5 ~ ~ news / / japan roundup : virtual $T$ eleven fest console go ! best of gamesetwatch : fr 83 | psp 84 | 0 85 | just started liking two songs i hated when they first came out : radar - $T$ , sexy bitch - david guetta feat . akon . 86 | britney spears 87 | -1 88 | ✔ Acting skills ✔ Great Voice ✔ Nice Hair ✔ Hilarious ✔ Adorable ✔ Talented ✔ Gorgeous = PERFECT and that must be $T$ ! < 3 89 | miley cyrus 90 | 1 91 | Waiting for $T$ james franco is but that video of the chick on jay keno was funny the gardners face was priceless 92 | jimmy fallon 93 | 0 94 | miley cyrus is another petulant girl like $T$ , i love dakota fanning is another type of person . 95 | britney spears 96 | 0 97 | twitter question : whose made more bad movies ... $T$ or jennifer aniston ? 98 | nicolas cage 99 | -1 100 | i would kill for a 1 hour sit down interview with $T$ . Ugh i wish she was allowed to speak . 101 | britney 102 | 1 103 | iloveitwhen the $T$ do they thang ... shoutout to all the laker haters 104 | lakers 105 | 0 106 | I love cascada New song it remind me of something $T$ would do 107 | madonna 108 | 0 109 | In the S&M remix with $T$ , she sounds like a nasal , congested 5 year old talking about sex . . 110 | britney spears 111 | -1 112 | Listening to '' blazing -LRB- feat . Kanye West -RRB- '' by $T$ and loving it ! See the video & lyrics : . 113 | nicki minaj 114 | 1 115 | we were just regaling a student worker with horror stories about doing repetitive boring work in the pre - $T$ era . 116 | ipod 117 | 0 118 | i wish it was always the weekend . i look like ass today , you would 've thought i was partying it $T$ style this wknd . 119 | lindsay lohan 120 | 0 121 | Ugh ! A girl in my form just made what I like to call and ' $T$ face ' if you 're wondering . . Its stupid . I hate his face . . 122 | ashton kutcher 123 | -1 124 | I used to have all the records $T$ 's broken & set memorized , but now there 's too many to remember . lady $T$ fuck you , you 're too awesome ! 125 | gaga 126 | 1 127 | Watch ' Glee ' Star Darren Criss and Warblers Sing for $T$ : Filed under : television News ' Glee ' star Darren Criss led the Warblers ... 128 | ellen degeneres 129 | 0 130 | $T$ arrives to clinch Northern Ireland peace deal - Telegraph 131 | hillary clinton 132 | 0 133 | Kris Jenner Slams $T$ for Gaining Weight : Religion and the royals ! The Archbishop of Canterbury , wh ... . 134 | khloe kardashian 135 | -1 136 | love $T$ !!!! she rock !!!!!!!!!!!!!!!! and she 's cool she 's my idol 137 | selena gomez 138 | 1 139 | thehils Heard great things about the $T$ for speech/communication . Educational discounts are problem best bet . Maybe Thanksgiving ? 140 | ipad 141 | 0 142 | Jamie fox , Eddie Murphy , and $T$ because they all are exciting , cute , and inspirational to lots of people including me !!! 143 | barack obama 144 | 0 145 | $T$ new song is about a threesome . but its 2 guys one girl ? i believe that 's called a gangbang . dirty britney . 146 | britney spears 147 | -1 148 | Bret Easton Ellis : How $T$ Is Giving Us What We Want - The Daily Beast . -LRB- via Instapaper -RRB- 149 | charlie sheen 150 | 1 151 | justin love and if he 's happy , I think that we will be happy beliebers . Whether or not with $T$ . 152 | selena gomez 153 | 0 154 | Prince Brings Out $T$ For '' How Come You Do n't Call Me '' Duet : If you did n't get anything good in your E ... . 155 | alicia keys 156 | 0 157 | labor pains is a complete trash , no wonder $T$ had sunk nowhere . 158 | lindsay lohan 159 | -1 160 | back in love with my $T$ ! thanks rockstar !!! 161 | psp 162 | 1 163 | virile heavenly host $T$ 164 | nicolas cage 165 | 0 166 | mix $T$ furious at General Stanley McChrystal speech on Afghanistan - Telegraph : The relationship . . 167 | barack obama 168 | 0 169 | You Tube Admits To Censoring View Count On $T$ Impeachment Video : Steve Watson | Youtube has admitted to freeze ... . 170 | biden 171 | -1 172 | Whatever , iPad . Look at this . $T$ quotes as New york cartoons . So genius I almost ca n't process it . . 173 | charlie sheen 174 | 1 175 | a naughty mickey mouse makes appearance on disney epicmickey for $T$ 176 | wii 177 | 0 178 | interesting alternative $T$ interface -LSB- thenextweb.com -RSB- -LSB- shared by 12 people -RSB- -LRB- so . . 179 | iphone 180 | 0 181 | $T$ ' music has gotten progressively worse . she sings less and less and relies upon melodyne to make her boice sound like crap ! 182 | britney spears 183 | -1 184 | i want a $T$ damn it ! 185 | psp 186 | 1 187 | is obama trying to be just like $T$ ?? he 's doing a pretty good job so far ... icon | he has passed jimmy !! 188 | jimmy carter 189 | 0 190 | A . Valentin played a song Come On Get It by $T$ on Myspace . 191 | lenny kravitz 192 | 0 193 | click4 pictures & clips ! $T$ sucks at fashion , employment : bad business decisions are . . 194 | lindsay lohan 195 | -1 196 | * faints * $T$ , ufunani manje ? selimathunziauditions 197 | john legend 198 | 1 199 | at eva 's house playing the $T$ resorts ha , i suck man . but i came first in wakeboarding ! : d 200 | wii 201 | 0 202 | my $T$ is not letting me go 2 myspace now !!! ugh love myspace !!! talk 2 me in facebook or twitter 203 | ipod 204 | 0 205 | Yikes ! RT Here 's that terrible $T$ women ! OMG ! Sanctuary OMG for sure SGU Sanctuary 206 | sarah palin 207 | -1 208 | Although I wish it was , I do n't think think jelena is a publicity stunt . I WANT HIM TO GET WITH $T$ . OMG . WOULD MAKE MY LIFE . : -RRB- 209 | taylor swift 210 | 1 211 | $T$ and Demi Moore on Human Trafficking : ' No Young Girl Chooses To ... . 212 | ashton kutcher 213 | 0 214 | milkuk | hollywood star supports baby unit : movie actor $T$ visits bath ruh to . . 215 | nicolas cage 216 | 0 217 | $T$ : I look like yes and you look like no . < Really ? Do n't even get me VEXED ! I WILL SMASH My LAPTOP ! LOL 218 | nicki minaj 219 | -1 220 | im bored so im playing animal crossings city folk on the $T$ . i love this game lol . 221 | wii 222 | 1 223 | bored to death with $T$ 224 | britney spears 225 | 0 226 | I love this ! $T$ does n't know what the phone can do , says Adobe | News | TechRadar UK 227 | steve jobs 228 | 0 229 | RIGHT HEREEEE !!!! * waka flock voice * RT BigJamaal : $T$ Where y' all at ? 230 | lakers 231 | -1 232 | `` badd_liqhtskin : $T$ was onn point ; loved it -LSB- : '' 233 | harry potter 234 | 1 235 | ca n't get a motorola droid without paying full retail . will probably be much cheaper to cancel my verizon account and unlock an $T$ . 236 | iphone 237 | 0 238 | $T$ set for more misery in Montevideo : Diego $T$ takes his beleaguered troops to the Estadio Centenar . . 239 | maradona 240 | 0 241 | MSM has not once mentioned Bill Maher 's repulsive characterization of $T$ . Now has been very quiet as Sarah is not a Democrat . 242 | sarah palin 243 | -1 244 | checking out the new $T$ features . like this . 245 | xbox 246 | 1 247 | thank you ! wescky do you have the new $T$ ? what do you think about it ? 248 | kindle 249 | 0 250 | anyone have good advice on whether to purchase games for ps3 or $T$ 360 when both are available ? 251 | xbox 252 | 0 253 | scottygkfan So Deron Williams says '' hate '' about the $T$ . Where is the fallout and uproar over that ? 254 | lakers 255 | -1 256 | i love $T$ . twitterfession 257 | britney spears 258 | 1 259 | what is the best $T$ movie for you ? 260 | harry potter 261 | 0 262 | 3 : $T$ britney fantasy midnight edp perfume spray 263 | britney spears 264 | 0 265 | RT enormego : How is there no '' Do n't sync iPhone-only apps '' option for $T$ ? iTunes insistence on syncing all of my phone apps is FUCK ... 266 | ipad 267 | -1 268 | Hey $T$ , thanks for all these great Labs features on Chromium , but how about '' Create Application Shortcut '' ?! . 269 | google 270 | 1 271 | $T$ Updates : Cutting Latin America Trip Short ; Nobel Peace Prize Under Attack . nobel peace 272 | obama 273 | 0 274 | help me a problem with $T$ ultimate ? : i have an alfa wireless adepdter and its usb awush32h -LRB- something look . . 275 | windows 7 276 | 0 277 | songs of $T$ nowadays are stupid ... non sense things ... it 's all about sex !! geeezzz ... 278 | britney spears 279 | -1 280 | $T$ was awesome ! : D 281 | taylor swift 282 | 1 283 | One thing I hate about being a sports fan is that it hurts every time you realize your team is done ... being a $T$ fan is a buffer lol 284 | lakers 285 | 0 286 | Ardiles backs $T$ for World Cup glory 287 | maradona 288 | 0 289 | im about 2 snap ; like wtf , why does $T$ sucking a penis keeps following me ; like grrrr its like 5 = / 290 | britney spears 291 | -1 292 | LittleMonsterx _ hey I 've had a $T$ day listening to all her songs from my pod up full = amazing ! 293 | lady gaga 294 | 1 295 | bus driver just beeped at incredible idiot skateboarding down mlk blvd on the road with $T$ headphones on . 296 | ipod 297 | 0 298 | . . '' If you wan na make world a better place take a look at yourself then make that change '' - $T$ . -LRB- misses him , real prodigy , great human -RRB- 299 | micheal jackson 300 | 0 301 | on CMO . com : Compelling piece on why $T$ & WSJ should not decide Internet 's future . . 302 | john mccain 303 | -1 304 | news Update US Senate panel to vote on healthcare - President $T$ ' is push for reform of the US healthcare is ... 305 | barack obama 306 | 1 307 | ooc : that $T$ touch stealer will come to justice thanks to the plated engraving on the back . 308 | ipod 309 | 0 310 | Any fans of $T$ out there ? Ginny ? Bonnie ?! Well , '' bonwrightx '' is the real one ! Not '' BonnieWrightx '' so do n't be fooled ! 311 | harry potter 312 | 0 313 | it 's official : $T$ was such a bad president that you can win the nobel peace prize just by not being him . fb 314 | george bush 315 | -1 316 | aww , it 's okay ... you have a $T$ . :d that 's good already . :-RRB- -RRB- 317 | psp 318 | 1 319 | yes he does ! it paid for his liver ! - '' $T$ does n't know what the phone can do '' 320 | steve jobs 321 | 0 322 | Did $T$ deserve the Nobel peace prize ? : This week it was announced that the American president had won . . 323 | barack obama 324 | 0 325 | Even more so than $T$ being racist in her video - it chills me to the bone when she makes fun of people for being '' poor . '' She sucks . 326 | paris hilton 327 | -1 328 | sorry but i had it with $T$ , its old fashion what she does , come with a new are ... -LRB- YouTube . -RRB- 329 | gaga 330 | 1 331 | $T$ , Michael Jackson , Akon : What Happens When Gigs Go Bad : $T$ 's earned a reputation for delivering ... . 332 | lady gaga 333 | 0 334 | totally managed to kill the right side of the audio on my $T$ :-LRB- killed the left one on the old $T$ ... yes im an apple product killer ! 335 | ipod 336 | 0 337 | net zo bad als $T$ ' s bad . 338 | micheal jackson 339 | -1 340 | i agree !!! super strenuous ... machiam like watching $T$ movie ... SUPER LOOOONG ! 341 | harry potter 342 | 1 343 | you 're trying to pee & $T$ is echoing off the cubicle walls ... but you do n't hate it like you know you should . y/n . 344 | britney spears 345 | 0 346 | losing my religion for equality , by $T$ - 347 | jimmy carter 348 | 0 349 | $T$ fans act like she has cancer or something . Dang people , StayStrongDemiLovato ... Really ? Poor depressed rich pop star : ' -LRB- 350 | demi lovato 351 | -1 352 | merrier the more ! triple fun that way amandabynes '' 3 '' - $T$ :-RRB- yeessss graaccyyyyyyyy ! i miss you !!! 353 | britney spears 354 | 1 355 | is the $T$ : > bossy in good 356 | lindsay lohan 357 | 0 358 | second round of the $T$ install . looks like x64 is not supporting our apps like i hoped . $T$ x86 here i come . 359 | windows 7 360 | 0 361 | i hate $T$ . there , i just qualified for a nobel peace prize ! woohoo ! morons . tcot 362 | george bush 363 | -1 364 | surprised with this weeks $T$ game releases - rock band lego : -RRB- 365 | wii 366 | 1 367 | $T$ Pranks Willow SmithCheck out this video on YouTube : . 368 | justin bieber 369 | 0 370 | $T$ ' s genius lips !!! - sexy stepfather & gossip girl ... : please rate/comm . . 371 | lindsay lohan 372 | 0 373 | $T$ face is annoying !!!!!!!! Smh 374 | nick cannon 375 | -1 376 | imagine me : i want you be '' Cedric Diggory '' on $T$ jailbait justin : lol . . you love $T$ right ? me : yes ! lol 377 | harry potter 378 | 1 379 | this max records is adorable ! i 'll be so sad when he wears ed hardy shirts , goes to rehab and starts banging $T$ . 380 | lindsay lohan 381 | 0 382 | beginning the great $T$ experiment ... wish me luck . although i 'm not sure if i want it to be good or not . 383 | kindle 384 | 0 385 | lost everyone phone damn $T$ updates ! please text me first n last names to 7076957463 386 | iphone 387 | -1 388 | i love you $T$ but i do not like your new song : / * changes channel 389 | britney spears 390 | 1 391 | Thank you , Secretary of State $T$ , for helping us resolve the feud ! = -LRB- via ButtercupD -RRB- 392 | hillary clinton 393 | 0 394 | rt Is $T$ Really Serious about Politics . -LRB- And if she is , she needs some better advisers . -RRB- I blog : 395 | sarah palin 396 | 0 397 | $T$ microsoft customer support is fucking garbage ! i will be buying playstation for my next console for sure . 398 | xbox 399 | -1 400 | watching a $T$ concert , they are really cool , and she sings awesome in live : -RRB- 401 | madonna 402 | 1 403 | not done so well in the music round . n.b circus by $T$ is not x factor 404 | britney spears 405 | 0 406 | excellent idea . i 'm gon na be like the $T$ of socks . 407 | steve jobs 408 | 0 409 | jimgeraghty : Inspired by EdMorrissey : Thank goodness we did n't elect $T$ . He might have actually closed Gitmo . 410 | john mccain 411 | -1 412 | daniel radcliffe is super adorable . he is great on $T$ right now . 413 | jimmy fallon 414 | 1 415 | Simply_Brianah _ Hayley_G Europe ... Do n't ask how I know . . LoL . RT LaLaLaLove_Jas : Where 's $T$ ??? . 416 | lady gaga 417 | 0 418 | Hillary has no desire to rule the White House : US Secretary of State $T$ says that she would not co . . 419 | hillary clinton 420 | 0 421 | just saw those annoying twins do $T$ on the x factors ... so so painful , it 's like watching a car crash ! 422 | britney spears 423 | -1 424 | Just discovered the $T$ Scholar search feature . A great tool & quick way to find scholarly articles for research papers $T$ 425 | google 426 | 1 427 | checking out the new $T$ minis that came out last week -- the mahjong game is n't bad . pretty slick . 428 | psp 429 | 0 430 | At first glance I thought you said $T$ would sleep well tonight ! Phils win ! Harry Reese will sleep sound tonight . 431 | harry potter 432 | 0 433 | $T$ is like a GITMO detainee : We do n't want to keep her , but we ca n't find anyone willing to take her . 434 | sarah palin 435 | -1 436 | I want Miley Cyrus 's hair , Taylor Swift 's voice , Jasmine V 's smile , Ariana Grande 's eyes , but most of all I want $T$ 's boyfriend . 437 | selena gomez 438 | 1 439 | $T$ , Rihanna , nikki Minaj to Release Japan Aid Album !! . 440 | justin bieber 441 | 0 442 | Forbes.com Watch video that suggest how to present like good pal $T$ : 443 | steve jobs 444 | 0 445 | Last Kiss By $T$ Is Like The Saddest Song I 've Ever Heard : -LSB- 446 | taylor swift 447 | -1 448 | thank you corwinhoover for coming through with a $T$ invite ! ca n't wait for google to kick out the mail ! 449 | google wave 450 | 1 451 | Happiness is amazing $T$ remasters . Next Do n't Stop Moving is a Madge special , 14 November , facebook event hurr : 452 | madonna 453 | 0 454 | my boyfriend does n't believe i married $T$ stunning ! so , would you like to ? 455 | lindsay lohan 456 | 0 457 | She gone say if this bitch $T$ do n't just sell perfume and sit down somewhere she silly man lol 458 | paris hilton 459 | -1 460 | is there a song with Ginuwine and $T$ in it ? because if there was , it would probably sound really good ... 461 | mariah carey 462 | 1 463 | heaven must be missing an angel ... and that angel happens to be $T$ . we want the old lindsay , not that trainwreck one , back . 464 | lindsay lohan 465 | 0 466 | $T$ - monster -LRB- new 2009 -RRB- 467 | britney spears 468 | 0 469 | '' I got that good good , i ` m $T$ bad , he attracted to my attractive ass !! '' : -RRB- 470 | micheal jackson 471 | -1 472 | SimplySmileXO : I love your $T$ tweet !!!!! : D 473 | lady gaga 474 | 1 475 | $T$ tweets her heartbreak about girlfriend samantha ronson : new york daily news by joe dziemianowicz . . 476 | lindsay lohan 477 | 0 478 | * nods slowly * and i would not blame you . of course , i suppose it could be worse . he could be singing $T$ songs . 479 | britney spears 480 | 0 481 | $T$ is an annoying little FUCK who should be deported and never allowed to return to America rustyrockets 482 | russell brand 483 | -1 484 | Watching $T$ with Goldie Hawn regarding happiness should be interesting 485 | oprah 486 | 1 487 | sorry to inform you mason but i just ate your $T$ disk ... so it now going to take even longer ! 488 | windows 7 489 | 0 490 | You notice how gag and $T$ deleted tweets not knowing what happened last night ? They do n't really care . 491 | paris hilton 492 | 0 493 | trscoop I search for Snidely Whiplash and get that . Whatever new algorithm $T$ is using certainly turns up weird results . 494 | google 495 | -1 496 | i have just found this awesome application for my $T$ which i am now totally addicted to !! seriously night tweeters :-RRB- :-RRB- : -RRB- 497 | iphone 498 | 1 499 | riovegas anxious to begin setting up my new dell studio desktop pre-loaded with $T$ . 500 | windows 7 501 | 0 502 | coloquem oh ' making the video ' de $T$ - toxic , pra concorrer no ' minha mtv ' , por favor 503 | britney spears 504 | 0 505 | n $T$ sucking penis i see her following you 2 ... so we got each other now bruuuh ! your approved your kinda funny aaaawww : - -RRB- 506 | britney spears 507 | -1 508 | no school today . ha . now im just jamming to $T$ . ugh , i love her . her musics legitimate , better than madonna ! muhaha 509 | britney spears 510 | 1 511 | I Cant Wait for $T$ and the half blood prince to come out on dvd december 7th !!! 512 | harry potter 513 | 0 514 | better now . with in town watching that mjackson movie . i have $T$ bluray and television all to myself . oh . what to do first ? 515 | wii 516 | 0 517 | all this moving , i 'll be dropping pounds like how $T$ drops babies ... : p 518 | britney spears 519 | -1 520 | setting up internet on $T$ -LRB- : it better work lol 521 | psp 522 | 1 523 | eliminate professional , a first person online shooter for the $T$ is now out , and its free . on top of that it got great reviews ! 524 | iphone 525 | 0 526 | np $T$ - One less Lonely Girl 527 | justin bieber 528 | 0 529 | $T$ looks like she is 59 years old and has been rode hard and put away wet . meth face much ? 530 | lindsay lohan 531 | -1 532 | '' three '' is the new song by $T$ and i love it ! 533 | britney spears 534 | 1 535 | Test out an Apple $T$ or Amazon Kindle & Keep it for Free at quick7dollars.com RT purplelover04 RT ZAGGdaily ... 536 | ipad 537 | 0 538 | who is this and what did she do with the cute $T$ from ' the parent trap ' ? 539 | lindsay lohan 540 | 0 541 | ha yeh $T$ ? never thought of him like that but yeh i see where you 're coming from ! 542 | barack obama 543 | -1 544 | lawl i love how pc thinks that $T$ is so revolutionary when mac has been doing the same thing for years 545 | windows 7 546 | 1 547 | The homie Trey is hustlin bacwards ... $T$ would never start an Apple trending topic ... any pub is good pub 548 | bill gates 549 | 0 550 | repair tool screwdriver computer pc laptop box $T$ gps please move mouse on a photo on the left to view full size . 551 | psp 552 | 0 553 | $T$ And The Wisdom Of The Ages Have Clashed , And God Has Won . 554 | barack obama 555 | -1 556 | victoria secret show 2010 , a to the amazing . Love that '' Game On '' $T$ remix music section . 557 | lady gaga 558 | 1 559 | yooooo ! listening 2 my damn $T$ making me wan na go 2 a damn club . maybe this fri or sat ! 560 | ipod 561 | 0 562 | wow im actually using all 3 usb ports on my $T$ 360 . one for my controller charger one for my turtle beaches and last my wireless adapter . 563 | xbox 564 | 0 565 | seriously what the hell did $T$ do to her lips ? she look like a freaking duck ! 566 | lindsay lohan 567 | -1 568 | new moon is coming out in like a month or sooo !! aaaaaaaaaaaaaahhhhhhhhhhhhhhhhhh !! $T$ dvd out soon 22 !!! aaaaaaaaaaaaaahhhhhhhh 569 | harry potter 570 | 1 571 | i had lost wifi when i updated to blacksn0w and 05.11 . i just reset my network settings and restarted my $T$ . fixed problem 572 | iphone 573 | 0 574 | $T$ monster product by danjahandz just added at 575 | britney spears 576 | 0 577 | noobus Turns out $T$ is actually pretty funny . 578 | snoop dogg 579 | -1 580 | has halloween all put away and fall decor up ! loving my new $T$ . 581 | psp 582 | 1 583 | yeah ! then kaileyearly could be like $T$ , and we all know britney is her idol 584 | britney spears 585 | 0 586 | for sale apple $T$ 3gs 32gb , nokia n900 , nokia n97 , blackberry curve : welcome to nani mobiles limitedhello b . . 587 | iphone 588 | 0 589 | the modern warfare 2 special edition $T$ comes with a 250 gb hard drive . holy shit . 590 | xbox 591 | -1 592 | waiting for mike to break out his boots and spandex , rip his shirt off , and sing $T$ already . 593 | katy perry 594 | 1 595 | The campaign to unseat $T$ from her 1 best selling perch begins . Dan Brown fans sound off at HuffingtonPost : 596 | sarah palin 597 | 0 598 | Resolved Question : Do the Republican , candidiates John McCain and $T$ support the $ 700 Billi ... 599 | sarah palin 600 | 0 601 | all the toothpaste factories blow up ? making the air fresh , or did $T$ blow someone a kiss ? problem . $T$ . 602 | britney spears 603 | -1 604 | $T$ was more worthy of a nobel peace prize . he did try to make the world a better place . 605 | george bush 606 | 1 607 | $T$ Wins Nobel Prize For Golf | Cracked.com : Yesterday morning , beloved Nike shill $T$ was awarded . . 608 | tiger woods 609 | 0 610 | $T$ rallies doctors on healthcare reform ahead of Senate vote ; Arm twisting The Chicago Way -LRB- have your legs broke -RRB- HCR 611 | barack obama 612 | 0 613 | Sammy Hagar claims an alien abducted him . But everybody knows $T$ never abducts anyone . joedoesntevenknowhesvicepresidentyet 614 | joe biden 615 | -1 616 | notice that he cobbled together his a/v equipment on $T$ ? it is a pretty nice os . -LRB- nr 's link : 617 | windows 7 618 | 1 619 | ' The Wizarding World Of $T$ ' Theme Park : FanBolt . Com This park might just be the closest '' mug . . 620 | harry potter 621 | 0 622 | getting to follow your celebrity life , i do n't even miss $T$ on twitter . 