diff --git a/Toxic Comment Analysis/Dataset/EI-reg-En-anger-train.txt b/Toxic Comment Analysis/Dataset/EI-reg-En-anger-train.txt new file mode 100644 index 000000000..16543e70e --- /dev/null +++ b/Toxic Comment Analysis/Dataset/EI-reg-En-anger-train.txt @@ -0,0 +1,1702 @@ +ID Tweet Affect Dimension Intensity Score +2017-En-10264 @xandraaa5 @amayaallyn6 shut up hashtags are cool #offended anger 0.562 +2017-En-10072 it makes me so fucking irate jesus. nobody is calling ppl who like hajime abusive stop with the strawmen lmao anger 0.750 +2017-En-11383 Lol Adam the Bull with his fake outrage... anger 0.417 +2017-En-11102 @THATSSHAWTYLO passed away early this morning in a fast and furious styled car crash as he was leaving an ATL strip club. That's rough stuff anger 0.354 +2017-En-11506 @Kristiann1125 lol wow i was gonna say really?! haha have you seen chris or nah? you dont even snap me anymore dude! anger 0.438 +2017-En-10779 I need a ๐Ÿฑsushi date๐Ÿ™ @AnzalduaG ๐Ÿan olive guarded date๐Ÿง€ @lexiereid369 and a ๐Ÿ‘Š๐ŸผRockys date๐Ÿ• anger 0.271 +2017-En-11588 And Republicans, you, namely Graham, Flake, Sasse and others are not safe from my wrath, hence that Hillary Hiney-Kissing ad I saw about you anger 0.354 +2017-En-11282 @leepg \n\nLike a rabid dog I pulled out the backs of my cupboards looking for a bakewell..Found a french fancie & a mini batternburg #Winner! anger 0.333 +2017-En-11507 @MisterAK47 it's very telling that racist bigots always resort to the insult 'fag' like that's worse than being a racist bigot. anger 0.556 +2017-En-10849 Follow up. Follow through. Be #relentless. #success anger 0.125 +2017-En-10640 @JustinRow10 dude the new madden 17? Haha anger 0.231 +2017-En-10946 @moocowward @mrsajhargreaves @Melly77 @GaryBarlow if he can't come to my Mum'a 60th after 25k tweets then why should I ๐Ÿ™ˆ #bitter #soreloser anger 0.583 +2017-En-10940 Lol little things like that make me so angry x anger 0.604 +2017-En-11456 One more day tiff.. One more day! anger 0.208 +2017-En-10869 Me being on my dean really saving a lot of ppl, bc I don't snap nomore & it take so much out of me.. anger 0.348 +2017-En-10514 Who knew softballs could sting so bad? Jimmy Fallon has been under a lot of heat for his &ldquo;softball&rdquo; Donald Trump interview anger 0.414 +2017-En-10448 Women don't like girls because we resent them for looking so great/we wish we still looked like that #washed anger 0.479 +2017-En-21354 @brendancoots where's your outrage that your party nominated a lying, corrupt person? And received donations from nations who support terror anger 0.766 +2017-En-11609 I swear I got anger issues but my heart big AF... anger 0.604 +2017-En-10537 75' Tierney reaches a deep cross to the back post and plays it back across but the Alloa defence clear. Celtic relentless here. anger 0.438 +2017-En-11088 This is a joke @SomersetCCC #fuming anger 0.688 +2017-En-10127 I just love it when people make plans for me without actually including me in this process #rage anger 0.688 +2017-En-11061 Be quick to #listen, slow to #speak, and slow to . anger 0.121 +2017-En-10563 @Sargon_of_Akkad It'll be like burning rap albums; they'll have to buy it first, but gosh darn it, they have to get rid of it. anger 0.417 +2017-En-10184 @Daniel_Sankey @hayleyp79 Haha.... Actually, after the Doggies I'm barracking for Anyone But GWS! #bitter anger 0.472 +2017-En-10378 @OstinOng YUUUHH ๐Ÿ™„๐Ÿ˜ญ plus clin ep and prevmed ugghhh hahaha #bitter anger 0.521 +2017-En-10689 my wasp sting is so itchy anger 0.356 +2017-En-10631 Grateful for all the hungry people in my life! Hungry to learn, change, grow, help, etc - not sure anybody has it better! anger 0.396 +2017-En-11107 @jonfavs Don King is an insult to the intelligence of the Black Community. What are these people thinking? anger 0.542 +2017-En-11530 @Arsenal Giroud's beard is making me angry. anger 0.625 +2017-En-40971 @mandyjohnson I'll be honest.. I hope that annoying Southern bint with the 'look at me' pout goes out this week! Selasi #FTW anger 0.646 +2017-En-10623 @jaybusbee Well, not Archie. No offense but he's kinda old. anger 0.396 +2017-En-11331 @RadioX @ChrisMoyles wow. not heard this in forever. Random but. great #xph anger 0.250 +2017-En-11147 Me and these burns that I pick up off the pitches don't get on at all like ๐Ÿ˜ข๐Ÿ˜ข #sting anger 0.542 +2017-En-11158 ICQ is just making me mad!!!๐Ÿ˜ค #icq #angry anger 0.750 +2017-En-11248 If angry, bash out your frustration on the pastry #GBBO anger 0.530 +2017-En-10026 .@DIVAmagazine than straight people. Even the arse straight guys who think that means a threesome is fine. #angry #fuming anger 0.792 +2017-En-11075 Oh daaaaaaamn @SophiaBush! #getitgirl #girlpower #anger #rawr #ChicagoPD anger 0.375 +2017-En-40458 @talkRobyn oh dear I have to watch this the woman with the pout did well anger 0.442 +2017-En-10481 He totally knew about it'. Trump finally gets revenge for his son-in-law's prosecution/imprisonment and throws Christie under the bus. anger 0.458 +2017-En-11344 @Dak2future decorations are up all over Jersey already #outrage anger 0.562 +2017-En-11121 We're going to get City in the next round for a revenge. anger 0.438 +2017-En-10748 @JOjojosiejay or in my case a raging moody cow lol why i buy moody cow socks lol anger 0.389 +2017-En-11559 No respect for people who force their opinions on to others yet get offended when someone does the same to them ๐Ÿ˜‚ anger 0.479 +2017-En-11141 Here's a tip for everyone: Stop being offended. End. #offended #quit #youredumb #liveyourownlife anger 0.479 +2017-En-10919 Why to have vanity sizes?Now sizes S,XS(evenXXS sometimes) are too big, WTF?! Dear corporate jerks, Lithuania didn't need this. #rant #angry anger 0.708 +2017-En-11548 Ultimately, #KeithScott wasn't the man they were there to hand an arrest warrant to. That's what we know. That's enough to cause outrage. anger 0.741 +2017-En-10221 I genuinely think I have anger issues anger 0.604 +2017-En-10479 Nick said he's territorial and he'll growl if someone gets too close to me #hesananimal anger 0.458 +2017-En-11144 @MagicAndFangs 'Just by getting lost! I don't want to see you in my eyes!' Hungary huffed and crossed her arms, looking away angrily. anger 0.562 +2017-En-11243 In fact, sometimes i don't get furious at people who wrong me, but i get furious at myself for being a fool. anger 0.500 +2017-En-11339 Good luck to all Fury-Haney players playing this weekend at the Future Stars showcase in Frisco, Tx. #KGB #G-town #fury anger 0.396 +2017-En-10477 When you forget to mention you were bought dreamboys tickets ๐Ÿ™„๐Ÿ˜‚ #raging anger 0.458 +2017-En-10742 All this from a cigarette burning in Laura's hand, the angle of her chin, the purse of her lips.'(104) Gorgeous transition!@laurengrodstein anger 0.312 +2017-En-10726 So Rangers v Celtic ll #revenge anger 0.333 +2017-En-11340 #Scorpio's can withdraw to a quiet place after being hurt, only to think of a plan to sting back. anger 0.583 +2017-En-10588 @Daniel_Sankey @hayleyp79 Haha.... Actually, after the Doggies I'm barracking for Anyone But GWS! anger 0.417 +2017-En-11100 @NJDDanin123 I personally liked #relentless โ€ฆdidn't get #OurHouse #OneJersey #werealldevilsinside \nDoes nothing till a puck drops #NJDevils anger 0.354 +2017-En-11426 I can see how this will end\nIn all its bitter tragedy\nI'll give you all I have to spend\nAnd you'll give nothing back to me anger 0.542 +2017-En-10687 Tonight's #DragRace #AllStars2 episode GAVE ME LIFE! Yaassss queens! #teamalaska #teamkatya #revenge #bwahaha anger 0.200 +2017-En-10105 You complain all the time and then wonder why people never want to see you. You acc rile me up. Stfuuu!!!! anger 0.708 +2017-En-11236 Everything I see of American police training seems calculated to trample human dignity, inflame outrage, and escalate confrontations. anger 0.604 +2017-En-11036 I wanna kill you and destroy you. I want you died and I want Flint back. #emo #scene #fuck #die #hatered anger 0.910 +2017-En-10446 @VerizonSupport thanks for saying My wife and I were getting our iphones today and then losing both of them with no ETA #thanks anger 0.479 +2017-En-11634 @EmmaHobbs1 I did that! 3 days later my order isn't even in the same postcode as me anger 0.542 +2017-En-10196 @CI I don't think Monalisa has respect for anyone but herself! I think she'll ruffle a few feathers. #TheJail anger 0.625 +2017-En-11678 Another loss to city in the cup next ๐Ÿ™ˆ ๐Ÿ˜‚๐Ÿ˜‚ cmon united! anger 0.292 +2017-En-10973 So I'm not being shady but one of Jongdae's ex rumoured girlfriends is going on WGM I'm not saying I'm over joyed but I'm over joyed #bitter anger 0.417 +2017-En-10219 Unbelievable takes 10 minutes to get through to @BarclaysUK then there's a fault and the call hangs up #treatcustomersfairly anger 0.604 +2017-En-11074 @JessicaValenti @nytimes I don't know... Wasn't punk mostly about white men throwing tantrums? anger 0.354 +2017-En-10705 Skipping meals is the national way of showing #disappointment and . #wiz anger 0.354 +2017-En-10159 @mdivincenzo9 he's stupid, I hate him lol #bitter anger 0.646 +2017-En-11448 @GreatFallVoyagr #bitter sums it up! Congrats Nicole! that's all folks #bb18 now onto #survivor ! anger 0.354 +2017-En-10379 @HebertofNH any time a man who got paid to throw temper tantrums speaks up, you gotta listen. anger 0.521 +2017-En-10248 I wonder what would happen if I were to tell some people the truth #savage #uhoh #angry anger 0.583 +2017-En-40453 Cheap pout my brodcast anger 0.232 +2017-En-10797 Houston might lose a coach tomorrow or by midnight. #yikes #offense? anger 0.271 +2017-En-10457 @simon_penn_r @AntisocialJW2 has turned into a rather fiery GG radical) anger 0.479 +2017-En-10120 @FoxNews @SheriffClarke @FoxNewsInsider This man is an affront to our justice system. anger 0.688 +2017-En-10190 When you've still got a whole season of Wentworth to watch and a stupid cunt in work ruins it for us ๐Ÿ˜ญ๐Ÿ˜ญ @__KirstyGA #oldcunt anger 0.625 +2017-En-11210 @paulsherard @margarethaynie wow I just realized how much of a sexist pig I am! I am truly sorry to anyone I offended anger 0.405 +2017-En-11157 Howard Webb always held up as knowing the answers. No red. Sutton and Craigan raging! Hahaha anger 0.458 +2017-En-40403 @ticcikasie1 With a frown, she let's out a distraught 'Gardevoir' saying that she wishes she had a trainer anger 0.417 +2017-En-11188 some of the casuals tweets that Vic has faved are making me gag anger 0.646 +2017-En-11620 @Supergold2002 Terence- got a lot of anger issues from my family and school. anger 0.625 +2017-En-11409 @Evan_McMullin He's spent his campaign dividing people up and pitting them against each other. His message is to fear and resent the 'other' anger 0.604 +2017-En-10953 @EtherealMystic_ She was winning this war that had been raging on inside of his mind. The desire and love all rolling into something he - anger 0.333 +2017-En-10832 @JaredLeto Jared + #snap? ๐Ÿ’˜ anger 0.188 +2017-En-11166 @CallumPinner you came in at silly o'clock and woke me up that's what happened #wasted #fuming anger 0.771 +2017-En-11143 Finally uploaded the file I needed to the university server's drop box. It took like half an hour and a lot of cursing and anger on my part anger 0.521 +2017-En-40317 My nephew sees that i have a frown on my face and he tells me 'you're beautiful '!๐Ÿ˜ข๐Ÿ’ž๐Ÿ˜ฉ anger 0.229 +2017-En-10337 Actually be arsed with my sister sometimes, she controls the TV 90% of the time and when I watch one thing she gets in a huff ๐Ÿ™„ anger 0.542 +2017-En-10527 @thomeagle Just to help maintain and boost our status as a world class centre for education, culture and tolerance. #outrage anger 0.438 +2017-En-10141 There's this Bpharm4 guy Eish that guy brings anger into my life. When I see him nje like darkness fills me @RamatsobaneM will know anger 0.667 +2017-En-11309 says, who are you to compared me with the others; I'm just human. #lit #fire anger 0.500 +2017-En-11173 No, nipples don't offend me lol. But it's sad to me to see women purposely flaunting/sexualizing their own bodies in a very immodest way. anger 0.521 +2017-En-10938 I hope my hustle don't offend nobody anger 0.292 +2017-En-11626 ramos does what he does best burning haters with his head anger 0.509 +2017-En-11112 @MegMuphet I wasn't meaning to offend you. I was saying from personal experience. Kids got placed into these classes and they take advantage anger 0.417 +2017-En-10651 If my luck the rest of Fall goes anything like today, I think I'm going to like this season. #bestdayever #magic #work anger 0.375 +2017-En-10827 Follow me on Snapchat ๐Ÿ‘ป Carlabtst15 #snapchat anger 0.188 +2017-En-10653 @sippycoups if it hurts too much to eat, i read somewhere that marshmallows are good bc they are soft and don't irritate anger 0.375 +2017-En-11640 The book im riteing about wots happond has made them moor angry but im not here to plese man or hide the eval deeds of some anger 0.479 +2017-En-10212 Don't join @BTCare they put the phone down on you, talk over you and are rude. Taking money out of my acc willynilly! anger 0.604 +2017-En-10622 @SarahMi40605180 @kaileighhxo sorry to burst the bubble but there was never any illusion ๐Ÿ™ˆ๐Ÿ˜‚๐Ÿ˜‚ anger 0.396 +2017-En-10067 Once again the only thing on my feed is naay raging about something and my brother filling in all the gaps anger 0.750 +2017-En-11127 @Gielnorian @HedonismGaming cmode grimrail made me want to eat angry bees anger 0.667 +2017-En-10066 my mom cut my phone off and I'm so furious ๐Ÿค— anger 0.750 +2017-En-11533 Don't chase fame\nif you're going\nto resent it\nwhen it starts\nchasing you'\nWRDSMTH anger 0.542 +2017-En-11449 I hate not having the answers I need. #tomourssuck #prayinsnotcancer #angry anger 0.792 +2017-En-11444 So excited to watch @RuPaulsDragRace #allstars \n #RuPaul anger 0.208 +2017-En-10001 So my Indian Uber driver just called someone the N word. If I wasn't in a moving vehicle I'd have jumped out #disgusted anger 0.896 +2017-En-10368 #Hudcomedy #AdamRowe #insult Slutfaceshlongnugget anger 0.521 +2017-En-11142 These NA kids are relentless anger 0.458 +2017-En-10267 Why mfs so bitter anger 0.562 +2017-En-10279 Like hello? I am your first born you must always laugh at my jokes. #offended anger 0.562 +2017-En-10319 I really really resent having to go to bed at a sensible hour, you guys. I WANT TO TALK TO MY PEOPLE. anger 0.542 +2017-En-11341 @ThatAnt_ @Football_Pollss i have hit a lot of irate villa fans lol anger 0.333 +2017-En-10632 @St8edge4life88 eh well i can do the sting vs cactus loser leaves wcw match at bash at the beach lol anger 0.396 +2017-En-11085 I had Golden Ocean the other day it was lush, then I gagged and was sick... What a waste of ยฃ20 - I was fuming @EmmaGould_ I miss you anger 0.688 +2017-En-10648 Gotta wonder why Caller Max listens to the show in the first place if you so incense him @MSignorile anger 0.375 +2017-En-11171 Thou wilt be as valiant as the wrathful dove, or most magnanimous mouse. William Shakesphere anger 0.464 +2017-En-11073 A black female LEO๐Ÿ’™ was shot 8 times and died in Philadelphia --Where's the #outrage black people? @BarackObama #Sharpton #blm #TheFive anger 0.583 +2017-En-40574 Now they fret about scuffs. Iโ€™ll take scuffs (whichโ€ฆcome in) for a phone I can use wet handed or drop in a toilet any day. anger 0.396 +2017-En-41459 I need all your attention! If I don't I'll pout.. anger 0.479 +2017-En-10649 I believe I'm gonna start singing in my snap stories on the tractor. Switch it up a little bit. anger 0.375 +2017-En-10978 @TheRevAl please tell us why 'protesting' injustice requires #burning #beating and #looting terrible optics #toussaintromain is true leader! anger 0.729 +2017-En-11098 People you need to look up the definition of protest. What you are doing is not protesting is called vandalism. #stop anger 0.688 +2017-En-10997 Bored rn leave Kik/Snapchat #kik #kikme #kikmessage #boredaf #bored #snapchatme #snapchat #country #countrygirl anger 0.173 +2017-En-10147 That feel when you travel 700 miles to pick up a form that arrives in the post two days after you leave. #fume anger 0.667 +2017-En-11348 @RiveraJose39 happy birthday to my seedโ€ผ๏ธโ€ผ๏ธโ€ผ๏ธ #renewtherivalry #imyourdaddy #cantbeatme #madden #tater anger 0.138 +2017-En-11237 @strangerpeace We'll have a ceremony next time we meet. It'll involve burning something, then possibly booze and/or caffeine. anger 0.396 +2017-En-11204 @douglas_nat @one11north I need it today! Do u know how many fuckin French plaits I had to do this morn with a stroppy 9 yr old! anger 0.729 +2017-En-11229 A 28 yr old man threw a saucepan of boiling water at a garda, & then hit the garda with the shaft of a brush...Letterkenny District Court. anger 0.406 +2017-En-11116 JV girls earn the W vs Stonington 2-1 today. Goals by K Waite and S Winakor. @DeluciaAlexis 1 assist. @mhseccathletics anger 0.292 +2017-En-11274 @bt_uk broadband is shocking regretting signing up now #angry #shouldofgonewithvirgin anger 0.646 +2017-En-10079 What the fuck am I supposed to do with no lunch, no dinner, no money and I'm off to work #hangry #day5 anger 0.729 +2017-En-10551 @hoytschile fury road!! anger 0.438 +2017-En-10775 I wish the next madden has a story mode too. Just like Fifa 17 anger 0.292 +2017-En-11571 i already gets aggravated too fast like why aggravate me on purpose? anger 0.604 +2017-En-11199 Yo gurls Dm for a tribute ๐Ÿ˜œ๐Ÿ’ฆ #snapme #dm #nudes #tribute #cumtribute #cock #snap #cum #swallow anger 0.271 +2017-En-10670 @stoozyboy1 @chris_sutton73 ๐Ÿ˜‚๐Ÿ˜‚ Oh the zombie rage ๐Ÿ˜‚ anger 0.375 +2017-En-11424 Circle K is dead to me. I hate your new slushie machine. #livid anger 0.750 +2017-En-11633 @EmmaHobbs1 I did that! 3 days later my order isn't even in the same postcode as me #fuming anger 0.667 +2017-En-11441 @SouthernRailUK delays from Streatham Cmn to Clap Junc & now train took 20 mins for 9 mins journey. Missed 2 trains to Reading #fuming anger 0.628 +2017-En-11136 We are raging angry.=1/2 bil $ for 2 pro Liars.(Actors) the most useless people in america Where is ours for working 100 X harder? @FoxNews anger 0.667 +2017-En-31557 never #make a decision when you are .. #angry >_< .... and never make a #promis when you are #happy :) :* anger 0.521 +2017-En-11032 I almost feel offended that she thinks that's a big deal. She's knows I'll literally do anything for her or Kai. anger 0.583 +2017-En-10839 Grateful for all the hungry people in my life! Hungry to learn, change, grow, help, etc - not sure anybody has it better! #relentless anger 0.167 +2017-En-11303 @UN_Women @JustinTrudeau @CanadianPM Trudeau endulging on outrage culture once again. Preaching issues ad hominem,but never quanitfying them anger 0.500 +2017-En-10203 I just wanna know why there's no outrage for black on black crime and no one knows those victims but BLM is out to kill cops based on media anger 0.625 +2017-En-10435 I don't even #feel #anger anymore can't explain it .. #Tulsa #Charlotte #Trayvon #SandraBland #Philando #Ferguson #BatonRouge #MichaelBrown anger 0.479 +2017-En-10528 Chris ate all my mac n cheese so imma eat all his taffy #revenge anger 0.438 +2017-En-11575 I heard Movie Bob was furious about the Skittles analogy. He was upset that there wasn't actually any Skittles. anger 0.394 +2017-En-10612 Because you offended by the lies of Alexandria Goddard doesn't mean that I'm Deric's friend or anything else. Purely a fishin expedition. anger 0.427 +2017-En-10330 @eNCA what they should be doing is directing their anger to the thieves in government...#corruption #FeesMustFall anger 0.542 +2017-En-11526 Okay you've annoyed me, you haven't done a good job there at all. #furious anger 0.673 +2017-En-11350 What u do wen ur love cheats on u ? Wen thy don't understand the emotions behind the anger, the constant waiting.. what u do ? @ritujai18874 anger 0.458 +2017-En-11404 @Lowetide there is no room for jokes in hockey! This is a serious business where we made up teams to fill out the tournament! #outrage anger 0.646 +2017-En-11614 @atheist_taco @DrJillStein :^) well cucks among her ranks agree equally about their outrage of black youths shot and harambe. anger 0.542 +2017-En-11351 @brian5or6 turn that shit off! Home Button under Accessibility. \n\nWhen did innovation become mind fuckery? #rage. #iphonePhoneHome anger 0.667 +2017-En-10170 Ever put your fist through your laptops screen? If so its time for a new one lmao #rage #anger #hp anger 0.646 +2017-En-11078 Panpiper playing Big River outside The Bridges in SR1 #outrage anger 0.500 +2017-En-40683 โ€œDo not fret if you are not cool! Humans who follow me, become instantly cool!โ€ #Bot anger 0.375 +2017-En-40865 @spamvicious I've just found out it's Candice and not Candace. She can pout all she likes for me ๐Ÿ˜ anger 0.271 +2017-En-10570 Controlling #anger is a sign of those #righteous people promised #Paradise in the #Quran in Surah Al Imran verses 133-134 #reward #goodDeed anger 0.417 +2017-En-10282 and apparently he's supposed to have a Scottish accent??? I'm #offended anger 0.562 +2017-En-40444 Candice on great british bake off with that pout does my head in ๐Ÿ‘Š๐Ÿป๐Ÿ™„ anger 0.583 +2017-En-11176 @Remedy0_ switch host no bullet rage. anger 0.396 +2017-En-30829 @Casper10666 I assure you there is no laughter, but increasing anger at the costs, and arrogance of Westminster. anger 0.604 +2017-En-10545 @bismahmalik .....Seems like a fight ready to rage on..... anger 0.438 +2017-En-10671 Prayers & Protection to our brothers and sisters fighting in #Charlotte #rage #against #machines anger 0.375 +2017-En-11410 gonna eat, pick up my brother, get my car washed & finally go home ressssst & watch all fast & furious movies ๐Ÿค˜๐Ÿผ anger 0.250 +2017-En-10824 630am meeting Olympic House #10golds24 . #relentless #neverquit #believe #dreambig #TeamTTO #going4gold anger 0.208 +2017-En-11021 @rohan_connolly i think your high-profile female colleague would be one in yhat category... #massexodus anger 0.521 +2017-En-10851 @CorningFootball IT'S GAME DAY!!!! T MINUS 14:30 anger 0.125 +2017-En-11022 @rohan_connolly i think your high-profile female colleague would be one in yhat category... #massexodus #bitter anger 0.396 +2017-En-11051 if u have time 2 open a snap, u have time 2 respond anger 0.375 +2017-En-41283 @ChrisWarcraft species cf. Don Jr. refugees/Skittles.know he likes his snacks,but even @gop frown on talking about eating humans #lizardscum anger 0.458 +2017-En-11067 Ok but how are the fast & furious movies NOT classified as comedy's? ๐Ÿค” anger 0.292 +2017-En-10351 @TillTheEndMMVI I accidetly dumped boiling water my myself ๐Ÿ˜ซ anger 0.521 +2017-En-10642 one month til someone's bday and i think it's time to flaunt that I got them something pretty awesome #revenge anger 0.435 +2017-En-11320 Dentist just said to me' I'm going to numb your front lip up so it'll feel as if you've got lips like Pete Burns!...... She was right anger 0.396 +2017-En-10084 but that was a mistake and a half assed excuse and now here i am burning in hell forever anger 0.729 +2017-En-40724 Anyway I'm in a car with a furious white men and I have a really funny story to tell when I'm sober ๐Ÿ˜‚ anger 0.333 +2017-En-10979 @XboxMAD @RobotBrush Ballmer will be furious. Another delivery lost... anger 0.500 +2017-En-10615 @StarFlowerz17 @DreamerAbe #bitter. Nicole and Cory is why she was evicted. anger 0.396 +2017-En-10659 The best revenge is massive success. โ€“Frank Sinatra anger 0.375 +2017-En-11135 #ADP's #ezlabor web portal has to be THE SLOWEST web app I have ever had the displeasure of using!! anger 0.729 +2017-En-10240 @UnitedFrontRev @JuanDeznuts @LucidHurricane_ sex offense happens across ALL races, cultures, and creeds & they should be castrated anger 0.629 +2017-En-11406 Good luck to all Fury-Haney players playing this weekend at the Future Stars showcase in Frisco, Tx. #KGB #G-town anger 0.271 +2017-En-11565 James: no 500k, no 50k, no 25k, no 10k. You fucked up. #bb18 #bitter #shouldofVotedforNicole anger 0.708 +2017-En-10500 @paulbushnell25 @EE bad news if ordered online it hasn't gone through same happened to me had to re order on the phone anger 0.458 +2017-En-40131 @HannahFJames I'm distraught! ๐Ÿ˜ญ Candice and her pout can piss off anger 0.625 +2017-En-10809 Tonight's #DragRace #AllStars2 episode GAVE ME LIFE! Yaassss queens! #teamalaska #teamkatya #bwahaha anger 0.250 +2017-En-11336 I've never seen fast & furious Tokyo drift. Boutta watch it anger 0.229 +2017-En-10652 also other ppl who i love a whole damn lot; erica, joanna, tiff, sirli, harley, anja, (the rest of the gc bc i ran out of chara!) anger 0.375 +2017-En-41196 The ghost of Stefano reflects on the grim indignity of being murdered by corrupt cops in faux love. #days anger 0.521 +2017-En-11534 @lericoo 35. Do you hold a grudge against your ex? anger 0.263 +2017-En-10440 @evanareteos :)) im now writing abt the changing face of sex industry in tr :))) now men will talk to me then! #revenge anger 0.479 +2017-En-11512 How on earth can the projection of all that is good and happy and true in my soul be a poisonous fucking snake? #patronus #adder anger 0.667 +2017-En-11182 Nothing more entertaining and frightening than