623 | britney spears 624 | 0 625 | Kyle Korver does not look like no damn $T$ ... who told that lie 626 | ashton kutcher 627 | -1 628 | I liked a YouTube video -- Ian Carey ft . $T$ & Bobby Anthony - Last Night -LRB- office ... . 629 | snoop dogg 630 | 1 631 | $T$ 's War on the Middle Class : $T$ acts like a political general in the class war -- the war of the government ... . 632 | obama 633 | 0 634 | four year strong - love song -LRB- $T$ cover -RRB- np 635 | sara bareilles 636 | 0 637 | if you want to arm yourself , try talking to an iranian about what $T$ and his dangerous lib view did to iran tcot 638 | jimmy carter 639 | -1 640 | $T$ Please follow me diva ? , you are amazing $T$ , i love you ♥ Follow me please * -- * 14 641 | lady gaga 642 | 1 643 | i call you an ironic $T$ fan von bourbon ! well ... i do hope it 's ironic at any rate . 644 | britney spears 645 | 0 646 | This is kinda awesome :-RRB- The Ultimate $T$ Installation : Kitchen Cabinet Integration - . via pcm73 647 | ipad 648 | 0 649 | $T$ = i just do n't find her sexy . she made this movie less interesting . . . although i love '' ps i love you '' 650 | hilary swank 651 | -1 652 | I don care what nebody says , i love $T$ ahah 653 | harry potter 654 | 1 655 | $T$ ' 2005 Stanford Commencement Address ; very insightful - 656 | steve jobs 657 | 0 658 | So the dem fight terrorism do they ? -- $T$ : Taliban can be involved in Afghanistan future 659 | barack obama 660 | 0 661 | It sounds like there may be a replacement for $T$ on '' Two and a Half Men . '' What do you think ? . 662 | charlie sheen 663 | -1 664 | LMFAO I FUCKING LOVE BELIEBERS . I went on omegle and said ' swag ' and now I 'm jaden smith talking to $T$ . LMFAO 665 | justin bieber 666 | 1 667 | Still learning from Pops . . Who he is and what he 's done ! Life is about relationships . $T$ is STILL makin $ because of who she 's around ! 668 | madonna 669 | 0 670 | $T$ ' cousin encouraged me to take a camel from Microsoft . It 's cute and sitting on my table . 671 | bill gates 672 | 0 673 | AZTeamsAllDay RT connerysteph RT if you are $T$ 674 | lakers 675 | -1 676 | i love $T$ , and from there ? 677 | britney spears 678 | 1 679 | `` kevinrose : Only brought my $T$ on the trip , the lack of multitasking sucks at first but kinda forces you to be more mindful/zen . '' hmm . . 680 | ipad 681 | 0 682 | ICON THURSDAY - If you missed last week , enough said !!! Get yeah ass there early $T$ Atown_Finesse -LRB- continued -RRB- . 683 | arod 684 | 0 685 | omg you suck , uh , f $T$ , marry jdepp , and kill clooney lmfao i am horrible 686 | nicolas cage 687 | -1 688 | $T$ - The reservoir of self-contained confidence : Mahendra Singh Dhoni speaks with a peculiar kind of hones ... . 689 | ms dhoni 690 | 1 691 | just got hold of an $T$ . . it will be fun learning how to use it on the bus trip to canberra this monday 692 | ipod 693 | 0 694 | them looks like a sorcecorress . okay $T$ , okay 695 | harry potter 696 | 0 697 | Fuck the $T$ I 'm A TeamBrownskin Fan All The Way ; - -RRB- 698 | lakers 699 | -1 700 | No scientific evidence supports multiple sets being better at building muscle , yet the $T$ Workout prevails . Why ? 701 | arnold schwarzenegger 702 | 1 703 | '' What did you say read like $T$ ? -- Aristotle ? '' 704 | harry potter 705 | 0 706 | my vista-laptop has entered a stage of total unresponsiveness . i hope $T$ truly is faster and less likely to slow down in use . 707 | windows 7 708 | 0 709 | $T$ é a bitch eterna . 710 | lindsay lohan 711 | -1 712 | '' living in sin is the new thing . . '' ahahahhahhhhh i love $T$ !!!!! sorry ya 'll i had to 713 | britney spears 714 | 1 715 | $T$ : ' I do n't feel like a superstar ' : By Kate Goodacre , News Subeditor $T$ has revealed that she sti ... . 716 | lady gaga 717 | 0 718 | John Ransom : Tax Congress ! : $T$ , Nancy Pelosi and Harry Reid want you to know that the rich are out of ... . 719 | barack obama 720 | 0 721 | Weird Al Gets The Go-Ahead From Lady gag For Parody : -LRB- RTTNews -RRB- - It looks like $T$ will be able t ... . 722 | weird al yankovic 723 | -1 724 | thanks for the follow ! it 's nice to see others using $T$ , it 's such a neat collaboration tool , what are you using it for ? 725 | google wave 726 | 1 727 | $T$ Secret Third Girlfriend Megan Levant ? : $T$ reportedly has a secret third girlfriend who ... . 728 | charlie sheen 729 | 0 730 | star : $T$ hits rock bottom , is `` obituary waiting to happen '' 731 | lindsay lohan 732 | 0 733 | Got ta Light Skin Friend Look Like $T$ Got ta Dark Skin friend look like $T$ . . LMfao im crying off that RIP MJ though 734 | micheal jackson 735 | -1 736 | Fuck me $T$ was so good last night !! 737 | katy perry 738 | 1 739 | Love 4.2 on my $T$ , but not sold on the silent switch . I preferred it as a orientation lock . 740 | ipad 741 | 0 742 | i don wan na dream about all the things that never work ... out from under - $T$ 743 | britney spears 744 | 0 745 | $T$ is more gaga than she is a lady . 746 | lady gaga 747 | -1 748 | $T$ Crafts Peg Stamp Starter Kit : $T$ Crafts Peg Stamp Starter Kit Create elegant wreaths ... . 749 | martha stewart 750 | 1 751 | reminds me of the $T$ with little felix video 1989 , you can sweep our chimneys for real authenticity 752 | madonna 753 | 0 754 | '' Levi Johnston , father of $T$ ' s grandson , to pose nude for Playgirl '' ... as if this farce ca n't get more crazy 755 | sarah palin 756 | 0 757 | $T$ your fucking annoying 758 | charlie sheen 759 | -1 760 | RobKardashian Since you live in LA you must be $T$ fan ... Love the $T$ ... Go $T$ . . please do n't say the Kings or Clippers 761 | lakers 762 | 1 763 | top rated today : $T$ ' s genius lips !!! - sexy stepfather & gossip girl threesome xoxo : . . 764 | lindsay lohan 765 | 0 766 | lol do you like beautiful life of $T$ ??? 767 | lindsay lohan 768 | 0 769 | $T$ '' the war president '' barack obama '' the peace president '' ☺ . 770 | george bush 771 | -1 772 | Her smile , Her laugh , Her hair , Her chin , Her personality , Her voice , everything about her ! Yeah ! I love her ! $T$ ♥ 773 | demi lovato 774 | 1 775 | Interesting ! How to present like $T$ 776 | steve jobs 777 | 0 778 | $T$ is meandering on a beach : the blemish by the blemish , 8:46 am on oct 19 , 2009 , 0 comments here & 3 . . 779 | britney spears 780 | 0 781 | ooc : * gags * no offense . . but i hate $T$ . . so i would rather gargle battery acid then do a music video to that . . 782 | britney spears 783 | -1 784 | wow ! i love it ! < 3 my $T$ 2010 calendar has arrived ! look >> > 785 | britney spears 786 | 1 787 | On $T$ ' s book '' Going Rogue '' is that like going commando ? nounderwear 788 | sarah palin 789 | 0 790 | $T$ news $T$ upgrade workaround a ' hack ' ? - redmond channel partner : new zealand hera . . 791 | windows 7 792 | 0 793 | He said '' She got that GOOD GOOD ` , She $T$ BAD ` , & & I ` m attracted to her , With her attractive ass ! '' = D 794 | micheal jackson 795 | -1 796 | $T$ is the best yeah !! < 3 797 | lindsay lohan 798 | 1 799 | watching $T$ 1 ! omg , he looks so young and adorable compared to now . now hes just old and grody :P getting dressed to do something , ily ! < 3 800 | harry potter 801 | 0 802 | rt make sure your inthe loop read about , kanye , lady gag , $T$ , swine flu , obama , fashion , food , twi . . 803 | britney spears 804 | 0 805 | Dudley Moore as Arthur is on . I wonder how $T$ will do with his version . The former did not interest me much , I wonder ... 806 | russell brand 807 | -1 808 | I ca n't get my $T$ on if y' all not voting duh I 'm talking about WINNING so help me start WINNING by y' all voting show support 809 | charlie sheen 810 | 1 811 | pretty good demo of how $T$ is likely to change the way we communicate and work ... 812 | google wave 813 | 0 814 | Had no idea , what a brave lady ! Maggie Smith continues to film $T$ , fighting breast cancer 815 | harry potter 816 | 0 817 | fuck you $T$ , madonna is the best performance EVER ... 818 | micheal jackson 819 | -1 820 | freaky friday on television reminding me to think wtf happened to $T$ , she was such a terrific actress , + my huge crush on haley hudson . 821 | lindsay lohan 822 | 1 823 | the singles collection : edition details - $T$ : learn all about the track listings and bonus features . . 824 | britney spears 825 | 0 826 | musicmonday best $T$ cover ... ever . oops i did it again . 827 | britney spears 828 | 0 829 | $T$ time suckah !! 830 | harry potter 831 | -1 832 | rocking out on the bus . i love my $T$ . 833 | ipod 834 | 1 835 | : Obama winning the Nobel Peace Prize is like $T$ winning the Nobel Prize for Literature . 836 | sarah palin 837 | 0 838 | did microsoft steal code for a $T$ utility ? 839 | windows 7 840 | 0 841 | i 'm sick of these fake $T$ giving head video icons and pornstars following me . . they need 2 get me in the porn industry asap lol 842 | britney spears 843 | -1 844 | $T$ 47 , is all over the news because he 's a celebrity drug addict . While Andrew Wilfahrt 31 , Brian -LRB- continued -RRB- . 845 | charlie sheen 846 | 1 847 | freshening up the $T$ . . who 's got suggestions for some good beats ? music 848 | ipod 849 | 0 850 | i like winamp , but since getting my $T$ touch i use itunes . and it 's growing on me . 851 | ipod 852 | 0 853 | Elizabeth Taylor \ 's Last Tweets : DameElizabeth on Love , Death and $T$ . via forbes 854 | kim kardashian 855 | -1 856 | watching $T$ and relaxing trying to ignore my bed calling xx 857 | harry potter 858 | 1 859 | kai reply $T$ cha itka fan aahes . . gmail war pan hyach id ni yetos 860 | harry potter 861 | 0 862 | Kinesio Tape , worn by other top sports stars like David Beckham , Ashley Cole and $T$ , closely supports ... . 863 | serena williams 864 | 0 865 | simon cowell goes $T$ on our asses - misunderestimated ? and how the hell does he look that good at 50 ? xfactor 866 | george bush 867 | -1 868 | i hope the songs of $T$ will be good just like right now the next 20 years ! delayedtweets 869 | britney spears 870 | 1 871 | best $T$ jazz cover ever ? you decide 872 | britney spears 873 | 0 874 | you have been invited to $T$ . hopefully it will get there in the next few days . 875 | google wave 876 | 0 877 | RachelMTwat Apple Survey - Are Apple products any good ? $T$ sucks ? mac . 878 | ipad 879 | -1 880 | been playing with $T$ a bit , i must say i 'm not disappointed yet . though i 've seen some nifty os x like ui design along the way . . 881 | windows 7 882 | 1 883 | Love your job just like Dan : . Come to palantirtech 's talk tonight , 6p in 2405 . $T$ and Del 's in addition to job-love . 884 | ipad 885 | 0 886 | - Come on , don even pretend the guy in the middle doesnt look like $T$ . And look at his last name ! Wha ... 887 | tiger woods 888 | 0 889 | everytime we think $T$ hits rock bottom , she goes lower . . bitch ca n't ever bounce back ... 890 | lindsay lohan 891 | -1 892 | If Justin Bieber , $T$ or Cody Simpson do n't follow you . Do n't worry , i help us -LRB- MUST following >> TheBieberBear !!! 893 | demi lovato 894 | 1 895 | a judge has extended $T$ ' s probation on drunken driving and other criminal charges for one more year , . . 896 | lindsay lohan 897 | 0 898 | Taking debating advice from Dan Quayle ? Or $T$ ? Also . tcot sgp 899 | sarah palin 900 | 0 901 | $T$ is not essay music . Her album has made me unbelievably unproductive . 902 | britney spears 903 | -1 904 | I just took '' 15 and Pregnant - A $T$ Love Story -LCB- ALL ... '' and got : part :-RRB- What Did We Do Last Night ?! Try it : . 905 | justin bieber 906 | 1 907 | Woods , Stricker prove a perfect pairing : Will $T$ or Steve Stricker make it three in 2009 ? Below is Tiger & . . 908 | tiger woods 909 | 0 910 | DevinEbanks3 you played great tonight keep it up Devin get that Ring $T$ 911 | lakers 912 | 0 913 | I wish my black ass would thought up writing those damn $T$ books . that chick mega rich of that bullshit . 914 | harry potter 915 | -1 916 | I love $T$ because he is perfect and is my inspiration believer forever ! I have a fever Bieber ! ¡ ! ¡ ! ¡ 917 | justin 918 | 1 919 | page 12 of comedy videos . will ferrell as $T$ , trunk monkey , and some hilarious pranks 920 | george bush 921 | 0 922 | nowplaying ♪ '' You Do n't Have To Say You Love '' by Dusty Springfield ♪ Oldies iPhone4 or $T$ iTwines followmejp . 923 | ipad 924 | 0 925 | I hate $T$ . Dobby died and if fred and george die i will have no reason to watch those stupid movies and e more . 926 | harry potter 927 | -1 928 | Q - what is the first reaction if you mention $T$ ? A - I would smile , and hug him < 3 - Kylie . 929 | justin bieber 930 | 1 931 | downloading $T$ discography for ang , i think it 's funny enough to tweet : -RRB- 932 | britney spears 933 | 0 934 | ' Hes like what ? 15 and shes like 72 ' Zippy earlier today on the topic of Jesus Luz and $T$ while filming the Jess and Zippy Show ... 935 | madonna 936 | 0 937 | fun ! thinking i should have waited for one , i 'm having a lot of problems with my $T$ : -LRB- 938 | iphone 939 | -1 940 | $T$ Please follow me diva ? , you are amazing $T$ , i love you ♥ Follow me please * -- * 7 941 | lady gaga 942 | 1 943 | hp udh 100persen . $T$ udh siap . kipas sate jg udh siap . lets turn off the light pak pln ! ayem redi ! 944 | psp 945 | 0 946 | verizon positioning their ads to respect the $T$ but throw daggers at at & t . this has steve jobs all over it 947 | iphone 948 | 0 949 | $T$ debuts no . 1 on the billboard hot 100 with her worst song ever . ugh . 950 | britney spears 951 | -1 952 | : ha , no sorry mal . My loves right now are . rain , $T$ , and the holiday reason 953 | harry potter 954 | 1 955 | gon na either play team slayer , or lone wolf , left 4 dead 2 releases for the $T$ 360 on november 17 , 2009 . 956 | xbox 957 | 0 958 | Obama rules out ' land invasion ' in Libya : President $T$ Wednesday categorically ruled out a land invasi ... . 959 | barack obama 960 | 0 961 | Just scribbled 27 sides of pure bullshit in a two and a half hour exam . My right arm looks like one of $T$ ' is . 962 | madonna 963 | -1 964 | first song i listened to on my 15th birthday was ' Fifteen ' by $T$ < 3 taylorswift13 965 | taylor swift 966 | 1 967 | If you have n't heard $T$ ' s new song '' This Is It '' , Its AMAZING ! Go gold with retrorewind , it 's on demand . 968 | micheal jackson 969 | 0 970 | $T$ - never fucking fails :-RRB- . 971 | lady gaga 972 | 0 973 | $T$ touch has no freaking space left . wtf . 16gb . full . fuck . and i just wanted to add one new song : new fang by them crooked vultures . 974 | ipod 975 | -1 976 | new $T$ zelda game on the horizon . good times ! 977 | wii 978 | 1 979 | Healthcare reform bill approved by US Senate panel : There has been a major boost to US President $T$ ' is . . 980 | barack obama 981 | 0 982 | i favorited a youtube video -- f1 rocks ! part 3 $T$ introduces no doubt - do n't speak 983 | lindsay lohan 984 | 0 985 | Tryna get a wawa not a $T$ . 986 | lady gaga 987 | -1 988 | i fixed my $T$ because i 'm feckin awesome like that ! 989 | kindle 990 | 1 991 | '' $T$ , in her own odd vernacular , is incredibly sort of quotable and eloquent , in her own Palinesque way . '' : 992 | sarah palin 993 | 0 994 | hello , is anybody there , any brains left , guess $T$ is obamas adviser in his watch he lost nicaragua and iran now honduras y mexico 995 | jimmy carter 996 | 0 997 | who told $T$ it was okay to dance like that in those covergirl commercials ? because that 's a pretty funny joke ... notafan 998 | taylor swift 999 | -1 1000 | okay i have 2 admit that '' 3 '' by $T$ - is kinda hot - catchy - after listening 2 it on repeat - it sticks in your head - go britney 1001 | britney spears 1002 | 1 1003 | yarby I do n't use it much . I default to $T$ . But I 'm definitely going to play around with it . I 'd love to know how many people use Bing 1004 | google 1005 | 0 1006 | living in sin is the new thing yeaaaaaaaah ! -LRB- $T$ - 3 -RRB- musicmonday 1007 | britney spears 1008 | 0 1009 | Breaking : No Fly Zone expanded to all of Mid-East . This is in effort to keep $T$ from returning to the United States . 1010 | sarah palin 1011 | -1 1012 | $T$ sings what girls wan na do , Taylor swift sings what a girl wants to say , and Bruno Mars sings what a girl wants to hear ... insane 1013 | katy perry 1014 | 1 1015 | RT CantBTamed : dear world , justin bieber and $T$ are not the only fucking people on this planet that deserve awards . 1016 | lady gaga 1017 | 0 1018 | musicmonday $T$ - and then we kiss -LSB- junkie xl remix -RSB- from the album '' b in the mix : the mixes '' 1019 | britney spears 1020 | 0 1021 | are you trynaa die on twitter > __ < RT DMULAbabyy Fuck the $T$ ! Just thought I should add that ! 1022 | lakers 1023 | -1 1024 | $T$ performs this Sunday at Bill Graham Civic ' - sfhaps : fuck yeah I will . . 1025 | britney spears 1026 | 1 1027 | $T$ is selling another castle ! | celebrity rumors : : feed ... : maybe he should be a real e . . 1028 | nicolas cage 1029 | 0 1030 | seriously , the only two girls i would turn lesbian for are . . megan fox & $T$ ; -RSB- 1031 | britney spears 1032 | 0 1033 | $T$ when she went crazy and attacked the paparrazzi 's car : -RRB- 1034 | britney spears 1035 | -1 1036 | lately we 've been playing easports fifa soccer and tennis rockonmommies what game do you guys play ? love the $T$ 1037 | wii 1038 | 1 1039 | isayhello english -- german : the talking travel dictionary for phone or $T$ touch brings in the real fun . . 1040 | ipod 1041 | 0 1042 | $T$ as a torrent downloads 1043 | psp 1044 | 0 1045 | 18 -RRB- Taylor Swift , $T$ , Kristen Stewart , Justin Bieber and Demi Lovato annoy me . 100FactsAboutMe 1046 | miley cyrus 1047 | -1 1048 | my love for $T$ due to movies like iron jawed angels & freedom writers makes me really want to see it . plus , i hear its amazing . 1049 | hilary swank 1050 | 1 1051 | Coldsteps . Soldier boy ca n't cook like m , $T$ ca n't cook like me ! 1052 | micheal jackson 1053 | 0 1054 | freaky friday is worth it if not for anything but jamie lee curtis ' impression of $T$ ' s facial expressions . perfect . 1055 | lindsay lohan 1056 | 0 1057 | Spring break impression check-list . Tom Delonge : Check ! Rivers Cuomo : Not that bad . Gerard Way : Could be worse . $T$ : Not even close . 1058 | lady gaga 1059 | -1 1060 | finally managed to get safari working properly on $T$ - yipee !!! : - -RRB- 1061 | windows 7 1062 | 1 1063 | black republicans say 2010 will be their year : -- quote -- when former president $T$ said racism was . . 1064 | jimmy carter 1065 | 0 1066 | i know , but it plays so much i 'm sick of it . and there 's like 4500 + songs on my $T$ , so i make lots of playlists 1067 | ipod 1068 | 0 1069 | GlobeGaryDzen I guess they 're acceptable . I just hate when teams are setting up on offense and $T$ is playing . 1070 | lady gaga 1071 | -1 1072 | Listening to the new $T$ album . She 's back ! 1073 | britney 1074 | 1 1075 | Can you tell $T$ from Bill Gates ? -- -LRB- I could have done better than 60 % -- fun quiz ! -RRB- 1076 | steve jobs 1077 | 0 1078 | Lady gag was awesome on SNL - $T$ was stiff as usual - love them both though 1079 | madonna 1080 | 0 1081 | sexual tension between $T$ & cookie monster really should not exist . 1082 | martha stewart 1083 | -1 1084 | Ah , I love $T$ < 3 1085 | john mayer 1086 | 1 1087 | thanks 4 haven me ; -RCB- ... ! itz always love when I come through . . I love your profile picture ! . Is that on $T$ ' is booklet ? 1088 | madonna 1089 | 0 1090 | i hate that i have n't had time for zbrush in the past two days ... we need zspheres on the $T$ so i can still sculpt on the go . 1091 | iphone 1092 | 0 1093 | Please , no $T$ jokes . That one is too tired . It 's the lie that wo n't lie . heneversaidit GOP p2 1094 | al gore 1095 | -1 1096 | Miley Cyrus , I want your hair . $T$ , I want your smile . Demi Lovato , I want your voice . 1097 | taylor swift 1098 | 1 1099 | If you are from Argentina do you considering it a good or bad thing that Diego $T$ is threatening to quit ? 1100 | maradona 1101 | 0 1102 | pain ? i thought they were supposed to fix you . i 'm suing $T$ . 1103 | harry potter 1104 | 0 1105 | why is $T$ blowjob following me on twitter ? sometimes its best to not ask questions 1106 | britney spears 1107 | -1 1108 | < 3 the new single of $T$ is , 3 , and is excellent very hottie 1109 | britney spears 1110 | 1 1111 | The Classic Mixtape !!!!!! MashUp , Bmore and 80 's feat MJ , Prince , lionel richie , $T$ usw ! ... 1112 | madonna 1113 | 0 1114 | wow it 's clear that the colors on droid phones are horrible in comparison to the $T$ 3gs 1115 | iphone 1116 | 0 1117 | Ew , disgusting - I found a $T$ suck big balls book in my room ! 1118 | harry potter 1119 | -1 1120 | watching parent trap ... quite possibly $T$ ' s best work '' yeah i thought mean girls was good too ! 1121 | lindsay lohan 1122 | 1 1123 | Secretary of State $T$ stats she will not run for president . I really do n't blame her , it 's very stressful . -LCB- We 'll C 1124 | hillary clinton 1125 | 0 1126 | it was a skit and $T$ missed her cue so that threw off gag ... it was very awkward 1127 | madonna 1128 | 0 1129 | i 'm begging . if anyone has a $T$ invite , please stick it deep in your own ass while i destroy everything you live for ... thanks . 1130 | google wave 1131 | -1 1132 | Late night I got so $T$ 'd i triedtelling a story some bitch Kayne West me so Chris brown her . . 1133 | charlie sheen 1134 | 1 1135 | honestly you like a combination between $T$ and oprah , i think im going to call you '' moprah '' 1136 | martha stewart 1137 | 0 1138 | Woods ensures victory for Americans : $T$ delivered the clinching point on Sunday as the United States w . . 1139 | tiger woods 1140 | 0 1141 | $T$ just like basketball wives . . would n't be shit w/o the people she fucking ! fact 1142 | nicki minaj 1143 | -1 1144 | for like your $T$ 1145 | ipod 1146 | 1 1147 | OH MY FUCKING GOSH ARE YOU FUCKING KIDDING ME ?! $T$ GAME WHILE I HAVE PRACTICE . FUCK MY LIFE . 1148 | lakers 1149 | 0 1150 | my kitten is allergic to $T$ , well her fantasy perfume anyways 1151 | britney spears 1152 | 0 1153 | xGotMileyVirus yeah ... ... . okay now i hate $T$ LOL 1154 | lady gaga 1155 | -1 1156 | $T$ 's tune Born This Way is growing on me in a big way . I must say 1157 | gaga 1158 | 1 1159 | wow miss $T$ has 3.5 am followers . now that 's big ! britneyspears beatcancer 1160 | britney spears 1161 | 0 1162 | I 've got the great arpeggio StepPolyArp for $T$ . 1163 | ipad 1164 | 0 1165 | okay , wtf !!! how many times can $T$ sucking penis follow me ? now my followers are up to 84 , tomorrow i will have 7 ... dumb shit !!! 1166 | britney spears 1167 | -1 1168 | okay i have an confession ... i love $T$ new song three ! she 's freaking awesome ! 1169 | britney spears 1170 | 1 1171 | obama , obama again ! republicans may not like it ; tough luck $T$ wondering why they did not give one for hanging saddam ! 1172 | george bush 1173 | 0 1174 | $T$ - ghalib lands plea deal over assault charge 1175 | britney spears 1176 | 0 1177 | Fuck $T$ :-RRB- RT DaisyJuice4476 : RT GisyBlvd : RT Amazing __ Doll - Fuck all Laker Haters = -RRB- 1178 | lakers 1179 | -1 1180 | $T$ is amazing & i love him ! 1181 | johnmayer 1182 | 1 1183 | okay soooo ... . ummmmm ... ... what is going on with $T$ ' s face ? boring day at the office = perez and tomorrow overload . not good ... . . 1184 | lindsay lohan 1185 | 0 1186 | $T$ : ' Connecticut was best show yet ' : $T$ recovers from his disastrous New York show , praisi ... . 1187 | charlie sheen 1188 | 0 1189 | $T$ wins the nobel peace prize ? So supposedly '' peace '' now means '' bombing the shit out of people overseas '' . Who ` da thought ? 1190 | barack obama 1191 | -1 1192 | Retweet If you love $T$ . -LSB- Seriously , just retweet . I know you all love her . I mean , who would n't ? -RSB- 1193 | taylor swift 1194 | 1 1195 | install has gone okay , a few bubbles . edges are quite difficult on $T$ go but got there in the end 1196 | psp 1197 | 0 1198 | that 's an epic bargain considering i got a 1gb $T$ memory card for # 80 when they first came out . : | 1199 | psp 1200 | 0 1201 | $T$ takes so fucking long to load . = = gon na sleep now . 1202 | google 1203 | -1 1204 | at the sprint store fixing my phone . trying out the palm pre awesome phone but $T$ is better 1205 | iphone 1206 | 1 1207 | playstation 3 focus hurt the $T$ : so we need to be focused and gear a lot of our resources back to the $T$ , and . . 1208 | psp 1209 | 0 1210 | '' I 'm a Christian and I pray before every show and am thankful for every blessing . '' - $T$ 1211 | justin bieber 1212 | 0 1213 | i hate my $T$ look at my last tweet before the argh one that 's for you 1214 | ipod 1215 | -1 1216 | Today I met Leonardo DiCaprio , $T$ , Lady gag ... I hugged Robert Pattinson and I chilled with Robie Williams . . awesome day ! 1217 | arnold schwarzenegger 1218 | 1 1219 | lady gag - christmas tree , $T$ - my only wish , mcfly - rocking robin and the maine 's christmas album :-RRB- i < 3 christmas music 1220 | britney spears 1221 | 0 1222 | got 3 new music cds : matchbox twenty more than you think you are , $T$ blackout , and last but not least u2 no line on the horizon ! 1223 | britney spears 1224 | 0 1225 | shit ... another bitch with $T$ sucking penis picture ... stop fallowin me ... i want real people to fallow me 1226 | britney spears 1227 | -1 1228 | who love the jonas brothers , $T$ , miley cyrus and selena gomez all four of them ??? ME !! 1229 | demi lovato 1230 | 1 1231 | i do n't even like spelling my name . made $T$ profiles for our pets last night . now they all jog with us in '' $T$ world ! '' fun ! 1232 | wii 1233 | 0 1234 | In NYC area ? I 'm back at Tekserve tomorrow with GREAT demo of InDesign to PDF , SWF , and $T$ . . 1235 | ipad 1236 | 0 1237 | jaden crys when he hears $T$ and drake sing experience but dances when better and snoop d ... : . 1238 | nicki minaj 1239 | -1 1240 | '' And accepting Jon Stewart 's award is Jon Stewart . . and $T$ apparently . '' comedyawards 1241 | stephen colbert 1242 | 1 1243 | $T$ ' is fashion critic : $T$ ' is daughter Lourdes has vowed never to wear skimpy outfits like her mother . 1244 | madonna 1245 | 0 1246 | increase troops in Afghanistan the real challenge to $T$ 1247 | barack obama 1248 | 0 1249 | Hollywood prefers miss goody two shoes to bad girls : Now bad girls like Tara Reid , $T$ , Britney Spears ... . 1250 | paris hilton 1251 | -1 1252 | $T$ me please : -RRB- 1253 | google wave 1254 | 1 1255 | > rcnradiochatnet mês d niver rcn c / sorteios d vários cds : lady gag david guettamichaeljackson , backstreet , $T$ , chris b . e mto + 1256 | britney spears 1257 | 0 1258 | Delightful $T$ You can makeup for her award show . 1259 | paris hilton 1260 | 0 1261 | '' TojuFoyeh : $T$ to replace Charlie Sheen ? They are better off cancelling the show and preserving the shows status ! '' LOL 1262 | ashton kutcher 1263 | -1 1264 | see , the advantage of a $T$ fit over the gym is that you can exercise in your underwear without being thrown out . 1265 | wii 1266 | 1 1267 | 2011myfoxla : Obama to Lay Out His Case on Libya : President $T$ is offering Congress and an anxious publ ... . 1268 | barack obama 1269 | 0 1270 | the power hungry women who egged their husbands on . i mean OBAMA or $T$ , who are you gon na pick ? 1271 | hillary clinton 1272 | 0 1273 | Can someone explain to me how the hell $T$ won a Nobel Peace Prize ? And for what exactly ? Maybe i 'll win one next year then ... . . 1274 | barack obama 1275 | -1 1276 | Looks like Chris Brown is jealous of all the attention $T$ has been getting ... 1277 | charlie sheen 1278 | 1 1279 | kris allen covers $T$ . . `` warmud : the american idol winner kris allen went for a special concert and . . 1280 | britney spears 1281 | 0 1282 | have to work extra hard to not dance , while working and listening to the $T$ , but it helps defeat the procrastination 1283 | ipod 1284 | 0 1285 | $T$ ' s anguish of lesbian love affairs 1286 | lindsay lohan 1287 | -1 1288 | I just took '' You and $T$ have been best friends ever since you were babies . why ... '' and got : Part 5 < 3 ! Try it : . 1289 | justin bieber 1290 | 1 1291 | Exc !! Willie Nelson names Neil Young and $T$ in Farm Aid 2011 line-up . 1292 | dave matthews 1293 | 0 1294 | homecoming was the shit thank god for $T$ gimmie more because god i gave more on the dance floor lolalexander slone 1295 | britney spears 1296 | 0 1297 | that 's nasty lol it 's suppose to be $T$ lmao 1298 | britney spears 1299 | -1 1300 | Quality night , amazing costumes but got ta say $T$ was the best though . . poor gaga left shoes and phone in my car ha 1301 | lady gaga 1302 | 1 1303 | $T$ Charity Helping Injured San Fran Giants Fan - by Radar Staff $T$ is starting to use his Vati ... . 1304 | charlie sheen 1305 | 0 1306 | well since you can walk through them like $T$ it would feel like anything ... and adrian258 showed me the storms co ... 1307 | harry potter 1308 | 0 1309 | AND NOW FUCKING $T$ WANTS MY PHONE NUMBER ! YOU WO N'T GET IT , 1310 | google 1311 | -1 1312 | i 'm not really sure why , but tonight just flew by & seemed a lot quieter . . partly because the boys were all engrossed in the $T$ 1313 | wii 1314 | 1 1315 | us sports news : Day Three thrills : Day Three thrills Led by $T$ ' heroics on the final tw . . 1316 | tiger woods 1317 | 0 1318 | I just took '' 15 and Pregnant - A $T$ Love Story -LCB- ALL PAR ... '' and got : part11 :-RRB- School Again ... Oh Joy ! Try it : . 1319 | justin bieber 1320 | 0 1321 | I just finished watching The Karate Kid and it was ruined by the sound of $T$ . damn 1322 | justin bieber 1323 | -1 1324 | WetinConcern $T$ with your Taylor being Swift 1325 | taylor swift 1326 | 1 1327 | digging the old good boy super into his $T$ game rocking velcro sneakers ! 1328 | psp 1329 | 0 1330 | $T$ goes on yet another emotional rant on her twitter . 1331 | lindsay lohan 1332 | 0 1333 | I BLAME CHEWBACCA ... With regard to This LOST ... ... ... . . I MEAN $T$ As well as HER DAMN Present 1334 | khloe kardashian 1335 | -1 1336 | $T$ is a saint compared to barack obama . 1337 | jimmy carter 1338 | 1 1339 | how to look like a victoria 's secret supermodel with $T$ : these slumber party guests , including al . . 1340 | lindsay lohan 1341 | 0 1342 | $T$ FLASHBACK : Launching an Attack Without Congressional Approval is an Impeachable Offense : In 200 ... . tcot PMG 1343 | biden 1344 | 0 1345 | $T$ , The Roots and Stephen Colbert are all fools . LOL 1346 | jimmy fallon 1347 | -1 1348 | good thing there 's no assignments . . gon na play my $T$ the whole night ! 1349 | psp 1350 | 1 1351 | keep those suggestions coming . we 're on our way to the theater and i 'll be checking the results on my $T$ while en route . thanks ! 1352 | iphone 1353 | 0 1354 | No drama but $T$ and some good golf in US Presidents Cup win - Metro Canada - Halifax 1355 | tiger woods 1356 | 0 1357 | $T$ They got lucky tonight , 1358 | lakers 1359 | -1 1360 | '' Being Elmo '' & '' $T$ '' to Bookend Boston Independent Film ... : Two high-profile documentaries will booke ... . 1361 | conan o'brien 1362 | 1 1363 | well , they already try to kill themselves - with their emotional shit '' i 'm so miserable , i aint got the new $T$ - i must cut my arms '' 1364 | iphone 1365 | 0 1366 | i 'm with my best friend now ... we 're listening to $T$ :-RRB- i love you rose : ** 1367 | britney spears 1368 | 0 1369 | $T$ Fiddles While Fukushima Burns - . 1370 | obama 1371 | -1 1372 | holy crap - $T$ ' new song '' 3 '' is catchy . ear candy . the chorus is one big hook . wow ! 1373 | britney spears 1374 | 1 1375 | $T$ ha , you fucking with yeah prep rally today ?? 1376 | google 1377 | 0 1378 | lady gag no way / $T$ three ... qual que é melhor ? 1379 | britney spears 1380 | 0 1381 | bloody hell , my $T$ 360 suddenly got a e74 error . fffffffuuuuuuuuuuuuu 1382 | xbox 1383 | -1 1384 | I think if Aaliyah was alive , she 'd be as good/famous as $T$ . They 're kinda on the same level . Although Aaliyah was BIGGER -LRB- Majaahh -RRB- 1385 | alicia keys 1386 | 1 1387 | $T$ was involved ? so i 'm guessing the serial killer won . 1388 | lindsay lohan 1389 | 0 1390 | WORLD : Engaged in global conflicts & running short of military resources , $T$ plays final card & deploys the Salvation Army 1391 | obama 1392 | 0 1393 | nancykdunn - something 2 b mindful of with $T$ is graphs , charts & small print are n't always easy to read ... 1394 | kindle 1395 | -1 1396 | I ca n't wait for friends with benefits !! Mila kunis and $T$ yeayerrss 1397 | justin timberlake 1398 | 1 1399 | $T$ Welcomes Twins : Prince William asked Kate Middleton if their first public kiss as a married couple was ' . . . 1400 | mariah carey 1401 | 0 1402 | stupid quotes - '' i get to go to lots of overseas places , like canada . '' - $T$ , pop singer -LRB- lmao ca n't be serious -RRB- 1403 | britney spears 1404 | 0 1405 | $T$ Makeup Tutorial | Famous Fart : -LRB- flattering -RRB- pleasing rican lady here doing nasty camera shows , go ... . 1406 | kim kardashian 1407 | -1 1408 | Google 's interview with $T$ is a must-see : . . Like her music or not , the woman is amazing . 1409 | lady gaga 1410 | 1 1411 | why is writing in vim easier then word ? maybe it 's because vim makes me happy and microsoft makes me mad , except for the $T$ that was cool 1412 | xbox 1413 | 0 1414 | Bill Clinton , $T$ , hundreds more celebrate life of Ned McWherter : '' He was able to find solutions that worked ... . 1415 | al gore 1416 | 0 1417 | '' you look like a cat . '' '' you look like a dog . '' '' you look like an alligator . '' '' you look like an elephant . '' '' you look like a $T$ . '' 1418 | nicolas cage 1419 | -1 1420 | he is my hero . my inspiration . he is amazing . he makes amazing music . he is super sweet . he is a ninja . his name ? $T$ ♥ 1421 | justin drew bieber 1422 | 1 1423 | RT SeanMcConn : myhomelesssignwouldsay Fuck a home !!!!!!! I need money for $T$ Tickets !!!!!!! : RT SeanMcConn : ... . 1424 | lakers 1425 | 0 1426 | $T$ - Rolling In The Deep -LRB- COVER -RRB- . via mostlyjunkfood 1427 | john legend 1428 | 0 1429 | $T$ gaming and support sucks . no shock here . 1430 | windows 7 1431 | -1 1432 | $T$ looks interesting for educational uses ! 1433 | google wave 1434 | 1 1435 | $T$ lucky 2009 1436 | britney spears 1437 | 0 1438 | visualguidanceltd bizarre fashion headline of the day : $T$ ruins ung . . 1439 | lindsay lohan 1440 | 0 1441 | i mean i am not a prude but i 'm not interested in $T$ fucking and i block those people . they spoil twitter . 1442 | britney spears 1443 | -1 1444 | i miss $T$ touch , it 's gone to a new home now that my phone has taken over 1445 | ipod 1446 | 1 1447 | yeah , home brew . non-sony programs that makes the $T$ do awesome stuff . check out this link for $T$ - hacks . 1448 | psp 1449 | 0 1450 | finally put that michael jackson this is it on my $T$ love that song 1451 | ipod 1452 | 0 1453 | im $T$ bad and he attracted to me with / my attractive ass . 1454 | micheal jackson 1455 | -1 1456 | stoprightthere if you think $T$ is betta den lauryn hill . 1457 | nicki minaj 1458 | 1 1459 | $T$ broke ... what the hell happened to all of that treasure ?!! 1460 | nicolas cage 1461 | 0 1462 | You know you 've made it when ... $T$ is more popular than Oprah 1463 | steve jobs 1464 | 0 1465 | The timing of the Libyan attack & $T$ leaving 4 Brazil should b investigatd . never heard of a POTUS calling 4 an attack & leavg country . tcot 1466 | obama 1467 | -1 1468 | new song : $T$ - monster . i < 3 it . patrickcavill do you like it ? 1469 | britney spears 1470 | 1 1471 | someone explain to me why this dude has mario playing on his $T$ dumb loud swayin side 2 side like a gayboy . -LRB- big pun voice -RRB- go that wayyyyy 1472 | ipod 1473 | 0 1474 | Giannis1 ajhaha shes a genius . love madonna quotes . just $T$ i t.t cheers millions of it . lol madonna is GENIUS 1475 | google 1476 | 0 1477 | '' Rogue : a deceitful and unreliable scoundrel '' , $T$ is rogue indeed ! gopfail gop palin palinfail teapartyfail 1478 | sarah palin 1479 | -1 1480 | but the $T$ fit is awesome ! oh we should play against each other !! 1481 | wii 1482 | 1 1483 | sky player on the $T$ is now there and looking fantastic . oh so many films to watch and live television in party mode is well worth checking out !! 1484 | xbox 1485 | 0 1486 | Obama condemns Afghanistan deaths : President $T$ describes as '' outrageous '' the killings ... . www.stgf.co.uk 1487 | barack obama 1488 | 0 1489 | $T$ is not attractive . ugly infact . 1490 | hilary swank 1491 | -1 1492 | merry christmas ! i keep seeing that a christmas carol commercial . now i feel like $T$ , randomly wishing people a merry christmas . 1493 | britney spears 1494 | 1 1495 | best $ 15 i ever spent ? serenity on umd for my $T$ . '' forget this , i 'm gon na live ! '' 1496 | psp 1497 | 0 1498 | downloading music for my $T$ !! damn yous a sexy bitch xoxo 1499 | ipod 1500 | 0 1501 | i hate the $T$ once . they 're so disgusting . 1502 | britney spears 1503 | -1 1504 | new background it 's not ready yet , but it shows my love to $T$ so im glad ... ill try to do something else but later ... 1505 | madonna 1506 | 1 1507 | i know i sound like stephenfry with techie talk , but $T$ is irritating and pernickity and wont fold my socks like ive ordered it to ! 1508 | windows 7 1509 | 0 1510 | oh and the ps3 thing is bullshit really . the $T$ has a million more known and recognized problems 1511 | xbox 1512 | 0 1513 | iCupcakeQuotes Apple Survey - What do you think of Apple products ? $T$ sucks ? mac . 1514 | ipad 1515 | -1 1516 | am being challenged on my $T$ bowling skills . silly bitch does n't know what he 's getting into . -LSB- 36hrs46mins -RSB- 1517 | wii 1518 | 1 1519 | $T$ ' is Big Vibrating Broomstick ? - Looks like the perverts from Mattel need to conduct better product ... 1520 | harry potter 1521 | 0 1522 | you as a follower is better than those sexbot $T$ followers ... much better 1523 | britney spears 1524 | 0 1525 | comment on $T$ owned a fucking castle of the day by its me : ha ha -- for once , i totally agree with you ! 1526 | nicolas cage 1527 | -1 1528 | loving the $T$ movie marathon on 25 days of christmas 1529 | harry potter 1530 | 1 1531 | emma watson is like a better $T$ . 1532 | lindsay lohan 1533 | 0 1534 | which is better for small kids -LRB- 5 and under -RRB- wii , $T$ , box , ds or none of these ?? 1535 | psp 1536 | 0 1537 | i cant cope with all these fucking stupid $T$ ads before videos on youtube - im not going to buy your shit os !! 1538 | windows 7 1539 | -1 1540 | Follow us if you like the following celebrities : Bruno Mars , Miley Cyrus , Taylor Swift , Jordin Sparks , Keke Palmer and $T$ . 1541 | ashley tisdale 1542 | 1 1543 | celebrity videonews $T$ in court : probation for dui arrest extended : $T$ . . 1544 | lindsay lohan 1545 | 0 1546 | '' why White House did not issue $T$ ' is gay rights policy speech at Human Rights Campaign dinner '' . don ask don tell ? 1547 | barack obama 1548 | 0 1549 | $T$ is a bitch who hates '' gay '' people , why should anyone apologize to her ? David Letterman is not that bad of a guy . 1550 | sarah palin 1551 | -1 1552 | I love $T$ as well , just not as much as I love Christina Aguilera 1553 | britney spears 1554 | 1 1555 | Mortified to learn that Guardian 's Eyewitness application is only for $T$ . Makes sense for size etc but would have been great time-killer on phone 1556 | ipad 1557 | 0 1558 | i heard ShannonBrown did his thing in the $T$ game !! got ta love him 1559 | lakers 1560 | 0 1561 | Do fucking rednecks have nothing better to do than bitch because kids are singing about fucking $T$ ? 1562 | barack obama 1563 | -1 1564 | omfg . john and edward . $T$ . i ca n't stop laughing . the fucking locket . oh my god . hahahahaha . i love them xdd 1565 | britney spears 1566 | 1 1567 | the performance of aero on $T$ in vmware fusion 3 is less than impressive on my 2007 2.2 ghz macbook professional . 1568 | windows 7 1569 | 0 1570 | i was intensely moved by $T$ ' is ' you must love me ' video where the prez carried a terminally-ill evita up the stairs . painfully sweet . 1571 | madonna 1572 | 0 1573 | RT connerysteph : RT PHXSuns6thMan : RT ZoDogg34 : RT bwilliams210 : RT connerysteph : RT if you are $T$ 1574 | lakers 1575 | -1 1576 | Rebecca Black looks like $T$ . 1577 | demi lovato 1578 | 1 1579 | $T$ Brings Black Cards To SXSW . 1580 | pete wentz 1581 | 0 1582 | rules for nobel peace prize also say a former winner can nominate someone . perhaps $T$ ? 1583 | jimmy carter 1584 | 0 1585 | hey ! your avatar is a $T$ sucking a penis ! this indicates that you are a real human and original . beatcancer 1586 | britney spears 1587 | -1 1588 | Greatest Wedding Speech thanks to $T$ . 1589 | mariah carey 1590 | 1 1591 | I still do n't see what the whole fuss with $T$ is !!! Not hating , just confused ! 1592 | kim kardashian 1593 | 0 1594 | $T$ can spell Afghanistan ? I think that 's the real shocker . 1595 | sarah palin 1596 | 0 1597 | random i still cant believe $T$ and Mariah carey got married ... i still think its fake though 1598 | nick cannon 1599 | -1 1600 | Starstruck , $T$ , love it 1601 | lady gaga 1602 | 1 1603 | $T$ interviews little Wayne in Interview 's April issue . Other than their mutual love of marijuana , I did n't know they were friends . 1604 | paris hilton 1605 | 0 1606 | I 'm Hate when I miss a $T$ Party !! ... ... omg it 's today ... Who 's going with me ? 1607 | madonna 1608 | 0 1609 | Ed Schultz Calls $T$ and Paul Ryan Liars Moments Before Lying About Medicare | NewsBusters.org : . via addthis 1610 | john boehner 1611 | -1 1612 | Two and a Half Men is moving forward without $T$ . Ummm , no thanks , not watching it !!! 1613 | charlie sheen 1614 | 1 1615 | RT : US take control of Presidents Cup : $T$ and Steve Stricker produced a spectacular late com . . 1616 | tiger woods 1617 | 0 1618 | so is my $T$ defective or are buttons supposed to be so unresponsive ? sometimes have to press 3 or 4 times before it reacts , typing too . . 1619 | kindle 1620 | 0 1621 | hey guess what HATERS you CAN KILL YO SELF * $T$ voice * lol 1622 | nicki minaj 1623 | -1 1624 | I am a big fan of $T$ . Hope you enjoy this song song as much as I do 1625 | madonna 1626 | 1 1627 | Okay , $T$ is much much more I know . But The Hunger Games is awesome in it 's own way . : D 1628 | harry potter 1629 | 0 1630 | Lol aye i remember i sent $T$ a candy gram an it said shake that ass fo a rich nigga that nigga titus was mad as hell 1631 | shakira 1632 | 0 1633 | iwasthinkin why people like artists like $T$ and other mainstrem , their music has no good messages to them and they just suck 1634 | lady gaga 1635 | -1 1636 | soooo ... the ' homegroup ' feature in $T$ is pretty stink ' cool ! 1637 | windows 7 1638 | 1 1639 | got that $T$ love for you that different shit 1640 | lady gaga 1641 | 0 1642 | $T$ Pets spring collection at PetSmart . 1643 | martha stewart 1644 | 0 1645 | i hate my $T$ ! its dead ! dead dead dead !!! fml ! someone wan na fix it for me ? 1646 | ipod 1647 | -1 1648 | how old is $T$ ' Golden Globe ' Girls Love Old Hollywood Curls . $T$ rocked Old Hollywood waves at the 2011 Golden Gl 1649 | mandy moore 1650 | 1 1651 | MYMUSIC Collaboration featuring Beyonce , Luther Vandross , Nelly , Ciara , $T$ and more !!!!! = -RRB- 1652 | justin timberlake 1653 | 0 1654 | is going to get $T$ ' is new album celebration this weekend some time , I always thought her song holiday was sung by kylie minogue . - . - 1655 | madonna 1656 | 0 1657 | so you dissed $T$ but you are watching ashlee simpson . you fail as a human being . 1658 | britney spears 1659 | -1 1660 | ha i love that movie where $T$ does the twins ... what was the name of that movie ?!? 1661 | lindsay lohan 1662 | 1 1663 | Dear $T$ : love that your 2-CD set includes 1 that 's safe for kids & 1 that 's clearly not . Planned move or accidental genius ? 1664 | madonna 1665 | 0 1666 | i think its pretty cool . went with a friend of mine who jumped at the chance to trade in his $T$ for the droid . very cool 1667 | iphone 1668 | 0 1669 | going out to lunch with my mom . but at least once again i have music ! the sony has way better sound than an $T$ ! 1670 | ipod 1671 | -1 1672 | Is it weird that $T$ is the only celebrity I follow on Twitter ? 1673 | weird al 1674 | 1 1675 | '' I prefer to mourn alone . Pride ? No . I just want to avoid a trial of people do not know the reason for my tears . '' - $T$ WeLoveDemi 1676 | demi lovato 1677 | 0 1678 | actor $T$ sues former business manager : actor $T$ has filed a lawsuit against his former busin . . 1679 | nicolas cage 1680 | 0 1681 | mxKID912 no I did n't lol , I meant the Kobe v 5 rings since he won his fifth , I hate the $T$ 1682 | lakers 1683 | -1 1684 | $T$ is so awesome . KatyET . 1685 | katy perry 1686 | 1 1687 | $T$ can get 8 out of 10 viruses . merry christmas 1688 | windows 7 1689 | 0 1690 | thanks for following ... if only you were the real $T$ !!! 1691 | lindsay lohan 1692 | 0 1693 | slap the taste out $T$ ' s mouth . realbucketlist 1694 | sarah palin 1695 | -1 1696 | Just heard $T$ ' s single '' this is it '' . I like it ; classic Micheal really . 1697 | micheal jackson 1698 | 1 1699 | himeryam i 'm hip and im awesome all the girls know my name , ha - ha - ha - $T$ that is my name $T$ 1700 | harry potter 1701 | 0 1702 | chess titans , $T$ . . miss this game !! 1703 | windows 7 1704 | 0 1705 | I really dislike $T$ . He 's just a bitch . And not even in a funny way . . 1706 | perez hilton 1707 | -1 1708 | i 'm feeling a good $T$ bowling game coming ... you ready ?! 1709 | wii 1710 | 1 1711 | guess i 'll use me $ 40 credit from amazon on new super mario brothers $T$ which 'll turn to like 7 bucks + tax so final price is like 10 bucks . 