a #bitter #alcoholic trying desperately to get your attention..... anger 0.479 +2017-En-10233 @luxbet Did you even give out any pizzas ? Serious fail #hungry #furious #hangry anger 0.447 +2017-En-10179 @VodafoneUKhelp @VodafoneUK wow!! My bill is ยฃ44.77 and hav a text from u to prove that and you have taken ยฃ148!!!!! #swines #con! anger 0.646 +2017-En-11471 Goddamn headache. anger 0.646 +2017-En-11540 I either look like a raging bitch, or I'm obnoxiously laughing at something not that funny. I don't think there's any middle ground. anger 0.481 +2017-En-11398 @esraalajmy huff btw ty๐Ÿ˜” anger 0.375 +2017-En-10002 @DPD_UK I asked for my parcel to be delivered to a pick up store not my address #fuming #poorcustomerservice anger 0.896 +2017-En-11178 My back is starting to irritate me and it's barely 2:19 ๐Ÿ˜“ anger 0.417 +2017-En-10490 Take public opinion on revenge with Pakistan if govt is unable to decide. @aajtak @TimesNow @narendramodi anger 0.458 +2017-En-11628 @Apple thanks for ios10 update, even the best app @telegram freezing and crashing on SE. anger 0.375 +2017-En-10636 New madden kicking ๐Ÿšฎ anger 0.396 +2017-En-10533 @clarechampion @Westclarepage and peter your radio piece on off the ball was pure class , no digs , no revenge , a total balanced pro ! ๐Ÿ‘๐Ÿ‘๐Ÿ‘ anger 0.438 +2017-En-11403 @tttinplay nice. why are u fuming then ๐Ÿ˜‚ anger 0.312 +2017-En-10853 @jaaames1993 Literally burst out laughing. anger 0.067 +2017-En-10505 Egyptian officials expressed frustration and outrage over the Obama/Hillary administrationโ€™s support of the Muslim Brotherhood anger 0.579 +2017-En-11335 Just watching crimewatch what kind of sick fuck touches 6 year olds ๐Ÿ˜ก๐Ÿ˜ก๐Ÿ˜ก๐Ÿ˜ก shit like this makes me fume!!! anger 0.688 +2017-En-10937 @gayla_weeks1 I try not to let my anger seep into reviews, but I resent having my time wasted on books like that. Time is precious. anger 0.625 +2017-En-10060 @lynnew69 then he said talking about wills uncontrollable animals when moving to another link. These comments do not help! #fuming anger 0.750 +2017-En-10462 My baskets are better when I'm in a bad mood someone irritate me before practice please anger 0.479 +2017-En-10909 I miss my gran singing Rawhide, in her deep baritone growl. anger 0.292 +2017-En-10034 @bringyouhome2 I'm about to fly into a fit of rage it's not FAIR anger 0.792 +2017-En-11647 You insult the late Sherri Martel anger 0.333 +2017-En-11087 No offense but to the ppl out there using creams to build your glutes...COME ON. Go squat and what not. anger 0.542 +2017-En-11445 @tomwilcox77 @mattgrime fuming anger 0.729 +2017-En-10426 @healeyraine I'm offended, I actually am anger 0.479 +2017-En-10764 Don't be bitter anger 0.292 +2017-En-11532 #IndiaMissingIndira that she could never solve Kashmir Problem and kept it burning for Vote Bank\n#TerrorStatePak anger 0.458 +2017-En-40665 i love the word fret so much and im in heaven anger 0.127 +2017-En-10318 I'm not saying he might be like big foot but it might be like natural biological father says blood boiling if he cross anger 0.542 +2017-En-10474 Puzzle investing opening portland feodal population is correlative straight a snorting infuriate: XLzjYhG anger 0.458 +2017-En-11156 @FoxNews #Poor = #angry and justly so. Offer people some hope! My god, does anyone see this?! #Education should not be for the #elite anger 0.750 +2017-En-10595 @TheDTSB @trubble1127 @nflnetwork I agree but our offense was ass after the second half td score on the first drive anger 0.417 +2017-En-10226 Just paid for chicken at @panerabread and didn't even get any ๐Ÿ˜‘๐Ÿ˜‘๐Ÿ˜‘ there goes 4 dollars and me as a customer anger 0.604 +2017-En-11317 Chick told me I look like Childish Gambino. #insult or #compliment anger 0.542 +2017-En-10086 @hollyrobinson__ Part 2-was buzzing for a cheeky squashie or two-this was NOT what i expected.SORT IT OUT! #food #angry @coopuk @coopukfood anger 0.538 +2017-En-11442 @SouthernRailUK delays from Streatham Cmn to Clap Junc & now train took 20 mins for 9 mins journey. Missed 2 trains to Reading anger 0.583 +2017-En-10255 @cc_yandian @HillaryClinton her team must draw from a hat for daily personality #drugged #angry #yeller #quiet #screamer #๐Ÿ˜‚๐Ÿ˜‚ anger 0.583 +2017-En-11407 @MarkTOByrne I offered @WholeFoods @amazon @CheapAir gold or silver but they said Nah... #bitcoin #snap anger 0.521 +2017-En-11013 You offend me, @Tansorma anger 0.542 +2017-En-11543 @RossKemp watching on +1. I would have been straight out of there with the guy who was getting irate! #ExtremeWorld anger 0.562 +2017-En-11313 my dogs making the most RIDICULOUS sounds right now its like a high pitched gargle-y growl anger 0.333 +2017-En-10035 Unbelievable takes 10 minutes to get through to @BarclaysUK then there's a fault and the call hangs up #fuming #treatcustomersfairly anger 0.792 +2017-En-10418 @AgentTinsley I believe that's what you call the fury of the righteous. anger 0.500 +2017-En-11109 Got a $20 tip from a drunk Uber passenger. Today I get a $25 parking ticket. I'd blame karma but my dumb ass forgot to pay the meter. anger 0.729 +2017-En-10395 If I spend more than ยฃ10 in shimmy on ยฃ1 drinks I'll be raging, but we all know it's gonna happen anger 0.500 +2017-En-10025 Actually fuming I have nothing to wear Saturday anger 0.792 +2017-En-10030 This fuck you is boiling up inside, its not gonna be good when I let it out. anger 0.792 +2017-En-11576 Who the hell is drilling outside my house?! Literally got to sleep at half four after a busy shift and these twats have woken me up anger 0.976 +2017-En-10598 If you let a general tweet offend you, you definitely shouldn't be on twitter. anger 0.417 +2017-En-10277 @JuliaHB1 Bloody right anger 0.562 +2017-En-11152 @kjwinston11 2. the N-word. But I think all Afr-Am are entitled to it: we shouldn't take away from them the insult they have claimed back. anger 0.583 +2017-En-10682 I can't guess if you holding a grudge against the best' anger 0.425 +2017-En-11048 #Scorpio always seek revenge! anger 0.583 +2017-En-10455 @Kim_is__bored exactly what I have been saying on fb.. #bitter anger 0.479 +2017-En-10390 Didn't think Cadres not Getting SRC deployment would make some Cadres so bitter, Ku tough Macom. anger 0.500 +2017-En-11583 @BI_Science Opioid rapid pill plague...Speed generations Pulse Rapid rabid Impairment Ist Choice Stacked usage vs street ingestion demo US anger 0.562 +2017-En-10117 angry already anger 0.688 +2017-En-11579 @bassekraah. @sunilddesai @jyoti1013 @Archnahr . A2: #irritation and isolation #lifenabler anger 0.542 +2017-En-10459 @MetPoliceFC is it true none of your players are cops? Do they drink chilled bitter? Are your players Walter Mitty types? @KeviboyAllen anger 0.479 +2017-En-10268 im on holiday for the next round, fuming! anger 0.562 +2017-En-40898 If someone keeps #laughing at you, don't #fret . At least u r giving #happiness .'\n#quotes #quotestoliveby anger 0.229 +2017-En-10901 You're so thirsty for the chance to disagree w/ the left, that you don't even realize when something is an affront to your bigoted platform. anger 0.500 +2017-En-10833 Kik me I want to swap pics I will post on my account anonymously if you wish Kik: vsvplou #Kik #kikme #nudes #tits #snapchat anger 0.188 +2017-En-10572 the 1975 are playing antichrist why won't @sundarakarma play hustle it's an outrage anger 0.417 +2017-En-10889 Ananya just grabbed a bible, opened it, started reading, and then said 'where do they talk about burning people?' anger 0.417 +2017-En-40262 whenever i pout i just want Adrian to appear and tell me to stop pouting or else anger 0.521 +2017-En-11381 very little frustrates me as much as misplacing something. Been looking for my keys for 2 hours now #rage anger 0.771 +2017-En-10507 @fleetstreetfox It's buzzing pathetically for sympathy if you let it out it will twirl it's moustache, chuckle and sting you #Psychowasp anger 0.458 +2017-En-10986 Can't believe @virginmedia are putting their prices up!! They already know I'm struggling to pay my bill & won't change my package!! #raging anger 0.755 +2017-En-10593 Some bloke on the train who's obviously trying to provoke West Ham fans by loudly slagging off the stadium to his mate on the phone anger 0.434 +2017-En-10470 British humour should offend and challenge mainstream views. Hat off to Clarkeson. The ultra left should go and kneel before Allah!! anger 0.479 +2017-En-10096 @NeoFundie @fitchest Ha. Right. I'm from San Jose, CA, and I was offended right there with you. Dave, go on a walk or something next time. anger 0.831 +2017-En-11637 @matthew_meadows Since it's a friend of Pereg's I don't want to offend :) #Peace anger 0.339 +2017-En-10237 They're like the rape apologists who (inadvertently?) make men sound like rabid, mindless beasts. With friends like these... anger 0.583 +2017-En-10132 @soyoprincess they irritate me. Them and their inch thick made up masks anger 0.667 +2017-En-11279 @AmericanAir I am irate at you check-in system. I have tried to checkin all day and it wouldn't let me do it because I had no seat assigned anger 0.729 +2017-En-11367 Imagine celtic burst the net wae every attempt, but nutt same old dain it hard way usual anger 0.312 +2017-En-11265 I asked Jared to marry me and he said no. anger 0.521 +2017-En-10121 SOMEONE LET SNAKES IN MY HOUSE, I BET IT @Ya_Boi_Huck I KILL THAT BUGGER WHEN I GET MY HANDS ON HIM #HuckFP2 anger 0.764 +2017-En-11119 Y'all bitches be so angry and bitter, that must truly suck lol anger 0.708 +2017-En-10027 Bloody parking ticket ๐Ÿ˜’๐Ÿ’ธ #fuming anger 0.792 +2017-En-11319 Boys Dm me pictures of your cocks! The best one will get uploaded! โ˜บ๏ธ๐Ÿ’ฆ๐Ÿ’ฆ #Cumtribute #dm #snapchat #snapme #nudes #dickpic #cocktribute anger 0.396 +2017-En-11347 @RiveraJose39 happy birthday to my seedโ€ผ๏ธโ€ผ๏ธโ€ผ๏ธ #renewtherivalry #imyourdaddy #cantbeatme #tater anger 0.375 +2017-En-11342 @jamiesmart Huh! It's always my fault isn't it >:( #sulk anger 0.646 +2017-En-10491 @cxmbeferre so you WOULDNT date me????? anger 0.458 +2017-En-11289 This anger inside I turned to fuel, I burned and watched myself spin down, like inferno types, anger 0.688 +2017-En-10276 @DanRather What King says doesn't matter. The fact he came w/ psycho Don is by far more of an affront. anger 0.562 +2017-En-11301 Dear @TfL please tell your bus drivers if obstruction on their side DON'T just pull out to oncoming traffic causing vehs to swerve #fuming ๐Ÿ˜ก anger 0.750 +2017-En-10047 Still can't log into my fucking Snapchat #Snapchat anger 0.771 +2017-En-10350 #disgracefulesin I resent all men in some way; for some or no reason at all. #esinscountdown anger 0.521 +2017-En-11233 @summar_rose @turehndebushra @_taaz_mania @fxla_ summar one more insult from you and you're gone Idc if you're my dad anger 0.667 +2017-En-11202 @UlsterWillFight @VanguardBears Looks like a rabid pack of inbreds. anger 0.562 +2017-En-10266 I wonder what American city will be next to protest about police shootings. Who's next? Smh. #whenwillitstop #howmanymoretimes anger 0.562 +2017-En-10202 @BigBrother__USA she is just jealous and a cry baby! #bitter #gladsheisgone #crybaby anger 0.571 +2017-En-10119 @XemitSellsMagic add tracking but resent them anger 0.688 +2017-En-10621 People often grudge others what they cannot enjoy themselves. anger 0.396 +2017-En-11696 @ggreenwald What if the supposed animosity is all bullshit to con the Iranians? anger 0.646 +2017-En-11310 @Bell @Bell_Support Cancelling home Fibe, Internet and TV this afternoon - as soon as I can arrange alternate Internet. 2/2 #angry #fedup anger 0.484 +2017-En-10497 Well @AprilDRyan Trump's rabid base needs 2 hear this & U can always find an overseer like King to say it.\n@JoyAnnReid @SMShow @frangeladuo anger 0.458 +2017-En-10780 @leener00 @libbyfloyd1 @G_Eazy my snap is andriaprebles โค๏ธ anger 0.271 +2017-En-10081 So my Indian Uber driver just called someone the N word. If I wasn't in a moving vehicle I'd have jumped out #disgusted #offended anger 0.729 +2017-En-10082 The liberal outrage over don king saying the N-word really angers me. The white yuppie progressives can go fuck themselves, shame on blacks anger 0.863 +2017-En-10667 @pugglelover3691 some of those haters are just taught hate and not shown love. There is a good quote that goes to your comment tiff, treat anger 0.375 +2017-En-10984 @aGirlHasNo_Name @MdlMurray shot by black police woman Typical looney toon thinking.#Hillary #divide #anger #chaos anger 0.648 +2017-En-10302 ESPN just assumed I wanted their free magazines #offended anger 0.542 +2017-En-11034 Weak people revenge. Strong people forgive. Intelligent people ignore. anger 0.271 +2017-En-11574 @Matt_Lat fuming ain't the word anger 0.646 +2017-En-11446 @Kruzer You're not stealing my girl, I've solo'd Crota's End flawlessly. Do not try or face the wrath of the machine ๐Ÿ˜ค anger 0.458 +2017-En-10051 People fuckin irritate me anger 0.750 +2017-En-11431 I freaking hate working with #word on my phone #rage #write #writing #writerslife #writerproblems #writer anger 0.663 +2017-En-11472 @SaraLuvvXXX : Whaaaat?!? Oh hell no. I was jealous because you got paid to fuck, but this is a whole new level. #anger #love #conflicted๐Ÿ˜ฌ anger 0.792 +2017-En-10210 Ever put your fist through your laptops screen? If so its time for a new one lmao #hp anger 0.625 +2017-En-10819 Thursdays at 6pm Vespers & Meditation #prayerful #plainsong #multisensory #candles #incense #psalms #music #silence #faithful sing or listen anger 0.208 +2017-En-10619 i resent biting my tongue. anger 0.396 +2017-En-11670 @HuffingtonPost huff i know your pro-hillary and so is CNN and MSNBC, but they made no mention of this, this statement would be gold for em anger 0.479 +2017-En-10387 #EpiPen: when public outrage occurs, expand #PAP Patient Assistance Progrm, coupons,rebates .@GOPoversight @OversightDems on #Mylan #Epipen anger 0.500 +2017-En-10954 They gonna give this KKk police bitch the minimum sentence..just wattch #angry anger 0.877 +2017-En-11255 @takumasgirl I fell and heard a snap hffffhj anger 0.271 +2017-En-11068 @Shonna_Ludi @_braaaat_ ๐Ÿ˜‚๐Ÿ˜‚๐Ÿ˜ญ๐Ÿ˜ญ๐Ÿ˜ญ resentment anger 0.438 +2017-En-10384 @SiobhanSynnot Oh, good God. Quentin Letts is doing one of his 'comedy' turns. #angry @bbcthisweek @afneil #BBCTW anger 0.500 +2017-En-10620 You can't fight the elephants until you have wrestled the pigs. #quoteoftheday anger 0.396 +2017-En-10207 Can't believe I've only got 2 days off left ๐Ÿ™„ #backtoreality #raging anger 0.625 +2017-En-40338 That AK47 leave your spine with a frown anger 0.521 +2017-En-10045 i feel furious anger 0.771 +2017-En-11440 I love when people say they aren't racist right before they say some racist shit... Not how that works... anger 0.583 +2017-En-41074 @loueezecee I don't know how much more of that bloody pout I can take!! anger 0.625 +2017-En-11666 Will I offend you\nif I am truthful but kind\nor will you see why?\n@baffled #haikuchallenge anger 0.417 +2017-En-40285 come on let's make em hate ๐Ÿ˜˜make em pout they face ๐Ÿ‘ฟ๐Ÿ˜ฉ. anger 0.521 +2017-En-10890 All Brian does is sleep and aggravate me anger 0.833 +2017-En-31106 Not by wrath does one kill, but by laughter. Friedrich Nietzsche #friedrichnietzsche anger 0.292 +2017-En-10288 luv seeing a man with a scowl on his face walking with a protein shaker clenching his fists. i immediately stop n suck his dick anger 0.562 +2017-En-11629 not near my kitchen so unfortunately I cannot do a cooking snap series ๐Ÿณ anger 0.333 +2017-En-11592 You boys dint know the game am I the game... life after death... better chose and know who side you on before my wrath does come upon us๐Ÿ˜ค๐Ÿ˜ค๐Ÿ˜ค anger 0.521 +2017-En-11542 I'm not use to getting up early asf this shit goin irritate me. anger 0.708 +2017-En-10800 testing anger 0.250 +2017-En-11370 Bon on allume madden anger 0.312 +2017-En-10952 @eMilsOnWheels I'm furious ๐Ÿ˜ฉ๐Ÿ˜ฉ๐Ÿ˜ฉ anger 0.708 +2017-En-10694 Asian Tiger #Mosquitoes are so relentless. More aggressive than the kind I dealt w/as a kid. anger 0.354 +2017-En-10871 Sorry guys I have absolutely no idea what time i'll be on cam tomorrow but will keep you posted. anger 0.202 +2017-En-10535 The best #revenge is to move on, get over it, and continue to #succeed. Never give someone the #satisfaction of watching you #suffer....!!! anger 0.438 +2017-En-10994 A guy was raging so hard during a rocket league game, when i beat him he started crying and i was laughing so hard lol anger 0.333 +2017-En-10524 That feel when you travel 700 miles to pick up a form that arrives in the post two days after you leave. anger 0.438 +2017-En-10005 My blood is boiling anger 0.875 +2017-En-11474 @BitchestheCat Look at those teef! anger 0.396 +2017-En-10669 That is at least the 3rd time the balls been burst in our games anger 0.375 +2017-En-10172 Dear future big brother players, just chase dick all season and you too can win 500,00 dollars and an Sti #bb18 #bitter anger 0.646 +2017-En-11025 Repeal/remove the 'Johnson Amendment'. It is a direct affront to the First Amendment of the Constitution. anger 0.438 +2017-En-11517 @Lizombi There's a difference though. A grudge cab be tamed. Feeling uncomfortable is pure emotion, you can't really control it. anger 0.500 +2017-En-10217 @MannyM83 @DareToReagan oh yeah. I HATE the air raid and I don't like the Oregon/Baylor offense and I'm not a fan of the ole miss one either anger 0.468 +2017-En-10641 you are an angry glass of vodka anger 0.375 +2017-En-10818 @WWE is the live event Brock vs Orton 2 this Saturday on the WWE Network? If not it needs to be! :) #wwe @RandyOrton @HeymanHustle anger 0.208 +2017-En-11582 #DonKing lion of #black community speaks truth to power of @POTUS insult 'black vote is given away cavalierly...playing by (@TheDemocrats)' anger 0.438 +2017-En-11656 @KClarkSC2 @JohamasSC2 with their faggy colors are nice' is ok too. Even tho some might take offense because WORDS LOL. anger 0.295 +2017-En-10218 @AskPS_UK not received verification email, asked for it to be resent 5 times still nothing. anger 0.604 +2017-En-10668 Nor hell a fury like a woman scorned -- William Congreve anger 0.375 +2017-En-11536 @RussellHartness @Mariners @BlueJays : Wrongdoing! Grrr. After the fact, I know, but emailing displeasure now anyway . anger 0.604 +2017-En-10896 @LeonWobYP b***er off. NCFC is a grudge match :) anger 0.542 +2017-En-10133 @ChurdAllan fucked my coupon that goal! anger 0.667 +2017-En-11330 @jonnyp_43 @MedicNow like going to a so called cardiac arrest that turned out to be a cut finger! #medchat anger 0.542 +2017-En-10022 I got a NO RESPONSE again from an #irate customer of #amazon ๐Ÿ˜ž๐Ÿ˜ž\nwhy can't they understand that it's not always amazon fault..\n#carrierfault anger 0.812 +2017-En-10098 I wonder what American city will be next to protest about police shootings. Who's next? Smh. #whenwillitstop #angry #howmanymoretimes anger 0.708 +2017-En-11625 You ever just be really irritated with someone u love it's like god damn ur makin me angry but I love u so I forgive u but I'm angry anger 0.667 +2017-En-10696 @LonelyGoomba I wouldn't bring this up if I were you. It's a very touchy subject. And people get way to offended these days anger 0.328 +2017-En-40614 I wanna see you smile I don't wanna see you make a frown anger 0.250 +2017-En-11155 Karev better not be out!!! Or I am seriously done DONE with @GreysABC #angry #unfair #ugh anger 0.676 +2017-En-10364 Leave it on there, rule,nimber 1 of carpet cleaning!!! #worsethananatomicbomb #accidentlyspillbeeronthecarpet anger 0.521 +2017-En-10010 im so mad about power rangers. im incensed. im furious. anger 0.667 +2017-En-10334 I'm not used to pretty girls that use curse words to express their anger. I just feel like I'm a little bit surprised and turned off as well anger 0.542 +2017-En-11673 He's mixing it up pretty well..using that slider pretty affective so far #thebabybombers #yankees anger 0.214 +2017-En-10489 I wonder what would happen if I were to tell some people the truth #savage #uhoh anger 0.458 +2017-En-11049 โ€” Self-hatred gives rise to fury, fury to the desire for self-change. anger 0.458 +2017-En-11081 @ColinOccupantz @JasnaBadzak @proremain and there was I thinking #UKIP were a party of angry old men - how wrong can you be! anger 0.583 +2017-En-11033 And to discriminate only generates hate\nAnd when you hate then you're bound to get irate, anger 0.562 +2017-En-10104 @kingvee_ don't provoke me to anger anger 0.708 +2017-En-10798 It's easy to hold a grudge harder to let go. anger 0.295 +2017-En-10918 Eat my ass' is no longer an insult anger 0.438 +2017-En-11253 @MagicalMunicorn May I suggest, that you have a meal that is made with beans, onions & garlic, the day before class. anger 0.417 +2017-En-11164 Pride and Prejudice is a modern day Keeping up with the Kardashians' - @howsyourdaybin .............I've never been so offended in my life anger 0.685 +2017-En-10891 @komal_sidhnani true...\nThey r burning with other's pleasure!\nPpl in true love happiness everywhere _๐Ÿ˜ƒ anger 0.312 +2017-En-10031 @VodafoneUKhelp @VodafoneUK wow!! My bill is ยฃ44.77 and hav a text from u to prove that and you have taken ยฃ148!!!!! #swines #fuming #con! anger 0.792 +2017-En-11181 Defination of a best friends..!!! \n\na person who opens his mouth just to #insult yu..!! :D :D :D anger 0.386 +2017-En-11380 @VeyGraphics I had to unfollow, he got trolled by trolls. His revenge trolling just caused a lot of collateral damage. anger 0.479 +2017-En-10483 Are belittling kitty straight a service? provoke lift aboard!: Wycelv anger 0.458 +2017-En-10058 @FitnessFirstAU something needs to be done about people hogging machines - nobody can use 3 machines at one time! #angry #notfair #whypay anger 0.750 +2017-En-11349 @lyssababe615 \nIf this room was burning ๐Ÿ”ฅ anger 0.500 +2017-En-10262 @alicehouston18 sorry I'm just angry my drone flew away anger 0.583 +2017-En-10724 @TDsNation i watch all your videos but i like madden better! anger 0.333 +2017-En-11334 your outrage (your tweets, your jokes, your attention) is *exactly* what M*lo wants\n\n(this is not meant as a defense) anger 0.438 +2017-En-11459 Why are people even debating on race inequality within our justice system like it's non existent? They're just trying to aggravate us. anger 0.760 +2017-En-40583 -- used as a pawn in this red woman's game] For now, try not to fret and act as if nothing is amiss. This is a royal -- @TheLadyOfGlenco anger 0.438 +2017-En-11371 @omgitsbrittanyy @WittLowry u probably irritate the shit out of him always talking to him. He could probably give 2 shits about u lol ๐Ÿ–•๐Ÿป anger 0.667 +2017-En-11428 Or when they hmu on snap, and I'm like.. which one are you. ๐Ÿ’€ anger 0.417 +2017-En-10934 @FluDino Event started! everyone is getting ready to travel to the lake of rage, where everything glows anger 0.521 +2017-En-10848 I'm girly in the sense that I always have lashes & nails done but tomboy in the sense that black is my only color & refuse the ruffle life anger 0.146 +2017-En-10701 @notquitefrodo @dominictarason I remember TAs in the gamedev program said he had temper tantrums in class all the time lol anger 0.354 +2017-En-10401 @PatVPeters @FreeBeacon Quite the response of retaliation from Weiner in getting revenge on Huma & Hillary 'clam digging'.