1712 | wii 1713 | 0 1714 | oh , shucks ! i 've got a stupid air bubble behind my $T$ screen . 1715 | ipod 1716 | 0 1717 | That awkward moment when $T$ cuts his hair and does n't lose 80 000 followers . 1718 | nick jonas 1719 | -1 1720 | this guy looks like $T$ lol . 1721 | charlie sheen 1722 | 1 1723 | $T$ cancelled the traditional Cinco de Mayo party on Capitol Hill . Apparently the deportation trap he was planning is n't ready yet . 1724 | john boehner 1725 | 0 1726 | persona 3 portable for the $T$ . basically the same i told you , but there 's an alternative story line if you make the mc a female . 1727 | psp 1728 | 0 1729 | I hate $T$ !! Anybody else agree that my girl Hillary Clinton should 've been our president ? I voted 4 Hillary & was sadden her loss 1730 | barack obama 1731 | -1 1732 | radar - $T$ , love this song ! ♥ 1733 | britney spears 1734 | 1 1735 | If you 're sitting around today whining that your job sucks , I 'd suggest you $T$ Chilean miner . Then please stop whining . 1736 | google 1737 | 0 1738 | I feel like I look like Nas and $T$ mixed together sometimes 1739 | john legend 1740 | 0 1741 | RT lilDickTracy : Fuck $T$ ... . Fuck myers park ... . WeTheBoyz -- GTFOH 1742 | harry potter 1743 | -1 1744 | Honestly honestly , Gim me More is one of my favorite $T$ video ... i just love the whole concept of it ... as well as the coloring . 1745 | britney spears 1746 | 1 1747 | $T$ live : fgomn is currently online . playing bioshock . building a bomb to smash the doors of the evil andrew ryan . . -LRB- $T$ live nation -RRB- 1748 | xbox 1749 | 0 1750 | joining the vgp team again tonight . got a lot to talk about including red steel 2 , heavy rain , new super mario brothers $T$ and more . 1751 | wii 1752 | 0 1753 | I really wished Peru had knocked off Argentina today . . I would love to see $T$ get fired . 1754 | maradona 1755 | -1 1756 | sitting in the library studying some gi tract and fun stuff ... it literally is shit ha . cant wait to play some $T$ in like an hour though ... 1757 | wii 1758 | 1 1759 | Dear $T$ , I would like to come and have a joint with you , to talk about the legalization of Marijuana . TLOT 1760 | barack obama 1761 | 0 1762 | does your $T$ need a snack ? murder takes the cake 1763 | kindle 1764 | 0 1765 | the new $T$ song is proving that she knows how to count to 3 . . well done britney ? 1766 | britney spears 1767 | -1 1768 | news flash : my $T$ works in kuwait . just downloaded a few books . its like f % ^ & * ing magic dudes : -RRB- 1769 | kindle 1770 | 1 1771 | UFL referees are dressed like $T$ and the final day of a major . Except with stripes on their hats . Leave it on the golf course fellas 1772 | tiger woods 1773 | 0 1774 | $T$ renews vow to lift ban on openly gay military personnel 1775 | barack obama 1776 | 0 1777 | I just took '' What would happen if you , $T$ , Dylan Sprouse , and Cole Sprouse with ... '' and got : FIGHT !!!!! Try it : . 1778 | justin bieber 1779 | -1 1780 | listening to '' ' 3 '' by $T$ :-RRB- got ta love it < 3 1781 | britney spears 1782 | 1 1783 | Omg . I love my mom . She got me tickets to the heat $T$ game in Miami : -RRB- 1784 | lakers 1785 | 0 1786 | Biden says ' great concern ' over Darfur security -LRB- AFP -RRB- : AFP - US Vice President $T$ has expressed '' great see ... . 1787 | joe biden 1788 | 0 1789 | i hope $T$ ' s career mysteriously disappears after her movie '' amelia '' so lame ... 1790 | hilary swank 1791 | -1 1792 | $T$ is great ! I would be excited too ! she 's only worth a few billion dollars-that sounds pretty good to me ! 1793 | harry potter 1794 | 1 1795 | just got on to $T$ . seems pretty cool but i do n't know anyone on it . anyone have advice ? 1796 | google wave 1797 | 0 1798 | excuse me music director for the cal marching band : lady gag and $T$ ! what the hell were thinking ? 1799 | britney spears 1800 | 0 1801 | Where is $T$ suck doggy . edited for spam prevention . 1802 | britney 1803 | -1 1804 | I 'm one of the 10 people who likes Law & Order : LA , but the $T$ cameo was awful . I miss Boomtown . That was a great LA cop show . 1805 | khloe kardashian 1806 | 1 1807 | disappointment as orange $T$ tariffs fail to beat o2 1808 | iphone 1809 | 0 1810 | wished nobel prize winners get in scandals -LRB- ie . sex tapes , smoking pot , partying with $T$ , etc . -RRB- - so media will cover the story . 1811 | lindsay lohan 1812 | 0 1813 | sup , porn bots ? cool fake $T$ porn , brother . no way i could tell all 3 + of you are bots if i did n't have this cylon detector . 1814 | britney spears 1815 | -1 1816 | i think i 'd get most of the way through the fire but burn , losing it forever . then i 'd settle for going back for the $T$ . 1817 | wii 1818 | 1 1819 | lindsay allegedly flunking alcohol ed - filed under : celebrity justice , $T$ sources tell tomorrow the alcohol ... 1820 | lindsay lohan 1821 | 0 1822 | this would be a bad orientation for a $T$ binding ; -RRB- 1823 | kindle 1824 | 0 1825 | and $T$ and suck my cock ... or lack thereof 1826 | bill gates 1827 | -1 1828 | is amazed by the advanced speech recognition capabilities of $T$ !! 1829 | windows 7 1830 | 1 1831 | '' Very rarely has a person captured the world 's attention and given its people hope for a better future . '' How about $T$ ? 1832 | steve jobs 1833 | 0 1834 | why did god create man , and later was sorry he did ? the reason is in the book : diary of god by tonya murray-amazon $T$ store . read now ! 1835 | kindle 1836 | 0 1837 | hey , spambot ! i know that 's not $T$ in that photo . britney is n't anywhere near that good looking . 1838 | britney spears 1839 | -1 1840 | playing on the $T$ fit with my mum , its hilarious : p 1841 | wii 1842 | 1 1843 | lmfao ! its more like $T$ ! do n't worry since hween falls on a sat i can actually celebrate it with you !! let 's party ? 1844 | lindsay lohan 1845 | 0 1846 | Lekker relaxed $T$ and the half blood prince aan ' t kijken ! 1847 | harry potter 1848 | 0 1849 | If you 're that fragile I 'd prefer you do RT mrgambinii : Is no longer following LiLiAN_C33 : RT PlayWitMyMonkey : FUCK The $T$ YeahISaidIt 1850 | lakers 1851 | -1 1852 | Veteran VA GOPer Frank Wolfe gives Speaker props budget deal : '' easy to condemn , complain '' '' I think $T$ has done an incredible job '' 1853 | john boehner 1854 | 1 1855 | $T$ trouble ... 1856 | britney spears 1857 | 0 1858 | -LSB- Gizmodo -RSB- Why IBM is in trouble with the antitrust police The Secret Diary Of Fake $T$ - Of course ... 1859 | steve jobs 1860 | 0 1861 | $T$ , a traitor ? yes . yes and baleh . 1862 | jimmy carter 1863 | -1 1864 | a ashlezzle hmm , i was 10 in 1990 . We all thought $T$ and Vanilla Ice were so cool . We were SO fucking white . 1865 | mc hammer 1866 | 1 1867 | yeah , i 'd love to compete with my faculty advisor for a chance to win a kindle ... for her . and i 'd win ... an $T$ shuffle ? seriously ? 1868 | ipod 1869 | 0 1870 | I just created a quiz : '' How well do you know $T$ ? '' ! You should take it ! : P 1871 | micheal jackson 1872 | 0 1873 | $T$ - gwt is probably a wrong technology choice - 1874 | google wave 1875 | -1 1876 | $T$ / pod touch people . excellent new radar application . 1877 | iphone 1878 | 1 1879 | Justin Bieber $T$ Meets Fan Grammy Awards Never Say ... : Justin Bieber Saturday Night Live SNL Skit 3D ... . 1880 | ellen degeneres 1881 | 0 1882 | are your feathers ruffled mr rajeevmasand at the thought of katrina playing $T$ ' s role in ps i love you ?? 1883 | hilary swank 1884 | 0 1885 | and mrjpatt - guess what - i hateeeee $T$ even if you 're doing the remix ha 1886 | britney spears 1887 | -1 1888 | Make a KILLING using $T$ maps ? : Thought this was AWESOME - never thought about using it for anything but a retail ... . 1889 | google 1890 | 1 1891 | You know I 'm anti-Apple but I cant wait RT guardian $T$ to help Disney turn stores into mini theme parks 1892 | steve jobs 1893 | 0 1894 | new blog post : $T$ in trouble again . 1895 | lindsay lohan 1896 | 0 1897 | q . why did $T$ vote for barack obama ? a . because jimmy did n't want to be the worst president in history . 1898 | jimmy carter 1899 | -1 1900 | IF you NEED THAT $T$ POP SOUND , THAT JAY Z SOUND , OR SOMETHING THATS FRESH BESTBEATSTORE got you ! . 1901 | lady gaga 1902 | 1 1903 | $T$ and Rebecca Black were actually doing this = = > . - ad 1904 | justin bieber 1905 | 0 1906 | ESP : Tiger 's desire is burning brighter : $T$ wore his familiar , stoic game face for much of Tuesday 's practice 1907 | tiger woods 1908 | 0 1909 | AP : '' Levi Johnston is going for ultimate exposure -- the father of $T$ ' s grandchild will pose nude for Playgirl . '' -LRB- Yikes . -RRB- 1910 | sarah palin 1911 | -1 1912 | listening ' ' in the zone ' album by $T$ . i love you brit . : -RRB- 1913 | britney spears 1914 | 1 1915 | The only $T$ song i like is ' like a prayer ' it came on my pod today and i wanted to mouth the words to it , i was on the bus , so i didnt 1916 | madonna 1917 | 0 1918 | Me and Dillion sound like the girl from Rush Hour . np $T$ ; Fantasy ! 1919 | mariah carey 1920 | 0 1921 | Firm says $T$ ' perfume dealings stink : LOS angles -LRB- Reuters -RRB- - $T$ is being sued for more ... . 1922 | britney spears 1923 | -1 1924 | Chelsealove95 read the $T$ books silly =] lol 1925 | harry potter 1926 | 1 1927 | $T$ live : haphazard1323 is currently online . playing lego batman . playing villain chapter 3 - the lure of the night . . -LRB- $T$ live nation -RRB- 1928 | xbox 1929 | 0 1930 | nowplaying '' Ai n't No Fun -LRB- If the Homies Ca n't have none -RRB- '' - $T$ ' Cause IIIIII never met a girl that I love in this whole wide world . 1931 | snoop dogg 1932 | 0 1933 | '' $T$ has opened the first new military action of his presidency in Libya . '' . / Wrong . He killed 41 civilians in Yemen 1934 | obama 1935 | -1 1936 | I hate when people think its weird that I listen to $T$ , paramore , or anything pop & rock ... am I not a pop & rock type a chick ? 1937 | taylor swift 1938 | 1 1939 | we need louis ? yes because making to twinks get their inner puffs on to $T$ deservers a reward . . wheres my wine !! 1940 | britney spears 1941 | 0 1942 | KissingJonas Dress like $T$ for a whole month . That would be awesome !! 1943 | lady gaga 1944 | 0 1945 | nobody said shit when the $T$ election votes got all fucked up , and no other president had 2 worry about something stupid after they 1946 | al gore 1947 | -1 1948 | i love $T$ whatcha gon na do now dominick 1949 | britney spears 1950 | 1 1951 | meth addict lady who makes clothes for other meth addicts -LRB- $T$ and such -RRB- 1952 | lindsay lohan 1953 | 0 1954 | RT $T$ : Gasol is playing great for LA tonight , as usual . Already in the books with a dbl/dlb . LA leads 62-54 . 1955 | lakers 1956 | 0 1957 | Poor Reggie Bush . I remember his tweet when he broke up with $T$ : '' It 's been fun Kim , you 're sisters are insane . '' 1958 | kim kardashian 1959 | -1 1960 | liking $T$ . great tool . 1961 | google wave 1962 | 1 1963 | has cleaned his $T$ and its all free of smudges and greece , when did you last give yours a good clean ? 1964 | iphone 1965 | 0 1966 | $T$ to get restraining order against her dad : michael lohan has been in the press a lot in the last fe . . 1967 | lindsay lohan 1968 | 0 1969 | President Obama IS NOT a liberal . $T$ may be a liberal , but POTUS Is not ... . 1970 | barack obama 1971 | -1 1972 | I love the new $T$ earth , $T$ sky is amazing . 1973 | google 1974 | 1 1975 | at least I can say that I 'm not a twilighter . Gim me $T$ anyday . 1976 | harry potter 1977 | 0 1978 | why the hell do i follow $T$ on twitter ? 1979 | britney spears 1980 | 0 1981 | meganphelps is not a nice person , all she does is go against people beliefs . saying god hates $T$ is horrible . he hates you megan , YOU . 1982 | lady gaga 1983 | -1 1984 | $T$ was the revelation of millions of teenagers , being Hannah Montana . It ` s not about how she is ' cause in the end she needs respect 1985 | miley cyrus 1986 | 1 1987 | Geweldig intro : $T$ answers questions from Little Monsters . 1988 | lady gaga 1989 | 0 1990 | ca n't someone cut a deal with kris , format it into a book , crunch it to $T$ + send it to lulu ? is '' book deal '' crucial anymore ? 1991 | kindle 1992 | 0 1993 | fuckouttahere 2 All the Women with colorful wigs and whoeva make them dumb ass faces when they take pictures like $T$ 1994 | nicki minaj 1995 | -1 1996 | works great here . i am impressed by $T$ , have n't said that since . . well ever . 1997 | windows 7 1998 | 1 1999 | Behind the Scenes of The Naked Truth : Celebrity Trends : allure.com . -LRB- Keri Hilson , $T$ -RRB- 2000 | ashley tisdale 2001 | 0 2002 | Need another excuse to wear your $T$ costume ? Break it out again at CM 's Silver Scream Halloween Party 2003 | harry potter 2004 | 0 2005 | actually , $T$ as a guy looks how i imagine matt damon might look as a woman ... bizarre . 2006 | hilary swank 2007 | -1 2008 | Just got back from watching $T$ , I 'm actually pretty impressed ! Ca n't wait for part 2 lol . I love you Megan brown 2009 | harry potter 2010 | 1 2011 | lindsay manages her passion for fashion in paris : photo 5 of 5 | $T$ | popsugar - cele . . 2012 | lindsay lohan 2013 | 0 2014 | Now playing on AfternoonBreeze : Vanessa Williams & Chayene-You are my home . Later : Madonna , $T$ , and Paula Cole . Enjoy , V Listeners ; -RRB- 2015 | alicia keys 2016 | 0 2017 | rt : linuxgal $T$ is no longer the country 's worst president ! tcot 2018 | jimmy carter 2019 | -1 2020 | i voted Moldova for '' $T$ Birthday Kiss '' vote ! . 2021 | justin bieber 2022 | 1 2023 | rttrudyvan wyk $T$ 360 microsoft superior aftersales service , 2024 | xbox 2025 | 0 2026 | $T$ gets true software base station before mac os x : i dislike turning comparisons between windows and ma . . 2027 | windows 7 2028 | 0 2029 | Flex Im disappointed in photos you have laid out not enough sexy and you put up $T$ and Teyana Taylor as sexy ? 2030 | serena williams 2031 | -1 2032 | $T$ is my absolute favorite . If I lived in $T$ land , I think I 'd be Ron , -LRB- though secretly , sometimes , I 'd like to be Hermoine -RRB- 2033 | harry potter 2034 | 1 2035 | went to meet johnnmack for lunch in my pajamas . special thanks to $T$ for leggings-as-pants 2009 . 2036 | lindsay lohan 2037 | 0 2038 | zacefron $T$ makes mock dating service ad : tori spelling celebrates the release of her new b . . 2039 | lindsay lohan 2040 | 0 2041 | listening ' 3 by $T$ i don like still at all ç 2042 | britney spears 2043 | -1 2044 | $T$ was so epic/funny/awesome ~ 2045 | harry potter 2046 | 1 2047 | robot who can sing better than $T$ 2048 | britney spears 2049 | 0 2050 | $T$ wins best celeb mom ... in other news : michael jackson wins most healthy and active pop singer ... 2051 | britney spears 2052 | 0 2053 | What moron is going to vote that fucktard $T$ as president . . ? If you do your just as much of an idiot as she is 2054 | sarah palin 2055 | -1 2056 | faq : buying and installing the right $T$ upgrade 2057 | windows 7 2058 | 1 2059 | i 'm just waiting for $T$ to say that all those who think obama does n't deserve the nobel are racists . 2060 | jimmy carter 2061 | 0 2062 | not a goddamn thing . you got me listening to nsync and $T$ now though 2063 | britney spears 2064 | 0 2065 | $T$ made the bullies stop picking on me . 2066 | barack obama 2067 | -1 2068 | apple has better $T$ support than sony does . and sony 's website lies about having $T$ drivers . be warned . 2069 | windows 7 2070 | 1 2071 | 2 hours later , no longer seeing confused russian $T$ . 2072 | steve jobs 2073 | 0 2074 | '' Technically if a girl wants to sparkle she can put on glitter , but I think the correct answer would be a smile . '' - $T$ . 2075 | demi lovato 2076 | 0 -------------------------------------------------------------------------------- /datasets/semeval14/Cutout_Restaurant_Test.pkl: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/qianyu-wang-flexport/ABSA_AE_BERT_Pytorch/de6b4ba5a9f8c96ed2da7cbdbecab63d520ca78a/datasets/semeval14/Cutout_Restaurant_Test.pkl -------------------------------------------------------------------------------- /datasets/semeval14/Cutout_Restaurant_Train.pkl: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/qianyu-wang-flexport/ABSA_AE_BERT_Pytorch/de6b4ba5a9f8c96ed2da7cbdbecab63d520ca78a/datasets/semeval14/Cutout_Restaurant_Train.pkl -------------------------------------------------------------------------------- /datasets/semeval14/Laptops_Test_Gold.xml.seg: -------------------------------------------------------------------------------- 1 | $T$ is super fast , around anywhere from 35 seconds to 1 minute . 2 | Boot time 3 | 1 4 | $T$ would not fix the problem unless I bought your plan for $ 150 plus . 5 | tech support 6 | -1 7 | $T$ was easy . 8 | Set up 9 | 1 10 | Did not enjoy the new $T$ and touchscreen functions . 11 | Windows 8 12 | -1 13 | Did not enjoy the new Windows 8 and $T$ . 14 | touchscreen functions 15 | -1 16 | Other than not being a fan of click pads -LRB- industry standard these days -RRB- and the lousy $T$ , it 's hard for me to find things about this notebook I do n't like , especially considering the $ 350 price tag . 17 | internal speakers 18 | -1 19 | Other than not being a fan of click pads -LRB- industry standard these days -RRB- and the lousy internal speakers , it 's hard for me to find things about this notebook I do n't like , especially considering the $ 350 $T$ . 20 | price tag 21 | 1 22 | Other than not being a fan of $T$ -LRB- industry standard these days -RRB- and the lousy internal speakers , it 's hard for me to find things about this notebook I do n't like , especially considering the $ 350 price tag . 23 | click pads 24 | -1 25 | No $T$ is included . 26 | installation disk (DVD) 27 | 0 28 | It 's fast , light , and simple to $T$ . 29 | use 30 | 1 31 | $T$ well , and I am extremely happy to be back to an apple OS . 32 | Works 33 | 1 34 | Works well , and I am extremely happy to be back to an $T$ . 35 | apple OS 36 | 1 37 | Sure it 's not light and slim but the $T$ make up for it 100 % . 38 | features 39 | 1 40 | I am pleased with the fast $T$ , speedy WiFi connection and the long battery life -LRB- > 6 hrs -RRB- . 41 | log on 42 | 1 43 | I am pleased with the fast log on , speedy $T$ and the long battery life -LRB- > 6 hrs -RRB- . 44 | WiFi connection 45 | 1 46 | I am pleased with the fast log on , speedy WiFi connection and the long $T$ -LRB- > 6 hrs -RRB- . 47 | battery life 48 | 1 49 | The Apple engineers have not yet discovered the $T$ . 50 | delete key 51 | -1 52 | Made $T$ -LRB- part of my business -RRB- very difficult to maintain . 53 | interneting 54 | -1 55 | Luckily , for all of us contemplating the decision , the Mac Mini is $T$ just right . 56 | priced 57 | 1 58 | Super light , super sexy and everything just $T$ . 59 | works 60 | 1 61 | Only problem that I had was that the $T$ was not very good for me , I only had a problem once or twice with it , But probably my computer was a bit defective . 62 | track pad 63 | -1 64 | It is super fast and has outstanding $T$ . 65 | graphics 66 | 1 67 | But the $T$ is just too slow . 68 | mountain lion 69 | -1 70 | Strong build though which really adds to its $T$ . 71 | durability 72 | 1 73 | Strong $T$ though which really adds to its durability . 74 | build 75 | 1 76 | The $T$ is excellent - 6-7 hours without charging . 77 | battery life 78 | 1 79 | I 've had my computer for 2 weeks already and it $T$ perfectly . 80 | works 81 | 1 82 | And I may be the only one but I am really liking $T$ . 83 | Windows 8 84 | 1 85 | The $T$ is very longer . 86 | baterry 87 | 1 88 | Its $T$ is ideal and the weight is acceptable . 89 | size 90 | 1 91 | Its size is ideal and the $T$ is acceptable . 92 | weight 93 | 1 94 | I can say that I am fully satisfied with the $T$ that the computer has supplied . 95 | performance 96 | 1 97 | This laptop has only 2 $T$ , and they are both on the same side . 98 | USB ports 99 | -1 100 | It has so much more $T$ and the screen is very sharp . 101 | speed 102 | 1 103 | It has so much more speed and the $T$ is very sharp . 104 | screen 105 | 1 106 | Everything I wanted and everything I needed and the $T$ was great ! 107 | price 108 | 1 109 | It 's not inexpensive but the $T$ is impressive for a computer this small . 110 | Hardware performance 111 | 1 112 | This thing is awesome , everything always $T$ , everything is always easy to set up , everything is compatible , its literally everything I could ask for . 113 | works 114 | 1 115 | This thing is awesome , everything always works , everything is always easy to $T$ , everything is compatible , its literally everything I could ask for . 116 | set up 117 | 1 118 | $T$ responds well to presses . 119 | Keyboard 120 | 1 121 | Lastly , $T$ is annoying . 122 | Windows 8 123 | -1 124 | Everything is so easy and intuitive to $T$ or configure . 125 | setup 126 | 1 127 | Everything is so easy and intuitive to setup or $T$ . 128 | configure 129 | 1 130 | Biggest complaint is $T$ . 131 | Windows 8 132 | -1 133 | Only 2 $T$ ... seems kind of ... limited . 134 | usb ports 135 | -1 136 | It has all the expected $T$ and more + plus a wide screen and more than roomy keyboard . 137 | features 138 | 1 139 | It has all the expected features and more + plus a wide $T$ and more than roomy keyboard . 140 | screen 141 | 1 142 | It has all the expected features and more + plus a wide screen and more than roomy $T$ . 143 | keyboard 144 | 1 145 | Amazing $T$ for anything I throw at it . 146 | Performance 147 | 1 148 | The receiver was full of superlatives for the $T$ and performance . 149 | quality 150 | 1 151 | The receiver was full of superlatives for the quality and $T$ . 152 | performance 153 | 1 154 | I was extremely happy with the $T$ itself . 155 | OS 156 | 1 157 | The new MBP offers great $T$ and gives us confidence that we are not going to need to purchase a new laptop in 18 months . 158 | portability 159 | 1 160 | The criticism has waned , and now I 'd be the first to recommend an Air for truly $T$ . 161 | portable computing 162 | 1 163 | I would have given it 5 starts was it not for the fact that it had $T$ 164 | Windows 8 165 | -1 166 | $T$ is wonderful , well worth it . 167 | MS Office 2011 for Mac 168 | 1 169 | But the $T$ of Mac Mini is a huge disappointment . 170 | performance 171 | -1 172 | They do n't just $T$ good ; they deliver excellent performance . 173 | look 174 | 1 175 | They do n't just look good ; they deliver excellent $T$ . 176 | performance 177 | 1 178 | I have had it over a year now with out a Glitch of any kind . . I love the $T$ and screen display ... this thing is Fast and clear as can be . 179 | lit up keys 180 | 1 181 | I have had it over a year now with out a Glitch of any kind . . I love the lit up keys and $T$ ... this thing is Fast and clear as can be . 182 | screen display 183 | 1 184 | The $T$ is not hard to figure out if you are familiar with Microsoft Windows . 185 | Mountain Lion OS 186 | 1 187 | The Mountain Lion OS is not hard to figure out if you are familiar with $T$ . 188 | Microsoft Windows 189 | 0 190 | However , I can refute that $T$ is `` FAST '' . 191 | OSX 192 | -1 193 | Enjoy using $T$ ! 194 | Microsoft Office 195 | 1 196 | Incredible $T$ and brilliant colors . 197 | graphics 198 | 1 199 | Incredible graphics and brilliant $T$ . 200 | colors 201 | 1 202 | $T$ are purely amazing . 203 | Built-in apps 204 | 1 205 | Cons : $T$ . 206 | Screen resolution 207 | -1 208 | From the speed to the multi touch gestures this $T$ beats Windows easily . 209 | operating system 210 | 1 211 | From the speed to the multi touch gestures this operating system beats $T$ easily . 212 | Windows 213 | -1 214 | From the $T$ to the multi touch gestures this operating system beats Windows easily . 215 | speed 216 | 1 217 | From the speed to the $T$ this operating system beats Windows easily . 218 | multi touch gestures 219 | 1 220 | I really like the $T$ and I 'm a fan of the ACERS . 221 | size 222 | 1 223 | I opted for the $T$ -LRB- $ 1500-2000 -RRB- which also support `` accidents '' like drops and spills that are NOT covered by AppleCare . 224 | SquareTrade 3-Year Computer Accidental Protection Warranty 225 | 1 226 | I opted for the SquareTrade 3-Year Computer Accidental Protection Warranty -LRB- $ 1500-2000 -RRB- which also support `` accidents '' like drops and spills that are NOT covered by $T$ . 227 | AppleCare 228 | -1 229 | It 's light and easy to $T$ . 230 | transport 231 | 1 232 | Once you get past learning how to use the poorly designed $T$ you may feel frustrated . 233 | Windows 8 Set-Up 234 | -1 235 | It 's been time for a new laptop , and the only debate was which $T$ of the Mac laptops , and whether to spring for the retina display . 236 | size 237 | 0 238 | It 's been time for a new laptop , and the only debate was which size of the Mac laptops , and whether to spring for the $T$ . 239 | retina display 240 | 0 241 | The reason why I choose apple MacBook because of their $T$ and the aluminum casing . 242 | design 243 | 1 244 | The reason why I choose apple MacBook because of their design and the $T$ . 245 | aluminum casing 246 | 1 247 | The $T$ sure makes it stand out . 248 | aluminum body 249 | 1 250 | It is very easy to $T$ , and USB devices are recognized almost instantly . 251 | integrate bluetooth devices 252 | 1 253 | It is very easy to integrate bluetooth devices , and $T$ are recognized almost instantly . 254 | USB devices 255 | 1 256 | And the fact that Apple is driving the 13 '' RMBP with the $T$ seems underpowered -LRB- to me . 257 | Intel4000 graphic chip 258 | -1 259 | Apple removed the $T$ -LRB- will work with adapter -RRB- and put the SDXC slot in a silly position on the back . 260 | DVD drive Firewire port 261 | 0 262 | Apple removed the DVD drive Firewire port -LRB- will work with $T$ -RRB- and put the SDXC slot in a silly position on the back . 263 | adapter 264 | 0 265 | Apple removed the DVD drive Firewire port -LRB- will work with adapter -RRB- and put the $T$ in a silly position on the back . 266 | SDXC slot 267 | -1 268 | The $T$ of the laptop will make it worth the money . 269 | durability 270 | 1 271 | Well $T$ and fast . 272 | designed 273 | 1 274 | But I was completely wrong , this computer is UNBELIEVABLE amazing and easy to $T$ . 275 | use 276 | 1 277 | Exactly as posted plus a great $T$ . 278 | value 279 | 1 280 | The $T$ are pretty good too . 281 | specs 282 | 1 283 | Apple is unmatched in $T$ , aesthetics , craftmanship , and customer service . 284 | product quality 285 | 1 286 | Apple is unmatched in product quality , $T$ , craftmanship , and customer service . 287 | aesthetics 288 | 1 289 | Apple is unmatched in product quality , aesthetics , $T$ , and customer service . 290 | craftmanship 291 | 1 292 | Apple is unmatched in product quality , aesthetics , craftmanship , and $T$ . 293 | customer service 294 | 1 295 | It is a great $T$ and amazing windows 8 included ! 296 | size 297 | 1 298 | It is a great size and amazing $T$ included ! 299 | windows 8 300 | 1 301 | I do not like too much $T$ . 302 | Windows 8 303 | -1 304 | $T$ are incredibly long : over two minutes . 305 | Startup times 306 | -1 307 | Also stunning $T$ and speedy 308 | colors 309 | 1 310 | great $T$ free shipping what else can i ask for !! 311 | price 312 | 1 313 | great price free $T$ what else can i ask for !! 314 | shipping 315 | 1 316 | This $T$ is terrific . 317 | mouse 318 | 1 319 | It is really thick around the $T$ . 320 | battery 321 | 0 322 | And $T$ works like a charm . 323 | windows 7 324 | 1 325 | :-RRB- Great product , great $T$ , great delivery , and great service . 326 | price 327 | 1 328 | :-RRB- Great product , great price , great $T$ , and great service . 329 | delivery 330 | 1 331 | :-RRB- Great product , great price , great delivery , and great $T$ . 332 | service 333 | 1 334 | :] It arrived so fast and $T$ was great . 335 | customer service 336 | 1 337 | tried $T$ and hated it !!! 338 | windows 8 339 | -1 340 | $T$ was a breeze . 341 | Set up 342 | 1 343 | But I do NOT like $T$ . 344 | Win8 345 | -1 346 | I am still in the process of learning about its $T$ . 347 | features 348 | 0 349 | I had the same reasons as most PC users : the $T$ , the overbearing restrictions of OSX and lack of support for games . 350 | price 351 | -1 352 | I had the same reasons as most PC users : the price , the overbearing restrictions of $T$ and lack of support for games . 353 | OSX 354 | -1 355 | I had the same reasons as most PC users : the price , the overbearing restrictions of OSX and lack of $T$ . 356 | support for games 357 | -1 358 | I wanted it for it 's $T$ and man , this little bad boy is very nice . 359 | mobility 360 | 1 361 | I found the mini to be : Exceptionally easy to $T$ 362 | set up 363 | 1 364 | Having $T$ is why I bought this Mini . 365 | USB3 366 | 1 367 | The $T$ is nice and loud ; I do n't have any problems with hearing anything . 368 | sound 369 | 1 370 | It is very slim , the $T$ is very much impressed with me . 371 | track pad 372 | 1 373 | The $T$ are not user-friendly either . 374 | settings 375 | -1 376 | Thank goodness for $T$ ! 377 | OpenOffice 378 | 1 379 | Awesome $T$ , great battery life , wonderful UX . 380 | form factor 381 | 1 382 | Awesome form factor , great $T$ , wonderful UX . 383 | battery life 384 | 1 385 | Awesome form factor , great battery life , wonderful $T$ . 386 | UX 387 | 1 388 | i love the $T$ and the screen . 389 | keyboard 390 | 1 391 | i love the keyboard and the $T$ . 392 | screen 393 | 1 394 | However , there are MAJOR issues with the $T$ which render the device nearly useless . 395 | touchpad 396 | -1 397 | I 've already upgraded o $T$ and I am impressed with everything about this computer . 398 | Mavericks 399 | 1 400 | Not as fast as I would have expect for an $T$ . 401 | i5 402 | -1 403 | thanks for great $T$ and shipping ! 404 | service 405 | 1 406 | thanks for great service and $T$ ! 407 | shipping 408 | 1 409 | The $T$ seems quite good , and built-in applications like iPhoto work great with my phone and camera . 410 | performance 411 | 1 412 | The performance seems quite good , and $T$ like iPhoto work great with my phone and camera . 413 | built-in applications 414 | 1 415 | The performance seems quite good , and built-in applications like $T$ work great with my phone and camera . 416 | iPhoto 417 | 1 418 | I did swap out the $T$ for a Samsung 830 SSD which I highly recommend . 419 | hard drive 420 | 0 421 | I did swap out the hard drive for a $T$ which I highly recommend . 422 | Samsung 830 SSD 423 | 1 424 | $T$ in a hurry and everything is ready to go . 425 | Starts up 426 | 1 427 | Yes , that 's a good thing , but it 's made from $T$ that scratches easily . 428 | aluminum 429 | -1 430 | Quick and has $T$ . 431 | built in virus control 432 | 1 433 | Took a long time trying to decide between one with $T$ and one without . 434 | retina display 435 | 0 436 | I was also informed that the $T$ of the Mac Book were dirty . 437 | components 438 | -1 439 | the $T$ problems have been so bad , i ca n't wait till it completely dies in 3 years , TOPS ! 440 | hardware 441 | -1 442 | It 's so nice that the $T$ last so long and that this machine has the snow lion ! 443 | battery 444 | 1 445 | It 's so nice that the battery last so long and that this machine has the $T$ ! 446 | snow lion 447 | 1 448 | HOWEVER I chose two day $T$ and it took over a week to arrive . 449 | shipping 450 | -1 451 | it 's exactly what i wanted , and it has all the new $T$ and whatnot . 452 | features 453 | 1 454 | Can you buy any laptop that matches the $T$ of a MacBook ? 455 | quality 456 | 1 457 | It feels cheap , the $T$ is not very sensitive . 458 | keyboard 459 | -1 460 | Though please note that sometimes it crashes , and the $T$ isnt superb . 461 | sound quality 462 | -1 463 | It is very easy to $T$ even for a novice . 464 | navigate 465 | 1 466 | Does everything I need it to , has a wonderful $T$ and I could n't be happier . 467 | battery life 468 | 1 469 | Great $T$ and Quality . 470 | Performance 471 | 1 472 | Great Performance and $T$ . 473 | Quality 474 | 1 475 | I used $T$ , windows Vista , and Windows 7 extensively . 476 | windows XP 477 | 0 478 | I used windows XP , $T$ , and Windows 7 extensively . 479 | windows Vista 480 | 0 481 | I used windows XP , windows Vista , and $T$ extensively . 482 | Windows 7 483 | 0 484 | I did add a $T$ and memory 485 | SSD drive 486 | 0 487 | I did add a SSD drive and $T$ 488 | memory 489 | 0 490 | On $T$ it asks endless questions just so itune can sell you more of their products . 491 | start up 492 | -1 493 | On start up it asks endless questions just so $T$ can sell you more of their products . 494 | itune 495 | -1 496 | I Have been a Pc user for a very long time now but I will get used to this new $T$ . 497 | OS 498 | 0 499 | One more thing , this mac does NOT come with $T$ and I am not sure if you can make them direct from the mac like you can with newer PC 's , also the charging cables are made of the same cheap material as the iPhone/iPod touch cables . 500 | restore disks 501 | -1 502 | One more thing , this mac does NOT come with restore disks and I am not sure if you can make them direct from the mac like you can with newer PC 's , also the $T$ are made of the same cheap material as the iPhone/iPod touch cables . 503 | charging cables 504 | -1 505 | One more thing , this mac does NOT come with restore disks and I am not sure if you can make them direct from the mac like you can with newer PC 's , also the charging cables are made of the same cheap $T$ as the iPhone/iPod touch cables . 506 | material 507 | -1 508 | I bought it to my son who uses it for $T$ . 509 | graphic design 510 | 0 511 | I never tried any $T$ with that iMac . 512 | external mics 513 | 0 514 | The new $T$ is great on my macbook pro ! 515 | os 516 | 1 517 | I have experienced no problems , $T$ as anticipated . 518 | works 519 | 1 520 | $T$ is running great . 521 | System 522 | 1 523 | Easy to $T$ and even create your own bookmarks . 524 | customize setting 525 | 1 526 | Easy to customize setting and even $T$ . 527 | create your own bookmarks 528 | 1 529 | The MAC Mini , $T$ and a HDMI cable is all I need to get some real work done . 530 | wireless keyboard / mouse 531 | 0 532 | The MAC Mini , wireless keyboard / mouse and a $T$ is all I need to get some real work done . 533 | HDMI cable 534 | 0 535 | it has all the $T$ that we expected and the price was good , working well so far . 536 | features 537 | 1 538 | it has all the features that we expected and the $T$ was good , working well so far . 539 | price 540 | 1 541 | it has all the features that we expected and the price was good , $T$ well so far . 542 | working 543 | 1 544 | I work as a designer and coder and I needed a new buddy to work with , not $T$ . 545 | gaming 546 | 0 547 | The new $T$ makes this computer into a super iPad . 548 | operating system 549 | 1 550 | Easy to $T$ and go ! 551 | set up 552 | 1 553 | I ca n't believe how quiet the $T$ is and how quick this thing boots up . 554 | hard drive 555 | 1 556 | I ca n't believe how quiet the hard drive is and how quick this thing $T$ . 557 | boots up 558 | 1 559 | The only issue came when I tried $T$ to the mac . 560 | scanning 561 | -1 562 | I think this is about as good as it gets at anything close to this $T$ . 563 | price point 564 | 0 565 | It 's just what we were looking for and it $T$ great . 566 | works 567 | 1 568 | It 's so quick and responsive that it makes $T$ / surfing on a computer so much more pleasurable ! 569 | working 570 | 1 571 | It 's so quick and responsive that it makes working / $T$ on a computer so much more pleasurable ! 572 | surfing 573 | 1 574 | It $T$ fine , and all the software seems to run pretty well . 575 | works 576 | 1 577 | It works fine , and all the $T$ seems to run pretty well . 578 | software 579 | 1 580 | I 'm using this computer for $T$ , web browsing , some gaming , and I 'm learning programming . 581 | word processing 582 | 0 583 | I 'm using this computer for word processing , $T$ , some gaming , and I 'm learning programming . 584 | web browsing 585 | 0 586 | I 'm using this computer for word processing , web browsing , some $T$ , and I 'm learning programming . 587 | gaming 588 | 0 589 | I 'm using this computer for word processing , web browsing , some gaming , and I 'm learning $T$ . 590 | programming 591 | 0 592 | My wife was so excited to open the box , but quickly came to see that it did not $T$ as it should . 593 | function 594 | -1 595 | I wanted a computer that was quite , fast , and that had overall great $T$ . 596 | performance 597 | 0 598 | $T$ is a mixed bag . 599 | Apple "Help" 600 | -1 601 | It suddenly can not $T$ . 602 | work 603 | -1 604 | $T$ was in poor condition , had to replace it . 605 | Harddrive 606 | -1 607 | The $T$ is a bit obscure in the rear corner . 608 | on/off switch 609 | -1 610 | My only complaint is the total lack of $T$ that come with the mac mini . 611 | instructions 612 | -1 613 | The only task that this computer would not be good enough for would be $T$ , otherwise the integrated Intel 4000 graphics work well for other tasks . 614 | gaming 615 | -1 616 | I use it mostly for $T$ -LRB- Audio , video , photo editing -RRB- and its reliable . 617 | content creation 618 | 1 619 | I use it mostly for content creation -LRB- $T$ , video , photo editing -RRB- and its reliable . 620 | Audio 621 | 1 622 | I use it mostly for content creation -LRB- Audio , $T$ , photo editing -RRB- and its reliable . 623 | video 624 | 1 625 | I use it mostly for content creation -LRB- Audio , video , $T$ -RRB- and its reliable . 626 | photo editing 627 | 1 628 | $T$ is bright and gorgeous . 629 | Screen 630 | 1 631 | The only solution is to turn the $T$ down , etc. . 632 | brightness 633 | 0 634 | If you want more information on macs I suggest going to apple.com and heading towards the macbook page for more information on the $T$ . 635 | applications 636 | 0 637 | It is robust , with a friendly $T$ as all Apple products . 638 | use 639 | 1 640 | It is fast and easy to $T$ . 641 | use 642 | 1 643 | And the fact that it comes with an $T$ definitely speeds things up 644 | i5 processor 645 | 1 646 | I have been PC for years but this computer is intuitive and its $T$ are a great help 647 | built in features 648 | 1 649 | Nice $T$ , keyboard works great ! 650 | screen 651 | 1 652 | Nice screen , $T$ works great ! 653 | keyboard 654 | 1 655 | I was amazed at how fast the $T$ was . 656 | delivery 657 | 1 658 | I 've installed to it additional $T$ and 16Gb RAM . 659 | SSD 660 | 0 661 | I 've installed to it additional SSD and $T$ . 662 | 16Gb RAM 663 | 0 664 | The $T$ was gone and it was not able to be used . 665 | memory 666 | -1 667 | It $T$ great and I am so happy I bought it . 668 | works 669 | 1 670 | I like the $T$ and ease of use with the keyboard , plenty of ports . 671 | design 672 | 1 673 | I like the design and ease of use with the $T$ , plenty of ports . 674 | keyboard 675 | 1 676 | I like the design and ease of use with the keyboard , plenty of $T$ . 677 | ports 678 | 1 679 | it definitely beats my old mac and the $T$ was great . 680 | service 681 | 1 682 | $T$ is very quick with Safari browser . 683 | Web browsing 684 | 1 685 | Web browsing is very quick with $T$ . 686 | Safari browser 687 | 1 688 | I like the $T$ at night . 689 | lighted screen 690 | 1 691 | It is really easy to $T$ and it is quick to start up . 692 | use 693 | 1 694 | It is really easy to use and it is quick to $T$ . 695 | start up 696 | 1 697 | I 've lived with the crashes and slow $T$ and restarts . 698 | operation 699 | -1 700 | $T$ are noticably less expensive than the ThunderBolt ones . 701 | USB3 Peripherals 702 | 1 703 | USB3 Peripherals are noticably less expensive than the $T$ ones . 704 | ThunderBolt 705 | -1 706 | And mine had broke but I sent it in under $T$ - no problems . 707 | warranty 708 | 1 709 | It 's fast , light , and is perfect for $T$ , which is mostly why I bought it in the first place . 710 | media editing 711 | 1 712 | The $T$ lasts as advertised -LRB- give or take 15-20 minutes -RRB- , and the entire user experience is very elegant . 713 | battery 714 | 1 715 | The battery lasts as advertised -LRB- give or take 15-20 minutes -RRB- , and the entire $T$ is very elegant . 716 | user experience 717 | 1 718 | Thanks for the fast $T$ and great price . 719 | shipment 720 | 1 721 | Thanks for the fast shipment and great $T$ . 722 | price 723 | 1 724 | ! Excelent $T$ , usability , presentation and time response . 725 | performance 726 | 1 727 | ! Excelent performance , $T$ , presentation and time response . 728 | usability 729 | 1 730 | ! Excelent performance , usability , $T$ and time response . 731 | presentation 732 | 1 733 | ! Excelent performance , usability , presentation and $T$ . 734 | time response 735 | 1 736 | The smaller $T$ was a bonus because of space restrictions . 737 | size 738 | 1 739 | I blame the $T$ . 740 | Mac OS 741 | -1 742 | In fact I still use many $T$ -LRB- Appleworks , FileMaker Pro , Quicken , Photoshop etc -RRB- ! 743 | Legacy programs 744 | 0 745 | In fact I still use manyLegacy programs -LRB- $T$ , FileMaker Pro , Quicken , Photoshop etc -RRB- ! 746 | Appleworks 747 | 0 748 | In fact I still use manyLegacy programs -LRB- Appleworks , $T$ , Quicken , Photoshop etc -RRB- ! 749 | FileMaker Pro 750 | 0 751 | In fact I still use manyLegacy programs -LRB- Appleworks , FileMaker Pro , $T$ , Photoshop etc -RRB- ! 752 | Quicken 753 | 0 754 | In fact I still use manyLegacy programs -LRB- Appleworks , FileMaker Pro , Quicken , $T$ etc -RRB- ! 755 | Photoshop 756 | 0 757 | I like the $T$ . 758 | operating system 759 | 1 760 | I love the $T$ . 761 | form factor 762 | 1 763 | It 's fast at $T$ . 764 | loading the internet 765 | 1 766 | So much faster and sleeker $T$ . 767 | looking 768 | 1 769 | Unfortunately , it runs $T$ and Microsoft is dropping support next April . 770 | XP 771 | 0 772 | Unfortunately , it runs XP and Microsoft is dropping $T$ next April . 773 | support 774 | -1 775 | First off , I really do like my MBP ... once used to the $T$ it is pretty easy to get around , and the overall build is great ... eg the keyboard is one of the best to type on . 776 | OS 777 | 1 778 | First off , I really do like my MBP ... once used to the OS it is pretty easy to get around , and the $T$ is great ... eg the keyboard is one of the best to type on . 779 | overall build 780 | 1 781 | First off , I really do like my MBP ... once used to the OS it is pretty easy to get around , and the overall build is great ... eg the $T$ is one of the best to type on . 782 | keyboard 783 | 1 784 | It is made of such solid $T$ and since I have never had a Mac using my iPhone helped me get used to the system a bit . 785 | construction 786 | 1 787 | It is made of such solid construction and since I have never had a Mac using my iPhone helped me get used to the $T$ a bit . 788 | system 789 | 0 790 | Very nice $T$ . 791 | unibody construction 792 | 1 793 | This Macbook Pro is fast , powerful , and $T$ super quiet and cool . 794 | runs 795 | 1 796 | It 's ok but does n't have a $T$ which I did n't know until after I bought it . 797 | disk drive 798 | 0 799 | There is no $T$ , nor is there an SD card slot located anywhere on the device . 800 | HDMI receptacle 801 | 0 802 | There is no HDMI receptacle , nor is there an $T$ located anywhere on the device . 803 | SD card slot 804 | 0 805 | It came in brand new and $T$ perfectly . 806 | works 807 | 1 808 | It should n't happen like that , I do n't have any $T$ open or anything . 809 | design app 810 | 0 811 | MY $T$ IS NOT WORKING . 812 | TRACKPAD 813 | -1 814 | It looks and feels solid , with a flawless $T$ . 815 | finish 816 | 1 817 | It $T$ and feels solid , with a flawless finish . 818 | looks 819 | 1 820 | It looks and $T$ solid , with a flawless finish . 821 | feels 822 | 1 823 | $T$ was higher when purchased on MAC when compared to price showing on PC when I bought this product . 824 | Price 825 | -1 826 | Price was higher when purchased on MAC when compared to $T$ showing on PC when I bought this product . 827 | price 828 | 1 829 | Then the $T$ would many times not power down without a forced power-off . 830 | system 831 | -1 832 | Then the system would many times not $T$ without a forced power-off . 833 | power down 834 | -1 835 | The $T$ is perfect for my needs . 836 | configuration 837 | 1 838 | and the $T$ is the worst ever . 839 | speakers 840 | -1 841 | Its the best , its got the $T$ , super easy to use and love all you can do with the trackpad ! . . 842 | looks 843 | 1 844 | Its the best , its got the looks , super easy to $T$ and love all you can do with the trackpad ! . . 845 | use 846 | 1 847 | Its the best , its got the looks , super easy to use and love all you can do with the $T$ ! . . 848 | trackpad 849 | 1 850 | $T$ is smooth and seamless . 851 | Web surfuring 852 | 1 853 | I 'm overall pleased with the $T$ and the portability of this product . 854 | interface 855 | 1 856 | I 'm overall pleased with the interface and the $T$ of this product . 857 | portability 858 | 1 859 | This item is a beautiful piece , it $T$ well , it is easy to carry and handle . 860 | works 861 | 1 862 | This item is a beautiful piece , it works well , it is easy to $T$ and handle . 863 | carry 864 | 1 865 | This item is a beautiful piece , it works well , it is easy to carry and $T$ . 866 | handle 867 | 1 868 | It was also suffering from hardware -LRB- keyboard -RRB- issues , relatively slow $T$ and shortening battery lifetime . 869 | performance 870 | -1 871 | It was also suffering from hardware -LRB- keyboard -RRB- issues , relatively slow performance and shortening $T$ . 