\n#AllScumbags anger 0.500 +2017-En-11187 some of the casuals tweets that Vic has faved are making me gag #bitter anger 0.667 +2017-En-10771 One of my favorite classic cars is the Plymouth fiery. anger 0.292 +2017-En-11591 Ive always wondered how long Angelina put up with Brad's crap. Not gon lie ๐Ÿ˜ #bitter anger 0.521 +2017-En-10052 @leesyatt you are a cruel, cruel man. #therewillbeblood #revenge anger 0.840 +2017-En-10968 Point scorning and fury at Labor does nothing to address long term detention and the need to resettle #asylumseekers from #manus and #Nauru anger 0.458 +2017-En-10032 I blame the whole season on Natalie! The season would have been so different had she not turned her back on her alliance! #pissed anger 0.792 +2017-En-10879 @TrueAggieFan oh so that's where Brian was! Where was my invite? anger 0.438 +2017-En-11172 @SwiftShimada SPARKLES, proud little huff. Still posing mind you. anger 0.417 +2017-En-10755 I wish the next madden has a story mode too. Just like Fifa 17 #madden anger 0.312 +2017-En-11698 Id love 2 c Gyimah in action but his coach is holding a grudge against him! anger 0.542 +2017-En-10473 Because it was a perfect illusion, but at least now I know what it was. #ladygaga #iscalming#mysoul anger 0.479 +2017-En-10579 @BIGGKATZ BUT arms (focused rage) is overpowered, it will be getting nerfed. It'll still be stronger than fury though anger 0.468 +2017-En-10308 @everycolorbot more like every color looks the same #triggered #colorblind #offended anger 0.542 +2017-En-11008 After what just happened. In need to smoke. anger 0.479 +2017-En-11537 @Kailyew hahah tiff sent me that too๐Ÿ˜‚ anger 0.208 +2017-En-11610 as someone that's struggled w EDs since i was 7y/o, i resent everyone who's making a spectacle of a certain youtuber who has severe anorexia anger 0.583 +2017-En-10151 I can definitely feel my irritation today, lord give me strength anger 0.667 +2017-En-11567 These people irritate tf out of me I swear ๐Ÿ™„ I'm goin to sleep โœŒ๐Ÿพ๏ธ anger 0.729 +2017-En-11198 Yo gurls Dm for a tribute ๐Ÿ˜œ๐Ÿ’ฆ #snapme #dm #nudes #tribute #cumtribute #cock #cum #swallow anger 0.479 +2017-En-11493 @PAULROVlA the first resulted in me angrily sobbing and ranting about finnick in the cinema anger 0.562 +2017-En-11500 @politicalTigres @Saifullah_Uchvi welcome ji . sorry for words that irritate u anger 0.479 +2017-En-10299 @johnaugust @clmazin I was so looking forward to @ABCDesignated. Then it opened with a #stuartspecial. I literally yelled at my tv. anger 0.491 +2017-En-11581 Joes gf started singing all star and then Joe got angry and was all sing it right and started angrily singing it back at her anger 0.521 +2017-En-10821 GAMEDAY VS BUFORD TODAY AT 5:30 AT HOME!!!!!!!!! NEVER BEEN SO EXCITED anger 0.208 +2017-En-40505 @TehShockwave turn that grumpy frown upside-down\n\nYou did something next to impossible today anger 0.375 +2017-En-11015 @WellerMonica Hi Monica, I write regularly for @ctysmallholding - but not on bees - never dared try them #buzz #sting #HONEY anger 0.375 +2017-En-11046 Favourite quote of the year so far is by @ameliameech 'I swore at a parsnip' ๐Ÿ˜‚ #raging anger 0.292 +2017-En-10130 @edquinn63 how can you even forget to pick ur fave child up from school #offended anger 0.688 +2017-En-11667 @StrangeFacesLA why doesn't this account follow me #offended anger 0.646 +2017-En-10655 @rabpeel snap, seems to be a problem here anger 0.375 +2017-En-11206 2 biggest fears: incurable STD's and pregnancy...I mean, they're basically the same thing anyway #forlife #annoying #weirdsmells anger 0.417 +2017-En-10041 @ThomsonCares Sam- yes we have! Not helpful at all! We need this sorting ASAP! You keep promising stuff that doesn't happen!!!! #fuming anger 0.771 +2017-En-11146 Pro Tip: Go back to work when your kid reaches 20 mos old. Stay home any longer, and you'll be absolutely miserable with the . anger 0.396 +2017-En-40228 Some moving clips on youtube tonight of the vigil held at Tulsa Metropolitan Baptist church for #TerenceCruther #justice #anger #sadness anger 0.500 +2017-En-10802 I forgot about this nice area down here with the fiery hearths anger 0.250 +2017-En-10122 @ChronAVT ummm, the blog says 'with Simon Stehr faking 7th'...I'll expect an investigation forthwith. This is an #outrage anger 0.688 +2017-En-11101 @Who_JN I've been having a quad shot every day and can sleep right after... it's time to detox ๐Ÿ˜… I get raging migraines without coffee :/ anger 0.438 +2017-En-11423 Circle K is dead to me. I hate your new slushie machine. #irate #livid anger 0.833 +2017-En-10892 @pbhushan1 @IndianExpress so in your opinion is this the worst delhi govt? #acrid #bitter #hypocrisy anger 0.708 +2017-En-10905 Ok scrubbed hands 5 times before trying to put them in.\nEyeballs #burning \n#EvenMoreBlind accidentally scared the #cat whilst #screeching anger 0.604 +2017-En-10920 Why to have vanity sizes?Now sizes S,XS(evenXXS sometimes) are too big, WTF?! Dear corporate jerks, Lithuania didn't need this. #rant anger 0.518 +2017-En-10737 Lot 100 would give Ghandi road rage anger 0.333 +2017-En-11219 Forever raging ๐Ÿ˜๐Ÿ˜‚๐Ÿ˜ญ anger 0.688 +2017-En-10929 Just seeing Alex revells face gets me angry anger 0.583 +2017-En-10360 @johnaugust @clmazin I was so looking forward to @ABCDesignated. Then it opened with a #stuartspecial. I literally yelled at my tv. #umbrage anger 0.521 +2017-En-41480 Does she really need to pout all the time - getting on my nerves #GBBO anger 0.646 +2017-En-10923 Taking umbrage because Jimmy Carr claimed that Bilbo Baggins went to Mordor on 8 out of 10 cats does Countdown. Know your Baggins', mate. anger 0.375 +2017-En-10450 @IndigoHawthorne Then u understand that rage is often not pretty, or controlled or rational - it is often visceral-not always logical. anger 0.479 +2017-En-11417 @Mick727XD I know your furious, i am too, but just stop fucking moaning. We didn't win until the 7th game last season and where we finished. anger 0.729 +2017-En-11083 Congrats to #Nicole #bb18 ... Fix that nose now ๐Ÿ˜’๐Ÿ’๐Ÿป #bitter #petty anger 0.500 +2017-En-11148 Me and these burns that I pick up off the pitches don't get on at all like ๐Ÿ˜ข๐Ÿ˜ข anger 0.438 +2017-En-40208 @happyandbashful Flirt, simper, pout, repeat. Yuck. anger 0.479 +2017-En-10522 Since the 'update' my @iPhone loses power nearly 40% faster. anger 0.438 +2017-En-10600 @marthalyssa yep. LOL #bitter anger 0.417 +2017-En-10259 @saclivin @MrsCagg specific & intentional way. And part of that intention is to provoke conversation around systemic racism towards blacks. anger 0.583 +2017-En-11412 Yeah, no. I don' mind tweetin' that twice. #blm #likeThat anger 0.375 +2017-En-40987 @ashleighjessica @zacflint1 I'd give that pout the firm D anger 0.500 +2017-En-11451 Mia has the worst road rage I have ever seen and she gets so mad when I put my hands on her windows lol anger 0.500 +2017-En-10936 @Jen_ny69 People will always get offended everyone's situation is different! Just because we have kids doesn't mean we have to settle anger 0.562 +2017-En-10100 Have wee pop socks on and they KEEP FALLING OFF INSIDE MY SHOES #rage anger 0.759 +2017-En-11606 @tommyrosen @InTheRoomsCEO @cate_baily Always so happy to support you brother. Keep that fire burning <3 anger 0.132 +2017-En-11312 @katrinadougan_ ive went roght in the huff. Deleted the episode out of anger n everything (regret it now) anger 0.717 +2017-En-11523 @CNNnewsroom @BrookeBCNN What can't you grasp? Besides yr cognitive dissonance, raging away. Each. Incident. Re: LEO-shooting = SEPARATE. anger 0.750 +2017-En-10340 @paulkrugman relentless echo chamber - negative comments with lots of reverb. Typical bully behavior. anger 0.542 +2017-En-10049 People irritate my MF soul anger 0.771 +2017-En-11397 Another raging storm brought on by my own emotions sorry everyone. enjoy the thunder anger 0.667 +2017-En-11185 @TedLeitner @jesseagler You two are TEN TIMES more interesting than those particular afternoon goofballs (I could say worse). #umbrage anger 0.438 +2017-En-11375 not going to waste my energy holding a grudge against someone who wasnt even in my life a year XD \ntime to release those feelings of dislike anger 0.583 +2017-En-10961 Yay bmth canceled Melbourne show fanfuckingtastic just lost a days pay and hotel fees not happy atm #sad #angry anger 0.812 +2017-En-10826 Drop Snapchat names #bored #swap #pics anger 0.188 +2017-En-11648 Seeing double am so tired but I always grudge getting off my phone at night ๐Ÿ™„ anger 0.479 +2017-En-10998 @easyJet Hi folks. Flight is going to be over an hour late departing from INV (EZY864), how do we go about getting a refund please? #boiling anger 0.771 +2017-En-10093 Your twitter picture just makes me fume. anger 0.729 +2017-En-10697 Are you lost in the fury, fearing that you'll fail? anger 0.354 +2017-En-10714 @BarackObama I love Lizzy Warren's latest rage against Wall Street. anger 0.177 +2017-En-11299 Another L on the board we just cannot match up on paper with these teams at the moment and its showing on the field. Onto Denver #revenge anger 0.438 +2017-En-11549 @TalkTalkCare how on earth can I send an email to you? Very annoyed customer!!! #fuming anger 0.750 +2017-En-10244 Delete this shit Josh just screenshotted my snap me anger 0.583 +2017-En-11477 People who go the speed limit irritate me anger 0.667 +2017-En-11420 Oh yeah Squid face God madden 17 xbox1 come see me anger 0.250 +2017-En-11062 @Yannarell @LOLGOP Despite your #outrage fatigue, don't lose your shine anger 0.417 +2017-En-10581 @WBIRSports They're still using his offense, up the middle 3X & punt. anger 0.417 +2017-En-10161 @Slippus @PureGym yeah I received a fine today which I am furious about, currently appealing it after being a member for so long... anger 0.646 +2017-En-11251 All the young people are so bitter about how the older contestants probably know how to make Bakewell Tarts ๐Ÿ˜‚ #GBBO anger 0.375 +2017-En-10830 @Ms_HeartAttack peanut butter takes away the sting anger 0.188 +2017-En-10178 Can someone make me a priority list of which things I should be outraged at + in which order? #racism #animalrights #abortion #cops anger 0.646 +2017-En-10046 Some Mexican ladies irritate the fuck outta me. Have a their own lil preschool of fucking kids for the welfare & allllat smh. anger 0.771 +2017-En-10904 #oow16 #sting decent new song anger 0.125 +2017-En-10071 Where's your outrage when a black man kills another black man in the streets? anger 0.750 +2017-En-10039 So #angry about my @WishShopping order. 6 #months ago I placed an order of over $500. Card billed. Never #received \n#disappointing anger 0.771 +2017-En-11019 @SopanDeb @johnrobertsFox @azizansari Let's not stereotype all South Asians as relentless beat reporters. anger 0.562 +2017-En-10180 You a fuck boy if you run drag routes back to back in madden anger 0.646 +2017-En-41097 @broadly you should be criminalized for posting a pic of that brown frown.... Get a pic of some jack, or cookies, or diesel, Join up @CNN_Ai anger 0.562 +2017-En-11676 ya girl is anger 0.146 +2017-En-10333 @SapientSoldier timid but determined version of the rabid beasts beyond the land. Growling beneath my restrained breath, I //rip// myself -- anger 0.542 +2017-En-10767 @CharlotteBnntt that's the joke. I know it's incense anger 0.222 +2017-En-10552 Realizing that holding a grudge for long is immaturity is wisdom anger 0.438 +2017-En-10989 Star trek online has a update to download oh fuming yay anger 0.479 +2017-En-10684 @LisaAsquithtobe @craig8710 @WayneHaselden @june65wigan everyone is against wigan because we are the biggest club anger 0.354 +2017-En-10768 Leveled at the half. Much better offense expected in the second half anger 0.182 +2017-En-10449 Hey folks sorry if anything offensive got posted on here yesterday my account got hacked. All fixed now though. I hope :-/ #angry #annoyed anger 0.479 +2017-En-11395 The medicine is burning me anger 0.396 +2017-En-11511 How on earth can the projection of all that is good and happy and true in my soul be a poisonous fucking snake? #patronus #adder #offended anger 0.854 +2017-En-10863 I think @Sam_Canaday & @KYLEJDOWSON must actually have to be working like me & @dowson_brady because I havent got any snap chat videos today anger 0.250 +2017-En-11624 interesting that we,an Authentic Afghan Restaurant,R getting calls from the media over resent tragedy that happened in NJ@latimes @NBCNews anger 0.438 +2017-En-11345 @Dak2future decorations are up all over Jersey already anger 0.208 +2017-En-10747 Anger is cheap and politeness is expensive. Don't expect everybody to be polite. #ThoughtfulThursday #anger #politeness anger 0.312 +2017-En-10517 Finding out my two best Fwendz are going to rage with me at @lifeisbeautiful makes this last week of no sleep extra worth it anger 0.438 +2017-En-10888 The rage has died down. anger 0.438 +2017-En-10948 @virginmedia I've been disconnected whilst on holiday ๐Ÿ˜ค but I don't move house until the 1st October ๐Ÿค” #furious anger 0.625 +2017-En-10101 The majority of people irritate the fuck out of me, cba with people ahahah anger 0.862 +2017-En-10680 @PerfectQuartz She's jogging a bit to stay beside her, puffing her cheeks with a huff each time. 'Oh-- jeez Jasper, why don't you โ€” anger 0.375 +2017-En-10175 Forgot to eat dinner and now I'm furious with everything and everyone anger 0.646 +2017-En-11239 #GBBO is such a homely pure piece of tv gold. Channel 4 will attempt to tart it up. Mary, Sue and Mel gone. It's over. I'm out. ๐Ÿ‘‹ anger 0.396 +2017-En-10168 @bt_uk why does tracking show my equipment delivered, when it wasn't? Why is my service suddenly delayed? We've already 3 weeks. anger 0.646 +2017-En-10375 @cc_yandian @HillaryClinton her team must draw from a hat for daily personality #drugged #yeller #quiet #screamer #๐Ÿ˜‚๐Ÿ˜‚ anger 0.521 +2017-En-11438 @victoriarghhh not mad but tilting? slightly irate? is that cool? anger 0.458 +2017-En-11276 @Bickley_Marotta yea because forcing 5 turnovers and holding a pretty good offense to 7 points is concerning.....oh wait. NO!! anger 0.375 +2017-En-41184 Dentist just said to me' I'm going to numb your front lip up so it'll feel as if you've got lips like Pete Burns!...... She was right #pout anger 0.375 +2017-En-10252 @lemonlover666 'shit' doesn't even begin to describe these fiery little demons straight from hell ๐ŸŒ๐ŸŒš ;) anger 0.583 +2017-En-11469 @SMalloy_LWOS that's not easy to blow up the LT on a run play. He created the seam for Sua to burst through anger 0.337 +2017-En-11460 In inter-group relationships, #anger makes people think in more negative and prejudiced terms about outsiders. anger 0.408 +2017-En-10311 @Deadspin @jrzy_boy This is about him being left off because they wanted to play a heavier game. We needed his offense tho. Amongst others. anger 0.542 +2017-En-11415 I'm furious!!!! anger 0.833 +2017-En-10091 Now that the whole clown rage has scared me shitless, I'm gonna go cry in my room anger 0.729 +2017-En-11103 @inthefade going back to blissful ignorance?! #fury anger 0.583 +2017-En-10690 -- haired man strides close and watches as the Major flinches away from him, the reaction draws a growl from his throat. -- (@DocHQuinzel) anger 0.322 +2017-En-11687 @1BearTruth standard bitter response .... how's it feel to be the small club in a big city anger 0.396 +2017-En-10347 @Alanafergusson snap meee anger 0.521 +2017-En-10692 Sorry to burst your bubble but it isn't that century anymore. Welcome to the 21st century. anger 0.354 +2017-En-11364 @shod_jpg aye man she was fuming xo anger 0.500 +2017-En-10454 @LaraTheIrish < feel everything. She would remember everything. Evanora hoped this would serve to fuel the creatures anger and run rabid > anger 0.479 +2017-En-11095 Instagram seriously sort your sh*t out. I spent ages writing that caption for you to delete it and not post it!! #instagram anger 0.708 +2017-En-11589 just waggled my eyebrows up and down at the baby and she burst out laughing i love her haha anger 0.032 +2017-En-11434 @RadiateZen That's true, it does go both ways. But I've been on the receiving end of a vegans wrath! Lol! I personally wouldn't condemn anger 0.417 +2017-En-11245 Argh a big wasp buzzing between my blinds and my window. Halp! #wasp #evil #buzz anger 0.542 +2017-En-40360 Someone needs to tell Candice she'll be stuck with that shitty pout if the wind changes. #GBBO anger 0.688 +2017-En-10911 Having a baby born too soon is #lifechanging 6 years on and it feels like only yesterday #sad #happy #emotionalrollercoaster anger 0.354 +2017-En-10128 @ggreenwald Smh, remove ideologically bankrupt and opportunistic establishment now. They're burning all bridges and social contracts. #anger anger 0.688 +2017-En-11594 Changed my clothes at work and had my pre-workout.. In route to the gym and there is traffic all over - pre workout kicking in.. anger 0.418 +2017-En-10996 Bored rn leave Kik/Snapchat #kik #kikme #kikmessage #boredaf #bored #snapchatme #snapchat #snap #country #countrygirl anger 0.375 +2017-En-11686 So fucking mad my blood boiling. anger 0.875 +2017-En-10307 ... flat party and I instantly get bollocked about it. anger 0.542 +2017-En-10556 @billburr DirectTV is the best. Apparently you just sit in silent anger. 'Don't press or say anything' anger 0.417 +2017-En-11454 @Grace_thomas473 you keep talkin shit and trying to offend me but you're just petty as fuck anger 0.646 +2017-En-10921 @MaddenFreestyle i turn the game on wanting to play madden, and before i load up a game i just turn it off now. anger 0.500 +2017-En-10304 .@RepDelBene: 'Today's proceedings and the entire process is an insult to our constituents.' anger 0.593 +2017-En-11363 Hell hath no fury like a late twenty something dude who's concur for government session keeps expiring before he can submit a form anger 0.479 +2017-En-10278 i have so much hw tonight im offended anger 0.519 +2017-En-11655 But if you wish to live bitter because your guilty conscience made you think it applied to you as well then that's on you, I'm not sorry๐Ÿ’๐Ÿป๐Ÿ˜Š anger 0.375 +2017-En-11452 Think of #anger as this barrier between you and your truth.' @laurascoe anger 0.438 +2017-En-11668 @StrangeFacesLA why doesn't this account follow me anger 0.312 +2017-En-11700 i've got a lot of tokens saved up and i wanna spam the event song but my eyes sting im so tired anger 0.417 +2017-En-11616 That last #madden commercial ๐Ÿ˜†๐Ÿ˜†๐Ÿ˜†๐Ÿ˜†๐Ÿ˜†๐Ÿ˜† #TNF anger 0.146 +2017-En-10037 @SunandBeachBum 'you people' infuriate me! anger 0.792 +2017-En-10894 i live and die for mchanzo honeymoon crashing and burning the second they move in together anger 0.479 +2017-En-10011 Wont use using @mothercareuk @Mothercarehelp again!! These guys cant get nothing right!! #fuming anger 0.854 +2017-En-10529 It's weird because I was discussing sex resentment and confusion in the thing I was writing last night. anger 0.438 +2017-En-10558 @kingcharles9th i Lowkey forgot you had twitter and if you don't follow me back im gonna be anger 0.417 +2017-En-10566 @DeltaDomain @SawDraze @qurions dis dat nigga from fume right? anger 0.417 +2017-En-10177 @sebbyD27850 both are nonsensical. If there's injustice against blacks, why add to it by destroying black property. It's misdirected anger anger 0.690 +2017-En-10095 That's really it for my madden career that game sucks , ea sports does a piss poor job every year on that shit anger 0.867 +2017-En-10885 I wouldn't have #anger issues.....if she didn't have #lying issues.....think about that one. #pow #lies #confusion anger 0.500 +2017-En-11211 @tony_tr3 I'd say your outrage is the really FAUX outrage. anger 0.479 +2017-En-10383 Yet we still have deaths, road rage, & violations on the road, despite a widely accepted concept of 'personal accountability' while driving anger 0.521 +2017-En-11230 Way towards be prominent if your exasperate is peaked?: TGMbNqUEe anger 0.375 +2017-En-11003 @ReadingFC @EFLCup - remind them 'Twenty's Plenty' ! anger 0.250 +2017-En-10274 hitting your children as discipline because you're being quite a raging hypocrite if you're not. anger 0.562 +2017-En-11475 @BitchestheCat Look at those teef! #growl anger 0.333 +2017-En-10575 Nahhhhhh @konanplaydirty snap story has got me bussing up ๐Ÿ˜‚๐Ÿ˜‚๐Ÿ˜‚๐Ÿ˜‚๐Ÿ˜‚๐Ÿ˜‚๐Ÿ˜‚๐Ÿ˜‚๐Ÿ˜‚๐Ÿ˜‚๐Ÿ˜‚๐Ÿ˜‚๐Ÿ˜‚๐Ÿ˜‚ anger 0.417 +2017-En-10813 The most important thing to #bestrong is to hold your #thoughts anger 0.147 +2017-En-21440 I think I must scare my coworkers when I'm eating like a rabid animal on my breaks #srry anger 0.500 +2017-En-11096 Trump supports reach another level of irritation within me anger 0.688 +2017-En-11554 Honestly fuming anger 0.906 +2017-En-10467 So I wished my sis 12 midnight but received no reply from her. My 2nd sis JUST wished her, got a reply. You know who's the fav anger 0.479 +2017-En-10420 #india will take #revenge by making 3 new movies like #phantom and they will be like #ghus_k_maren_ge this is how indian army take revenge anger 0.500 +2017-En-10411 @JasonMillerinDC @realDonaldTrump Prudence suggests that a 8+% bump over 2-3 weeks should be viewed with SKEPTICISM. Media/HRC axis anger 0.500 +2017-En-11091 The patriots have the lamest color rush jerseys in the whole nfl #madden (I hope they wear them tonight) anger 0.396 +2017-En-11153 Having one of those #angry days. I will have to stop watching #news. anger 0.625 +2017-En-11480 @Toucherandrich there was a US diver named steele johnson. i'd like him barred from the olympics. anger 0.354 +2017-En-11193 Do not be angry with God because you do not get what you want, for God gives most when you expect least. anger 0.289 +2017-En-10846 @EagleGiles23 @tgilmore_92 what I miss? anger 0.146 +2017-En-10777 ๐Ÿ˜ณThe intensity that @sydneyswans play at is extraordinary #relentless #AFLCatsSwans #AFLFinals ๐Ÿ‰๐Ÿ‘๐Ÿฟ anger 0.292 +2017-En-10515 @OstinOng YUUUHH ๐Ÿ™„๐Ÿ˜ญ plus clin ep and prevmed ugghhh hahaha anger 0.438 +2017-En-11186 @TedLeitner @jesseagler You two are TEN TIMES more interesting than those particular afternoon goofballs (I could say worse). anger 0.255 +2017-En-40286 @Jacqueline_69 haha! She did well today. I can't get beyond her pout annoying me I'm afraid. anger 0.458 +2017-En-10361 I don't get what point is made when reporting on Charlotte looting @CNNAshleigh. Why not explore what looting businesses symbolizes #outrage anger 0.566 +2017-En-10908 @reluctantnicko Don't ask, you don't get. Apologies if I've offended you. All due respect Alan, I think you've been fed duff info. anger 0.427 +2017-En-11011 @NahteWilly @AFP that was neither intelligent, definitive or useful shall I name call or would you like to expand on how I have offend you ? anger 0.458 +2017-En-11179 Manchester derby at home #revenge anger 0.211 +2017-En-10943 This game has pissed me off more than any other game this year. My blood is boiling! Time to turn it off! #STLCards anger 0.898 +2017-En-20710 my alarm clock was ringing this morning n my flatmate knocked on my door and asked if i set anything on fire or if i'm burning alive :) :):) anger 0.354 +2017-En-10608 @RiotzXVl papercuts sting and stub ur toe last for like 10 secs anger 0.396 +2017-En-10745 @RealJeffsdomain Wolfpack theme and trons and sting wore the wolf shirt anger 0.312 +2017-En-10186 @RonMexico760 The guy who calls people 'cuck' and is anti-BLM is offended by idea that he might not be pro-policing reform? That's amazing. anger 0.625 +2017-En-11174 @thehill no wonder USA is going to shit with such outrage over a simple analogy. anger 0.542 +2017-En-11627 @Apple thanks for ios10 update, even the best app @telegram freezing and crashing on SE. #angry anger 0.845 +2017-En-10927 Sting is just too damn earnest for early morning listening. anger 0.370 +2017-En-10261 @lynnew69 then he said talking about wills uncontrollable animals when moving to another link. These comments do not help! anger 0.583 +2017-En-11682 Like he really just fucking asked me that. anger 0.764 +2017-En-10738 @StutteringGiant at least his character in fast and furious pumped some adrenaline into the franchise. But that's about it anger 0.333 +2017-En-11082 @mattstottwrites For me not so much outrage as โ€˜oh, using female body to sell something, AGAINโ€™ anger 0.542 +2017-En-11685 @robert7019 @itzamadhouse @skyler12388\r\ralso celebrate THEIR belief that Jesus is alive in hell, boiling in a pot of shit (actual shit) anger 0.562 +2017-En-10917 I think our defense here at USC is playing well, we just need to fix a few things on offense and we can win the PAC 12 this year' anger 0.250 +2017-En-11257 Will give #sleepnumber another chance for customer service. Today's growl is 15+ minutes on hold. Overall bed + service = very unimpressive. anger 0.533 +2017-En-10634 I have a rage rage ep 2 coming out soon I'll keep you posted on it #YouTube #youtubegaming anger 0.422 +2017-En-10538 Can't believe I've only got 2 days off left ๐Ÿ™„ #backtoreality anger 0.438 +2017-En-10463 Be chill af if you want to offend someone. anger 0.479 +2017-En-11658 Can we get a shot of Lingys face at 1/4 time ? Pretty sure it would be more red then his hair #pretendinghesok #ruok #AFLCatsSwans anger 0.438 +2017-En-10702 i love that tay & tiff are just sitting at my house while i'm at work ๐Ÿ™ƒ anger 0.354 +2017-En-10496 @HillaryClinton Yeah U gotta make them HEEL. I know U need their votes so U have to wait. But when U LOSE-they're really in for your wrath ! anger 0.458 +2017-En-11241 @mikeburke91 @AP I guess. It's just heartbreaking the ease with which they can kill an innocent man and get away with it. #indignation anger 0.625 +2017-En-11447 A persons opinion doesn't offend me at all anger 0.354 +2017-En-10004 Don't join @BTCare they put the phone down on you, talk over you and are rude. Taking money out of my acc willynilly! #fuming anger 0.896 +2017-En-11093 Forgivenessย might make us look weak, but the weakest person is the one who holds anger, hatred, and revenge. anger 0.333 +2017-En-11133 @jagtron1 blacks are good at provoke them selfs blaming on white when black cops shooting blacks anger 0.625 +2017-En-11228 @alexis_maxwell #bitter hahaha just kidding. its crazy tho anger 0.417 +2017-En-10999 @easyJet Hi folks. Flight is going to be over an hour late departing from INV (EZY864), how do we go about getting a refund please? anger 0.625 +2017-En-11007 After what just happened. In need to smoke. #burning anger 0.688 +2017-En-30497 Never make a #decision when you're #angry and never make a #promise when you're #happy. #wisewords anger 0.333 +2017-En-10445 @trendykittykat Some people would rather hang on to their indignant anger. *weary sigh* anger 0.479 +2017-En-10355 @PuseLepuru it's the irritation of not having found the corpse anger 0.500 +2017-En-11297 The side effects of #fighting and #disrespect.. comes #ignoring the person and show you #don'tcare at all!! #sweet . anger 0.521 +2017-En-10222 @judy_that Im honestly offended anger 0.604 +2017-En-10591 I offend u anger 0.417 +2017-En-10573 @TDsNation I blame how broken madden is this year anger 0.417 +2017-En-10189 All hell is breaking loose in Charlotte. #CharlotteProtest #looting anger 0.625 +2017-En-11217 She began to squirm beneath @hcllbent, struggling to get out of his relentless grasp. When she realized that the attempt was useless,++ anger 0.438 +2017-En-11439 I love when people say they aren't racist right before they say some racist shit... Not how that works... #fuming anger 0.792 +2017-En-10327 Connivers blind to existential fury anger 0.542 +2017-En-10263 @carefreeash_ id be fuming anger 0.583 +2017-En-10223 Michelle is one of the worst players in bb history #bb18 #bbfinale #bitter anger 0.604 +2017-En-11538 @JaredWyand Maybe if it was transgender the media would cover it #outrage anger 0.604 +2017-En-11552 @DP3520 lol they are madden tubers u dont know nothing bout madden cuz id smash on you anger 0.542 +2017-En-11249 So excited to watch @RuPaulsDragRace #allstars \n#RuPaul #revenge anger 0.167 +2017-En-10173 @VanDashNessa @taotao_salupa5 Nobody in that street burning and looting and terrifying innocent citizens was there, either. anger 0.556 +2017-En-11425 the world drives whoever it has assessed as tenderhearted or vulnerable to build up their guards & invigorate raging self defense mechanisms anger 0.529 +2017-En-11692 @kylemuir17 @Ealvarezfight @danawhite @TheNotoriousMMA he'll defend his belt against aldo after its not that hard u grudge holding bitch anger 0.708 +2017-En-10329 #firsttweetever sippin #hotchocolate wondering #why I finally gave in <3 haha #hellloooootwitter - ...its because #facebookisforfamily #rage anger 0.542 +2017-En-11191 @KatherineArabis Itโ€™s taken for granted, while the misogyny in the air is treated as normal โ€” and any angry response to it as pathological. anger 0.438 +2017-En-11464 @Blewberry02CP Content updates provoke that income. anger 0.333 +2017-En-11207 #CharlotteRiots #passion? or #anger act of violence.