872 | battery lifetime 873 | -1 874 | It was also suffering from $T$ issues , relatively slow performance and shortening battery lifetime . 875 | hardware (keyboard) 876 | -1 877 | $T$ good and does the job , ca n't complain about that ! 878 | Runs 879 | 1 880 | It 's silent and has a very small $T$ on my desk . 881 | footprint 882 | 1 883 | The $T$ is absolutely gorgeous . 884 | exterior 885 | 1 886 | It has a very high $T$ , just for what I needed for . 887 | performance 888 | 1 889 | Apple is aware of this issue and this is either old stock or a defective design involving the $T$ . 890 | intel 4000 graphics chipset 891 | 0 892 | Apple is aware of this issue and this is either old stock or a defective $T$ involving the intel 4000 graphics chipset . 893 | design 894 | 0 895 | $T$ soon to upgrade to Mavericks . 896 | OSX Mountain Lion 897 | 0 898 | OSX Mountain Lion soon to upgrade to $T$ . 899 | Mavericks 900 | 0 901 | I just bought the new MacBook Pro , the 13 '' model , and I ca n't believe Apple keeps making the same mistake with regard to $T$ . 902 | USB ports 903 | -1 904 | It wakes in less than a second when I open the $T$ . 905 | lid 906 | 0 907 | It $T$ in less than a second when I open the lid . 908 | wakes 909 | 1 910 | It is the perfect $T$ and speed for me . 911 | size 912 | 1 913 | It is the perfect size and $T$ for me . 914 | speed 915 | 1 916 | THE $T$ IS TERRIFIC !! 917 | CUSTOMER SERVICE 918 | 1 919 | My last laptop was a 17 '' ASUS gaming machine , which $T$ admirably , but having since built my own desktop and really settling into the college life , I found myself wanting something smaller and less cumbersome , not to mention that the ASUS had been slowly developing problems ever since I bought it about 4 years ago . 920 | performed 921 | 1 922 | However , it did not have any scratches , ZERO $T$ -LRB- pretty surprised -RRB- , and all the hardware seemed to be working perfectly . 923 | battery cycle count 924 | 1 925 | However , it did not have any scratches , ZERO battery cycle count -LRB- pretty surprised -RRB- , and all the $T$ seemed to be working perfectly . 926 | hardware 927 | 1 928 | After fumbling around with the $T$ I started searching the internet for a fix and found a number of forums on fixing the issue . 929 | OS 930 | -1 931 | And as for all the fancy $T$ -- I just gave up and attached a mouse . 932 | finger swipes 933 | -1 934 | And as for all the fancy finger swipes -- I just gave up and attached a $T$ . 935 | mouse 936 | 0 937 | I needed a laptop with big $T$ , a nice screen and fast so I can photoshop without any problem . 938 | storage 939 | 0 940 | I needed a laptop with big storage , a nice $T$ and fast so I can photoshop without any problem . 941 | screen 942 | 0 943 | I needed a laptop with big storage , a nice screen and fast so I can $T$ without any problem . 944 | photoshop 945 | 0 946 | I like coming back to $T$ but this laptop is lacking in speaker quality compared to my $ 400 old HP laptop . 947 | Mac OS 948 | 1 949 | I like coming back to Mac OS but this laptop is lacking in $T$ compared to my $ 400 old HP laptop . 950 | speaker quality 951 | -1 952 | $T$ very quickly and safely . 953 | Shipped 954 | 1 955 | The $T$ is awesome ! 956 | thunderbolt port 957 | 1 958 | The $T$ is definitely superior to any computer I 've ever put my hands on . 959 | performance 960 | 1 961 | It 's great for $T$ and other entertainment uses . 962 | streaming video 963 | 1 964 | It 's great for streaming video and other $T$ . 965 | entertainment uses 966 | 1 967 | I like the $T$ and its features but there are somethings I think needs to be improved . 968 | design 969 | 1 970 | I like the design and its $T$ but there are somethings I think needs to be improved . 971 | features 972 | 1 973 | There were small problems with $T$ . 974 | Mac office 975 | -1 976 | I understand I should call $T$ about any variables -LRB- which is my purpose of writing this con -RRB- as variables could be a bigger future problem . 977 | Apple Tech Support 978 | 0 979 | I ordered my 2012 mac mini after being disappointed with $T$ of the new 27 '' Imacs . 980 | spec 981 | -1 982 | It still $T$ and it 's extremely user friendly , so I would recommend it for new computer user and also for those who are just looking for a more efficient way to do things 983 | works 984 | 1 985 | Its fast , easy to $T$ and it looks great . 986 | use 987 | 1 988 | Its fast , easy to use and it $T$ great . 989 | looks 990 | 1 991 | -LRB- but $T$ can be purchased -RRB- IF I ever need a laptop again I am for sure purchasing another Toshiba !! 992 | Office 993 | 0 994 | I have n't tried the one with $T$ ... Maybe in the future . 995 | retina display 996 | 0 997 | $T$ is much much better on the Pro , especially if you install an SSD on it . 998 | Performance 999 | 1 1000 | Performance is much much better on the Pro , especially if you install an $T$ on it . 1001 | SSD 1002 | 1 1003 | Note , however , that any existing $T$ you have will not work with the MagSafe 2 connection . 1004 | MagSafe accessories 1005 | 0 1006 | Note , however , that any existing MagSafe accessories you have will not work with the $T$ . 1007 | MagSafe 2 connection 1008 | -1 1009 | The only thing I dislike is the $T$ , alot of the times its unresponsive and does things I dont want it too , I would recommend using a mouse with it . 1010 | touchpad 1011 | -1 1012 | The only thing I dislike is the touchpad , alot of the times its unresponsive and does things I dont want it too , I would recommend using a $T$ with it . 1013 | mouse 1014 | 0 1015 | The Mac mini is about 8x smaller than my old computer which is a huge bonus and $T$ very quiet , actually the fans are n't audible unlike my old pc 1016 | runs 1017 | 1 1018 | The Mac mini is about 8x smaller than my old computer which is a huge bonus and runs very quiet , actually the $T$ are n't audible unlike my old pc 1019 | fans 1020 | 1 1021 | MAYBE The $T$ improvement were not The product they Want to offer . 1022 | Mac OS 1023 | -1 1024 | I thought the transition would be difficult at best and would take some time to fully familiarize myself with the new $T$ . 1025 | Mac ecosystem 1026 | 0 1027 | It 's absolutely wonderful and worth the $T$ ! 1028 | price 1029 | 1 1030 | I am please with the products ease of $T$ ; out of the box ready ; appearance and functionality . 1031 | use 1032 | 1 1033 | I am please with the products ease of use ; out of the box ready ; $T$ and functionality . 1034 | appearance 1035 | 1 1036 | I am please with the products ease of use ; out of the box ready ; appearance and $T$ . 1037 | functionality 1038 | 1 1039 | Perfect for all my $T$ classes I 'm taking this year in college : - -RRB- 1040 | graphic design 1041 | 1 1042 | I will not be using that $T$ again . 1043 | slot 1044 | -1 1045 | The $T$ is fast and fluid , everything is organized and it 's just beautiful . 1046 | OS 1047 | 1 1048 | They are simpler to $T$ . 1049 | use 1050 | 1 1051 | ! so nice . . stable . . fast . . now i got my $T$ ! 1052 | SSD 1053 | 1 1054 | Also , in using the $T$ , my voice recording for my vlog sounds like the interplanetary transmissions in the `` Star Wars '' saga . 1055 | built-in camera 1056 | 0 1057 | Also , in using the built-in camera , my $T$ for my vlog sounds like the interplanetary transmissions in the `` Star Wars '' saga . 1058 | voice recording 1059 | -1 1060 | I love the quick $T$ . 1061 | start up 1062 | 1 1063 | You just can not beat the $T$ of an Apple device . 1064 | functionality 1065 | 1 1066 | Yet my mac continues to $T$ properly . 1067 | function 1068 | 1 1069 | $T$ are much improved . 1070 | Graphics 1071 | 1 1072 | Here are the things that made me confident with my purchase : $T$ - Seriously , you ca n't beat a unibody construction . 1073 | Build Quality 1074 | 1 1075 | Here are the things that made me confident with my purchase : Build Quality - Seriously , you ca n't beat a $T$ . 1076 | unibody construction 1077 | 1 1078 | It provides much more $T$ . 1079 | flexibility for connectivity 1080 | 1 1081 | I want the $T$ of a tablet , without the limitations of a tablet and that 's where this laptop comes into play . 1082 | portability 1083 | 1 1084 | $T$ do help . 1085 | Mac tutorials 1086 | 1 1087 | The $T$ was not helpful as well . 1088 | technical support 1089 | -1 1090 | I got the new $T$ and there was no change . 1091 | adapter 1092 | 0 1093 | so i called $T$ . 1094 | technical support 1095 | 0 1096 | Came with $T$ and garage band already loaded . 1097 | iPhoto 1098 | 0 1099 | Came with iPhoto and $T$ already loaded . 1100 | garage band 1101 | 0 1102 | $T$ utterly fried , cried , and laid down and died . 1103 | Logic board 1104 | 1 1105 | The $T$ was crappy even when you turn up the volume still the same results . 1106 | sound 1107 | -1 1108 | The sound was crappy even when you turn up the $T$ still the same results . 1109 | volume 1110 | -1 1111 | $T$ is a great performer . . extremely fast and reliable . 1112 | OSX Lion 1113 | 1 1114 | Having heard from friends and family about how reliable a Mac product is , I never expected to have an $T$ crash within the first month , but I did . 1115 | application 1116 | -1 1117 | The Macbook pro 's $T$ is wonderful . 1118 | physical form 1119 | 1 1120 | The Mini 's $T$ has n't changed since late 2010 - and for a good reason . 1121 | body 1122 | 1 1123 | The $T$ really does feel lot more solid than Apple 's previous laptops . 1124 | unibody construction 1125 | 1 1126 | $T$ slows it down considerably . 1127 | 3D rendering 1128 | -1 1129 | Got this Mac Mini with $T$ for my wife . 1130 | OS X Mountain Lion 1131 | 0 1132 | fast , great $T$ , beautiful apps for a laptop ; priced at 1100 on the apple website ; amazon had it for 1098 + tax - plus i had a 10 % off coupon from amazon-cost me 998 plus tax - 1070 - OTD ! 1133 | screen 1134 | 1 1135 | fast , great screen , beautiful $T$ for a laptop ; priced at 1100 on the apple website ; amazon had it for 1098 + tax - plus i had a 10 % off coupon from amazon-cost me 998 plus tax - 1070 - OTD ! 1136 | apps 1137 | 1 1138 | fast , great screen , beautiful apps for a laptop ; $T$ at 1100 on the apple website ; amazon had it for 1098 + tax - plus i had a 10 % off coupon from amazon-cost me 998 plus tax - 1070 - OTD ! 1139 | priced 1140 | 0 1141 | fast , great screen , beautiful apps for a laptop ; priced at 1100 on the apple website ; amazon had it for 1098 + tax - plus i had a 10 % off coupon from amazon - $T$ me 998 plus tax - 1070 - OTD ! 1142 | cost 1143 | 0 1144 | 12.44 seconds to $T$ . 1145 | boot 1146 | 0 1147 | All the $T$ are much needed since this is my main computer . 1148 | ports 1149 | 0 1150 | The Like New condition of the iMac MC309LL/A on Amazon is at $ 900 + level only , and it is a $T$ -LRB- similar to the $ 799 Mini -RRB- , with Radeon HD 6750M 512MB graphic card -LRB- this mini is integrated Intel 4000 card -RRB- , and it even comes with wireless Apple Keyboard and Mouse , all put together in neat and nice package . 1151 | Quad-Core 2.5 GHz CPU 1152 | 0 1153 | The Like New condition of the iMac MC309LL/A on Amazon is at $ 900 + level only , and it is a Quad-Core 2.5 GHz CPU -LRB- similar to the $ 799 Mini -RRB- , with $T$ -LRB- this mini is integrated Intel 4000 card -RRB- , and it even comes with wireless Apple Keyboard and Mouse , all put together in neat and nice package . 1154 | Radeon HD 6750M 512MB graphic card 1155 | 0 1156 | The Like New condition of the iMac MC309LL/A on Amazon is at $ 900 + level only , and it is a Quad-Core 2.5 GHz CPU -LRB- similar to the $ 799 Mini -RRB- , with Radeon HD 6750M 512MB graphic card -LRB- this mini is $T$ -RRB- , and it even comes with wireless Apple Keyboard and Mouse , all put together in neat and nice package . 1157 | integrated Intel 4000 card 1158 | 0 1159 | The Like New condition of the iMac MC309LL/A on Amazon is at $ 900 + level only , and it is a Quad-Core 2.5 GHz CPU -LRB- similar to the $ 799 Mini -RRB- , with Radeon HD 6750M 512MB graphic card -LRB- this mini is integrated Intel 4000 card -RRB- , and it even comes with $T$ , all put together in neat and nice package . 1160 | wireless Apple Keyboard and Mouse 1161 | 0 1162 | The Like New condition of the iMac MC309LL/A on Amazon is at $ 900 + level only , and it is a Quad-Core 2.5 GHz CPU -LRB- similar to the $ 799 Mini -RRB- , with Radeon HD 6750M 512MB graphic card -LRB- this mini is integrated Intel 4000 card -RRB- , and it even comes with wireless Apple Keyboard and Mouse , all put together in neat and nice $T$ . 1163 | package 1164 | 1 1165 | Put a $T$ on it and is a little better but that is my only complaint . 1166 | cover 1167 | 0 1168 | Within a few hours I was using the $T$ unconsciously . 1169 | gestures 1170 | 1 1171 | This mac does come with an $T$ and I 'm using mine right now hoping the cable will stay nice for the many years I plan on using this mac . 1172 | extender cable 1173 | 0 1174 | This mac does come with an extender cable and I 'm using mine right now hoping the $T$ will stay nice for the many years I plan on using this mac . 1175 | cable 1176 | 1 1177 | The $T$ really out does itself . 1178 | 2.9ghz dual-core i7 chip 1179 | 1 1180 | It is pretty snappy and $T$ in about 30 seconds which is good enough for me . 1181 | starts up 1182 | 1 1183 | Not sure on $T$ . 1184 | Windows 8 1185 | 0 1186 | My one complaint is that there was no $T$ . 1187 | internal CD drive 1188 | -1 1189 | This newer netbook has no $T$ or network lights . 1190 | hard drive 1191 | 0 1192 | This newer netbook has no hard drive or $T$ . 1193 | network lights 1194 | 0 1195 | I was having a though time deciding between the 13 '' MacBook Air or the MacBook Pro 13 '' -LRB- Both baseline models , $T$ at 1,200 $ retail -RRB- 1196 | priced 1197 | 0 1198 | Not too expense and has enough $T$ for most users and many ports . 1199 | storage 1200 | 1 1201 | Not too expense and has enough storage for most users and many $T$ . 1202 | ports 1203 | 1 1204 | The $T$ is quite low and virtually unusable in a room with any background activity . 1205 | audio volume 1206 | -1 1207 | It is lightweight and the perfect $T$ to carry to class . 1208 | size 1209 | 1 1210 | I was given a demonstration of $T$ . 1211 | Windows 8 1212 | 0 1213 | The MBP is beautiful has many wonderful $T$ . 1214 | capabilities 1215 | 1 1216 | I thought that it will be fine , if i do some $T$ . 1217 | settings 1218 | 0 1219 | $T$ very smoothly . 1220 | Runs 1221 | 1 1222 | $T$ slowed significantly after all Windows updates were installed . 1223 | Boot-up 1224 | -1 1225 | Boot-up slowed significantly after all $T$ were installed . 1226 | Windows updates 1227 | -1 1228 | More likely it will require replacing the $T$ once they admit they have a problem and come up with a solution . 1229 | logic board 1230 | -1 1231 | It was important that it was powerful enough to do all of the tasks he needed on the $T$ , word processing , graphic design and gaming . 1232 | internet 1233 | 1 1234 | It was important that it was powerful enough to do all of the tasks he needed on the internet , $T$ , graphic design and gaming . 1235 | word processing 1236 | 1 1237 | It was important that it was powerful enough to do all of the tasks he needed on the internet , word processing , $T$ and gaming . 1238 | graphic design 1239 | 1 1240 | It was important that it was powerful enough to do all of the tasks he needed on the internet , word processing , graphic design and $T$ . 1241 | gaming 1242 | 1 1243 | I like the Mini Mac it was easy to $T$ and install , but I am learning as I go and could use a tutorial to learn how to use some of the features I was use to on the PC especially the right mouse click menu . 1244 | setup 1245 | 1 1246 | I like the Mini Mac it was easy to setup and $T$ , but I am learning as I go and could use a tutorial to learn how to use some of the features I was use to on the PC especially the right mouse click menu . 1247 | install 1248 | 1 1249 | I like the Mini Mac it was easy to setup and install , but I am learning as I go and could use a $T$ to learn how to use some of the features I was use to on the PC especially the right mouse click menu . 1250 | tutorial 1251 | 0 1252 | I like the Mini Mac it was easy to setup and install , but I am learning as I go and could use a tutorial to learn how to use some of the $T$ I was use to on the PC especially the right mouse click menu . 1253 | features 1254 | 0 1255 | I like the Mini Mac it was easy to setup and install , but I am learning as I go and could use a tutorial to learn how to use some of the features I was use to on the PC especially the $T$ . 1256 | right mouse click menu 1257 | 0 1258 | $T$ real quick . 1259 | Runs 1260 | 1 1261 | Buy the separate $T$ and you will have a rocket ! 1262 | RAM memory 1263 | 1 1264 | Since the machine 's slim $T$ is critical to me , that was a problem . 1265 | profile 1266 | -1 1267 | WiFi capability , $T$ and multiple USB ports to connect scale and printers was all that was required . 1268 | disk drive 1269 | 1 1270 | WiFi capability , disk drive and multiple $T$ to connect scale and printers was all that was required . 1271 | USB ports 1272 | 1 1273 | $T$ , disk drive and multiple USB ports to connect scale and printers was all that was required . 1274 | WiFi capability 1275 | 1 1276 | The $T$ is slightly recessed and upside down -LRB- the nail slot on the card can not be accessed -RRB- , if this was a self ejecting slot this would not be an issue , but its not . 1277 | SD card reader 1278 | -1 1279 | The SD card reader is slightly recessed and upside down -LRB- the $T$ can not be accessed -RRB- , if this was a self ejecting slot this would not be an issue , but its not . 1280 | nail slot on the card 1281 | -1 1282 | The SD card reader is slightly recessed and upside down -LRB- the nail slot on the card can not be accessed -RRB- , if this was a self ejecting $T$ this would not be an issue , but its not . 1283 | slot 1284 | -1 1285 | Soft $T$ , anodized aluminum with laser cut precision and no flaws . 1286 | touch 1287 | 1 1288 | Soft touch , $T$ with laser cut precision and no flaws . 1289 | anodized aluminum 1290 | 1 1291 | Simple details , crafted $T$ and real glass make this laptop blow away the other plastic ridden , bulky sticker filled laptops . 1292 | aluminium 1293 | 1 1294 | Simple details , crafted aluminium and real $T$ make this laptop blow away the other plastic ridden , bulky sticker filled laptops . 1295 | glass 1296 | 1 1297 | First of all yes this is a mac and it has that nice brushed $T$ . 1298 | aluminum 1299 | 1 1300 | After all was said and done , I essentially used that $ 450 savings to buy $T$ , TWO Seagate Momentus XT hybrid drives and an OWC upgrade kit to install the second hard drive . 1301 | 16GB of RAM 1302 | 0 1303 | After all was said and done , I essentially used that $ 450 savings to buy 16GB of RAM , TWO $T$ and an OWC upgrade kit to install the second hard drive . 1304 | Seagate Momentus XT hybrid drives 1305 | 0 1306 | After all was said and done , I essentially used that $ 450 savings to buy 16GB of RAM , TWO Seagate Momentus XT hybrid drives and an $T$ to install the second hard drive . 1307 | OWC upgrade kit 1308 | 0 1309 | After all was said and done , I essentially used that $ 450 savings to buy 16GB of RAM , TWO Seagate Momentus XT hybrid drives and an OWC upgrade kit to install the second $T$ . 1310 | hard drive 1311 | 0 1312 | The Dell Inspiron is fast and has a $T$ , which I miss on my Apple laptops . 1313 | number pad on the keyboard 1314 | 1 1315 | I was concerned that the downgrade to the $T$ would make it unacceptably slow but I need not have worried - this machine is the fastest I have ever owned ... 1316 | regular hard drive 1317 | 1 1318 | This one still has the $T$ . 1319 | CD slot 1320 | 0 1321 | No $T$ . 1322 | HDMI port 1323 | 0 1324 | I had to $T$ and it took a good two hours . 1325 | install Mountain Lion 1326 | -1 1327 | $T$ on mac is impossible . 1328 | Customization 1329 | -1 1330 | I am replacing the $T$ with a Micron SSD soon . 1331 | HD 1332 | 0 1333 | I am replacing the HD with a $T$ soon . 1334 | Micron SSD 1335 | 0 1336 | Plus $T$ as a replacement for the right click button is surprisingly intuitive . 1337 | two finger clicking 1338 | 1 1339 | Plus two finger clicking as a replacement for the $T$ is surprisingly intuitive . 1340 | right click button 1341 | 0 1342 | The $T$ is quiet . 1343 | SuperDrive 1344 | 1 1345 | The $T$ has to be connected to the power adaptor to charge the battery but wo n't stay connected . 1346 | power plug 1347 | -1 1348 | The power plug has to be connected to the $T$ to charge the battery but wo n't stay connected . 1349 | power adaptor 1350 | 0 1351 | The power plug has to be connected to the power adaptor to charge the $T$ but wo n't stay connected . 1352 | battery 1353 | 0 1354 | The $T$ was completely dead , in fact it had grown about a quarter inch thick lump on the underside . 1355 | battery 1356 | -1 1357 | if yo like $T$ this is the laptop for you . 1358 | practicality 1359 | 1 1360 | The $T$ is great . 1361 | OS 1362 | 1 1363 | I tried several $T$ and several HDMI cables and this was the case each time . 1364 | monitors 1365 | 0 1366 | I tried several monitors and several $T$ and this was the case each time . 1367 | HDMI cables 1368 | 0 1369 | CONS : $T$ is a bit ridiculous , kinda heavy . 1370 | Price 1371 | -1 1372 | The troubleshooting said it was the $T$ so we ordered a new one . 1373 | AC adaptor 1374 | 0 1375 | $T$ only comes on when you are playing a game . 1376 | Fan 1377 | 0 1378 | Fan only comes on when you are $T$ . 1379 | playing a game 1380 | 0 1381 | Which it did not have , only 3 $T$ . 1382 | USB 2 ports 1383 | 0 1384 | No $T$ was not included but that may be my fault . 1385 | startup disk 1386 | 0 1387 | There is no $T$ . 1388 | "tools" menu 1389 | 0 1390 | It is very fast and has everything that I need except for a $T$ . 1391 | word program 1392 | -1 1393 | Needs a $T$ and a bigger power switch . 1394 | CD/DVD drive 1395 | 0 1396 | Needs a CD/DVD drive and a bigger $T$ . 1397 | power switch 1398 | -1 1399 | My laptop with $T$ crashed and I did not want Windows 8 . 1400 | Windows 7 1401 | -1 1402 | My laptop with Windows 7 crashed and I did not want $T$ . 1403 | Windows 8 1404 | -1 1405 | Easy to $T$ also small to leave anywhere at your bedroom also very easy to configure for ADSl cable or wifi . 1406 | install 1407 | 1 1408 | Easy to install also small to leave anywhere at your bedroom also very easy to $T$ . 1409 | configure for ADSl cable or wifi 1410 | 1 1411 | Nice $T$ . 1412 | packing 1413 | 1 1414 | I switched to this because I wanted something different , even though I miss $T$ . 1415 | windows 1416 | 1 1417 | Apple no longer includes $T$ with the computer and furthermore , Apple does n't even offer it anymore ! 1418 | iDVD 1419 | -1 1420 | I also wanted $T$ , which this one has . 1421 | Windows 7 1422 | 1 1423 | At first , I feel a little bit uncomfortable in using the $T$ . 1424 | Mac system 1425 | -1 1426 | I am used to computers with $T$ so I am having a little difficulty finding my way around . 1427 | windows 1428 | 0 1429 | It just $T$ out of the box and you have a lot of cool software included with the OS . 1430 | works 1431 | 1 1432 | It just works out of the box and you have a lot of cool $T$ included with the OS . 1433 | software 1434 | 1 1435 | It just works out of the box and you have a lot of cool software included with the $T$ . 1436 | OS 1437 | 0 1438 | its as advertised on here ... it $T$ great and is not a waste of money ! 1439 | works 1440 | 1 1441 | $T$ like a champ ... 1442 | Runs 1443 | 1 1444 | Premium $T$ for the OS more than anything else . 1445 | price 1446 | 1 1447 | Premium price for the $T$ more than anything else . 1448 | OS 1449 | 0 1450 | I was a little concerned about the $T$ based on reviews , but I 've found it fine to work with . 1451 | touch pad 1452 | 1 1453 | The sound as mentioned earlier is n't the best , but it can be solved with $T$ . 1454 | headphones 1455 | 0 1456 | However , the experience was great since the $T$ does not become unstable and the application will simply shutdown and reopen . 1457 | OS 1458 | 1 1459 | However , the experience was great since the OS does not become unstable and the $T$ will simply shutdown and reopen . 1460 | application 1461 | 1 1462 | If you ask me , for this $T$ it should be included . 1463 | price 1464 | -1 1465 | The $T$ is not as shown in the product photos . 1466 | battery 1467 | -1 1468 | $T$ was quick and product described was the product sent and so much more ... 1469 | Shipping 1470 | 1 1471 | the $T$ make pictures i took years ago jaw dropping . 1472 | retina display display 1473 | 1 1474 | The Mac Mini is probably the simplest example of $T$ out there . 1475 | compact computing 1476 | 1 1477 | Instead , I 'll focus more on the actual $T$ itself so you can make an educated decision on which Mac to buy . 1478 | performance and feature set of the hardware 1479 | 0 1480 | Other $T$ include FireWire 800 , Gigabit Ethernet , MagSafe port , Microphone jack . 1481 | ports 1482 | 0 1483 | Other ports include $T$ , Gigabit Ethernet , MagSafe port , Microphone jack . 1484 | FireWire 800 1485 | 0 1486 | Other ports include FireWire 800 , $T$ , MagSafe port , Microphone jack . 1487 | Gigabit Ethernet 1488 | 0 1489 | Other ports include FireWire 800 , Gigabit Ethernet , $T$ , Microphone jack . 1490 | MagSafe port 1491 | 0 1492 | Other ports include FireWire 800 , Gigabit Ethernet , MagSafe port , $T$ . 1493 | Microphone jack 1494 | 0 1495 | Additionally , there is barely a $T$ in the computer , and even the simple activity of watching videos let alone playing steam games causes the laptop to get very very hot , and in fact impossible to keep on lap . 1496 | ventilation system 1497 | -1 1498 | Additionally , there is barely a ventilation system in the computer , and even the simple activity of $T$ let alone playing steam games causes the laptop to get very very hot , and in fact impossible to keep on lap . 1499 | watching videos 1500 | 0 1501 | Additionally , there is barely a ventilation system in the computer , and even the simple activity of watching videos let alone $T$ causes the laptop to get very very hot , and in fact impossible to keep on lap . 1502 | playing steam games 1503 | 0 1504 | Chatting with $T$ , I was advised the problem was corrupted operating system files . 1505 | Acer support 1506 | 0 1507 | Chatting with Acer support , I was advised the problem was corrupted $T$ . 1508 | operating system files 1509 | 0 1510 | It 's been a couple weeks since the purchase and I 'm struggle with finding the correct $T$ -LRB- but that was expected -RRB- . 1511 | keys 1512 | 0 1513 | Many people complain about the new $T$ , and it 's urgent for Apple to fix it asap ! 1514 | OS 1515 | -1 1516 | Now that I have upgraded to $T$ I am much happier about MAC OS and have just bought an iMac for office . 1517 | Lion 1518 | 1 1519 | Now that I have upgraded to Lion I am much happier about $T$ and have just bought an iMac for office . 1520 | MAC OS 1521 | 1 1522 | User upgradeable $T$ and HDD . 1523 | RAM 1524 | 1 1525 | User upgradeable RAM and $T$ . 1526 | HDD 1527 | 1 1528 | But I wanted the Pro for the $T$ . 1529 | CD/DVD player 1530 | 1 1531 | I was a little worry at first because I do n't have a lot of experience with $T$ and windows has always been second nature to me after many years of using windows . 1532 | os.x 1533 | 0 1534 | I was a little worry at first because I do n't have a lot of experience with os.x and $T$ has always been second nature to me after many years of using windows . 1535 | windows 1536 | 1 1537 | I was a little worry at first because I do n't have a lot of experience with os.x and windows has always been second nature to me after many years of using $T$ . 1538 | windows 1539 | 0 1540 | With the softwares supporting the use of other $T$ makes it much better . 1541 | OS 1542 | 0 1543 | With the $T$ supporting the use of other OS makes it much better . 1544 | softwares 1545 | 0 1546 | I then upgraded to $T$ . 1547 | Mac OS X 10.8 "Mountain Lion" 1548 | 0 1549 | I was considering buying the Air , but in reality , this one has a more powerful $T$ and seems much more convenient , even though it 's about .20 inch thicker and 2 lbs heavier . 1550 | performance 1551 | 1 1552 | At home and the office it gets plugged into an external 24 '' LCD screen , so $T$ is not terribly important . 1553 | built in screen size 1554 | 0 1555 | At home and the office it gets plugged into an $T$ , so built in screen size is not terribly important . 1556 | external 24" LCD screen 1557 | 0 1558 | Just beware no DVD slot so when I went to $T$ I had on CD I could n't . 1559 | install software 1560 | -1 1561 | Just beware no $T$ so when I went to install software I had on CD I could n't . 1562 | DVD slot 1563 | 0 1564 | I bought it to be able to dedicate a small , portable laptop to my writing and was surprised to learn that I needed to buy a $T$ to do so . 1565 | word processing program 1566 | 0 1567 | This version of MacBook Pro runs on a $T$ , not the latest fourth-generation Haswell CPU the 2013 version has . 1568 | third-generation CPU ("Ivy Bridge") 1569 | 0 1570 | This version of MacBook Pro runs on a third-generation CPU -LRB- `` Ivy Bridge '' -RRB- , not the latest $T$ the 2013 version has . 1571 | fourth-generation Haswell CPU 1572 | 0 1573 | No $T$ in the new version there 's no way I 'm spending that kind of money on something has less features than the older version . 1574 | Cd Rom 1575 | 0 1576 | No Cd Rom in the new version there 's no way I 'm spending that kind of money on something has less $T$ than the older version . 1577 | features 1578 | -1 1579 | the $T$ is really low to low for a laptopwas not expectin t volume to be so lowan i hate that about this computer 1580 | volume 1581 | -1 1582 | the volume is really low to low for a laptopwas not expectin t $T$ to be so lowan i hate that about this computer 1583 | volume 1584 | -1 1585 | and its not hard to accidentally bang it against something so i recommend getting a $T$ to protect it . 1586 | case 1587 | 0 1588 | I got this at an amazing $T$ from Amazon and it arrived just in time . 1589 | price 1590 | 1 1591 | Every time I $T$ after a few hours , there is this endlessly frustrating process that I have to go through . 1592 | log into the system 1593 | -1 1594 | Put a SSD and use a $T$ , this set up is silky smooth ! 1595 | 21" LED screen 1596 | 0 1597 | Put a $T$ and use a 21 '' LED screen , this set up is silky smooth ! 1598 | SSD 1599 | 0 1600 | Put a SSD and use a 21 '' LED screen , this $T$ is silky smooth ! 1601 | set up 1602 | 1 1603 | The $T$ is now slightly larger than the previous generation , but the lack of an external power supply justifies the small increase in size . 1604 | case 1605 | -1 1606 | The case is now slightly larger than the previous generation , but the lack of an $T$ justifies the small increase in size . 1607 | external power supply 1608 | 0 1609 | I had to buy a $T$ to go with it , as I am old school and hate the pad , but knew that before I bought it , now it works great , need to get adjusted to the key board , as I am used to a bigger one and pounding . 1610 | wireless mouse 1611 | 0 1612 | I had to buy a wireless mouse to go with it , as I am old school and hate the $T$ , but knew that before I bought it , now it works great , need to get adjusted to the key board , as I am used to a bigger one and pounding . 1613 | pad 1614 | -1 1615 | I had to buy a wireless mouse to go with it , as I am old school and hate the pad , but knew that before I bought it , now it $T$ great , need to get adjusted to the key board , as I am used to a bigger one and pounding . 1616 | works 1617 | 1 1618 | I had to buy a wireless mouse to go with it , as I am old school and hate the pad , but knew that before I bought it , now it works great , need to get adjusted to the $T$ , as I am used to a bigger one and pounding . 1619 | key board 1620 | 0 1621 | When considering a Mac , look at the total $T$ and not just the initial price tag . 1622 | cost of ownership 1623 | 0 1624 | When considering a Mac , look at the total cost of ownership and not just the initial $T$ . 1625 | price tag 1626 | 0 1627 | Has all the other $T$ I wanted including a VGA port , HDMI , ethernet and 3 USB ports . 1628 | features 1629 | 1 1630 | Has all the other features I wanted including a $T$ , HDMI , ethernet and 3 USB ports . 1631 | VGA port 1632 | 0 1633 | Has all the other features I wanted including a VGA port , $T$ , ethernet and 3 USB ports . 1634 | HDMI 1635 | 0 1636 | Has all the other features I wanted including a VGA port , HDMI , $T$ and 3 USB ports . 1637 | ethernet 1638 | 0 1639 | Has all the other features I wanted including a VGA port , HDMI , ethernet and 3 $T$ . 1640 | USB ports 1641 | 0 1642 | The only thing I dislike about this laptop are the $T$ found on the bottom of the computer for grip . 1643 | rubber pads 1644 | -1 1645 | It 's a decent computer for the $T$ and hopefully it will last a long time . 1646 | price 1647 | 0 1648 | The nicest part is the low $T$ and ultra quiet operation . 1649 | heat output 1650 | 1 1651 | The nicest part is the low heat output and ultra quiet $T$ . 1652 | operation 1653 | 1 1654 | I will $T$ myself -LRB- because with this model you can you can do it -RRB- later on . 1655 | upgrade the ram 1656 | 1 1657 | The $T$ is 200 dollars down . 1658 | price 1659 | 1 1660 | this Mac Mini does not have a $T$ , and it would seem that its Mac OS 10.9 does not handle external microphones properly . 1661 | built-in mic 1662 | 0 1663 | this Mac Mini does not have a built-in mic , and it would seem that its $T$ does not handle external microphones properly . 1664 | Mac OS 10.9 1665 | -1 1666 | this Mac Mini does not have a built-in mic , and it would seem that its Mac OS 10.9 does not handle $T$ properly . 1667 | external microphones 1668 | 0 1669 | A lot of $T$ and shortcuts on the MBP that I was never exposed to on a normal PC . 1670 | features 1671 | 0 1672 | A lot of features and $T$ on the MBP that I was never exposed to on a normal PC . 1673 | shortcuts 1674 | 0 1675 | Was n't sure if I was going to like it much less love it so I went to a local best buy and played around with the $T$ on a Mac Pro and it was totally unique and different . 1676 | IOS system 1677 | 1 1678 | air has higher $T$ but the fonts are small . 1679 | resolution 1680 | 1 1681 | air has higher resolution but the $T$ are small . 1682 | fonts 1683 | -1 1684 | $T$ with Mac is so much easier , so many cool features . 1685 | working 1686 | 1 1687 | working with Mac is so much easier , so many cool $T$ . 1688 | features 1689 | 1 1690 | I like the $T$ and adjustments . 1691 | brightness 1692 | 1 1693 | I like the brightness and $T$ . 1694 | adjustments 1695 | 1 1696 | I only wish this mac had a $T$ built in . 1697 | CD/DVD player 1698 | 0 1699 | The only thing I miss is that my old Alienware laptop had $T$ . 1700 | backlit keys 1701 | -1 1702 | The only thing I miss are the $T$ and other things that I grew accustomed to after so long . 1703 | "Home/End" type keys 1704 | 0 1705 | So happy with this purchase , I just wish it came with $T$ . 1706 | Microsoft Word 1707 | 0 1708 | It has enough $T$ and speed to run my business with all the flexibility that comes with a laptop . 1709 | memory 1710 | 1 1711 | It has enough memory and $T$ to run my business with all the flexibility that comes with a laptop . 1712 | speed 1713 | 1 1714 | It has enough memory and speed to run my business with all the $T$ that comes with a laptop . 1715 | flexibility 1716 | 1 1717 | The $T$ , the simplicity , the design . . it is lightyears ahead of any PC I have ever owned . 1718 | speed 1719 | 1 1720 | The speed , the $T$ , the design . . it is lightyears ahead of any PC I have ever owned . 1721 | simplicity 1722 | 1 1723 | The speed , the simplicity , the $T$ . . it is lightyears ahead of any PC I have ever owned . 1724 | design 1725 | 1 1726 | The $T$ is excellent , the display is excellent , and downloading apps is a breeze . 1727 | battery life 1728 | 1 1729 | The battery life is excellent , the $T$ is excellent , and downloading apps is a breeze . 1730 | display 1731 | 1 1732 | The battery life is excellent , the display is excellent , and $T$ is a breeze . 1733 | downloading apps 1734 | 1 1735 | The $T$ , the software and the smoothness of the operating system . 1736 | screen 1737 | 1 1738 | The screen , the $T$ and the smoothness of the operating system . 1739 | software 1740 | 1 1741 | The screen , the software and the smoothness of the $T$ . 1742 | operating system 1743 | 1 1744 | i have dropped mine a couple times with only a $T$ covering it . 1745 | slim plastic case 1746 | 0 1747 | I also made a $T$ . 1748 | recovery USB stick 1749 | 0 1750 | But with this laptop , the $T$ is very weak and the sound comes out sounding tinny . 1751 | bass 1752 | -1 1753 | But with this laptop , the bass is very weak and the $T$ comes out sounding tinny . 1754 | sound 1755 | -1 1756 | The $T$ is really good , I was so Happy and excited about this Product . 1757 | built quality 1758 | 1 1759 | I am loving the fast $T$ also . 1760 | performance 1761 | 1 1762 | Further , this Mac Mini has a sloppy $T$ -LRB- courtesy of the Mac OS -RRB- and the range is poor . 1763 | Bluetooth interface 1764 | -1 1765 | Further , this Mac Mini has a sloppy Bluetooth interface -LRB- courtesy of the $T$ -RRB- and the range is poor . 1766 | Mac OS 1767 | -1 1768 | Further , this Mac Mini has a sloppy Bluetooth interface -LRB- courtesy of the Mac OS -RRB- and the $T$ is poor . 1769 | range 1770 | -1 1771 | If you start on the far right side and scroll to your left the $T$ will automatically come up . 1772 | start menu 1773 | 0 1774 | My only gripe would be the need to add more $T$ . 1775 | RAM 1776 | -1 1777 | Fine if you have a $T$ . 1778 | touch screen 1779 | 0 1780 | As far as user type - I dabble in everything from $T$ -LRB- WoW -RRB- to Photoshop , but nothing professionally . 1781 | games 1782 | 0 1783 | As far as user type - I dabble in everything from games -LRB- WoW -RRB- to $T$ , but nothing professionally . 1784 | Photoshop 1785 | 0 1786 | I re-seated the $T$ inside and re-installed the LAN device drivers . 1787 | "WLAN" card 1788 | 0 1789 | I re-seated the `` WLAN '' card inside and re-installed the $T$ . 1790 | LAN device drivers 1791 | 0 1792 | This by far beats any computer out on the market today $T$ well , battery life AMAZING . 1793 | built 1794 | 1 1795 | This by far beats any computer out on the market today built well , $T$ AMAZING . 1796 | battery life 1797 | 1 1798 | The $T$ is easy , and offers all kinds of surprises . 1799 | OS 1800 | 1 1801 | I had to get $T$ to correct the problem . 1802 | Apple Customer Support 1803 | 0 1804 | A veryimportant feature is $T$ which in my experience works better then USB3 -LRB- in PC enabled with USB3 -RRB- I was not originally sold on the MAC OS I felt it was inferior in many ways To Windows 7 . 1805 | Firewire 800 1806 | 1 1807 | A veryimportant feature is Firewire 800 which in my experience works better then $T$ -LRB- in PC enabled with USB3 -RRB- I was not originally sold on the MAC OS I felt it was inferior in many ways To Windows 7 . 1808 | USB3 1809 | -1 1810 | A veryimportant feature is Firewire 800 which in my experience works better then USB3 -LRB- in PC enabled with $T$ -RRB- I was not originally sold on the MAC OS I felt it was inferior in many ways To Windows 7 . 1811 | USB3 1812 | 0 1813 | A veryimportant feature is Firewire 800 which in my experience works better then USB3 -LRB- in PC enabled with USB3 -RRB- I was not originally sold on the $T$ I felt it was inferior in many ways To Windows 7 . 1814 | MAC OS 1815 | -1 1816 | A veryimportant feature is Firewire 800 which in my experience works better then USB3 -LRB- in PC enabled with USB3 -RRB- I was not originally sold on the MAC OS I felt it was inferior in many ways To $T$ . 1817 | Windows 7 1818 | 1 1819 | I like $T$ , the apparent security , the Mini form factor , all the nice graphics stuff . 1820 | iTunes 1821 | 1 1822 | I like iTunes , the apparent $T$ , the Mini form factor , all the nice graphics stuff . 1823 | security 1824 | 1 1825 | I like iTunes , the apparent security , the $T$ , all the nice graphics stuff . 1826 | Mini form factor 1827 | 1 1828 | I like iTunes , the apparent security , the Mini form factor , all the nice $T$ . 1829 | graphics stuff 1830 | 1 1831 | The first time I used the $T$ it took half an hour and a pair of tweezers to remove the card . 1832 | card reader 1833 | -1 1834 | The first time I used the card reader it took half an hour and a pair of tweezers to $T$ . 1835 | remove the card 1836 | -1 1837 | After replacing the $T$ with an ssd drive , my mac is just flying . 1838 | spinning hard disk 1839 | 0 1840 | After replacing the spinning hard disk with an $T$ , my mac is just flying . 1841 | ssd drive 1842 | 1 1843 | I know some people complained about $T$ issues but they released a firmware patch to address that issue . 1844 | HDMI 1845 | 0 1846 | I know some people complained about HDMI issues but they released a $T$ to address that issue . 1847 | firmware patch 1848 | 0 1849 | With the needs of a professional photographer I generally need to keep up with the best $T$ . 1850 | specs 1851 | 0 1852 | $T$ and everything was perfect 1853 | packing 1854 | 1 1855 | I called Toshiba where I gave them the serial number and they informed me that they were having issues with the $T$ . 1856 | mother boards 1857 | 0 1858 | I seem to be having repeat problems as the $T$ in this one is diagnosed as faulty , related to the graphics card . 1859 | Mother Board 1860 | -1 1861 | I seem to be having repeat problems as the Mother Board in this one is diagnosed as faulty , related to the $T$ . 1862 | graphics card 1863 | -1 1864 | It also comes with $T$ but if you 're like me you want to max that out so I immediately put 8G of RAM in her and I 've never used a computer that performs better . 1865 | 4G of RAM 1866 | 0 1867 | It also comes with 4G of RAM but if you 're like me you want to max that out so I immediately put $T$ in her and I 've never used a computer that performs better . 1868 | 8G of RAM 1869 | 0 1870 | It also comes with 4G of RAM but if you 're like me you want to max that out so I immediately put 8G of RAM in her and I 've never used a computer that $T$ better . 1871 | performs 1872 | 1 1873 | This computer is also awesome for my sons $T$ . 1874 | virtual home schooling 1875 | 1 1876 | $T$ is more as compared to other brands . 1877 | Cost 1878 | -1 1879 | also ... - excellent $T$ - size and weight for optimal mobility - excellent durability of the battery - the functions provided by the trackpad is unmatched by any other brand - 1880 | operating system 1881 | 1 1882 | also ... - excellent operating system - $T$ and weight for optimal mobility - excellent durability of the battery - the functions provided by the trackpad is unmatched by any other brand - 1883 | size 1884 | 1 1885 | also ... - excellent operating system - size and $T$ for optimal mobility - excellent durability of the battery - the functions provided by the trackpad is unmatched by any other brand - 1886 | weight 1887 | 1 1888 | also ... - excellent operating system - size and weight for optimal $T$ - excellent durability of the battery - the functions provided by the trackpad is unmatched by any other brand - 1889 | mobility 1890 | 1 1891 | also ... - excellent operating system - size and weight for optimal mobility - excellent $T$ - the functions provided by the trackpad is unmatched by any other brand - 1892 | durability of the battery 1893 | 1 1894 | also ... - excellent operating system - size and weight for optimal mobility - excellent durability of the battery - the $T$ is unmatched by any other brand - 1895 | functions provided by the trackpad 1896 | 1 1897 | This $T$ seems to be better than the iMac in that it is n't $ 1400 and smaller . 1898 | hardware 1899 | 1 1900 | I 've had it for about 2 months now and found no issues with $T$ or updates . 1901 | software 1902 | 0 1903 | I 've had it for about 2 months now and found no issues with software or $T$ . 1904 | updates 1905 | 0 1906 | the latest version does not have a $T$ . 1907 | disc drive 1908 | 0 1909 | $T$ - although some people might complain about low res which I think is ridiculous . 1910 | Screen 1911 | 1 1912 | Screen - although some people might complain about low $T$ which I think is ridiculous . 1913 | res 1914 | 1 1915 | -------------------------------------------------------------------------------- /datasets/semeval14/Restaurants_Test.pkl: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/qianyu-wang-flexport/ABSA_AE_BERT_Pytorch/de6b4ba5a9f8c96ed2da7cbdbecab63d520ca78a/datasets/semeval14/Restaurants_Test.pkl -------------------------------------------------------------------------------- /datasets/semeval14/Restaurants_Train.pkl: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/qianyu-wang-flexport/ABSA_AE_BERT_Pytorch/de6b4ba5a9f8c96ed2da7cbdbecab63d520ca78a/datasets/semeval14/Restaurants_Train.pkl -------------------------------------------------------------------------------- /models/bert_bio.py: -------------------------------------------------------------------------------- 1 | import torch 2 | import torch.nn as nn 3 | 4 | 5 | class BERT_BIO(nn.Module): 6 | def __init__(self, bert, opt): 7 | super(BERT_BIO, self).