\nIf mourning for those who have past away, #stayhome #whyout anger 0.562 +2017-En-11613 Janice Griffith snap story ๐Ÿ˜๐Ÿ˜๐Ÿ˜ anger 0.354 +2017-En-10326 I am #real #sjw, I will not let #america down\nI have found us, now go and get us\nI let it out and I let it in\nI #rage I #lol\n@SergioSarzedo anger 0.542 +2017-En-11175 @fixindk @RevoltRazor @dragons1015 Guys don't use that type of language. Save it for raging... anger 0.458 +2017-En-11362 LOL I have reminders for my ex-gf's birthday approaching. Too bad she considers me acknowledging her existence an affront... anger 0.583 +2017-En-10137 To'Why can't we brothers protect one another? No one's serious, and it makes me furious. Don't be misled, just think of Fred.' #mayfield anger 0.578 +2017-En-10574 @MMASOCCERFAN @outmagazine No offense but the only way this makes sense is if you work for the magazine. Otherwise,who are you apologizing 4 anger 0.417 +2017-En-41192 @jamiesmart Huh! It's always my fault isn't it >:( #huff #sulk anger 0.562 +2017-En-10695 Sometimes the best motivations come from 'proving them wrong' #energy #relentless #MotivationalQuotes anger 0.354 +2017-En-11467 Is there a perfume that smells like the smell of smokey incense because i would be all about that anger 0.096 +2017-En-11564 ๐Ÿ† #Success is the best #revenge. Whatever you're thinking about doing ... do something better. โญ๏ธโญ๏ธโญ๏ธโญ๏ธ anger 0.250 +2017-En-10476 @AaronGoodwin seriously dude buy some bubble tape for your phones. #snap broke another phone anger 0.458 +2017-En-11473 @SaraLuvvXXX : Whaaaat?!? Oh hell no. I was jealous because you got paid to fuck, but this is a whole new level. #love #conflicted๐Ÿ˜ฌ anger 0.604 +2017-En-11689 @AshitaNoJoe55 i m not a big fan of @mkatju , but what i found logical and right.. i support that... no offense to anyone anger 0.438 +2017-En-10715 When you forget to mention you were bought dreamboys tickets ๐Ÿ™„๐Ÿ˜‚ anger 0.354 +2017-En-40917 Candice's pout is gonna take someone eye out mate! #GBBO anger 0.542 +2017-En-11203 @douglas_nat @one11north I need it today! Do u know how many fuckin French plaits I had to do this morn with a stroppy 9 yr old! #rage anger 0.896 +2017-En-10492 the teams that face Barca and Bayern after a defeat are the ones who face the wrath anger 0.458 +2017-En-10332 @swagalini ive been through the denial and anger i am in pure acceptance anger 0.491 +2017-En-11132 My irritation level is at an all time high today ๐Ÿ™ƒ anger 0.750 +2017-En-11338 if i don't answer your 50 texts pls don't snap me anger 0.333 +2017-En-11296 The side effects of #fighting and #disrespect.. comes #ignoring the person and show you #don'tcare at all!! #sweet #revenge. anger 0.604 +2017-En-11563 @natalie_bloomer You interviewed one irate group, two filmmakers who don't live here and got stock statements. That's not journalism. anger 0.562 +2017-En-10048 I blame the whole season on Natalie! The season would have been so different had she not turned her back on her alliance! #pissed #bitter anger 0.771 +2017-En-10718 @ShieldsCap < Steve between his feet, feeling a blush sting his cheeks. 'I can undress myself, thank you very much,' he snapped > anger 0.333 +2017-En-10987 Yal aggravate tf outta me acting lying yal can't tell the difference between a dyke and a man. RARELY is it that hard to tell the difference anger 0.792 +2017-En-10729 @KodieBurch yesss..apparently you've been popular on snap ๐Ÿ™„ anger 0.333 +2017-En-11528 Losing the will 2 live with @virginmedia business bb gone down on hold for 23 minutes & whoever picked up cut me off #NoWorkForMe anger 0.542 +2017-En-11264 I asked Jared to marry me and he said no. #offended anger 0.562 +2017-En-10006 When you've still got a whole season of Wentworth to watch and a stupid cunt in work ruins it for us ๐Ÿ˜ญ๐Ÿ˜ญ @__KirstyGA #raging #oldcunt anger 0.875 +2017-En-11535 @washingtonpost#Trump's #fear & #anger are similar to what #Hitler preached to come to power in Germany. Wake up America!! anger 0.708 +2017-En-11196 Yeah I'm hot nigga, they say im burning uhhhhh anger 0.509 +2017-En-10925 Anger, resentment, and hatred are the destroyer of your fortune today.' anger 0.375 +2017-En-10458 significantly, with a #bitter smile, 'let me anger 0.479 +2017-En-11399 Just found out tonight my son will not be doing practical work counting towards his GCSE exam. OK then! I thought STEM was all the rage?? anger 0.562 +2017-En-10861 Sometimes I get mad over something so minuscule I try to ruin somebodies life not like lose your job like get you into federal prison anger 0.708 +2017-En-10760 Tiangong 1, China's first space laboratory, will come to a fiery end in late 2017. The average decommissioned satellite either burns ... anger 0.312 +2017-En-10915 @RealJamesWoods @KennyCoble saddest part of this whole mess is that all of this #anger is #misdirected they should march 2 the #WhiteHouse anger 0.667 +2017-En-10942 @CorningFootball IT'S GAME DAY!!!! T MINUS 14:30 #relentless anger 0.144 +2017-En-10880 @TrueAggieFan oh so that's where Brian was! Where was my invite? #offended anger 0.417 +2017-En-11060 Be quick to #listen, slow to #speak, and slow to #anger. anger 0.292 +2017-En-10584 Seeing #RIPShawtyLo got me thinking bout other rappers then I thought about @LilTunechi dying, and burst into tears... Smh anger 0.417 +2017-En-10542 @Sophiejulia @CalebAtChipotle @calebpressleyxo relentless pipe thirst #sheltered anger 0.438 +2017-En-10643 be strong, independant and practical. stop living in your world of fantasy. snap out of it. the faster u get used to the reality, the better anger 0.255 +2017-En-11280 @JustinRow10 madden is the reason why controllers are snapped anger 0.458 +2017-En-11483 finally leaving my first job soon. i've been working here since i was 16. going to be kind of bitter sweet anger 0.312 +2017-En-11306 Omg someone asked them to sit and they reluctantly moved with a huff. Biiitttccchhhhhh ๐Ÿ”ช anger 0.771 +2017-En-10931 @danbloom1 beware the fury of a weak king anger 0.417 +2017-En-10094 @leesyatt you are a cruel, cruel man. #therewillbeblood anger 0.775 +2017-En-10324 Dear Indians..It is hard to swallow this but for once try to swallow this bitter pill...that is.. Pakistan is number one in Test cricket!!! anger 0.542 +2017-En-10723 Keep in mind. We're all weak. Don't insult people just because they're human. anger 0.333 +2017-En-10664 โ€œHe who is slow to anger is better than the mighty, And he who rules his spirit than he who takes a city.โ€\nP16:32 #bibleverse #pride #anger anger 0.314 +2017-En-10963 I watch Amyah throw temper tantrums when she gets mad at something and I'm just like damnit that is me and I can't do nothing but laugh ๐Ÿ˜… anger 0.312 +2017-En-10520 @AuntieSupreme @KimberlyCarole y'all found me to express yalls displeasure. ๐Ÿ˜‰ anger 0.438 +2017-En-10757 @justinbieber Thank u Justin for this amazing concert. I can't believe that only u can provoke these thousand smiles these night#BelieveTour anger 0.312 +2017-En-11001 @josefcd904 @Reddou_Kun @deven_luca @supersoniclemon He also likes incurring Lily's wrath. anger 0.333 +2017-En-11130 @o2academybham since when the fuck can you not stand at a concert? #raging anger 0.771 +2017-En-10983 @TheBarmyArmy looking forward to div 2 next year @AndyBarmyArmy? #leictershireaway #therey anger 0.375 +2017-En-10559 im also definitely still bitter about the yellow ranger not being asian, but asian representation in hollywood is essentially a shrug anyway anger 0.417 +2017-En-10269 Did we miss the fact that #BurkeRamsey swung &hit his sister #JonBenet in the face with a golf club previously out of a fit of #anger? anger 0.598 +2017-En-10245 Can someone make me a priority list of which things I should be outraged at + in which order? #outrage #racism #animalrights #abortion #cops anger 0.583 +2017-En-10583 @judahandthelion TONIGHT. Legit can't wait to rage ๐Ÿค˜๐Ÿป๐Ÿค˜๐Ÿป๐Ÿค˜๐Ÿป๐Ÿค˜๐Ÿป๐Ÿค˜๐Ÿป๐Ÿ”ฅ anger 0.417 +2017-En-10788 @pbump @AndyRichter My heart goes out to that woman for the indignity of what she is sitting through. anger 0.271 +2017-En-11636 @JordySloan love that Jordy #revenge โšฝ๏ธ anger 0.333 +2017-En-10976 When you want to say something so bad but can't ! #furious ๐Ÿ˜ค anger 0.521 +2017-En-11295 @amymarsden_wtf I'm as pure as the driven snow after it's been pissed on by multiple rabid dogs anger 0.667 +2017-En-10969 HUGE CONGRATULATIONS TO NICOLE WINNING BIG BROTHER 18! @BBNicole #BB18 sorry not sorry #bitter #bbmichelle anger 0.271 +2017-En-10933 (Sam) Brown's Law: Never offend people with style when you can fake that, you have to break us in this Island. anger 0.333 +2017-En-10238 And she got all angry telling me 'but what would be doing a 40 year old guy looking for a girl like you' and I felt #offended anger 0.583 +2017-En-11596 @Uncle_Brown22 yeah dude! Appreciate the #support! #Notorious on ABC, peep it! #grateful #relentless anger 0.312 +2017-En-11411 Yeah, no. I don' mind tweetin' that twice. #snap #blm #likeThat anger 0.396 +2017-En-10024 @LeKingCoq @MistaAggy @GiovanniiDC The way my blood is boiling, little bastards! anger 0.792 +2017-En-11598 Don't be offended,\nI'm just doing something that,\nGives your life more hurts.\n\n#haikuchallenge #offend #poetry anger 0.625 +2017-En-11463 @gypsydragoness chuckle. 'Any idea girl?' The dragoness let out a frustrated growl, blowing smoke out of her nostrils. The old man nodded + anger 0.417 +2017-En-10804 @KingNicky7 also madden isn't the funniest game to watch and if there isn't much happening it's boring anger 0.250 +2017-En-10143 testing #angry anger 0.667 +2017-En-11221 @LuluLemonLime83 wow , your right they do need help,so what I'm getting from the Laureliver fandom and bitter comic fandom and anger 0.479 +2017-En-11231 Being abroad is causing me to make spontaneous decisions and not worry about things which is good, but the type A part of me is fuming anger 0.521 +2017-En-11177 Thurston offers Gallen a โ€˜peaceโ€™ of his mind: NORTH Queensland playmaker Johnathon Thurston insists he holds no grudge against Paul G... anger 0.312 +2017-En-11458 Hey all you white people out there; are you #offended when people refer to you as a Cock Asian? #NoSeriously anger 0.604 +2017-En-10594 #welfarereform should not be a 'model' for . anger 0.417 +2017-En-10932 @DJ_JeanFranko growl!!! anger 0.500 +2017-En-11385 @xBladeMania 'I didn't see them???' huff. anger 0.417 +2017-En-10015 Zero help from @ups customer service. Just pushing the buck back and forth and promising callbacks that donโ€™t happen. #anger #loathing anger 0.854 +2017-En-11562 @emilieragann did another bee sting you on the tongue ? anger 0.306 +2017-En-10230 Girls irritate me so much lol anger 0.527 +2017-En-10331 Need a new outlet for #rage anger 0.542 +2017-En-11114 @Red_Magpie @ali_faceache1 @joanna_caron @KCBFD @xMATTxLAWx he's not exactly a rabid tub thumper compared to McTernan now is he. anger 0.500 +2017-En-10789 You can't fight the elephants until you have wrestled the pigs. #quoteoftheday #relentless anger 0.271 +2017-En-10346 Recommended reading: Prisoners of Hate by Aaron Beck #anger anger 0.521 +2017-En-11556 @alour @jkramon1313 you should force your neighbours to pay that! Those people have some nerve!!! #Victim anger 0.667 +2017-En-11268 @cassidyyy_0 literally Nicole already had her chance and she played shitty both seasons. anger 0.500 +2017-En-10596 @RealPaulWalker R.I.P Paul, furious 8 can't wait anger 0.254 +2017-En-11162 Why is it always me picking up the pieces :/ anger 0.458 +2017-En-11572 @DonnyMurray I'm just no offended by stuff.We're gettin a situ where folk moan about the Polis/SNP but then happy to snitch when offended... anger 0.479 +2017-En-11382 very little frustrates me as much as misplacing something. Been looking for my keys for 2 hours now anger 0.562 +2017-En-11495 #Pain is an aspect of #human evolution; the evolution of #consciousness. #attachments #desire #apathy #sentimentality #tears #O anger 0.479 +2017-En-10856 Love the new song I can't stop thinking about you by . anger 0.083 +2017-En-11622 @LethalWeaponFOX promised I wouldn't live tweet, but @DamonkWayans + @ClayneCrawford brought it! @JordanaBrewster and #furious action FTW! anger 0.521 +2017-En-10208 @Austin4evaLEEDS fuming! anger 0.625 +2017-En-10845 Ellie just gave me loads of gifts with notes on em for uni n I burst out in tears, I LOVE HER๐Ÿ˜ฉ anger 0.146 +2017-En-10367 .@LEAFYSZERKER @markiplier is that an insult? Sounds like a job well done. it's red so it's done the job it was suppose to do #justsaying anger 0.521 +2017-En-10372 Now it's time to remove CB from the team somehow. Screw it. Rip the Band-Aid off. It'll sting for a bit but everyone will get over it. anger 0.521 +2017-En-10816 I should really study today for chemistry but playing madden is just way more fun. anger 0.208 +2017-En-11505 @Markk1872 Red heads are more fiery. anger 0.280 +2017-En-10993 The war is right outside your door #USAToday anger 0.396 +2017-En-10456 Get to work and there's a fire drill. #fire #burning #outthere #inthedark anger 0.479 +2017-En-10076 I dislike people who get offended by the littlest shit . anger 0.729 +2017-En-41169 @dlrwills turn that frown upside down buddy ๐Ÿ™ƒ. anger 0.375 +2017-En-11396 @DepressedStride > huff louder anger 0.375 +2017-En-10868 @DailyMirror i love how theres no outrage that it's a white man but if it was a black man them BLM would be all over it regardless of reason anger 0.726 +2017-En-11311 @Bell @Bell_Support Cancelling home Fibe, Internet and TV this afternoon - as soon as I can arrange alternate Internet. 2/2 #fedup anger 0.667 +2017-En-40205 @laureeenwillam can't cope wi her sour face and tiny pout ๐Ÿ˜ก๐Ÿ˜ก anger 0.479 +2017-En-11632 @jackmegawphoto what if lives are attached to real estate? Shall I come trash your cameras because I'm angry with what your race is doing? anger 0.604 +2017-En-10306 @kingcharles9th i Lowkey forgot you had twitter and if you don't follow me back im gonna be #offended anger 0.421 +2017-En-10536 @iStoleFreeHugs @stephlaris lol I'm happy with my negative, realistic ass self. Sorry to offend you anger 0.438 +2017-En-11180 Manchester derby at home anger 0.188 +2017-En-41175 I love when #girls are busy in teaching how to #pout while taking #selfie in a mall , their desication is immense #women love #perfection anger 0.188 +2017-En-11488 Anger that you are willing to take out on people & the world in general, & ALL #police, is WORST, most indefensible kind of . anger 0.667 +2017-En-10480 I don't mean to offend anyone, but 93.7 literally blames everything on white people. In some cases it's true, but a lot of times, it's not anger 0.458 +2017-En-11232 @Thatguy_dree @RecklessWonder_ neither one of y'all can see me in this madden anger 0.375 +2017-En-10854 Follow up. Follow through. Be . #success anger 0.125 +2017-En-10382 could never be a angry drunk lol yall weirdos just enjoy your time anger 0.521 +2017-En-10069 I lost a couple niggas I want revenge so put me in coach anger 0.875 +2017-En-11298 Another L on the board we just cannot match up on paper with these teams at the moment and its showing on the field. Onto Denver anger 0.521 +2017-En-11649 @baileygazteacow NO. The gay guy and the dad revenge fucking anger 0.583 +2017-En-11194 @downeysduckling nick fury anger 0.438 +2017-En-11566 James: no 500k, no 50k, no 25k, no 10k. You fucked up. #bb18 #shouldofVotedforNicole anger 0.688 +2017-En-10336 Hell hath not fury like a hamstring cramp. #ouch anger 0.542 +2017-En-11462 Y'all do the most on twitter and snap anger 0.396 +2017-En-41044 Wrinkles should merely hide where frown have been. - Mark Twain anger 0.125 +2017-En-10149 @tmz @HarveyLevinTMZ Hell hath no fury like a women scorned. It's the affair. Not the parenting anger 0.667 +2017-En-11218 @LoyalLadyMalfoy <โ€ข change them himself. He follows behind with a scowl pinching his lips and takes the sheets to his room. 'So who is โ€ข> anger 0.361 +2017-En-10146 i was angry. anger 0.667 +2017-En-11104 @inthefade going back to blissful ignorance?! anger 0.454 +2017-En-40469 @BonesARP 'That is a disappointment.'\n\nHe fakes a pout, then starts to chuckle. anger 0.438 +2017-En-11478 hey long time no tweet but im rooting for paul to win bc he is the only one that played bb and james for 2nd bc he doesnt irritate me #BB18 anger 0.312 +2017-En-10510 @kencurtin they might get Donal รณg sure! They won't have him in cork as he's to fiery for dopey frank & his cult anger 0.458 +2017-En-11318 Boys Dm me pictures of your cocks! The best one will get uploaded! โ˜บ๏ธ๐Ÿ’ฆ๐Ÿ’ฆ #Cumtribute #dm #snap #snapchat #snapme #nudes #dickpic #cocktribute anger 0.500 +2017-En-11302 @jbanks88 offense can't score 3 redzone trips no points n lbs can't pull flags n i missed a flag that lead to a td dat took da league anger 0.458 +2017-En-10451 My leg feels like it's gonna burst, yet I'm still expected to go into work:):) anger 0.333 +2017-En-10466 @danrafaelespn no Tyson fury beat the man who been at top for years Danny Garcia should be above Bradley pacquaio frampton anger 0.479 +2017-En-11683 Like he really just fucking asked me that. #offended anger 0.750 +2017-En-11323 @RVAGameBreak @GAHSBasketball @GAJagsFootball \nGo Jags!!๐Ÿ† I think we have a good shot of beating Deep Run tomorrow! anger 0.333 +2017-En-11672 He's mixing it up pretty well..using that slider pretty affective so far #thebabybombers #yankees #offense anger 0.354 +2017-En-10225 How can I tell Happy Anniversary, when u are not happy.. #bitter #ampalaya #paitpaitanangpeg anger 0.604 +2017-En-10509 @HuffPostUK NO greater wrath than a woman scorned. anger 0.458 +2017-En-11184 What a fucking muppet. @jRwild1 #stalker. anger 0.792 +2017-En-10028 You ever just find that the people around you really irritate you sometimes? That's me right now ๐Ÿ˜’ anger 0.792 +2017-En-11041 Nothing is more relentless than a dog begging for food anger 0.479 +2017-En-10109 I swear if @devincameron23 blocks me I'm going to hit her back anger 0.708 +2017-En-11664 I bet @mmunro91 is fuming with our draw ๐Ÿ‘€ anger 0.583 +2017-En-10062 So angry I wanna cry๐Ÿ˜ข๐Ÿ˜ข๐Ÿ˜ข anger 0.750 +2017-En-41338 @grumpy_pumper I involuntarily smile when you frown in photos. And giggle. How annoying!! anger 0.358 +2017-En-10097 @FitnessFirstAU something needs to be done about people hogging machines - nobody can use 3 machines at one time! #notfair #whypay anger 0.708 +2017-En-10419 Ok but I just got called a 'White Devil' on the train and I didnt know whether to laugh or be offended anger 0.484 +2017-En-11077 I'm deleting all these social media apps off my phone. I might keep snap chat and insta but I'll never be on it. anger 0.333 +2017-En-11246 Argh a big wasp buzzing between my blinds and my window. Halp! #wasp #evil #buzz #sting anger 0.417 +2017-En-10899 Kik to trade, have fun or a conversation (kik: youraffair) #kik #kikme #messageme #textme #pics #trade #tradepics #dm #bored anger 0.241 +2017-En-11200 @noris_prosk8r2 (Maybe don't provoke him in the future if you do not want to run the risk of him punching your board.) anger 0.542 +2017-En-11653 Stupid people piss me off...busted my ass...and my coworker takes off with all the tips...thnx for nothing #angry #thatsmyluck anger 0.917 +2017-En-10656 #burning the last of @Yan anger 0.356 +2017-En-11161 Why is it always me picking up the pieces :/ #angry anger 0.812 +2017-En-11072 Karev better not be out!!! Or I am seriously done DONE with @GreysABC #unfair #ugh anger 0.604 +2017-En-10618 The bitter the battle, the sweeter the victory... anger 0.396 +2017-En-11291 someone kik me @ montanashay_ \n #kikme anger 0.312 +2017-En-11090 @UMA1R_ @bilalmahmooduk @Muslim_Scientst i do not offend your Faith unless 1 persecutes me, treat me like a dog, disrespect me and even so anger 0.521 +2017-En-10820 pray for my boy huff anger 0.208 +2017-En-10945 @moocowward @mrsajhargreaves @Melly77 @GaryBarlow if he can't come to my Mum'a 60th after 25k tweets then why should I ๐Ÿ™ˆ #soreloser anger 0.646 +2017-En-11525 Okay you've annoyed me, you haven't done a good job there at all. anger 0.792 +2017-En-10679 and apparently he's supposed to have a Scottish accent??? I'm anger 0.375 +2017-En-10719 one of the main things im doing w/ 13c is filling in the void of my empty bitter heart by making everything how i wanted it to be growing up anger 0.333 +2017-En-10867 @Yoshi_OnoChin can you please not have Canadian players play US players, that lag is atrocious. #fixthisgame #trash #sfvrefund anger 0.646 +2017-En-10294 @LynneGarrison yeah, I've only seen that floated online as a theory, it was probably made up by a bitter stan. I ignore pets v vets crap too anger 0.562 +2017-En-10511 @LouisFil just curious as to what you mean. No rush, no animosity, no disdain. anger 0.458 +2017-En-10975 At work yesterday some old cunt couple told me their coffees were cold and wanted a refund so i put my finger in it front of them angrily anger 0.771 +2017-En-11646 @RogueFatale Oh, you insult me! What, you think just because I look like this, I'm psycho? I'm more sane than most Gotham freaks... anger 0.688 +2017-En-10286 @AllegedLowbrow It's 'Eye-for-Eye'. Indian Army never forgives, Never Forgets. They always take revenge, Pakistan breaks laws, I.A follows anger 0.562 +2017-En-10554 Some moving clips on youtube tonight of the vigil held at Tulsa Metropolitan Baptist church for #TerenceCruther #justice #sadness anger 0.438 +2017-En-10357 @girlsreallyrule Both Trump + King are relentless self-promoters who don't give a rip about anyone else. A perfect match for both Donalds. anger 0.521 +2017-En-11394 @delta correction 26 ppl. Checked in. Standing at the gate. & Flt 1449 took off without us. anger 0.438 +2017-En-11413 #Violence doesn't fix violence. #pain and #anger are the same reaction in the brain. Cure the pain and the anger will go away. anger 0.417 +2017-En-10292 @TaraSetmayer @oliverdarcy AA have the right of passage when it comes to the 'N' word. Why should he insult him in his church. Ignorant! anger 0.562 +2017-En-10393 @arppaul @chetanlfc @mannkakhiladi @dey_spandan @umeroffcial Comparing Akshay Sir with this zandu balm is an insult to Akshay Sir. anger 0.500 +2017-En-40569 @shopgreenwich #ldf16 what shall we do this weekend? #spraypainting in #greenwichmarket with @SNUB23 #core246 #lilylou #fret & #benoakley anger 0.271 +2017-En-10750 Holding a #grudge doesn't make you #strong; it makes you #bitter. #Forgiving doesn't make you #weak; it sets you #free. anger 0.312 +2017-En-10339 @Thebeast_ufc what happened to the suicide tweet it was a joke obviously how could that offend anyone?๐Ÿค” anger 0.542 +2017-En-10703 โ€œHe who is slow to anger is better than the mighty, And he who rules his spirit than he who takes a city.