__init__() 8 | self.bert = bert 9 | self.dropout = nn.Dropout(opt.dropout) 10 | self.dense = nn.Linear(opt.bert_dim, opt.class_dim) 11 | 12 | def forward(self, inputs): 13 | text_bert_indices, bert_segments_ids = inputs[0], inputs[1] 14 | encoded_layer, _= self.bert(text_bert_indices, bert_segments_ids, output_all_encoded_layers=False) 15 | output = self.dropout(encoded_layer) 16 | logits = self.dense(output) 17 | return logits 18 | -------------------------------------------------------------------------------- /models/bert_multilayer.py: -------------------------------------------------------------------------------- 1 | import torch 2 | import torch.nn as nn 3 | import torch.nn.functional as F 4 | from torch.nn.parameter import Parameter 5 | 6 | class Layer_Att(nn.Module): 7 | def __init__(self): 8 | super(Layer_Att, self).__init__() 9 | self.input_dim=12 10 | self.weight=Parameter(torch.randn(self.input_dim,1)) 11 | 12 | def forward(self,inputs): 13 | # print(self.weight) 14 | softmax_weight=F.softmax(self.weight,dim=0) 15 | output_matrix=inputs.matmul(softmax_weight) 16 | output=output_matrix.squeeze(-1) 17 | return output 18 | 19 | 20 | 21 | class BERT_MULTILAYER(nn.Module): 22 | def __init__(self, bert, opt): 23 | super(BERT_MULTILAYER, self).__init__() 24 | self.bert = bert 25 | self.dropout = nn.Dropout(opt.dropout) 26 | self.dense = nn.Linear(opt.bert_dim, opt.class_dim) 27 | self.layer_att=Layer_Att() 28 | 29 | def forward(self, inputs): 30 | 31 | text_bert_indices, bert_segments_ids = inputs[0], inputs[1] 32 | encoded_layers, _= self.bert(text_bert_indices, bert_segments_ids, output_all_encoded_layers=True) 33 | encoded_matrix=torch.stack(encoded_layers,-1) 34 | output=self.layer_att(encoded_matrix) 35 | output = self.dropout(output) 36 | logits = self.dense(output) 37 | return logits 38 | -------------------------------------------------------------------------------- /models/bert_sa.py: -------------------------------------------------------------------------------- 1 | import torch 2 | import torch.nn as nn 3 | 4 | 5 | class BERT_SA(nn.Module): 6 | def __init__(self, bert, opt): 7 | super(BERT_SA, self).__init__() 8 | self.bert = bert 9 | self.dropout = nn.Dropout(opt.dropout) 10 | self.dense = nn.Linear(opt.bert_dim, opt.class_dim) 11 | 12 | def forward(self, inputs): 13 | text_bert_indices, bert_segments_ids = inputs[0], inputs[1] 14 | _, cls_layer= self.bert(text_bert_indices, bert_segments_ids, output_all_encoded_layers=False) 15 | output = self.dropout(cls_layer) 16 | logits = self.dense(output) 17 | return logits 18 | -------------------------------------------------------------------------------- /models/bert_sa_te.py: -------------------------------------------------------------------------------- 1 | import torch 2 | import torch.nn as nn 3 | 4 | 5 | class BERT_SA_TE(nn.Module): 6 | def __init__(self, bert, opt): 7 | super(BERT_SA_TE, self).__init__() 8 | self.bert = bert 9 | self.dropout1 = nn.Dropout(opt.dropout) 10 | self.dropout2 = nn.Dropout(opt.dropout) 11 | self.dense1 = nn.Linear(opt.bert_dim, opt.senti_class_dim) 12 | self.dense2 = nn.Linear(opt.bert_dim,opt.bio_class_dim) 13 | 14 | def forward(self, inputs): 15 | text_bert_indices, bert_segments_ids = inputs[0], inputs[1] 16 | encoded_layer, label_layer= self.bert(text_bert_indices, bert_segments_ids, output_all_encoded_layers=False) 17 | output1 = self.dropout1(label_layer) 18 | output2=self.dropout2(encoded_layer) 19 | senti_output = self.dense1(output1) 20 | bio_output=self.dense2(output2) 21 | return senti_output,bio_output 22 | -------------------------------------------------------------------------------- /models/bert_sate_multilayer.py: -------------------------------------------------------------------------------- 1 | import torch 2 | import torch.nn as nn 3 | from models.bert_multilayer import Layer_Att 4 | 5 | 6 | class BERT_SATE_MUTILAYER(nn.Module): 7 | def __init__(self, bert, opt): 8 | super(BERT_SATE_MUTILAYER, self).__init__() 9 | self.bert = bert 10 | self.layer_att=Layer_Att() 11 | self.dropout1 = nn.Dropout(opt.dropout) 12 | self.dropout2 = nn.Dropout(opt.dropout) 13 | self.dense1 = nn.Linear(opt.bert_dim, opt.senti_class_dim) 14 | self.dense2 = nn.Linear(opt.bert_dim,opt.bio_class_dim) 15 | 16 | def forward(self, inputs): 17 | text_bert_indices, bert_segments_ids = inputs[0], inputs[1] 18 | encoded_layers, label_layer= self.bert(text_bert_indices, bert_segments_ids, output_all_encoded_layers=True) 19 | encoded_matrix = torch.stack(encoded_layers, -1) 20 | output2 = self.layer_att(encoded_matrix) 21 | output1 = self.dropout1(label_layer) 22 | output2=self.dropout2(output2) 23 | senti_output = self.dense1(output1) 24 | bio_output=self.dense2(output2) 25 | return senti_output,bio_output 26 | -------------------------------------------------------------------------------- /models/bert_te.py: -------------------------------------------------------------------------------- 1 | import torch 2 | import torch.nn as nn 3 | 4 | 5 | class BERT_TE(nn.Module): 6 | def __init__(self, bert, opt): 7 | super(BERT_TE, self).__init__() 8 | self.bert = bert 9 | self.dropout = nn.Dropout(opt.dropout) 10 | self.dense = nn.Linear(opt.bert_dim, opt.class_dim) 11 | 12 | def forward(self, inputs): 13 | text_bert_indices, bert_segments_ids = inputs[0], inputs[1] 14 | encoded_layer, _= self.bert(text_bert_indices, bert_segments_ids, output_all_encoded_layers=False) 15 | output = self.dropout(encoded_layer) 16 | logits = self.dense(output) 17 | return logits 18 | -------------------------------------------------------------------------------- /test01.py: -------------------------------------------------------------------------------- 1 | from pytorch_pretrained_bert import BertModel,BertTokenizer 2 | import torch 3 | import os 4 | from models.bert_multilayer import Layer_Att 5 | 6 | bert_path='/data/bert-pretrained-models/bert-base-uncased' 7 | 8 | tokenizer = BertTokenizer.from_pretrained(os.path.join(bert_path, 'bert-base-uncased-vocab.txt')) 9 | model = BertModel.from_pretrained(bert_path) 10 | 11 | text = "[CLS] Who was Jim Henson ? [SEP] Jim Henson was a puppeteer [SEP]" 12 | tokenized_text = tokenizer.tokenize(text) 13 | 14 | # Convert token to vocabulary indices 15 | indexed_tokens = tokenizer.convert_tokens_to_ids(tokenized_text) 16 | # Define sentence A and B indices associated to 1st and 2nd sentences (see paper) 17 | segments_ids = [0, 0, 0, 0, 0, 0, 0, 1, 1, 1, 1, 1, 1, 1] 18 | 19 | # Convert inputs to PyTorch tensors 20 | tokens_tensor = torch.tensor([indexed_tokens]) 21 | segments_tensors = torch.tensor([segments_ids]) 22 | 23 | model.eval() 24 | 25 | # If you have a GPU, put everything on cuda 26 | tokens_tensor = tokens_tensor.to('cuda:1') 27 | segments_tensors = segments_tensors.to('cuda:1') 28 | model.to('cuda:1') 29 | 30 | # Predict hidden states features for each layer 31 | with torch.no_grad(): 32 | encoded_layers, label_layer = model(tokens_tensor, segments_tensors,output_all_encoded_layers=True) 33 | 34 | print(label_layer.shape) 35 | 36 | att=Layer_Att() 37 | att.to('cuda:1') 38 | att.eval() 39 | with torch.no_grad(): 40 | output2=att(encoded_layers) 41 | 42 | print(output2.shape) 43 | -------------------------------------------------------------------------------- /test02.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/qianyu-wang-flexport/ABSA_AE_BERT_Pytorch/de6b4ba5a9f8c96ed2da7cbdbecab63d520ca78a/test02.py -------------------------------------------------------------------------------- /train.py: -------------------------------------------------------------------------------- 1 | from pytorch_pretrained_bert import BertModel 2 | import torch 3 | import torch.nn as nn 4 | from torch.utils.data import DataLoader 5 | from tensorboardX import SummaryWriter 6 | import argparse 7 | import math 8 | import os 9 | from pytorch_pretrained_bert.optimization import BertAdam 10 | from models.bert_bio import BERT_BIO 11 | from models.bert_sa import BERT_SA 12 | from models.bert_te import BERT_TE 13 | from torch.utils.data import Dataset 14 | import pickle 15 | from models.bert_multilayer import BERT_MULTILAYER 16 | 17 | bert_path='/data/bert-pretrained-models/bert-base-uncased' 18 | 19 | class MyDataset(Dataset): 20 | def __init__(self,data_file): 21 | f=open(data_file,'rb') 22 | self.data=pickle.load(f) 23 | f.close() 24 | 25 | def __getitem__(self, index): 26 | return self.data[index] 27 | 28 | def __len__(self): 29 | return len(self.data) 30 | 31 | class Instructor: 32 | def __init__(self, opt): 33 | self.opt = opt 34 | bert = BertModel.from_pretrained(bert_path) 35 | self.model = opt.model(bert, opt).to(opt.device) 36 | 37 | trainset =MyDataset(opt.dataset_file['train']) 38 | testset = MyDataset(opt.dataset_file['test']) 39 | self.train_data_loader = DataLoader(dataset=trainset, batch_size=opt.batch_size, shuffle=True) 40 | self.test_data_loader = DataLoader(dataset=testset, batch_size=opt.batch_size, shuffle=False) 41 | 42 | if opt.device.type == 'cuda': 43 | print("cuda memory allocated:", torch.cuda.memory_allocated(device=opt.device.index)) 44 | self._print_args() 45 | 46 | def _print_args(self): 47 | n_trainable_params, n_nontrainable_params = 0, 0 48 | for p in self.model.parameters(): 49 | n_params = torch.prod(torch.tensor(p.shape)) 50 | if p.requires_grad: 51 | n_trainable_params += n_params 52 | else: 53 | n_nontrainable_params += n_params 54 | print('n_trainable_params: {0}, n_nontrainable_params: {1}'.format(n_trainable_params, n_nontrainable_params)) 55 | print('> training arguments:') 56 | for arg in vars(self.opt): 57 | print('>>> {0}: {1}'.format(arg, getattr(self.opt, arg))) 58 | 59 | def _reset_params(self): 60 | for child in self.model.children(): 61 | if type(child) != BertModel: # skip bert params (with unfreezed bert) 62 | for p in child.parameters(): 63 | if p.requires_grad: 64 | if len(p.shape) > 1: 65 | self.opt.initializer(p) 66 | else: 67 | stdv = 1. / math.sqrt(p.shape[0]) 68 | torch.nn.init.uniform_(p, a=-stdv, b=stdv) 69 | 70 | def _train(self, criterion, optimizer): 71 | writer = SummaryWriter(log_dir=self.opt.logdir) 72 | max_test_acc = 0 73 | max_f1 = 0 74 | max_epoch=0 75 | global_step = 0 76 | for epoch in range(self.opt.num_epoch): 77 | print('>' * 100) 78 | print('epoch: ', epoch) 79 | n_correct, n_total = 0, 0 80 | for i_batch, sample_batched in enumerate(self.train_data_loader): 81 | # print('train batch num:{}'.format(i_batch)) 82 | global_step += 1 83 | 84 | # switch model to training mode, clear gradient accumulators 85 | self.model.train() 86 | optimizer.zero_grad() 87 | 88 | inputs = [sample_batched[col].to(self.opt.device) for col in self.opt.inputs_cols] 89 | outputs = self.model(inputs) 90 | targets = sample_batched[opt.outputs_col].to(self.opt.device) 91 | 92 | # print(outputs.shape) 93 | # print(targets.shape) 94 | 95 | s_batch_size=targets.shape[0] 96 | if opt.model_name=='bert_bio' or opt.model_name=='bert_te': 97 | loss = criterion(outputs.view(s_batch_size*opt.max_len,-1), targets.view(s_batch_size*opt.max_len)) 98 | else: 99 | loss=criterion(outputs,targets) 100 | loss.backward() 101 | optimizer.step() 102 | 103 | if global_step % self.opt.log_step == 0: 104 | n_correct += (torch.argmax(outputs, -1) == targets).sum().item() 105 | n_total += targets.view(-1).shape[0] 106 | train_acc = n_correct / n_total 107 | 108 | # switch model to evaluation mode 109 | self.model.eval() 110 | test_acc, f1 = self._evaluate_acc_f1() 111 | 112 | #20190510以f1为评价标准 113 | if f1 > max_f1: 114 | max_test_acc = test_acc 115 | max_f1=f1 116 | max_epoch=epoch 117 | if not os.path.exists('state_dict'): 118 | os.mkdir('state_dict') 119 | print('>>>max_acc:{:.4f},max_f1:{:.4f}'.format(max_test_acc,max_f1)) 120 | # path = 'state_dict/{0}_{1}_f1{2}'.format(self.opt.model_name, self.opt.dataset, round(f1, 4)) 121 | # torch.save(self.model.state_dict(), path) 122 | # print('>> saved: ' + path) 123 | 124 | writer.add_scalar('loss', loss, global_step) 125 | writer.add_scalar('acc', train_acc, global_step) 126 | writer.add_scalar('test_acc', test_acc, global_step) 127 | print('loss: {:.4f}, acc: {:.4f}, test_acc: {:.4f}, f1: {:.4f}'.format(loss.item(), train_acc, test_acc, f1)) 128 | 129 | writer.close() 130 | return max_test_acc, max_f1,max_epoch 131 | 132 | def _get_seq_index(self,seq): 133 | bio_list=[] 134 | k=0 135 | while k training arguments:') 69 | for arg in vars(self.opt): 70 | print('>>> {0}: {1}'.format(arg, getattr(self.opt, arg))) 71 | 72 | def _reset_params(self): 73 | for child in self.model.children(): 74 | if type(child) != BertModel: # skip bert params (with unfreezed bert) 75 | for p in child.parameters(): 76 | if p.requires_grad: 77 | if len(p.shape) > 1: 78 | self.opt.initializer(p) 79 | else: 80 | stdv = 1. / math.sqrt(p.shape[0]) 81 | torch.nn.init.uniform_(p, a=-stdv, b=stdv) 82 | 83 | def _train(self, optimizer): 84 | writer = SummaryWriter(log_dir=self.opt.logdir) 85 | max_test_precision = 0 86 | max_f1 = 0 87 | max_epoch=0 88 | global_step = 0 89 | for epoch in range(self.opt.num_epoch): 90 | print('>' * 100) 91 | print('epoch: ', epoch) 92 | n_correct, n_total = 0, 0 93 | for i_batch, sample_batched in enumerate(self.train_data_loader): 94 | # print('train batch num:{}'.format(i_batch)) 95 | global_step += 1 96 | 97 | # switch model to training mode, clear gradient accumulators 98 | self.model.train() 99 | optimizer.zero_grad() 100 | 101 | inputs = [sample_batched[col].to(self.opt.device) for col in self.opt.inputs_cols] 102 | outputs = self.model(inputs) 103 | targets = sample_batched[opt.outputs_col].to(self.opt.device) 104 | 105 | loss=self.crf(outputs,targets) 106 | # loss = criterion(outputs.view(s_batch_size*opt.max_len,-1), targets.view(s_batch_size*opt.max_len)) 107 | 108 | loss.backward() 109 | optimizer.step() 110 | 111 | if global_step % self.opt.log_step == 0: 112 | n_correct += (torch.argmax(outputs, -1) == targets).sum().item() 113 | n_total += targets.view(-1).shape[0] 114 | train_precision = n_correct / n_total 115 | 116 | # switch model to evaluation mode 117 | self.model.eval() 118 | test_precision, f1 = self._evaluate_acc_f1() 119 | 120 | #20190522以f1为评价标准 121 | if f1>max_f1: 122 | max_test_precision = test_precision 123 | max_f1=f1 124 | max_epoch=epoch 125 | if opt.save_state_dic == "Yes": 126 | if not os.path.exists('state_dict'): 127 | os.mkdir('state_dict') 128 | path = 'state_dict/{0}_{1}_pre{2}_f1{3}'.format(self.opt.model_name, self.opt.dataset, 129 | round(test_precision,4),round(f1, 4)) 130 | torch.save(self.model.state_dict(), path) 131 | print('>> saved: ' + path) 132 | print('>>>max_precision:{:.4f},max_f1:{:.4f}'.format(max_test_precision,max_f1)) 133 | 134 | writer.add_scalar('loss', loss, global_step) 135 | writer.add_scalar('train_precision', train_precision, global_step) 136 | writer.add_scalar('test_precision', test_precision, global_step) 137 | print('loss: {:.4f}, train_precision: {:.4f}, test_precision: {:.4f}, f1: {:.4f}'.format(loss.item(), train_precision, test_precision, f1)) 138 | 139 | writer.close() 140 | return max_test_precision, max_f1,max_epoch 141 | 142 | def _get_seq_index(self,seq): 143 | bio_list=[] 144 | k=0 145 | i_label= 4 if self.opt.model_name=='bert_bio' else 2 146 | while k training arguments:') 64 | for arg in vars(self.opt): 65 | print('>>> {0}: {1}'.format(arg, getattr(self.opt, arg))) 66 | 67 | def _reset_params(self): 68 | for child in self.model.children(): 69 | if type(child) != BertModel: # skip bert params (with unfreezed bert) 70 | for p in child.parameters(): 71 | if p.requires_grad: 72 | if len(p.shape) > 1: 73 | self.opt.initializer(p) 74 | else: 75 | stdv = 1. / math.sqrt(p.shape[0]) 76 | torch.nn.init.uniform_(p, a=-stdv, b=stdv) 77 | 78 | def _train(self, criterion, optimizer): 79 | writer = SummaryWriter(log_dir=self.opt.logdir) 80 | senti_max_test_precision,bio_max_test_precision = 0,0 81 | senti_max_f1,bio_max_f1 = 0,0 82 | senti_max_epoch=0 83 | bio_max_epoch=0 84 | global_step = 0 85 | for epoch in range(self.opt.num_epoch): 86 | print('>' * 100) 87 | print('epoch: ', epoch) 88 | n_senti_correct, n_senti_total = 0, 0 89 | n_bio_correct,n_bio_total=0,0 90 | for i_batch, sample_batched in enumerate(self.train_data_loader): 91 | # print('train batch num:{}'.format(i_batch)) 92 | global_step += 1 93 | 94 | # switch model to training mode, clear gradient accumulators 95 | self.model.train() 96 | optimizer.zero_grad() 97 | 98 | inputs = [sample_batched[col].to(self.opt.device) for col in self.opt.inputs_cols] 99 | senti_outputs,bio_outputs = self.model(inputs) 100 | senti_targets = sample_batched[opt.outputs_col[0]].to(self.opt.device) 101 | bio_targets = sample_batched[opt.outputs_col[1]].to(self.opt.device) 102 | 103 | # print(outputs.shape) 104 | # print(targets.shape) 105 | 106 | s_batch_size=bio_targets.shape[0] 107 | loss1=criterion(bio_outputs.view(s_batch_size*opt.max_len,-1), bio_targets.view(s_batch_size*opt.max_len)) 108 | loss2 = criterion(senti_outputs,senti_targets) 109 | loss=loss1+loss2 110 | loss.backward() 111 | optimizer.step() 112 | 113 | if global_step % self.opt.log_step == 0: 114 | n_senti_correct += (torch.argmax(senti_outputs, -1) == senti_targets).sum().item() 115 | n_senti_total += senti_targets.view(-1).shape[0] 116 | senti_train_precision = n_senti_correct / n_senti_total 117 | 118 | n_bio_correct += (torch.argmax(bio_outputs, -1) == bio_targets).sum().item() 119 | n_bio_total += bio_targets.view(-1).shape[0] 120 | bio_train_precision = n_bio_correct / n_bio_total 121 | 122 | # switch model to evaluation mode 123 | self.model.eval() 124 | senti_test_precision, senti_f1,bio_test_precision,bio_f1 = self._evaluate_acc_f1() 125 | 126 | #sentiment evaluation 127 | if senti_f1>senti_max_f1: 128 | senti_max_test_precision = senti_test_precision 129 | senti_max_f1=senti_f1 130 | senti_max_epoch=epoch 131 | if opt.save_state_dic == "Yes": 132 | if not os.path.exists('state_dict'): 133 | os.mkdir('state_dict') 134 | path = 'state_dict/{0}_senti_{1}_pre{2}_f1{3}'.format(self.opt.model_name, self.opt.dataset, 135 | round(senti_test_precision,4),round(senti_f1, 4)) 136 | torch.save(self.model.state_dict(), path) 137 | print('>> saved: ' + path) 138 | print('>>>sa_max_precision:{:.4f},sa_max_f1:{:.4f}'.format(senti_max_test_precision,senti_max_f1)) 139 | #te evaluation 140 | if bio_f1>bio_max_f1: 141 | bio_max_test_precision = bio_test_precision 142 | bio_max_f1=bio_f1 143 | bio_max_epoch=epoch 144 | if opt.save_state_dic == "Yes": 145 | if not os.path.exists('state_dict'): 146 | os.mkdir('state_dict') 147 | path = 'state_dict/{0}_te_{1}_pre{2}_f1{3}'.format(self.opt.model_name, self.opt.dataset, 148 | round(bio_test_precision,4),round(bio_f1, 4)) 149 | torch.save(self.model.state_dict(), path) 150 | print('>> saved: ' + path) 151 | print('>>>te_max_precision:{:.4f},te_max_f1:{:.4f}'.format(bio_max_test_precision,bio_max_f1)) 152 | 153 | writer.add_scalar('loss', loss, global_step) 154 | writer.add_scalar('senti_train_precision', senti_train_precision, global_step) 155 | writer.add_scalar('senti_test_precision', senti_test_precision, global_step) 156 | writer.add_scalar('te_train_precision', senti_train_precision, global_step) 157 | writer.add_scalar('te_test_precision', senti_test_precision, global_step) 158 | print('loss: {:.4f}'.format(loss.item())) 159 | print('sa_train_precision: {:.4f},sa_test_precision: {:.4f},sa_f1:{:.4f}'.format(senti_train_precision, senti_test_precision,senti_f1)) 160 | print('te_train_precision:{:.4f},te_test_precision: {:.4f},te_f1: {:.4f}'.format(bio_train_precision,bio_test_precision, bio_f1)) 161 | print('-'*100) 162 | 163 | writer.close() 164 | return senti_max_test_precision, senti_max_f1,senti_max_epoch,bio_max_test_precision,bio_max_f1,bio_max_epoch 165 | 166 | def _get_seq_index(self,seq): 167 | bio_list=[] 168 | k=0 169 | i_label= 2 170 | while k training arguments:') 69 | for arg in vars(self.opt): 70 | print('>>> {0}: {1}'.format(arg, getattr(self.opt, arg))) 71 | 72 | def _reset_params(self): 73 | for child in self.model.children(): 74 | if type(child) != BertModel: # skip bert params (with unfreezed bert) 75 | for p in child.parameters(): 76 | if p.requires_grad: 77 | if len(p.shape) > 1: 78 | self.opt.initializer(p) 79 | else: 80 | stdv = 1. / math.sqrt(p.shape[0]) 81 | torch.nn.init.uniform_(p, a=-stdv, b=stdv) 82 | 83 | def _train(self, criterion, optimizer): 84 | writer = SummaryWriter(log_dir=self.opt.logdir) 85 | max_test_precision = 0 86 | max_f1 = 0 87 | max_epoch=0 88 | global_step = 0 89 | for epoch in range(self.opt.num_epoch): 90 | print('>' * 100) 91 | print('epoch: ', epoch) 92 | n_correct, n_total = 0, 0 93 | for i_batch, sample_batched in enumerate(self.train_data_loader): 94 | # print('train batch num:{}'.format(i_batch)) 95 | global_step += 1 96 | 97 | # switch model to training mode, clear gradient accumulators 98 | self.model.train() 99 | optimizer.zero_grad() 100 | 101 | inputs = [sample_batched[col].to(self.opt.device) for col in self.opt.inputs_cols] 102 | outputs = self.model(inputs) 103 | targets = sample_batched[opt.outputs_col].to(self.opt.device) 104 | 105 | # print(outputs.shape) 106 | # print(targets.shape) 107 | 108 | s_batch_size=targets.shape[0] 109 | if opt.model_name=='bert_bio' or opt.model_name=='bert_te': 110 | loss = criterion(outputs.view(s_batch_size*opt.max_len,-1), targets.view(s_batch_size*opt.max_len)) 111 | else: 112 | loss=criterion(outputs,targets) 113 | loss.backward() 114 | optimizer.step() 115 | 116 | if global_step % self.opt.log_step == 0: 117 | n_correct += (torch.argmax(outputs, -1) == targets).sum().item() 118 | n_total += targets.view(-1).shape[0] 119 | train_precision = n_correct / n_total 120 | 121 | # switch model to evaluation mode 122 | self.model.eval() 123 | test_precision, f1 = self._evaluate_acc_f1() 124 | 125 | #20190522以f1为评价标准 126 | if f1>max_f1: 127 | max_test_precision = test_precision 128 | max_f1=f1 129 | max_epoch=epoch 130 | if opt.save_state_dic == "Yes": 131 | if not os.path.exists('state_dict'): 132 | os.mkdir('state_dict') 133 | path = 'state_dict/{0}_{1}_pre{2}_f1{3}'.format(self.opt.model_name, self.opt.dataset, 134 | round(test_precision,4),round(f1, 4)) 135 | torch.save(self.model.state_dict(), path) 136 | print('>> saved: ' + path) 137 | print('>>>max_precision:{:.4f},max_f1:{:.4f}'.format(max_test_precision,max_f1)) 138 | 139 | writer.add_scalar('loss', loss, global_step) 140 | writer.add_scalar('train_precision', train_precision, global_step) 141 | writer.add_scalar('test_precision', test_precision, global_step) 142 | print('loss: {:.4f}, train_precision: {:.4f}, test_precision: {:.4f}, f1: {:.4f}'.format(loss.item(), train_precision, test_precision, f1)) 143 | 144 | writer.close() 145 | return max_test_precision, max_f1,max_epoch 146 | 147 | def _get_seq_index(self,seq): 148 | bio_list=[] 149 | k=0 150 | i_label= 4 if self.opt.model_name=='bert_bio' else 2 151 | while k