โ€\nP16:32 #bibleverse #pride anger 0.354 +2017-En-11304 Get to the gym and discover I forgot to put my gym shoes back in my bad ๐Ÿ˜ค #rage #wwhhyyy anger 0.729 +2017-En-10441 can't believe Achilles killed me! anger 0.479 +2017-En-10926 If I spend even 5 minutes with you and you already irritate me I seriously will bitch you out until you shut up anger 0.812 +2017-En-11258 I sit at home so damn much that everything is starting to irritate me . I need to get out the house by myself ! anger 0.509 +2017-En-11494 #Pain is an aspect of #human evolution; the evolution of #consciousness. #attachments #desire #apathy #sentimentality #tears #fury #anger #O anger 0.562 +2017-En-10907 Just joined #pottermore and was sorted into HUFFLEPUFF ๐Ÿ˜ก๐Ÿ˜ก๐Ÿ˜ก anger 0.438 +2017-En-10166 @SkyUK what a joke!! Cut our internet off early 'by mistake' and then don't reinstate it when we no longer need an engineer ๐Ÿ˜ก #fuming anger 0.646 +2017-En-10499 streets of rage 2 was hard to find for a while and then Itunes stepped in and the guys doing the vinyl \nmade it so simple anger 0.458 +2017-En-10564 @Docjp they unleashing God's wrath just as Cain did anger 0.417 +2017-En-10162 People irritate me ๐Ÿ™„ anger 0.646 +2017-En-11283 @Yoshi_OnoChin can you please not have Canadian players play US players, that lag is atrocious. #fixthisgame #trash #sfvrefund #rage anger 0.604 +2017-En-10530 As if he heard my thought on the ether, my #ex has just posted #facebook pic of himself snuggling up with said #cats... now Im just anger 0.438 +2017-En-10532 @BigBrother__USA she is just jealous and a cry baby! #gladsheisgone #crybaby anger 0.438 +2017-En-40902 When you burst out crying alone and u realize that no one truly knows how unhappy you really are because you don't want anyone to know anger 0.396 +2017-En-10769 @sueblue35 @nsoz7 @immortalbulldog huh? We have a sprint coach? We're the slowest team in the comp. Talk about robbing a living. anger 0.292 +2017-En-10250 A @FirstBSA not turning up? Why am I not surprised. Late for work again! anger 0.583 +2017-En-11123 @daemondave @paulkrugman Hey stupid, that was bad intel to take Bin Laden out. Try again with your faux outrage. I bet u admire Putin right? anger 0.688 +2017-En-10803 It takes a man to suffer ignorance and smile. Be yourself, no matter what they say. #sting anger 0.250 +2017-En-10525 @DL_Hart @DonnieDollars @AaronBiggsPro @WWENoWayJose @cwfmidatlantic How did that chop feel? You still feel the sting of it? Looks brutal! anger 0.462 +2017-En-11293 .@Travelanswerman: B assured there is plenty of salt 2 keep that #fire #burning brightly! Stay #happy N life by keeping plenty #saltyโ€ฆ โ€ฆ anger 0.375 +2017-En-10437 @jwolfie_ why you gotta use the dark skin emoji anger 0.479 +2017-En-10424 the bee sting still suck i feel sick anger 0.479 +2017-En-11545 Men in rage strike those that wish them best. #emotions #negative #positive #wish #strike #martial #arts #control #believe #best #hope anger 0.292 +2017-En-40464 and naoto nod she also like tha bands. but she also frown. 'Will the bands 'Papa Roach' be at concert...?' anger 0.229 +2017-En-10812 @wesrucker247 sounds like a good game plan for our offense.... anger 0.202 +2017-En-10065 In 2016, Black people are STILL fighting to be recognized as human beings. #cantsleep #angry anger 0.885 +2017-En-10247 i will never watch greys anatomy ever ever ever ever ever again if Shonda Rimes takes away another OG characterโ˜น๏ธโ˜น๏ธโ˜น๏ธโ˜น๏ธโ˜น๏ธโ˜น๏ธโ˜น๏ธโ˜น๏ธโ˜น๏ธโ˜น๏ธ #fuming anger 0.583 +2017-En-10825 @ezlisteningdisc it doesn't offend me but it's just,,, Weird. anger 0.188 +2017-En-10017 I hate my lawn mower. If it had a soul, I'd condemn it to the fiery pits of Hell. anger 0.833 +2017-En-10958 @CUTEFUNNYANIMAL @luvcaps19 My sister's dog does this. I think it's because she knows it'll provoke a reaction anger 0.375 +2017-En-10587 The bubble has officially burst. 98 boys to beat for the trophy and all the glory #wptmain #bye anger 0.290 +2017-En-10544 #Taurus will react angrily when she can't take being provoked any longer. anger 0.438 +2017-En-11699 Forgiving means operating with God's spirit & God isn't unforgiving & doesn't hold a grudge. So who am I? Exactly. anger 0.250 +2017-En-10056 Absolutely fuming that some woman jumped into my prebooked taxi and drove off ๐Ÿ˜ก anger 0.750 +2017-En-10088 Bes! You don't just tell a true blooded hoopjunkie to switch a f*c@n' team that juz destroyed your own team. You juz don't! anger 0.729 +2017-En-11170 I only have to wave a fiery cross and we will f**kin' do this! anger 0.667 +2017-En-10078 @justyne_haley it does. if one person ruins season 13 for me, I will be so angry anger 0.729 +2017-En-10547 I think Paul is what's bitter, not the pastry anger 0.492 +2017-En-11450 I hate not having the answers I need. #tomourssuck #prayinsnotcancer anger 0.583 +2017-En-10354 @mdivincenzo9 he's stupid, I hate him lol anger 0.521 +2017-En-11662 @MintMilana where is the outrage when black children get killed in the crossfire between blacks shooting each other? anger 0.646 +2017-En-11358 My anger is boiling over. anger 0.750 +2017-En-10465 you know cyran still hasn't done makeup based on jeongguk's tiddy like i suggested and i'm #offended anger 0.479 +2017-En-11539 @JaredWyand Maybe if it was transgender the media would cover it anger 0.479 +2017-En-41105 @jamiesonhelen @MarianKeyes all three of my agin's on the pout . anger 0.296 +2017-En-10604 @everycolorbot more like every color looks the same #triggered #colorblind anger 0.396 +2017-En-11671 @Christelle_C Actually, wait, I do, the constant outrage thing gets on my wick sometimes and it happened to flick my annoyance today. :) anger 0.646 +2017-En-10887 Everybody talking about 'the first day of fall' but summer '16 is never gonna die #revenge @Drake anger 0.417 +2017-En-11615 I'm much to full of resentment anger 0.688 +2017-En-10412 Listening to Joey really helps me and my anger. anger 0.500 +2017-En-10403 Now that I have my ex's number now its time to prank him. #revenge #prank #whatprankIshoulddo seriously what prank I should I do anger 0.500 +2017-En-11106 ethan was with someone in the car when he did his revenge on grayson anger 0.292 +2017-En-10568 @SageHillfarms @HintonAlisa @hb_heather Hey, Jayme! Were your๐Ÿ‘‚๐Ÿ‘‚ burning cuz I was talking about you?๐Ÿ˜ Are you going tomorrow? anger 0.417 +2017-En-10981 Stop tracking back you fucking potato faced cunt errrr infuriating ๐Ÿ˜ ๐Ÿ˜ ๐Ÿ˜ ๐Ÿ˜ ๐Ÿ˜  #Rooney #mufc anger 0.917 +2017-En-10607 @UnknownAndYoung โ€” a low growl escaping him. Oh oh. anger 0.396 +2017-En-10144 @WatcherDev @WarcraftDevs put so much artefact points into fury and cant raid... literally wasted 1 month of my life! Thanks blizzard anger 0.667 +2017-En-10540 @thedrepabon BLM was outraged by the shooting in NC the other day, turns out the guy pointed gun at police. Wait for facts before outrage anger 0.438 +2017-En-30340 Just watched Django Unchained, Other people may frown, but I titter in delight! 2/5 anger 0.229 +2017-En-10472 @AudreyKare i'm like half expecting some rabid troll to come into my mentions accusing me of being a csa apologist or something lmao anger 0.479 +2017-En-11551 @MartinClouseau - as CEO of a charity you could reasonably expect @eduardo_LACS not to attempt to crudely inflame tensions. anger 0.479 +2017-En-10275 sorry im so #bitter i just. i either want a pure ur or literally any card from the sets i like but every time i draw for the sets i like> anger 0.562 +2017-En-10549 After becoming boiling hot, after slowly melting, my heart is frozen. anger 0.438 +2017-En-11037 I wanna kill you and destroy you. I want you died and I want her back. #emo #scene #fuck #die #hatered anger 0.771 +2017-En-11010 @__lucymellor No idea, just exhausted and I was tidying my room and just burst out crying ... fs anger 0.375 +2017-En-10249 You will never find someone who loved you like I did. And that my love, will be my revenge. anger 0.583 +2017-En-10633 @warFarePower dip it in boiling water anger 0.396 +2017-En-41516 Boy oh boy! our weekday schedule is crazy! But no matter how tired I am I do whatever it takes to keep the smile on Kai's face from a frown anger 0.371 +2017-En-10310 @DouthatNYT @jbouie @DamonLinker Yes, it is bad to point out racism lest it provoke the racists. Some racists do indeed not like it. anger 0.542 +2017-En-11468 @AdamSinger bubble implies it will burst? anger 0.438 +2017-En-10531 Paul forever. Paul should have won! Paul played such a better game! #BB18 anger 0.438 +2017-En-41368 You forever straight so fix that frown u good๐Ÿ˜‡ @amayyaaag__ anger 0.458 +2017-En-10766 Recommended reading: Prisoners of Hate by Aaron Beck anger 0.292 +2017-En-11254 @MagicalMunicorn May I suggest, that you have a meal that is made with beans, onions & garlic, the day before class. #revenge anger 0.292 +2017-En-10627 Congress acting indignant over the #EpiPen pricing is quite disingenuous since they craft the laws that allow such gouging!! anger 0.396 +2017-En-10374 @keithboykin unfortunately it won't end there... followers of whichever candidate isn't elected will throw tantrums. No winning this elec anger 0.521 +2017-En-41185 @haileywiggins_ @flenner_alisha good. Takes more muscles to frown than smile anger 0.229 +2017-En-10114 @VerizonSupport thanks for saying My wife and I were getting our iphones today and then losing both of them with no ETA #thanks #angry anger 0.688 +2017-En-10421 @cxmbeferre so you WOULDNT date me????? #offended anger 0.494 +2017-En-11599 Don't be offended,\nI'm just doing something that,\nGives your life more hurts.\n\n #haikuchallenge #poetry anger 0.500 +2017-En-10447 Thatmoment you're watching #worstcelebritycooks and your bubble is burst by finding out KyleXY is gay and married๐Ÿ˜ญ #nochance #KindaDontMind๐Ÿ˜‰ anger 0.479 +2017-En-10613 Y'all really insult coz of soccer??? Lmao, wow!!!!!! anger 0.396 +2017-En-11665 Will I offend you\nif I am truthful but kind\nor will you see why?\n@baffled #haikuchallenge #offend anger 0.500 +2017-En-11577 Who the hell is drilling outside my house?! Literally got to sleep at half four after a busy shift and these twats have woken me up #fuming anger 0.667 +2017-En-11455 so many 'protests for peace' going on lately but all i see is people burning down they're own cities and hometowns. Practice what u preach. anger 0.722 +2017-En-10044 Why does @dapperlaughs have to come to Glasgow on a night I am working. I am fucking gutted, been waiting for an appearance for ages anger 0.733 +2017-En-10023 Tasers immobilize, if you taser someone why the fuck do you need to shoot them one second later?! This is really sick! #rage #wtf #murder anger 0.812 +2017-En-11390 I'd rather dump gasoline all over myself and run into a burning building than use Excel. anger 0.750 +2017-En-10482 Inner conflict happens when we are at odds with ourselves. Honor your values and priorities. #anger #innerconflict #conflict #values anger 0.458 +2017-En-10676 Nurse practitioner: 'you look pretty bad. No offense of course.' \n\nThank you, that really added that spark of positivity I needed today. anger 0.444 +2017-En-10013 Why does @dapperlaughs have to come to Glasgow on a night I am working. I am fucking gutted, been waiting for an appearance for ages #raging anger 0.938 +2017-En-10182 @canada4trumpnow @donlemon he has BAD TEMPERAMENT #tantrums #HissyFits anger 0.646 +2017-En-10254 @Hoopdawg87 @MickThePerm Meanwhile white cops keep killing black people. But there's less outrage about that. Strange society that. anger 0.500 +2017-En-10731 @EAMaddenNFL @EASPORTS I played a game where John Elway was sacked 3x and fumbled all 3x. Is this the same John elway I know of??? anger 0.333 +2017-En-10947 wanna go home and focus up on this game . Don't wanna rage at all anger 0.375 +2017-En-11030 @JamieRJN She's all over the political map in her relentless pursuit of power. anger 0.333 +2017-En-10716 Praying for the #Lord to keep #anger #hate #jealousy away from your heart is a sign of #maturity #conciseness anger 0.354 +2017-En-11064 troubled soul don't loose your heart 'cause joy and peace he brings and the beauty that's in store outweighs the hurt of life's sting. anger 0.354 +2017-En-11115 Dear hipster behind me at the game I am finding it very hard to pay attention while you talk about the politics of grapes of wrath. SHUT UP! anger 0.854 +2017-En-11432 I freaking hate working with #word on my phone #write #writing #writerslife #writerproblems #writer anger 0.542 +2017-En-10902 S/O to the girl that just hit my car...not only did she get lucky w/ no scratch but also from being spared the wrath of sleep deprived Kait๐Ÿ™ƒ anger 0.542 +2017-En-11042 ok so i got my madden 17 refunded but now i gotta wait a few days for the money and now gotta pre-order fifa again.... anger 0.458 +2017-En-11481 Glad I didn't watch smackdown because I can't see my men @JasonJordanJJ @WWEGable lose. #sohurt #revenge anger 0.542 +2017-En-10730 When a grown adult doesn't drink or has never drank before I just assume they were raised around a raging alcoholic and they want no parts. anger 0.333 +2017-En-10955 They gonna give this KKk police bitch the minimum sentence..just wattch anger 0.708 +2017-En-11192 @smendler (1) Watch out for memes & statements designed to make you feel outrage, but that don't give you anything to *do* about situation anger 0.542 +2017-En-10521 @1VoiceMatters @MichaelTPremo just got wind of #MenForChoice and it doesn't infuriate me. Just makes me sad for the generation. anger 0.438 +2017-En-10913 @fluffysoftlouis no no. I insist that you give me your best insult first anger 0.562 +2017-En-10897 Might just leave and aggravate bae anger 0.417 +2017-En-11694 @CallofDuty how do u guys determine teams? Cause I'm 80% on shitty teams when I play and I'm fuckin over it #cod #rage anger 0.604 +2017-En-11208 resentment is rlly my shit. anger 0.562 +2017-En-10478 Now that @Jasmine_Wrn has snapchat back it's a constant battle to see who can get the ugliest snap of one another ๐Ÿ˜‚๐Ÿ™ƒ #snap survival anger 0.458 +2017-En-11224 The ppl on here defending cops as they continue to kill innocent ppl or ppl who aren't innocent but clearly cooperate irritate tf outta me anger 0.750 +2017-En-11435 Fear the fearsome fury of the forest fawn! anger 0.375 +2017-En-11150 Every dancers dream song #snap #worldpower anger 0.188 +2017-En-10272 @Lexual__ @jdspielman10 RIP to the 100s of black men,, women,CHILDREN killed in Chicago. Where is the outrage? anger 0.562 +2017-En-11360 fuming anger 0.708 +2017-En-20660 @aroseblush Hello !\nThe bigger the bully, the more crocodile tears. Bullies always act like offended victims. anger 0.542 +2017-En-11553 Look what we have available in store now!!!\n\nLiquid incense for those who can't burn sticks or cones or have smoke in they home!!!! anger 0.208 +2017-En-11522 tbh amy i don't know why you need to sort your life out, it's looks like your having a great time' thanks tiff ๐Ÿ˜‚๐Ÿ’œ anger 0.208 +2017-En-10163 Men in rage strike those that wish them best. #rage #emotions #negative #positive #wish #strike #martial #arts #control #believe #best #hope anger 0.646 +2017-En-10236 @ThomsonCares Sam- yes we have! Not helpful at all! We need this sorting ASAP! You keep promising stuff that doesn't happen!!!! anger 0.583 +2017-En-11393 @delta correction 26 ppl. Checked in. Standing at the gate. & Flt 1449 took off without us. #furious anger 0.646 +2017-En-11644 @RelUnrelated While I do not see Sailer Mars being a raging liberal, I doubt that she would say such a thing. anger 0.396 +2017-En-10320 @NM_NickNocturne Incentivise people to roam the Internet being morally offended, as if they didn't do it enough already. anger 0.542 +2017-En-10102 @oscar_perria a multimillionaire spoiled brat who gets In a self righteous huff bc his friend is Muslim is a non starter bye! anger 0.708 +2017-En-10099 @politico @realDonaldTrump another angry white man! anger 0.708 +2017-En-10805 Mm, okay. Ham for you and turkey for me.' Gives his hair a ruffle before heading back in the kitchen to set out the >>\n@DarkSithKenobi anger 0.250 +2017-En-10534 @coltonflurry @StrangeFacesLA I cancelled by CBS all access live feeds before JC even said Vic won AFP. Paul.should have won IMO anger 0.438 +2017-En-10900 Kik to trade, have fun or a conversation (kik: youraffair) #kik #kikme #messageme #textme #pics #trade #tradepics #dm #snap #bored anger 0.167 +2017-En-11514 @iAmSJ I'm so mad for our clients I'm furious lmao anger 0.625 +2017-En-10526 Chris ate all my mac n cheese so imma eat all his taffy anger 0.438 +2017-En-11645 He who is affected by an insult is infected by it. anger 0.417 +2017-En-10842 @savageimiike one of my favorite songs brother, real talk. anger 0.157 +2017-En-10432 @sarah_urbina why do you even beef Sara you let the anger get the best of you, you and Sagin been friends for how long? anger 0.479 +2017-En-10693 I can't even right now #bb18 anger 0.354 +2017-En-10498 Skipping meals is the national way of showing #disappointment and #anger. #wiz anger 0.458 +2017-En-10590 @JBCrewdotcom how his own fans insult him anger 0.417 +2017-En-11621 Stk is expensive but i'f rather take a bigger female there than tiff. You all see how slim she is and how she loves to eat. anger 0.375 +2017-En-10903 @LiamCannon1 He's just too raging to type properly... Ha ha! anger 0.375 +2017-En-10200 #My #blood is so #bitter for satan to test #becouse #cleanse by the #blood of #Jesus christ....#amen. anger 0.543 +2017-En-10928 Sting is just too damn earnest for early morning listening. #sting anger 0.446 +2017-En-10164 In 2016, Black people are STILL fighting to be recognized as human beings. #cantsleep anger 0.646 +2017-En-10686 GAMEDAY VS BUFORD TODAY AT 5:30 AT HOME!!!!!!!!! NEVER BEEN SO EXCITED #revenge anger 0.354 +2017-En-10155 I have 1000 rabid grizzly bears I'm going to scatter in neighborhoods all over America.\n\nThey're poor refugees!\n\n#InYourNeighborhoodNotDC anger 0.646 +2017-En-11183 What a fucking muppet. @jRwild1 #fuming #stalker. anger 0.792 +2017-En-41282 @kagehime3 I'm so starved for content I'd take it but I'd def pout about it (ีŸเบดอซเช˜ ีŸเบดอซ) anger 0.396 +2017-En-11369 Yo,if you're talking about horoscopes do you really have any clue as to what you're saying or are you gonna act offended when I question it? anger 0.672 +2017-En-11035 I wanna kill you and destroy you. I want you died and I want Flint back. #emo #scene #anger #fuck #die #hatered anger 0.833 +2017-En-11209 i resent being tired and annoyed that the word Wiener is splashed across the news. this should be a slam-dunk for me anger 0.542 +2017-En-10783 It takes a man to suffer ignorance and smile. Be yourself, no matter what they say. anger 0.271 +2017-En-11108 @zavierdaniels had to snap going crazy ๐Ÿ˜ญ๐Ÿ˜ญ anger 0.458 +2017-En-10417 I am using twitter as a coping mechanism for raging out at this kid oops? anger 0.500 +2017-En-11086 @PearseDoherty @harrymcgee @IrishTimes That might sting for a bit lads but you'll get over it. #betterwithsinnfein anger 0.417 +2017-En-11661 I am their fury. I am their patience. I am a conversation. anger 0.312 +2017-En-11079 Panpiper playing Big River outside The Bridges in SR1 anger 0.271 +2017-En-11421 My cat is bloody lucky the RSPCA weren't open at 3am last night!!! #fuming ๐Ÿ˜ก๐Ÿฑ anger 0.750 +2017-En-10674 @evanareteos :)) im now writing abt the changing face of sex industry in tr :))) now men will talk to me then! anger 0.375 +2017-En-11680 Stuck in a infuriate scrum about hegemonists. #infuriate #scrum #scrum #Stuck anger 0.698 +2017-En-10410 Why a puerto Rican with Taino hair and a black nose gotta ruffle your targeted feathers? anger 0.500 +2017-En-11272 @GarthJennings loved #sing #tiff but 1 q there is 1 japanese line but obviously spoken by non japanese. no way to find japanese for 1 line? anger 0.333 +2017-En-11453 @Pharah_Amari [Reyes snarled in frustrated anger, steel claws flexing dangerously. But she uttered those damning words, it seems to snap -- anger 0.500 +2017-En-10205 Spurs radio commentator referred to Mauricio Pochettino as 'MoPo' and I felt a sudden surge of rage. anger 0.625 +2017-En-11097 People you need to look up the definition of protest. What you are doing is not protesting is called vandalism. #angry #stop anger 0.780 +2017-En-10033 Since the 'update' my @iPhone loses power nearly 40% faster. #furious anger 0.792 +2017-En-10323 Michelle is one of the worst players in bb history #bb18 #bbfinale anger 0.542 +2017-En-11520 Wow... One of my dads top favorite throwback rappers just died in a fiery car crash today in Atlanta, so sad so sad ๐Ÿ˜ท๐Ÿ˜ท anger 0.396 +2017-En-10844 @Aurena1701 @AngryOrchard he didn't sting me luckily. He just flew off happy and drunk. Lolololol anger 0.146 +2017-En-10794 @DMAnthonyJoseph @TheClumpany No grudge. Only truth in abundance. anger 0.271 +2017-En-10753 @Klipto the orange one is #poisonous and #bitter. You shouldn't judge the #blue one by how it looks but by how it tastes, #delicious. anger 0.312 +2017-En-11590 Ive always wondered how long Angelina put up with Brad's crap. Not gon lie ๐Ÿ˜ anger 0.521 +2017-En-10774 Focus on yourself. Don't let other's love define you when you're happy and don't let it make you bitter if you get hurt. anger 0.292 +2017-En-11391 @EE your website is making me feel violent rage and your upgrade options aren't helping either. #Aaaaarrrrgghhh #iwanttocancel anger 0.934 +2017-En-40499 What's a Kali's kitten? [She asked, a frown curling on her fair skinned forehead as he showed her the scar] A cat did - (@ScarredTiger) anger 0.417 +2017-En-11365 There are adults commiting serious crimes in the name of protest.(like burning a library) how are we just expecting them to get a warning? anger 0.604 +2017-En-10965 @SportingTommo @ASFCofficial no doubt we are going to struggle this year. But moments like that from Payet take the sting out of it. anger 0.458 +2017-En-11487 Anger that you are willing to take out on people & the world in general, & ALL #police, is WORST, most indefensible kind of #anger. anger 0.729 +2017-En-10847 @Callidissima @ahouseingotham wrath of khan is one of the best movies of all time anger 0.146 +2017-En-10991 @SpookyHelder ...specifically are the cause of it all, and they resent being considered the enemy. anger 0.417 +2017-En-10075 How the fu*k! Who the heck! moved my fridge!... should I knock the landlord door. #mad ## anger 0.729 +2017-En-10502 why are people so angry toward veggie burgers at in n out wtf anger 0.458 +2017-En-10786 @NessaMatthews he's perfect. But not even in that way where you sort of resent him or suspect that he leads a double life. Just perfect. anger 0.271 +2017-En-10951 @shae_caitlin ur road rage gives me anxiety. anger 0.438 +2017-En-10341 when you find out the initiative isn't even a thing ๐Ÿ˜ง #revenge anger 0.542 +2017-En-11679 Stuck in a infuriate scrum about hegemonists. #scrum #scrum #Stuck anger 0.625 +2017-En-10113 I didn't find out about this till today due to my bff telling me. I am so disgusted and offended by this. anger 0.750 +2017-En-11225 Living life so relentless anger 0.417 +2017-En-11278 Everton not playing and fume on here have day off anger 0.646 +2017-En-11486 meeting tiff at the mall soon, congrats on getting that L babesโฃ anger 0.208 +2017-En-40802 [ @HedgehogDylan ] *she would frown a bit, folding her arms* 'why is it that every time I'm in need of assistance someone expects a lil ** anger 0.500 +2017-En-10841 @thomeagle Just to help maintain and boost our status as a world class centre for education, culture and tolerance. anger 0.167 +2017-En-10518 Paul forever. Paul should have won! Paul played such a better game! #BB18 #angry anger 0.466 +2017-En-10661 I need to stop second guess myself and just go with the first thought and go with it. #relentless anger 0.425 +2017-En-11050 You sting like a bee but you're still my honey. anger 0.229 +2017-En-10972 Not sorry for that burst of anti #Allo spam, fuck any messaging app launching in 2016, without encryption on by default. anger 0.708 +2017-En-11465 @RMCunliffe I don't read articles by people who rage about how horrible 'Cybernats' are. Got it? anger 0.604 +2017-En-11400 @Iucifaer you can go on what you usually do its just their own personal reason and not mean to offend anyone :( anger 0.625 +2017-En-11509 im 16 if you want to see my dick snap/kik me at hiya2247 ๐Ÿ˜˜ #kik #kikme #snapchat #snapme #horny #porn #naked #young anger 0.479 +2017-En-10781 Colors of the leaves are- changing. Heatwaves in LA still- raging. Lattes made in batches. Visit pumpkin patches. #FallSongs anger 0.271 +2017-En-10935 @TrevorHMoore @paget_old In Scotland, the right-wingers are the most rabid anti-nationalists. Socialists are mostly in favour. anger 0.604 +2017-En-10142 i had an hour of football practice under the boiling sun and now i have 2hr volleyball practice under the BOILING SUN AGAIN anger 0.667 +2017-En-10599 As your own lives in order to complete our amazing life journey successfully, it is there. #bitter anger 0.417 +2017-En-11122 Me: *sees incense burner* is this for drugs? anger 0.354 +2017-En-11111 If I do my homework now I can watch revenge and possibly go out tonight'\n*plays on phone for 2 hours to avoid doing homework anger 0.438 +2017-En-11045 Favourite quote of the year so far is by @ameliameech 'I swore at a parsnip' ๐Ÿ˜‚ anger 0.312 +2017-En-11612 I just poured boiling water on my foot.. now my cup of tea is less enjoyable, but worse my football career is foiled. anger 0.479 +2017-En-11266 It's #ThirstyThursday which means it's time to #rage. Get ready for tonight with personal #hydration. Book now. 305-912-4937. #itslit #miami anger 0.312 +2017-En-10359 whenever I put 'I wanna be adored' on my brother alwayss sings 'I wanna be a dog' instead just to irritate me anger 0.415 +2017-En-11510 im 16 if you want to see my dick snap/kik me at hiya2247 ๐Ÿ˜˜ #kik #kikme #snapchat #snap #snapme #horny #porn #naked #young anger 0.375 +2017-En-10038 @rtrn94 Mine is that the party did decide but the party has been slowly transformed into a vengeful hell-cult of white male resentment anger 0.792 +2017-En-10183 I can't even right now #bb18 #rage anger 0.646 +2017-En-10425 I just love it when people make plans for me without actually including me in this process anger 0.479 +2017-En-41297 Heading home to cut grass in the heat. All I wanna do is go out to eat somewhere air conditioned. #AdultingIsTheWorst anger 0.354 +2017-En-10893 @pbhushan1 @IndianExpress so in your opinion is this the worst delhi govt? #acrid #hypocrisy anger 0.526 +2017-En-11167 @CallumPinner you came in at silly o'clock and woke me up that's what happened #wasted anger 0.625 +2017-En-10610 Love how Megan is raging about this Kendall Jenner photo and I'm sat here like ๐Ÿค”๐Ÿ™ƒ anger 0.396 +2017-En-11515 the Bushes were good with the forces of resentment when it made them money and gave them power. Now that it doesn't they've changed tunes. anger 0.438 +2017-En-40503 Candice's pout gets more preposterous by the week. This week it's gone a bit Jack Nicholson's Joker. #GBBO anger 0.373 +2017-En-10464 @DRUDGE_REPORT @FoxNews good thing the FBI didn't offend them! anger 0.479 +2017-En-10433 @lydss_xx @tharealversace @fatbellybella fuckin luv incense, this is me as fuck ๐Ÿ˜‚ anger 0.479 +2017-En-10160 @SkyUK what a joke!! Cut our internet off early 'by mistake' and then don't reinstate it when we no longer need an engineer ๐Ÿ˜ก anger 0.646 +2017-En-10422 Drop Snapchat names #bored #snap #swap #pics anger 0.500 +2017-En-10195 @RealBD_ @ReyesAverie 47 unarmed blacks killed by white cops in 2015. That many die every month in Chicago wheres the anger 0.625 +2017-En-10068 can't believe Achilles killed me! #angry anger 0.750 +2017-En-10749 I'm just doing what u should b doing just minding my business and grinding relentless @LITO615 anger 0.312 +2017-En-10475 @len_snart gives a frustrated growl, before stepping closer and putting his gun through the barrier. No alarms and nothing happened. He- anger 0.458 +2017-En-10601 straight people are canoodling on the quad and I'm anger 0.417 +2017-En-11418 Especially when it comes to voicing a displeasure, if you can't tell me straight up then hold your peace โœŒ๏ธ๏ธ anger 0.354 +2017-En-10314 @IrishTimesPol @IrishTimes Irish citizens boiling drinking water in 2016 leaves one foot firmly in the bog! anger 0.542 +2017-En-11281 @TokyoSexPolice can I get away of this wrath by reading manga instead of watching overdone anime anger 0.468 +2017-En-40347 @ArcadianLuthier -- taking out his feelings on Kei unfairly. His lips form a frown as he tries to walk away. anger 0.521 +2017-En-11070 @JankHambrams You sound like my husband @Enistachia ... he makes hotter and hotter sauce - the fiery torment brings him mouth-joy! ๐Ÿ”ฅ anger 0.292 +2017-En-10185 Why are people that don't have iPhones so bitter about iPhones???? Can someone explain anger 0.625 +2017-En-11271 @Dominos_UK worst thing is i have confimation from them anger 0.500 +2017-En-10290 Said it before and I'll say it now: America is really fortunate that black people only want equality and not revenge. anger 0.562 +2017-En-11586 @TobyIrish1 Yes but you were specifically fuming about him not signing enough people anger 0.479 +2017-En-10650 doing some testing with my current earth burst team anger 0.375 +2017-En-10859 @IllinoisLoyalty that Rutgers game was an abomination. An affront to God and man. We must never speak of it again. anger 0.562 +2017-En-10413 @kerrybowen_ you have anger issues! anger 0.500 +2017-En-10837 Follow me on Snapchat ๐Ÿ‘ป Carlabtst15 #snapchat #snap anger 0.167 +2017-En-10370 @CBSBigBrother never bring back Meech and Bridgette. Crying because someone looks at you? Ugh, and Bridgette. #bitter anger 0.521 +2017-En-10728 @kateracculia @themathofyou It's true! I reverse-engineered the drink. It's a scientific method. I hear it's all the rage. anger 0.333 +2017-En-10388 Imagine the twitter fume if Corbyn loses the election and then Smith leads Labour to a worse result than suggested under Corbyn.. Imagine?? anger 0.500 +2017-En-10171 @snowangel415 @cjwalters66 Maybe also being attacked by Tom's rabid fans to whom he & his clothes were always perfect also put me off him... anger 0.646 +2017-En-10260 @alyssasimpson21 I gave up KENDRICK LAMAR to eat barbecue with him. #bitter anger 0.583 +2017-En-10428 @voguemagazine, did you not learn from @FreePeople 's viral insult to ballet? Stop trying to wrongfully stick models into pointe shoes ๐Ÿ™„ anger 0.479 +2017-En-10836 Ughhh love a clean house and my incense lit aromatherapy anger 0.260 +2017-En-11004 @twojacksdetail @bluelivesmtr Very rare an officer just shoots without regard. They don't want that on their conscience. #incite #inflame anger 0.646 +2017-En-10394 ๐Ÿ”ฅAnger is the acid that can do more harm to the vessel in which it is stored than to anything on which it is poured.๐Ÿ”ฅ #anger \n\n~Mark Twain anger 0.500 +2017-En-11250 and i will strike down upon thee with great vengeance and furious anger those who attempt to poison and destroy my brothers anger 0.688 +2017-En-10073 Absolutely fuming I've just scratched all my car ๐Ÿ˜ก๐Ÿ˜ก๐Ÿ˜ก๐Ÿ˜ก๐Ÿ˜ก๐Ÿ˜ก anger 0.750 +2017-En-10865 @huwellwell One chosen by the CLP members! MP seats are not for people to dole out to their mates, we elect candidates. #fuming anger 0.682 +2017-En-10016 @ArizonaCoyotes not to mention the GRA guy stops me but let's the 2 ppl in front of me go. WTF. My blood is boiling. anger 0.854 +2017-En-11039 Using multiple combs simultaneously is what I like to call impressive work!! ;-O #ohsnap #daaamn anger 0.296 +2017-En-10193 @winksahoy we about to get shit on by the wrath of winter out of nowhere anger 0.625 +2017-En-10778 Need a new outlet for anger 0.292 +2017-En-11099 RE: #politicallycorrect #BS What if I am #offended by your assumption the USA should change because you are a 'visitor' & don't like it? anger 0.583 +2017-En-10823 I need to stop second guess myself and just go with the first thought and go with it. anger 0.208 +2017-En-10328 guys irritate me anger 0.542 +2017-En-10199 @canada4trumpnow @donlemon he has BAD TEMPERAMENT #HissyFits anger 0.625 +2017-En-11131 @o2academybham since when the fuck can you not stand at a concert? anger 0.750 +2017-En-11014 @jamielamieee @gerbicapiral_ @Dory then I look at you and we burst out laughing anger 0.229 +2017-En-11084 Congrats to #Nicole #bb18 ... Fix that nose now ๐Ÿ˜’๐Ÿ’๐Ÿป #petty anger 0.417 +2017-En-11065 We floated like butterflies. Now you sting like bees!' anger 0.271 +2017-En-10092 Worst juror ever? Michelle. You were Nicole's biggest threat. #bitter #bb18 anger 0.729 +2017-En-10741 when you find out the initiative isn't even a thing ๐Ÿ˜ง anger 0.312 +2017-En-11378 How hard is it to get in touch with @bt_uk! One simple question I can't find answer to on website and 1 hour waiting for online chat anger 0.646 +2017-En-10578 If i could just get my line to block! #germantownbroncos #lilleague #popwarner #Broncos #usafootball #lineman anger 0.417 +2017-En-10555 @RegalisAzura \ngrasp the cobalt woman's own; which they did fairly easily. Fair cheeks would ignite into a fiery hue. Warm.. was the only anger 0.438 +2017-En-10123 @GroupAnon black armed thug with a record carrying gun illegally gets shot by black cop. #outrage This is a joke.Let em destroy their town anger 0.688 +2017-En-11485 Cuz even the bible talks about the son coming back with a fiery sword he got from his mother. They just called her a whore in revelations anger 0.396 +2017-En-10469 oh these old things on my face? nah they're not tears from school related anger and frustration nope never anger 0.479 +2017-En-11094 Instagram seriously sort your sh*t out. I spent ages writing that caption for you to delete it and not post it!! #fume #instagram anger 0.729 +2017-En-11605 @andrew_jrt I don't really understand the burst and semi auto version bc the damage doesn't change so those are essentially useless anger 0.521 +2017-En-21198 #Awareness seek #shelter .#Letgo Old #habit of chasing #desires resultin in #anger #fear #worry .#Choose #Satisfaction within #Peace #Relax anger 0.312 +2017-En-41026 Candice's standing pout face aggravates me every week anger 0.521 +2017-En-11216 jelly baby is my favourite insult anger 0.396 +2017-En-11688 I be trying to not stay playing madden and 2k 17 but its just so addictive ๐Ÿ˜ญ๐Ÿ˜ญ anger 0.250 +2017-En-10074 @Ms_HeartAttack holy shit it just a bee sting like fuck you're not dying anger 0.553 +2017-En-10059 @JrDingy96 Ikr people still got a grudge against him for no reason like wtf?! anger 0.750 +2017-En-11262 Michelle, who did NOTHING is hating on Nicole's game hahaha.... #bitter #bb18 anger 0.500 +2017-En-10577 @skinkev let's rage anger 0.417 +2017-En-11561 @GroovyBruce @larsrjs44 @AshvsEvilDead the 'groovier' part is an affront to common decency. No way @VancityReynolds agrees. anger 0.375 +2017-En-11527 Losing the will 2 live with @virginmedia business bb gone down on hold for 23 minutes & whoever picked up cut me off #fuming #NoWorkForMe anger 0.771 +2017-En-10663 Dear future big brother players, just chase dick all season and you too can win 500,00 dollars and an Sti #bb18 anger 0.370 +2017-En-10018 why are people so offended by kendall he ends photo shoot like seriously shut the fuck up anger 0.833 +2017-En-10211 โ€ขMy brother grabbed me in a aggressive manner and as always @ImpetuousFiend threw tantrums like a kid only knowing how to express himself-- anger 0.625 +2017-En-10550 @xandraaa5 @amayaallyn6 shut up hashtags are cool anger 0.438 +2017-En-11437 @Bungie spent over 2 fucking hours and still can't get that dam SIVA fragment on Fellwinters peak mountain #angry anger 0.708 +2017-En-10139 @ManUtd you have had from me over the years is irrelevant. Its an absolute joke. #manutd #ticketing #noloyalty #joke #notimpressed anger 0.667 +2017-En-10512 @thatomahapa the best revenge is to get yourself a good woman and move on. Leave her and her hairline to figure themselves out alone anger 0.438 +2017-En-10970 HUGE CONGRATULATIONS TO NICOLE WINNING BIG BROTHER 18! @BBNicole #BB18 sorry not sorry #bbmichelle anger 0.188 +2017-En-10181 I got fever highs\nI got boiling blood anger 0.646 +2017-En-10606 @ParrishWalton @kjmgolf Also, our best assets on offense are our RB's and our WR's (longterm). Have to have an offense to utilize both. anger 0.396 +2017-En-10956 I just got murdered in madden. ๐Ÿค• anger 0.417 +2017-En-10557 I believe women are more fiery because once a month they go through struggle and struggle is what develops a strong character. anger 0.417 +2017-En-11408 @MarkTOByrne I offered @WholeFoods @amazon @CheapAir gold or silver but they said Nah... #bitcoin anger 0.438 +2017-En-10140 All hell is breaking loose in Charlotte. #CharlotteProtest #anger #looting anger 0.667 +2017-En-11386 Should I give the windy tiger those ankle and wrist tapes? I didn't include any character-specific details in the burning fox, so... anger 0.419 +2017-En-11482 Glad I didn't watch smackdown because I can't see my men @JasonJordanJJ @WWEGable lose. #sohurt anger 0.354 +2017-En-10036 @ggreenwald @SusanSarandon We are blaming 5% of the fucking idiots who are putting the World in the middle of their tantrums. You are one. anger 0.792 +2017-En-10616 @rumanaa_r @DaiIyRoasts what did I do to offend you? ๐Ÿ™„๐Ÿ˜ญ๐Ÿ˜‚ anger 0.396 +2017-En-10153 When you break a record in #madden I wish it didn't say the same shit after every rush like you just broke the record. #shutupphilsimms anger 0.812 +2017-En-11359 Glasgow Girls' is a real tonic @stratfordeast:an eclectic range of songs, barbed humour and eloquence in its fiery rage against injustice anger 0.583 +2017-En-11641 @Andy1129298 @hopheaddarrell fingers of fury! anger 0.583 +2017-En-11300 Beyoncรฉ resentment gets me in my feelings every time. ๐Ÿ˜ฉ anger 0.333 +2017-En-11337 i'll get my revenge soon anger 0.604 +2017-En-10152 @RobertTaitWHU against Chelsea anything is possible haha. I'm fuming about that bet ๐Ÿ™„๐Ÿ™„๐Ÿ™„๐Ÿ™„๐Ÿ™„๐Ÿ™„ anger 0.646 +2017-En-10662 We worship at Your feet\nWhere wrath and mercy meet\nAnd a guilty world is washed\nBy love's pure stream\nโ€”Graham Kendrick anger 0.375 +2017-En-10739 How can I tell Happy Anniversary, when u are not happy.. #ampalaya #paitpaitanangpeg anger 0.341 +2017-En-10070 @mjmralph then it's poor packaging my Amazon and the fulfilled seller should be furious as much as you ๐Ÿ˜• anger 0.750 +2017-En-11570 Blood is boiling anger 0.729 +2017-En-10732 #Zumba, #PiYo and #HIIT sessions. Sweaty, burning but sooooooo good! #missedoutonsummerbikinibodybutwintersunbodywilldo anger 0.333 +2017-En-10765 Went n a bodega 4 incense lookd @ the sis behind the counter & it was like a mirror she said where u from I said here she said no originally anger 0.185 +2017-En-11401 @HotpointUK 'customer service ' beyond appalling. Faulty dryer replacement breaks within wks no parts for 3 wks. Engineers no show. anger 0.729 +2017-En-10876 Hate when guys cant control their anger ๐Ÿ™ƒ๐Ÿ™ƒ anger 0.646 +2017-En-11326 Every cal person I have on my snap has chic-fil-a on their story.. Lol #Yummy anger 0.125 +2017-En-10806 Oh my. Watching #rage. It's been like, ages anger 0.250 +2017-En-10176 the girl sitting in front of me is chewing her gum like a cow & im ready to snap ๐Ÿค— anger 0.646 +2017-En-11604 #ParentsofAddicts: let #wellness be your #revenge! -Al Anon speaker anger 0.458 +2017-En-11080 I base when it's going to rain here off of brills snap stories. anger 0.250 +2017-En-11601 @interception225 you're looking for an argument that i'm not engaging in. He's not even speaking his own words, i'm not raging at him. anger 0.458 +2017-En-10300 BANG! Gordon #Brown has been accused of abusing a gazillion #rabid parrots! anger 0.562 +2017-En-11163 I've learned to let go of resentment for people who have hurt me, because keeping it is like swallowing poison and expecting them to die. anger 0.458 +2017-En-40231 @deshbhakthoon always unhappy and easily offended. anger 0.531 +2017-En-11169 Oh man it's been so long since I've played #madden I am trash anymore. anger 0.354 +2017-En-10271 Like if you aggravate me constantly, byeeeeeeee anger 0.562 +2017-En-41011 Candace & her pout are getting right on my tits #GBBO anger 0.562 +2017-En-11314 Time wounds all heels.\n\n#DrunkJesus #rt #lol #wisdom #quote #comedy #self #Revenge #grudge #hate #time #funny #politics #Trump #POTUS2016 anger 0.438 +2017-En-10228 When someone rudely says all women should have long hair and your inner feminist tries not to rage anger 0.604 +2017-En-11558 Connie's fuming at Bake Off and went 'fuck this I'm starting on the vodka' anger 0.625 +2017-En-10167 @RealBD_ @ReyesAverie 47 unarmed blacks killed by white cops in 2015. That many die every month in Chicago wheres the #outrage anger 0.646 +2017-En-10793 These #NewEnglandPatriots jerseys look like some whack ones that you tried to make when you made custom jerseys on #madden 04 anger 0.271 +2017-En-10691 srry my feelings offend u ๐Ÿค— anger 0.354 +2017-En-11332 @RadioX @ChrisMoyles wow. not heard this in forever. Random but. great #sting #xph anger 0.229 +2017-En-10503 I mean I'm not done watching the pilot, but it's nice to see a group of actors perform without story lines dripping relentless nihilism. anger 0.458 +2017-En-10629 @WWE is the live event Brock vs Orton 2 this Saturday on the WWE Network? If not it needs to be! :) #wwe @RandyOrton @HeymanHustle #revenge anger 0.396 +2017-En-11058 The way @AvailableCar wash their hands of their mistakes is disgraceful. Left driving round on a tyre that can burst at any moment anger 0.458 +2017-En-10131 I get so angry at people that don't know that you don't have a stop sign on Francis and you do at Foster #road #rage anger 0.688 +2017-En-10614 What terrible thing to see and have no vision-\n\nHelen Keller-\n\n-Begin with the end in mind-\n\nStephen Covey-\n\n #whereareugoing anger 0.396 +2017-En-11006 @FakingALeto Gerard finally made it up the stairs with a little huff, his face a little more red than it was before. Having little legs -- anger 0.500 +2017-En-10862 Sometimes I get mad over something so minuscule I try to ruin somebodies life not like lose your job like get you into federal prison #anger anger 0.646 +2017-En-10657 Can't wait to be in my Ninja turtle costume raging at OSU again this Halloween ๐Ÿ˜ˆ anger 0.375 +2017-En-11374 @JoyAnnReid you're right choice I had to slam him he is one ignorant man and I really resent that statement Don King is an embarrassment anger 0.771 +2017-En-10974 So I'm not being shady but one of Jongdae's ex rumoured girlfriends is going on WGM I'm not saying I'm over joyed but I'm over joyed anger 0.292 +2017-En-10628 @ToddDoug @Ziggomattic Yeah, this actually supports why I tweeted in this thread initially. Because of the article's righteous indignation. anger 0.396 +2017-En-11215 13 hour @bus rides make me #sorry anger 0.271 +2017-En-10444 @CBSBigBrother never bring back Meech and Bridgette. Crying because someone looks at you? Ugh, and Bridgette. anger 0.479 +2017-En-40639 Never let me see you frown anger 0.229 +2017-En-10156 @oreillyfactor why dont #blm #thugs want #justice when its black on black #gang crime? They only #rage and cry #racism when its a #cop anger 0.646 +2017-En-11546 Extremely bitter about the fact that the Subway in Robart's has been replaced with a low-rent version of Chipotle anger 0.845 +2017-En-10029 I get so angry at people that don't know that you don't have a stop sign on Francis and you do at Foster #road anger 0.792 +2017-En-10265 @StarklyDark 'I know you trusted me.' His words were soft as he ignored the anger and focused on the hurt beneath. 'I know I screwed up.' -- anger 0.562 +2017-En-10000 How the fu*k! Who the heck! moved my fridge!... should I knock the landlord door. #angry #mad ## anger 0.938 +2017-En-11125 @JohnJHarwood @GWGMJ30 It's no secret: personal dislike of Trump & animosity has always been present..now magnified with bigotry/racism etc. anger 0.653 +2017-En-10452 The best revenge is to move on, get over it, and continue to succeed. Never give someone the satisfaction of watching you suffer. anger 0.479 +2017-En-10484 @EAMaddenNFL @EASPORTS I played a game where John Elway was sacked 3x and fumbled all 3x. Is this the same John elway I know of??? #madden anger 0.458 +2017-En-11427 @HillaryClinton It's your party that has divided this nation. You inflame the minority population as well as pander. You are a disgrace. anger 0.646 +2017-En-10772 As your own lives in order to complete our amazing life journey successfully, it is there. anger 0.357 +2017-En-11029 Police: Atlanta rapper Shawty Lo killed in fiery car crash anger 0.396 +2017-En-10678 @SonOfTheDovah *She could sense the anger stirring within him and took his hand in hers.* As long as we stay together, we'll both be safe.-- anger 0.375 +2017-En-11026 I HATE little girls ๐Ÿ˜ก๐Ÿ˜ก got a lot off growing up to do!!! #fuming anger 0.875 +2017-En-11069 no offense but the doctor crying tears of joy after realizing he has a family for christmas is Cute anger 0.208 +2017-En-10681 @RichardHBell Yes, I think he held a grudge ... anger 0.375 +2017-En-11275 @bt_uk broadband is shocking regretting signing up now #shouldofgonewithvirgin anger 0.479 +2017-En-10586 my momma irritate me asking all these questions like gone ๐Ÿ˜ค anger 0.417 +2017-En-11017 @smendler (2) Watch out for ppl who have been filled w/ impotent rage over time - they can be led to do just about anything anger 0.465 +2017-En-11214 13 hour @bus rides make me #angry #sorry anger 0.688 +2017-En-10637 I was going to say that Rooney is a shadow of his former self but I don't want to offend any shadows. #NTFCvMUFC anger 0.396 +2017-En-10188 @SusanHensThe shameful display I watched today has left me reeling with so much anger dt I feel like exploding, those clowns should watch it anger 0.625 +2017-En-10353 As usual disappointing #offense by @HoustonTexans ...#Texans anger 0.458 +2017-En-11128 And getting offended or furious that a writers style isn;t to your taste is ultimately daft, I suppose. anger 0.625 +2017-En-11595 I just killed a spider so big it sprayed spider guts on me like a horror movie.\n #ugh anger 0.341 +2017-En-10385 @Trump_Videos she looks completely #rabid @realDonaldTrump anger 0.500 +2017-En-11584 @cameronNewton #colinkaepernick protests because of the unjust murder of #keithlamontscott in North Carolina #injustice #outrage #speakout anger 0.583 +2017-En-10617 What terrible thing to see and have no vision-\n\nHelen Keller-\n\n-Begin with the end in mind-\n\nStephen Covey-\n\n#whereareugoing #relentless anger 0.396 +2017-En-10224 I'm so annoyed/sad YouTube is burning itself to the ground ๐Ÿ™„๐Ÿ™„ anger 0.604 +2017-En-10665 Holding a grudge on someone will stop your blessings from God ,learn to forgive & forget ๐Ÿ™๐Ÿพ anger 0.375 +2017-En-10050 Im so angry ๐Ÿ˜‚๐Ÿ™ƒ anger 0.750 +2017-En-11071 warning: i am a sensitive, angry, insecure baby today, but UGH why do people at large either hate or ignore me bc it is literally~the worst~ anger 0.688 +2017-En-10396 I have a rage rage ep 2 coming out soon I'll keep you posted on it #YouTube #youtubegaming #rage anger 0.520 +2017-En-10735 don't give someone power by letting their words offend you anger 0.333 +2017-En-10335 @TzumiXIV huff puff anger 0.519 +2017-En-41025 @DatGuydARK I wouldn't fret. There's too many opportunities in life to worry about one not working out. anger 0.354 +2017-En-10108 @DarkLuneFantasy wallah my blood is boiling I need to take a nap ugh anger 0.817 +2017-En-11608 @macmel19 come play madden at my house after school anger 0.229 +2017-En-11261 I told myself i wouldn't talk about this but i need to bring it up. I'm slightly bitter about the tรธp cover of cancer anger 0.604 +2017-En-10409 @RoyEnglish roy as fiery anger 0.500 +2017-En-11195 @Susan_Wilde @oohincensed @TheCanarySays no! Kinda offended that you had to ask anger 0.458 +2017-En-11113 @SINice Damn.. Lol.. Maybe it is for the best though.. Her brother might still be lookin for revenge ๐Ÿ˜‚ anger 0.417 +2017-En-10322 @Darren_Hammer amen, nothing personal mate, just tired of all of the complaining from our fans, it's Been a relentless tirade of misery anger 0.542 +2017-En-10349 Forever angry that gh ruined Molly and morgan's bond/friendship anger 0.521 +2017-En-10423 Damn our offense is a mix bag of unpredictable lethal weapons I'm worried for Defense Coordinators ๐Ÿ˜ #Chargers #Boltup #Recharged anger 0.479 +2017-En-10386 Inner conflict happens when we are at odds with ourselves. Honor your values and priorities. #innerconflict #conflict #values anger 0.500 +2017-En-10358 @coltonflurry @StrangeFacesLA I cancelled by CBS all access live feeds before JC even said Vic won AFP. Paul.should have won IMO #bitter anger 0.517 +2017-En-10204 Forever angry that gh ruined Molly and morgan's bond/friendship #bitter anger 0.625 +2017-En-11129 When u are strong u offend the weak & insecure. STAY STRONG. Joshua 1:6-9 #god #internationaldayofpeace #actorslife anger 0.312 +2017-En-10287 Worst juror ever? Michelle. You were Nicole's biggest threat. #bb18 anger 0.562 +2017-En-10523 The sun literally burning my skin anger 0.438 +2017-En-11277 @itgoeszaysway ok but his identity was revealed and he's black so educate yourself and don't insult people when they state facts lol... anger 0.396 +2017-En-10672 @wcsportscamp I lol'ed. Privileged exasperation should be bottled and sold. anger 0.375 +2017-En-10736 Rt @yoelamite i need that one back, that whole cd was hard, the one with a #rage flew through, rhyme flow, n the 1 u speak on the dollar anger 0.333 +2017-En-11059 People will talk, words will sting, but how you handle that is what differs you from them. Be like them or change the culture?#BeDifferent anger 0.354 +2017-En-10408 @JuliaHB1 Bloody right #fume anger 0.500 +2017-En-10363 @laura221b I've left it for my dad to deal with ๐Ÿ˜‚ My work is done as soon as it's felt the wrath of my slipper ๐Ÿ˜ท anger 0.521 +2017-En-10704 @MeghanEMurphy Oh gosh, if you get 800+ raging comments from cruise fans, I will just die laughing! anger 0.354 +2017-En-11066 I don't like pineapple I only eat them on pizza, they lose the sting when they get cooked. anger 0.192 +2017-En-11513 bows are world of tank creats rubberbath sting weeks of anger 0.292 +2017-En-10138 ..... wakes up and says 'have you tried changing her nappy?' ๐Ÿ˜ก๐Ÿ‘Š๐Ÿผ !!!! anger 0.667 +2017-En-11044 People that smoke cigarettes irritate my soul. anger 0.492 +2017-En-10706 {Strong hands moving to firmly grope each of @WhimsicallyWild's thighs, squeezing as her digging nails extract a growl from me.} anger 0.354 +2017-En-10964 @crystaldiamondo impossible to say. We can only hope that I donโ€™t unwittingly trigger her ferocious side again. Hell hath no fury.. anger 0.625 +2017-En-10922 @marcavis @AntisocialJW2 I've always been fiery, but never radical. anger 0.438 +2017-En-10402 I guess #bradangelina > #anger > #blacklivesmatter anger 0.500 +2017-En-10720 snap music kept me from running into traffic 2005-2007. anger 0.333 +2017-En-10206 @sueblue35 @nsoz7 @immortalbulldog huh? We have a sprint coach? We're the slowest team in the comp. Talk about robbing a living. #outrage anger 0.625 +2017-En-10814 So Rangers v Celtic ll anger 0.229 +2017-En-10270 @nytopinion The point of voting for Trump to push all the pieces off the board game like an angry toddler? Wreck everything for everybody? anger 0.562 +2017-En-11329 @jonnyp_43 @MedicNow like going to a so called cardiac arrest that turned out to be a cut finger! #fuming #medchat anger 0.583 +2017-En-11502 dammit @TMobile whays going on!!! ๐Ÿ˜ค๐Ÿ˜ค๐Ÿ˜ค๐Ÿ˜ค lol #raging #smh #mobilefails anger 0.750 +2017-En-11056 #Forgivenessย might make us look #weak, but the weakest person is the one who holds #anger, #hatred, and . anger 0.354 +2017-En-11305 Get to the gym and discover I forgot to put my gym shoes back in my bad ๐Ÿ˜ค #wwhhyyy anger 0.562 +2017-En-10371 Hey folks sorry if anything offensive got posted on here yesterday my account got hacked. All fixed now though. I hope :-/ #annoyed anger 0.521 +2017-En-10646 you know cyran still hasn't done makeup based on jeongguk's tiddy like i suggested and i'm anger 0.375 +2017-En-11377 How hard is it to get in touch with @bt_uk! One simple question I can't find answer to on website and 1 hour waiting for online chat #rage anger 0.667 +2017-En-10506 @PrincessCasGirl @DaddyEllis__ tiff you better hurry cause ๐Ÿ‘€ anger 0.458 +2017-En-11652 Just saw lil homie @NICKMERCS rage on cam. Weren't roids a thing in the late 90's or has it come back? I'm lost... anger 0.312 +2017-En-10758 @The_Boxing_Hub #klitschko @Klitschko over fury any day #boxing anger 0.312 +2017-En-10434 I screened my own snap what kind of narcissistic ass would smh anger 0.479 +2017-En-11009 I really wish my road rage wasn't so damn bad lmaooooo anger 0.604 +2017-En-10756 @MetsProspectHub @brianpmangan taking offense to acount...he ranks 32 of 36 over last 2 years by SABR anger 0.312 +2017-En-11501 dammit @TMobile whays going on!!! ๐Ÿ˜ค๐Ÿ˜ค๐Ÿ˜ค๐Ÿ˜ค lol #smh #mobilefails anger 0.792 +2017-En-10878 Literally fuming fuck sake anger 0.860 +2017-En-10866 @huwellwell One chosen by the CLP members! MP seats are not for people to dole out to their mates, we elect candidates. anger 0.438 +2017-En-10198 Thought the Xbox one s madden bundle would come with a physical copy of madden not a code๐Ÿ˜ด it's gonna take fucking forever to download lol anger 0.625 +2017-En-10305 @serendipity127_ @zombiecalorie @Angel_Eyes66 I'm sensing a theme here tho lol #angry anger 0.542 +2017-En-10829 follow my girl tiff she only got 3 followers๐Ÿ’–๐Ÿ’˜๐Ÿ’–๐Ÿ’˜๐Ÿ’˜ @00tiffanyr anger 0.188 +2017-En-10054 @KatzeAnilothei this amount of greedy mooching makes me snarl. anger 0.750 +2017-En-10389 @BosNaud so scared to ruffle feathers, he resorted to writing in cryptic code. #UncleCamsCabin anger 0.500 +2017-En-11531 @theGenghisJon You had to do some research to come up with new insult. Are you allowed to read anything but brietbart? anger 0.604 +2017-En-10273 Inpouring this letter we are dying over against subsist checking quaint virtuoso ways toward fine huff yours l... anger 0.562 +2017-En-10134 How was Natalie one of the top three favorites?! #toofaced and #bitter ๐Ÿ™„ anger 0.667 +2017-En-11541 Being #relentless is absolutely the only way to success. Never, ever, ever give up! anger 0.271 +2017-En-10301 Petition for non-Maghrebi PoC to stop buying 'couscous' from white grocery stores and boiling it. That is not couscous, that is trash. anger 0.562 +2017-En-10941 At the point today where if someone says something remotely kind to me, a waterfall will burst out of my eyes anger 0.319 +2017-En-11234 @russbully Ended up paying 75p for half a tube of smarties. Don't even get the pleasure of popping the plastic lid off either #outrage anger 0.583 +2017-En-11315 I don't ever know how to change the vibe once it's ruined. Is that considered holding a grudge? ๐Ÿ˜… anger 0.375 +2017-En-10602 remember when that guy got #angry that i kept saying gary sanchez was the best baseball player in the world... lmao anger 0.417 +2017-En-11138 @alour @jkramon1313 you should force your neighbours to pay that! Those people have some nerve!!! #outrage #Victim anger 0.833 +2017-En-10053 That way ur so angry you can literally feel ur blood boiling anger 0.750 +2017-En-10057 I'm nothing but a hateful and bitter fag anger 0.750 +2017-En-10727 @lethargytyler ehhh I guess. I want to everyone I've ever burst out laughing in front of๐Ÿ˜‚ anger 0.333 +2017-En-11076 Oh daaaaaaamn @SophiaBush! #getitgirl #girlpower #rawr #ChicagoPD anger 0.354 +2017-En-11354 @hanktastic1776 @sue51684 @EternalRiteWing If you watch his UN speech you can see his resentment towards us Americans!!!!๐Ÿ‡บ๐Ÿ‡ธโœ๐Ÿ‡บ๐Ÿ‡ธ anger 0.521 +2017-En-11160 Ppl like that irritate my soul anger 0.458 +2017-En-10611 @josephperson Cam is still rattled from the backlash he received when he made the black QB comment and suffered the wrath of White America. anger 0.396 +2017-En-11379 @AdamRichards_10 I done a mix of win and -1 and scores are 2-0 2-0 3-0 4-0 4-0 and then moyes was 1-0 down was fuming. Would of been easy anger 0.479 +2017-En-11057 @WinchesterGank If only. Lol I just wish once he understood the crazy of his rabid fans & addressed it. anger 0.356 +2017-En-10864 My eyes have been dilated. I hate the world right now with the rage of a thousand fiery dragons. I need a drink. anger 0.812 +2017-En-11027 I HATE little girls ๐Ÿ˜ก๐Ÿ˜ก got a lot off growing up to do!!! anger 0.688 +2017-En-11654 Stupid people piss me off...busted my ass...and my coworker takes off with all the tips...thnx for nothing #thatsmyluck anger 0.833 +2017-En-10087 Tasers immobilize, if you taser someone why the fuck do you need to shoot them one second later?! This is really sick! #wtf #murder anger 0.729 +2017-En-10592 np rum rage anger 0.417 +2017-En-11002 @ReadingFC @EFLCup - remind them 'Twenty's Plenty' #revenge! anger 0.438 +2017-En-10658 @GreyTheTick But even if I jumped through that hoop, it just takes one irate netizen to decide me playing by 'the rules' isn't enough. anger 0.375 +2017-En-11023 @EE whats with the 50p a minute charge to 150, insult to injury anger 0.646 +2017-En-11677 Another loss to city in the cup next ๐Ÿ™ˆ ๐Ÿ˜‚๐Ÿ˜‚ cmon united! #revenge anger 0.417 +2017-En-11602 @simondawkins23 @Titchlar81 clicked the wrong side was fuming ๐Ÿ˜ญ anger 0.646 +2017-En-11092 no offense but could troye start dming people so i can feel like less of an idiot when i dm him thanks anger 0.375 +2017-En-10700 @The_Nasty_P now you gotta do that with fast n furious anger 0.354 +2017-En-40701 @cburt43 turn that frown upside down anger 0.125 +2017-En-20479 #BB18 Michelle crying again #shocking #bitter He's just not that into you ๐Ÿ˜ข#TeamNicole anger 0.562 +2017-En-11308 says, who are you to compared me with the others; I'm just human. #lit #fire #burning anger 0.583 +2017-En-11256 @Cardschatter now that the Bills have a new offense of Cordinator do you think it's more difficult for the @AZCardinals to game plan? anger 0.479 +2017-En-10895 For the first time in my madden career I just set up a farm account. Should make MOTM much easier anger 0.271 +2017-En-11284 Marcus Rojo is the worst player i have ever seen. Useless toasting burning bastard anger 0.562 +2017-En-11212 I can already tell this programme is going to infuriate me #ExtremeWorld anger 0.750 +2017-En-11052 This may offend some, but I say u never trust a cop ๐Ÿš“ of any color, but especially not a white 1(the evidence is clear)! The klan has awoke anger 0.604 +2017-En-11376 sixth form has destroyed my glowing skin im fuming anger 0.600 +2017-En-10840 Love the new song I can't stop thinking about you by #sting. anger 0.167 +2017-En-10995 @donlemon listening to these politicians is making me so #angry I'm so fucking tired of political speak by career politicians @PatMcCroryNC anger 0.798 +2017-En-11580 @Cass_Pennant @frankbrunoboxer @WestHamUtd @davidgold @MaccaFrank @JonjoHeuerman @WestHamMagazine @CasualMind_ @karren_brady it's an insult. anger 0.500 +2017-En-10251 If you be #angry, which may be the case, & which may be unavoidable, see that the sudden excitement does not become sin. #AlbertBarnes anger 0.583 +2017-En-10787 @jetmissTee I thought I peeped him on your snap. That's the homie โœŠ๐Ÿฝ lol anger 0.271 +2017-En-41298 Heading home to cut grass in the heat. All I wanna do is go out to eat somewhere air conditioned. #pout #AdultingIsTheWorst anger 0.583 +2017-En-10118 ... flat party and I instantly get bollocked about it. #fuming anger 0.690 +2017-En-11650 @sarahhiggins90 @lokiscottishrap So much animosity towards Loki who is fighting the same battle as you. Surely not the best use of energy. anger 0.521 +2017-En-41528 Why does Candice constantly pout #GBBO ๐Ÿ’„๐Ÿ˜’ anger 0.375 +2017-En-10460 Brendan Rodgers looks fuming ๐Ÿ˜ญ anger 0.479 +2017-En-10740 I love when @pinksaltwarrior angry tweets bc it makes me laugh but also hate it bc it makes me miss her more anger 0.333 +2017-En-11519 Hell hath no fury like a bureaucrat scorned. โ€• Milton Friedman anger 0.458 +2017-En-10280 the outrage has passed and has been replaced by a mute, fatalistic acceptance of the current situation. #fatalism anger 0.562 +2017-En-40680 @pxrfectpeach it's got her little pout anger 0.458 +2017-En-11149 Imagine being bitter when your bias is dating & sending threats to their partner. Like why? That's nasty. And they don't even know you exist anger 0.604 +2017-En-11287 @majesticmata didn't even realise you used that insult it was that shit mate anger 0.646 +2017-En-10630 @edquinn63 how can you even forget to pick ur fave child up from school anger 0.396 +2017-En-11573 #Azerbaijan #Baku Azerbaijan to prevent another Armenian provocation in Russia anger 0.352 +2017-En-11005 @twojacksdetail @bluelivesmtr Very rare an officer just shoots without regard. They don't want that on their conscience. #incite anger 0.500 +2017-En-10688 @Kim_is__bored exactly what I have been saying on fb.. anger 0.354 +2017-En-11524 Feel the wrath of my air-dropped pamphlets! anger 0.542 +2017-En-10571 @alyssasimpson21 I gave up KENDRICK LAMAR to eat barbecue with him. anger 0.417 +2017-En-10090 LVG bribed all the refs against Utd for his own personal revenge. That was a foul you prick. anger 0.729 +2017-En-10145 How is it suppose to work if you do that? Wtf dude? Thanks for pissing me off. #furious anger 0.833 +2017-En-10191 Half of Epicenter is shut down its police all over y'all I just burst out in tears this is fucking terrible #KeithLamontScott anger 0.625 +2017-En-11405 @Lowetide there is no room for jokes in hockey! This is a serious business where we made up teams to fill out the tournament! anger 0.500 +2017-En-10516 @StrongestBeing โ†would furrow and her face would redden as she protests; it would seem that being seen as unattractive in Wukong's eyes wasโ†’ anger 0.481 +2017-En-11244 All options are on the table - #revenge is coming. anger 0.458 +2017-En-11290 @HumbleTeej @CourtneeHendrix even if he says nothing, he'll still piss some people off. He's gotta decide who he wants to make angry. anger 0.438 +2017-En-10710 being bitter only hurts yourself lmaooo anger 0.354 +2017-En-10882 It's the most magical time of the year......Xmas party announced and the #outrage commences. Gotta love Silicon Valley millennials. anger 0.429 +2017-En-10020 Making my buddy cry !! Bitch wait for revenge ๐Ÿค—๐Ÿ‘Œ๐Ÿป anger 0.812 +2017-En-10883 @LaureEve I am sitting here wrapped in a fluffy blanket, with incense burning, listening to Bon Iver and drinking mulled wine. I'm there. anger 0.250 +2017-En-10192 Not giving a fuck is better than revenge. anger 0.625 +2017-En-10285 @EagleGiles23 @tgilmore_92 what I miss? #outrage anger 0.562 +2017-En-10751 @pianimadi regarde tes snap anger 0.312 +2017-En-10977 โ€œCompetition is suppose to motivate you to do better everytime not to be bitter all the timeโ€ -De philosopher DJ Kyos \n#quote #success #CSGO anger 0.271 +2017-En-10007 @bt_uk why does tracking show my equipment delivered, when it wasn't? Why is my service suddenly delayed? We've already 3 weeks. #fuming anger 0.875 +2017-En-10438 jamming out to fury in math class wanting to die hbu anger 0.479 +2017-En-10796 630am meeting Olympic House #10golds24 . #neverquit #believe #dreambig #TeamTTO #going4gold anger 0.271 +2017-En-10080 @firstleeds not only are your buses unreliable your e ticket app is too unable to get on two buses and late for work #fuming #useless reply anger 0.864 +2017-En-10543 I don't get what point is made when reporting on Charlotte looting @CNNAshleigh. Why not explore what looting businesses symbolizes anger 0.438 +2017-En-10124 ..... wakes up and says 'have you tried changing her nappy?' ๐Ÿ˜ก๐Ÿ‘Š๐Ÿผ #rage!!!! anger 0.688 +2017-En-10513 @tamriiel I was talking about further in the expansion, with more gear - fury always does well towards the end anger 0.441 +2017-En-11047 Threat factors in respect to provocation bulb worm: BnQo anger 0.562 +2017-En-11124 @RobertB_Rice Awesome. Another non-native being offended on my behalf. We need more of you in the world. #SaidNoNDNEver. #Paternalism anger 0.417 +2017-En-11120 @daynutrition @sliqnicq @nytimes I don't listen to White Trash talk about blacks. It's insult. Talk about your race living in trailers anger 0.625 +2017-En-10872 Is it me, or is Ding wearing the look of a man who's just found his arch enemy in bed with his missus? #angryman anger 0.557 +2017-En-11618 @dreamsandpocky Like, despite all my irritation towards ur ship, at least its canon. BuckyNat is canon, (and clintwanda is canon) anger 0.521 +2017-En-11267 @cassidyyy_0 literally Nicole already had her chance and she played shitty both seasons. #bitter anger 0.553 +2017-En-10126 @brian5or6 turn that shit off! Home Button under Accessibility. \n\nWhen did innovation become mind fuckery? . #iphonePhoneHome anger 0.688 +2017-En-10235 @DFSCare apparently you are to contact me. Sofas were meant to be delivered today. Old ones gone. Sitting on floor. No sofas! anger 0.583 +2017-En-10234 Bloody parking ticket ๐Ÿ˜’๐Ÿ’ธ anger 0.583 +2017-En-10436 @Freepenalties @TMortimerFtbl Doll is a vile creature on the touchline. Every game he has tantrums & shouts at the ref. Would love to see anger 0.479 +2017-En-10443 Indignation: [whispers to date during that terrific Lerman/Letts centerpiece scene] That's his overwhelming sense of indignation. anger 0.479 +2017-En-10609 I've been wanting salty fries from McDonald's since yesterday and I'm burning my fingers eating them bc these shits ๐Ÿ”ฅ๐Ÿ”ฅ๐Ÿ”ฅ anger 0.396 +2017-En-10258 i will never watch greys anatomy ever ever ever ever ever again if Shonda Rimes takes away another OG characterโ˜น๏ธโ˜น๏ธโ˜น๏ธโ˜น๏ธโ˜น๏ธโ˜น๏ธโ˜น๏ธโ˜น๏ธโ˜น๏ธโ˜น๏ธ anger 0.583 +2017-En-10589 @feistyarcher -trouble,' he feigned anger and gave her a look that told her to behave. He knew she wouldn't though, and that was one of - anger 0.417 +2017-En-11389 India should now react to the uri attack..... #revenge anger 0.438 +2017-En-11235 @russbully Ended up paying 75p for half a tube of smarties. Don't even get the pleasure of popping the plastic lid off either anger 0.396 +2017-En-10494 @kitanoye Hell is hot and boiling, isi ewu anger 0.458 +2017-En-10966 Autocorrect changes ''em' to 'me' which I resent greatly anger 0.521 +2017-En-10508 matt and i just did a psychological study on provocation in abusive relationships. anger 0.458 +2017-En-10707 @l1ght__eyes u tried boiling em takes years too anger 0.354 +2017-En-10930 @HomeSwapperteam Spent months arranging swap , new jobs etc, now I've found out she's been leading me on a merry dance. #fuming with her anger 0.667 +2017-En-10116 Police Officers....should NOT have the right to just 'shoot' human beings without provocation. It's wrong.\n\n@ORConservative @MichaelaAngelaD anger 0.688 +2017-En-10296 @LisaAsquithtobe @craig8710 @WayneHaselden @june65wigan everyone is against wigan because we are the biggest club #bitter anger 0.562 +2017-En-11324 Its worth noting that despite the animosity between the US president and the Israeli president they both behaved as gentleman. anger 0.375 +2017-En-11024 Last night, the Rev. Dr. Earl Johnson spoke to Wake Progressive #Democrats on transforming #moral #outrage into effective political #action. anger 0.396 +2017-En-10297 Because it was a perfect illusion, but at least now I know what it was. #angry #ladygaga #iscalming#mysoul anger 0.556 +2017-En-10338 @fireemblemlord it's the first expac since wrath that feels like a proper 'evolution' of the game for me anger 0.542 +2017-En-11242 @mikeburke91 @AP I guess. It's just heartbreaking the ease with which they can kill an innocent man and get away with it. anger 0.438 +2017-En-10043 so ef whichever butt wipe pulled the fire alarm in davis bc I was sound asleep #pissed #upset #tired #sad #tired #hangry ###### anger 0.771 +2017-En-10392 That grudge you're holding keeps making an appearance because #God wants you to deal with it. anger 0.500 +2017-En-40673 @Piggiewhopays lmao! I can only imagine the frown across that face of yours. #Hilarity anger 0.271 +2017-En-40872 @MHChat sadness with resentment is the past, sadness with fear is the future. try to live in the now #MHchat anger 0.172 +2017-En-11240 Constantly fucking boiling and it's not ok anger 0.771 +2017-En-11018 I just killed a spider so big it sprayed spider guts on me like a horror movie.\n#ugh #revenge anger 0.521 +2017-En-10415 I think they may be #offended anger 0.500 +2017-En-10635 When anger rises, think of the consequences. #quote #wisdom #anger anger 0.433 +2017-En-10112 I'm just a fuming ball of anger today ๐Ÿ™ƒ anger 0.708 +2017-En-10784 @FrizzeyesJr meeee, i'm lvl 320 and i have not a single relentless anger 0.271 +2017-En-10366 @Nigerianscamsss @TrillSmith you think I came back to twitter and not ruffle a few bushes? Tuh. anger 0.521 +2017-En-10773 Kik me I want to swap pics I will post on my account anonymously if you wish Kik: vsvplou #Kik #kikme #snap #nudes #tits #snapchat anger 0.292 +2017-En-11675 ya girl is #bitter anger 0.439 +2017-En-10734 Anger is cheap and politeness is expensive. Don't expect everybody to be polite. #ThoughtfulThursday #politeness anger 0.333 +2017-En-10405 Guy across from me in a really ugly suit cannot stop expressing his displeasure anger 0.500 +2017-En-11560 @CBSBigBrother she's pathetic!!! Hated Nicole for being cute & having a showmance & she couldn't get one! #bitter #uglycry #BBMichelle ๐Ÿ˜– anger 0.562 +2017-En-11063 Police don't wanna be called pigs but they keep actin like em....honestly that's even an insult to pigs anger 0.840 +2017-En-10284 Lost Frequencies/Janieck Devy - Reality (Gestort Aber Geil Remix)' is raging at ShoutDRIVE! anger 0.562 +2017-En-10960 The animosity toward Hillary comes from conspiracy theories and perception, the animosity toward Trump is based on what he says and does. anger 0.354 +2017-En-10316 I've always had a weird grudge against stingrays ever since one killed Steve Irwin. anger 0.542 +2017-En-10647 The most important thing to #bestrong is to hold your #anger #thoughts anger 0.375 +2017-En-40447 Sometimes I think the British political landscape is desolate and then I look over at the foaming wasteland of the US and think we're OK anger 0.354 +2017-En-10253 I am just so bitter today ๐Ÿ˜ anger 0.583 +2017-En-10209 Taking a break from the #wedding to #rage at the general #stupidity of certain #people on the #internet. anger 0.625 +2017-En-11691 Dude go out his way to irritate me๐Ÿ™„๐Ÿ™„ that's why I go out my way to not give up any pussy๐Ÿ™…๐Ÿพ๐Ÿ…ฟ๏ธ anger 0.604 +2017-En-11168 @missblair140 AWH tiff you're such a great friend I love you :(( thank you anger 0.167 +2017-En-10174 @Disneyland #nothappy and still #charging the #fullprice ๐Ÿ˜ก๐Ÿ˜ก #fuming some your #bestrides ๐Ÿ˜ณ๐Ÿ˜ณ anger 0.646 +2017-En-10801 Happiness is the best revenge anger 0.250 +2017-En-10495 #welfarereform should not be a 'model' for #snap. anger 0.458 +2017-En-10815 I think they may be anger 0.229 +2017-En-40626 ordered my vacation bathing suits. one less thing to fret about. anger 0.188 +2017-En-10283 seek to conduct attacks against Israel, intended to provoke a reaction that would further inflame feeling within the Islamic worldโ€. โ€ข anger 0.562 +2017-En-10377 Think I really broke young bull hurt ๐Ÿ˜‚๐Ÿ˜‚๐Ÿ˜ญ๐Ÿ˜ญ u can tell by how bitter and mad he is ๐Ÿ˜Š๐Ÿ˜Š๐Ÿ˜ฉ๐Ÿ˜ฉ anger 0.521 +2017-En-11663 @CPPSmeofficial tiff. anger 0.375 +2017-En-11470 Goddamn headache. #anger anger 0.750 +2017-En-11684 Who allowed Pereira to start taking all the set pieces? fuming anger 0.667 +2017-En-10103 Wont use using @mothercareuk @Mothercarehelp again!! These guys cant get nothing right!! anger 0.708 +2017-En-11631 revenge anger 0.542 +2017-En-10085 @ManUtd you have had from me over the years is irrelevant. Its an absolute joke. #manutd #ticketing #fuming #noloyalty #joke #notimpressed anger 0.873 +2017-En-10980 Stop tracking back you fucking potato faced cunt errrr infuriating ๐Ÿ˜ ๐Ÿ˜ ๐Ÿ˜ ๐Ÿ˜ ๐Ÿ˜  #angry #Rooney #mufc anger 0.938 +2017-En-11603 @laray_jenkins2 @SportsInsights yeah I know it unless our offense can get something going. That's a big if anger 0.417 +2017-En-10485 And she got all angry telling me 'but what would be doing a 40 year old guy looking for a girl like you' and I felt anger 0.458 +2017-En-11660 kenny - where were you born\nme - washington\nkenny - you fucking liar you were born in the fiery pits of hell anger 0.917 +2017-En-10582 @jessebwatters lol. Love it when you aggravate Juan. Keep up the good work. Lol anger 0.242 +2017-En-11638 Just love Matthew Parris! Political rage is good! anger 0.372 +2017-En-10988 If i could just get my line to block! #germantownbroncos #lilleague #popwarner #Broncos #usafootball #offense #lineman anger 0.521 +2017-En-10504 Checked-in for my flight to Toronto. Took seat 3D just to infuriate @perpetualgeek. anger 0.458 +2017-En-11031 No one's gonna chill bc fake outrage is fun or w/e but SPACE COLLEGE anger 0.438 +2017-En-10852 rose incense are the best thing I've ever bought anger 0.125 +2017-En-10009 How is it suppose to work if you do that? Wtf dude? Thanks for pissing me off. anger 0.875 +2017-En-10860 @CozanGaming that's what lisa asked before she started raging at me, 'can I call you?' heh anger 0.500 +2017-En-10214 People need a way to escape,escape what?This corrupted world.This reality. This joke.This fury of constant pain & stress.We need a vacation anger 0.604 +2017-En-11292 someone kik me @ montanashay_ \n#kikme #snap anger 0.250 +2017-En-11357 @EASPORTS_MUT fix this home/away deptch chart invalid glitch. I have to close madden and re-open it everytime this happens anger 0.521 +2017-En-10799 Prayers & Protection to our brothers and sisters fighting in #Charlotte #against #machines anger 0.189 +2017-En-40809 @DxfyingGrxvity - frustration, looking up at Elphaba in a frown of aggravation. Her high pitched voice was growing more and more -- anger 0.604 +2017-En-10754 Who got madden 17 or 2k17 ps4 add TrackdawgT lets run it anger 0.312 +2017-En-10257 OOOOOOOOH MY GOD UUUUGGGGHHHHHHHHH #rage anger 0.583 +2017-En-10309 .@DIVAmagazine than straight people. Even the arse straight guys who think that means a threesome is fine. anger 0.517 +2017-En-10227 Never forget that 5Live cancelled programs, to allow them to extend 606 so people could call in and detail their outrage after our behaviour anger 0.596 +2017-En-10194 @GrxjicTank WHY though! Why did u want to offend Americans? anger 0.625 +2017-En-10154 @DFSCare apparently you are to contact me. Sofas were meant to be delivered today. Old ones gone. Sitting on floor. No sofas! #fuming anger 0.646 +2017-En-11490 He's seriously so frustrating sometimes! (โ•ฏยฐโ–กยฐ๏ผ‰โ•ฏ๏ธต โ”ปโ”โ”ป #ugh #raging anger 0.688 +2017-En-10562 LIFE TIP 101. I know unresolved #anger is likely to cause problems in several areas of my life. I must recognize it & properly deal with it. anger 0.417 +2017-En-11040 Using multiple combs simultaneously is what I like to call impressive work!! ;-O #snap #ohsnap #daaamn anger 0.292 +2017-En-10369 I need some to help with my anger anger 0.574 +2017-En-10985 Can't believe @virginmedia are putting their prices up!! They already know I'm struggling to pay my bill & won't change my package!! anger 0.667 +2017-En-11355 2 days on.......never a fucking pen!!!! #nffc anger 0.850 +2017-En-10858 @ArcticFantasy I would have almost took offense to this if I actually snapped you anger 0.458 +2017-En-10399 @luxbet Did you even give out any pizzas ? Serious fail #hungry #hangry anger 0.400 +2017-En-10231 @LickMeLucas ...I'm waiting for you to figure out I'm like... from 0 to 100 real quick with the irritation. anger 0.604 +2017-En-10063 OOOOOOOOH MY GOD UUUUGGGGHHHHHHHHH anger 0.750 +2017-En-10242 @lesyoung01 a rabid dog being ridden by the child who has eaten all the flesh off one fellow and the limbs of the other adults. anger 0.583 +2017-En-10165 I swear if @devincameron23 blocks me I'm going to hit her back #revenge anger 0.646 +2017-En-11491 He's seriously so frustrating sometimes! (โ•ฏยฐโ–กยฐ๏ผ‰โ•ฏ๏ธต โ”ปโ”โ”ป #ugh anger 0.554 +2017-En-11466 She's foaming at the lips the one between her hips @realobietrice, one of many great lyrics anger 0.292 +2017-En-11273 @memorie_holiday @AngryOrchard about 2 wks ago,playing pokemon and not paying attention. Placed my elbow on a rail 3 inches from 4 no sting. anger 0.500 +2017-En-11238 #GBBO is such a homely pure piece of tv gold. Channel 4 will attempt to tart it up. Mary, Sue and Mel gone. It's over. I'm out. ๐Ÿ‘‹ #fuming anger 0.625 +2017-En-11607 @MJPWGaming exactly not some flaming reject from fast and furious anger 0.438 +2017-En-11055 #Forgivenessย might make us look #weak, but the weakest person is the one who holds #anger, #hatred, and #revenge. anger 0.396 +2017-En-10843 one month til someone's bday and i think it's time to flaunt that I got them something pretty awesome anger 0.143 +2017-En-10414 i can't believe they're all messing up my favourite of all bakes i feel personally offended anger 0.500 +2017-En-11368 Fuckin hell even seeing your face makes me fume anger 0.901 +2017-En-10021 Bes! You don't just tell a true blooded hoopjunkie to switch a f*c@n' team that juz destroyed your own team. You juz don't! #insult anger 0.891 +2017-En-11054 @JoeShennan Meanwhile @JoshuaMurrayBM and I are getting a 7.40am train. I hope you really, really enjoy that hotel, Shennan. anger 0.219 +2017-En-10982 @TheBarmyArmy looking forward to div 2 next year @AndyBarmyArmy? #revenge #leictershireaway #therey anger 0.479 +2017-En-11419 @BoJackHorseman if your depressed and somebody calls you long faced will you still automatically take umbrage? anger 0.354 +2017-En-11578 10 minutes with an incense and all I get is 2 Rattatas. ๐Ÿ˜‚#PokemonGO anger 0.333 +2017-En-10380 As if he heard my thought on the ether, my #ex has just posted #facebook pic of himself snuggling up with said #cats... now Im just #angry anger 0.521 +2017-En-11569 me: wow today's such a good day \n*an hour later: burns food, gets sick, spills boiling hot water on myself*\nme: never mind anger 0.531 +2017-En-10243 @TheOneSoleShoe that is one thing but attacking and hating is worse - that makes us just like the angry vengeful behavior we detest anger 0.583 +2017-En-11611 @TheJuanWilliams Where is your indignation and outrage over the UNARMED DEAF WHITE man who was shot and killed by black officer in CLT, NC? anger 0.729 +2017-En-10398 When your sister is 19 and throws legitimate temper tantrums just to get attention.. anger 0.500 +2017-En-40568 Standard Candice starting the show with a pout #startasyoumeantogoon #GBBO anger 0.330 +2017-En-10427 pressure does burst pipes ๐Ÿ˜ญ anger 0.479 +2017-En-10201 The new gun emoji in iOS10 is not enough to show the anger I have towards a number of things. anger 0.625 +2017-En-11140 Here's a tip for everyone: Stop being offended. End. #quit #youredumb #liveyourownlife anger 0.604 +2017-En-10348 @KimLy resent anger 0.521 +2017-En-11361 @TDsNation only good thing in madden is DC anger 0.188 +2017-En-10061 @paulbushnell25 @EE bad news if ordered online it hasn't gone through same happened to me had to re order on the phone #furious anger 0.844 +2017-En-41137 @Jake_Martin74 Oh and I play it capo 2nd fret in a G position RS anger 0.438 +2017-En-11674 @lmench i'm actually offended by it. naming the most fattening sandwich after a man who died of coronary disease likely due to his diet? anger 0.625 +2017-En-10708 @RLH2606 if u know who died.. I would also burst out crying....\nFrom JOY!!! ๐Ÿ˜‰ anger 0.354 +2017-En-10874 @__NETFLIXNCHILL I fuck with madden way harder anger 0.521 +2017-En-10959 new madden 16 video was gonna be up but xbox is being an ahole and not going through ๐Ÿ™„๐Ÿ™„ #struggles anger 0.667 +2017-En-10743 This all resent #India #Pakistan problem is save #NawazSharif\n@ImranKhanPTI\n@PTIofficial anger 0.312 +2017-En-10246 @CorbettBarr @pjrvs @brianclark true. Just me spitting venom because I'm still bitter with Stripe. Like an old man yelling from his porch. anger 0.583 +2017-En-11402 @HotpointUK 'customer service ' beyond appalling. Faulty dryer replacement breaks within wks no parts for 3 wks. Engineers no show. #fuming anger 0.646 +2017-En-10673 Finally made my #fury #warrior guide. Let me know your thoughts anger 0.375 +2017-En-11356 2 days on.......never a fucking pen!!!! #nffc #bitter anger 0.667 +2017-En-10295 @SkyNews when the East wind blue in summer in Durban, S Africa, we still surfed and got #stung badly! Must be carefull-A #sting can harm you anger 0.562 +2017-En-40604 @UltimateBoxer My heart because you left me for so long again\n\n*slight pout but it turned to a smile*\n\nheheh just kidding, no I'm fine- anger 0.458 +2017-En-10683 @JoeGoodmanJr. A solution. But the assumptions by media in articles and every other venue causes animosity to the conversation. anger 0.354 +2017-En-10291 #Anger or #wrath is an intense emotional response. anger 0.562 +2017-En-10216 I don't talk about politics because people nowadays get offended easily! anger 0.479 +2017-En-40225 @RevTrevK @Wolfman93011 @Daraidernation @EROCKhd Take 2k out of it the numbers on madden are low and have dropped and people are unhappy anger 0.586 +2017-En-11151 Every dancers dream song #worldpower anger 0.146 +2017-En-11117 JV girls earn the W vs Stonington 2-1 today. Goals by K Waite and S Winakor. @DeluciaAlexis 1 assist. @mhseccathletics #relentless anger 0.188 +2017-En-10136 @gerfingerpoken #rage?? The #CrookedCourt said #rage MANY times to explain away the brutal killings of #Petits by #Hayes & #Komisarjevsky anger 0.667 +2017-En-10107 Leave it on there, rule,nimber 1 of carpet cleaning!!! #furious #worsethananatomicbomb #accidentlyspillbeeronthecarpet anger 0.708 +2017-En-10365 @m_warner21 Yikes. The wrath of Maddie... anger 0.521 +2017-En-11012 when you think you've got it together for a day then you randomly burst out crying anger 0.323 +2017-En-11544 @jbiggy13 @ToneCapone111 ya and the d was what I was most confident about..... our offense is as good as it's been in 20 years...our d sucks anger 0.458 +2017-En-11479 @Toucherandrich there was a US diver named steele johnson. i'd like him barred from the olympics. #offended anger 0.604 +2017-En-10675 @JustPyroNow are you gonna do any kind of community raids when wrath of the machine drops? anger 0.375 +2017-En-10197 @DPD_UK I asked for my parcel to be delivered to a pick up store not my address #poorcustomerservice anger 0.625 +2017-En-11270 @Dominos_UK worst thing is i have confimation from them #angry anger 0.771 +2017-En-11414 Tears and eyes can dry but I won't, I'm burning like the wire in a lightbulb anger 0.583 +2017-En-10321 not to be That Personโ„ข but i get bitter seeing some ravi stans anger 0.542 +2017-En-11353 @TheAlexValle Tio Valle, please! WNF grudge match @Anti with Low Tier God!!! anger 0.396 +2017-En-10391 I miss doing nothing someone I care about and attacking their face with kisses. #foreveralone #bitter ๐Ÿ˜ฉ anger 0.500 +2017-En-10725 Projection is perception. See it in someone else? You also at some level have that within you. #worry anger 0.333 +2017-En-11126 So then it's my turn. Soon as he says hi I just burst into tears lmaoo I was so overwhelmed. anger 0.354 +2017-En-11639 I'm not sure if burning and looting really can positively impact a community anger 0.312 +2017-En-10709 @CrayonToCrayon @SueScoby \nIt's always fun to anger 'All the Old Dudes.' with Rock N' Roll :)) anger 0.354 +2017-En-11630 Does Bret have a point? Cena, Balor, sting... anger 0.202 +2017-En-10439 So I wished my sis 12 midnight but received no reply from her. My 2nd sis JUST wished her, got a reply. You know who's the fav #offended anger 0.479 +2017-En-41007 hate to see y'all frown but I'd rather see him smiling ๐Ÿ’•โœจ anger 0.188 +2017-En-11659 @LindaStein1 Me too,I really hope the writers decide to give us an return to McDanno we all love w/o resentment & animosity fingers crossed anger 0.375 +2017-En-10822 snap: hiAleshia ๐Ÿ˜ƒ anger 0.208 +2017-En-11555 @happyandbashful @Teigngardener @CEVokins @gardengirllucy Don't provoke the Voke. anger 0.479 +2017-En-10624 Scored madden 13 on vita for $20AU today. Bloke didn't know what he had. I'd have happily paid $70 ๐Ÿค‘ my only ever bargain! #bargain #vit anger 0.396 +2017-En-11642 Every day I think my #house ๐Ÿก is #burning ๐Ÿ”ฅ but it's always just my neighbor burning their #toast! ๐Ÿ˜ท๐Ÿ˜ก๐Ÿž anger 0.500 +2017-En-10990 @NewAgeInsiders @ChaoticWrestlin @davienne_long make sure you tell them how scared you are #revenge ๐Ÿ™Œ๐Ÿผ๐Ÿ™Œ๐Ÿผ anger 0.500 +2017-En-11492 @Sirenja_ @JaxOfBo (like, hope i didn't offend with my commentary - it wasn't what I was intending!) anger 0.500 +2017-En-10597 Trumpism likewise rests on a bed of racial resentment that was made knowingly and intentionally, long before Trump got into politics. anger 0.417 +2017-En-10569 @savageimiike one of my favorite songs brother, real talk. #rage anger 0.417 +2017-En-11269 @johnmerro1 @Liberobility still bitter about last night lads ๐Ÿ˜‚ anger 0.562 +2017-En-11518 Hell hath no fury like a sound technician scorned'\n\nThat's the quote right anger 0.448 +2017-En-10111 I'm about to block everyone everywhere posting about the storm. I think everyone is aware of the damn rain and what not so quit. #damn #rage anger 0.708 +2017-En-11457 For every minute you are angry you lose sixty seconds of happiness. - Ralph Waldo Emerson #quote anger 0.384 +2017-En-10886 @isthataspider @dhodgs i will fight this guy! Don't insult the lions like that! But seriously they kinda are.Wasted some of the best players anger 0.708 +2017-En-10838 Vale! Vale! Sip sangria and taste tantalizing tapas @ElCidLA 's fiery flamenco nights! #MinutesFromHoM #SilverLake #LA #Flamenco anger 0.167 +2017-En-10585 @donna_bellav @SoniaRayS @gig_aholic He looks especially lovely. Sadly, I do not *removes potentially indignant Mr D from convo* anger 0.417 +2017-En-10303 Yo there's a kid on my snap chat from LA & they get high off helium gas lmao.... I am like why the fuck lol anger 0.542 +2017-En-10089 @ChurdAllan fucked my coupon that goal! #raging anger 0.729 +2017-En-10807 Like hello? I am your first born you must always laugh at my jokes. anger 0.324 +2017-En-11307 how can you hold a grudge for over a year I can barely hold one for a few minutes anger 0.354 +2017-En-11213 Height of irritation when a person makes a hilarious chusssss.... Plz die....๐Ÿ˜ฌ๐Ÿ˜ฌ anger 0.708 +2017-En-11016 @WellerMonica Hi Monica, I write regularly for @ctysmallholding - but not on bees - never dared try them #buzz #HONEY anger 0.354 +2017-En-10580 @KevinI @GGGBoxing @SpecialKBrook pretty average, klitschko fury did about 600k and Joshua white did about 450k anger 0.417 +2017-En-11259 at least 5 ppl have left my stores in a huff in the past year but ive never had anyone call guest service on me yet so anger 0.521 +2017-En-10660 Despite my sharing O'Neill's article, what saddens me about the Gazza case is there seems to be more fury about the sentence than the remark anger 0.375 +2017-En-10548 @PatriotsInform I don't see why you think we'll have a dumbed down simplified offense with Brissett. He comes from a very complicated system anger 0.438 +2017-En-11038 I wanna kill you and destroy you. I want you died and I want her back. #emo #scene #anger #fuck #die #hatered anger 0.851 +2017-En-10148 @cineworld 'Congratulations your Free 1 month has been activated' Then charges ยฃ34.80 the same month. Absolutely furious ๐Ÿ˜ก anger 0.667 +2017-En-10914 @SSheil coincidentally watched Ulzana's Raid last night - brutally indignant filmmaking. anger 0.542 +2017-En-10150 straight people are canoodling on the quad and I'm #offended anger 0.648 +2017-En-11322 @RVAGameBreak @GAHSBasketball @GAJagsFootball \nGo Jags!!๐Ÿ† I think we have a good shot of beating Deep Run tomorrow! #revenge anger 0.417 +2017-En-11443 What's with all pre industrial revolution-esque footwear? You guys tryin out for grapes of wrath today? anger 0.458 +2017-En-10220 @Will_0004 No justification for shooting without provocation, even if the person has a bad history. Justification is not the way to go anger 0.604 +2017-En-11697 Will BYU's offense score 24+ vs WVU? anger 0.125 +2017-En-11693 @CallofDuty how do u guys determine teams? Cause I'm 80% on shitty teams when I play and I'm fuckin over it #cod anger 0.729 +2017-En-11508 @brooklynbreeder \nI could not believe that their answer to his outrage was that they were right. I do hope he takes them to the cleaners. anger 0.461 +2017-En-10343 I'll happily be rude to people who personally insult me unprovoked, they deserve it ๐Ÿ‘ Just as good people deserve respect anger 0.521 +2017-En-10229 Absolutely raging at the changes to CAS, what a joke anger 0.604 +2017-En-11416 @CSNHayes understandable. Hard when he has zero offense behind him, and only a few wins since the All-Star Break. anger 0.271 +2017-En-11118 White people irritate me. anger 0.629 +2017-En-11372 is it an insult or compliment to be told i look like a really happy duck anger 0.333 +2017-En-40235 @ImpugnValkyrie *I frown and cup your cheeks in my hands after you step aside.* Angela I care about you. And I don't know how else I can - anger 0.304 +2017-En-10055 My mind is raging and i just want to end it all anger 0.750 +2017-En-11388 India should now react to the uri attack..... anger 0.521 +2017-En-10857 @ZubairSabirPTI pls dont insult the word 'Molna' anger 0.479 +2017-En-10916 Note to self ~ Stop laughing at things that offend you, it's ok to get mad at people \n#NoteToSelf #offended #mad #upset anger 0.542 +2017-En-11139 @clppng #offended the tonys have found a way to leave me out and now y'all have too anger 0.542 +2017-En-10912 @UKBlogAwards @ModishMale I would always be honest but it's great to feedback opinion to the brand - don't want to offend them #BlogHour anger 0.438 +2017-En-11600 I can't have a dog in my flat! Literally no reason either! Sorry potential doggie! #landlords #doglover #sad #angry #rescuedog #dog ;_; anger 0.625 +2017-En-10312 @Idubbbz @LeafyIsHere I am offended anger 0.542 +2017-En-10605 My husband found out there are other rabid hockey fans like me as we waited in line 4 of the 6 window stickers were for SJ NHL/AHL hockey. anger 0.396 +2017-En-10792 If my luck the rest of Fall goes anything like today, I think I'm going to like this season. #bestdayever #magic #work #snap anger 0.271 +2017-En-10381 don't provoke me after letting me down ! anger 0.521 +2017-En-10012 Bitches aggravate like what inspires you to be the biggest cunt known to man kind? anger 0.854 +2017-En-11496 i used to think the fire detector going off at my old place when boiling water was bad but this one went off bc of DUST and wouldnt turn off anger 0.646 +2017-En-10873 Is it me, or is Ding wearing the look of a man who's just found his arch enemy in bed with his missus? #angryman #scowl anger 0.500 +2017-En-10215 I love my black people..... I really really do. But .... my people really do irritate the living hell outta me all cause I'm different. ๐Ÿ˜‘ anger 0.604 +2017-En-10712 A wise man told me that holdin' a grudge is like\nLetting somebody just live inside of your head rent free anger 0.354 +2017-En-11000 @louiseannexx u fucked my house up I'll always hold a grudge anger 0.906 +2017-En-11020 @Alex_Philip2648 it's a step up from boiling broccoli tbh anger 0.292 +2017-En-11484 LGBTQ media should inform, inspire, entertain &unite our community. It shouldn't give platform 2 those whose goal is 2 offend us 4 attention anger 0.500 +2017-En-10685 @lyskoi anyway, I found a short scale today that was perfect for my purposes. soft on the hands, won't aggravate my (now-chronic) tendonitis anger 0.354 +2017-En-11498 Fucking hell. Rush for the damn train also no use. Fucking 4min wait. Still sweating. #rage #smrtruinslives anger 0.917 +2017-En-10342 @djddueces jojo at 12:30 and not midnight lets rage WRYYYYYY anger 0.542 +2017-En-10106 Bloods boiling anger 0.708 +2017-En-11547 @Mysbananen yes hc and we got him very low. I know how it feels. Our damage is low enough as it is never mind having the rng of being enrage anger 0.479 +2017-En-11043 @Deadspin @Rlblack1Rob My guess is he's just a convenient target for misplaced anger. What they're really mad at is how they played. anger 0.521 +2017-En-10040 Still can't log into my fucking Snapchat#Snapchat #snap anger 0.900 +2017-En-10325 A little nose irritation and a little more chills on my body. I'm so not into flu, into flu, into flu #FallSongs anger 0.542 +2017-En-10352 @ggreenwald Smh, remove ideologically bankrupt and opportunistic establishment now. They're burning all bridges and social contracts. anger 0.521 +2017-En-10763 Don't get #bitter get #BETTER anger 0.312 +2017-En-41133 I get embarrassed at the slightest things and then I'll fret about it all day I hate it anger 0.438 +2017-En-10717 My little sister sure can hold a grudge ๐Ÿ˜‚๐Ÿ˜‚๐Ÿ˜‚ anger 0.333 +2017-En-10317 @jwolfie_ why you gotta use the dark skin emoji #offended anger 0.525 +2017-En-11089 This is a joke @SomersetCCC anger 0.312 +2017-En-11461 @Felisariel Your stomach growl woke you up, huh? anger 0.292 +2017-En-11651 maps by the yeah yeah yeahs came on the radio today and i almost burst into tears anger 0.292 +2017-En-11263 Michelle, who did NOTHING is hating on Nicole's game hahaha.... #bb18 anger 0.396 +2017-En-10487 Like I can't do 12 hours worth of standing or calorie burning in 3 hours ๐Ÿ˜ญ๐Ÿ˜ญ๐Ÿ˜ญ๐Ÿ˜ญ #1stworldprobs4vs anger 0.458 +2017-En-10639 schneiderlin taking his revenge for the 2 fouls anger 0.396 +2017-En-11585 @cameronNewton #colinkaepernick protests because of the unjust murder of #keithlamontscott in North Carolina #injustice #speakout anger 0.500 +2017-En-11159 ICQ is just making me mad!!!๐Ÿ˜ค #icq anger 0.729 +2017-En-10870 Sorry guys I have absolutely no idea what time i'll be on cam tomorrow but will keep you posted. #fuming anger 0.417 +2017-En-10429 @realDonaldTrump: No sense in taking out your wrath on innocent people because you think police shot an innocent man. #MakeAmericaSafeAgain anger 0.479 +2017-En-10453 Get to work and there's a fire drill. #fire #outthere #inthedark anger 0.479 +2017-En-10759 The best revenge is massive success. anger 0.312 +2017-En-11503 People are #hurt and #angry and it's hard to know what to do with that #anger Remember, at the end of the day, we're all #humans #bekind anger 0.250 +2017-En-10898 Realest ever, relentless ever, inevitable that I win. anger 0.415 +2017-En-10461 @ChronAVT ummm, the blog says 'with Simon Stehr faking 7th'...I'll expect an investigation forthwith. This is an anger 0.479 +2017-En-10064 Boycotting @DunkinDonuts till butter pecan comes back. I am furious anger 0.750 +2017-En-11499 Fucking hell. Rush for the damn train also no use. Fucking 4min wait. Still sweating. #smrtruinslives anger 0.771 +2017-En-10992 The war is right outside your door #rage #USAToday anger 0.500 +2017-En-10910 Having a baby born too soon is #lifechanging 6 years on and it feels like only yesterday #sad #happy #angry #emotionalrollercoaster anger 0.375 +2017-En-10761 Houston might lose a coach tomorrow or by midnight. #yikes ? anger 0.312 +2017-En-11521 Undifferentiated otherwise patent closest patron braininess ideas that incense the offensive lineman: wHYaNEWG anger 0.375 +2017-En-11053 @JoeShennan Meanwhile @JoshuaMurrayBM and I are getting a 7.40am train. I hope you really, really enjoy that hotel, Shennan. #fuming anger 0.583 +2017-En-10644 Time wounds all heels.\n\n #DrunkJesus #rt #lol #wisdom #quote #comedy #self #Revenge #hate #time #funny #politics #Trump #POTUS2016 anger 0.375 +2017-En-10241 @JasonMillerinDC @realDonaldTrump Prudence suggests that a 8+% bump over 2-3 weeks should be viewed with SKEPTICISM. Media/HRC axis #angry anger 0.583 +2017-En-11190 Note to self ~ Stop laughing at things that offend you, it's ok to get mad at people \n #NoteToSelf #mad #upset anger 0.417 +2017-En-10404 Do not despise the Lord โ€™s #discipline, do not #resent his rebuke, because the #Lord disciplines those he loves... #Proverbs 3:11-12 anger 0.500 +2017-En-10770 #firsttweetever sippin #hotchocolate wondering #why I finally gave in <3 haha #hellloooootwitter - ...its because #facebookisforfamily anger 0.292 +2017-En-40635 @_Mrs_Peel @lp_lisa @PaulRGoulden @LisaLuscious Might be the pout of a star baker tho ! anger 0.500 +2017-En-11201 @Digger_forum he's also mostly (except for the synthetic testosterone bits) male, you raging sexist! anger 0.646 +2017-En-11294 @PediMGHHMS3 sickle cell if right pt background. Or could be JIA or an allergic reaction to a bite e.g. bee sting among others. anger 0.292 +2017-En-11635 This makes things easier and compact and less fiery or burdened by the weight of sexuality. One releases in the transmutation anger 0.198 +2017-En-11690 I am their fury. I am their patience. I am a conversation. ๐Ÿ’™โค๏ธโœจ anger 0.312 +2017-En-11145 Pro Tip: Go back to work when your kid reaches 20 mos old. Stay home any longer, and you'll be absolutely miserable with the #tantrums. anger 0.542 +2017-En-10962 Yay bmth canceled Melbourne show fanfuckingtastic just lost a days pay and hotel fees not happy atm #sad anger 0.562 +2017-En-10493 I just don't understand why everyone is so #angry we all just want to live and thrive don't we? anger 0.458 +2017-En-11422 @mofspades or maybe he's like my dad and no hair grows on his body... (I will always resent my mother's genes for taking this from me) anger 0.438 +2017-En-10003 so ef whichever butt wipe pulled the fire alarm in davis bc I was sound asleep #pissed #angry #upset #tired #sad #tired #hangry ###### anger 0.896 +2017-En-11384 This uber driver TRIED it with me & he'll feel my wrath anger 0.729 +2017-En-10698 I need a ๐Ÿฑsushi date๐Ÿ™ @AnzalduaG ๐Ÿan olive guarded date๐Ÿง€ @lexiereid369 and a ๐Ÿ‘Š๐ŸผRockys date๐Ÿ• #tiff anger 0.354 +2017-En-41222 @ScottCarmichae1 @Murican_Stuff don't fret -- this guy is mad because when @realDonaldTrump is elected he might have to get a real job anger 0.583 +2017-En-11643 Professor: introduce yourselves and say one interesting fact\n\nHi I'm Ethan and the Sun will engulf our planet in a fiery explosion one day anger 0.438 +2017-En-10875 @TrussElise Obama must be fuming.. lol anger 0.500 +2017-En-10135 @dcexaminer Democrats and their voters have zero tolerance for honesty. They associate honesty with anger and hate. anger 0.667 +2017-En-10400 This provocation sets off a curiosity. An entity is feeding fuel to the fire. speaking quatrains. Hmmm America needs to be vigilant now anger 0.500 +2017-En-10431 @JohnKerry can be as indignant as he wants but the world knows Obama will do nothing and Putin will just do what he wants #Aleppo #Syria anger 0.479 +2017-En-11223 @alliex both, scrap *ll the rage instead anger 0.583 +2017-En-10762 Well, the lines for Sweden's goals sure sting. anger 0.312 +2017-En-10488 Before revenge you feel good after revenge you feel worse ๐Ÿ’ฏ @HillaryClinton anger 0.458 +2017-En-11568 Probably gonna end up seriously poorly at some point soon, so tired, and go from freezing to boiling in the space of seconds anger 0.625 +2017-En-11220 @rawhidevelvet No offense, but isn't it a little late to be getting a radio broadcast degree? Isn't that going to be over in a decade or 2? anger 0.325 +2017-En-11597 @Uncle_Brown22 yeah dude! Appreciate the #support! #Notorious on ABC, peep it! #grateful anger 0.208 +2017-En-11247 Someone throw a snap dance party for LO. Rest Up big Homie ๐Ÿ™๐Ÿพ anger 0.375 +2017-En-10721 When anger rises, think of the consequences. #quote #wisdom anger 0.333 +2017-En-10083 Just paid for chicken at @panerabread and didn't even get any ๐Ÿ˜‘๐Ÿ˜‘๐Ÿ˜‘ there goes 4 dollars and me as a customer #angry anger 0.729 +2017-En-10014 Fuking fuming ๐Ÿ˜ค anger 0.854 +2017-En-11557 Everyone is raging anger 0.625 +2017-En-11285 @EliTheProphet_ @ChrisMellini this is an automatic L for me but ima keep trying fam #thewengerway anger 0.438 +2017-En-10442 @a_mxe7 hah don't speak to me or my cousin like that, mind a had the displeasure of seeing u bare faced on eh train, no a pretty sight mate anger 0.479 +2017-En-41180 (whisper) I cannot frown. anger 0.333 +2017-En-10626 If ydu yell 'fire' in a crowded theater you will burst into flames. It's a cool trick, bu: only once. anger 0.396 +2017-En-10546 @WestonKoury so leafy can roast the Pokemon go kid but not you what an outrage that just means that he is more relevant than y-I mean kisses anger 0.491 +2017-En-10808 Sometimes the best motivations come from 'proving them wrong' #energy #MotivationalQuotes anger 0.250 +2017-En-10019 I'm about to block everyone everywhere posting about the storm. I think everyone is aware of the damn rain and what not so quit. #damn anger 0.812 +2017-En-10560 Did we miss the fact that #BurkeRamsey swung &hit his sister #JonBenet in the face with a golf club previously out of a fit of ? anger 0.417 +2017-En-10785 @_Inferno217_ @PaladinsGame ummm that dragons fury though.. anger 0.271 +2017-En-11529 Now that the n word is normalized by the media? Just wow. No words for this . No. Words. For . This. Frog been boiling in the pot via media. anger 0.509 +2017-En-11205 2 biggest fears: incurable STD's and pregnancy...I mean, they're basically the same thing anyway #forlife #annoying #irritation #weirdsmells anger 0.583 +2017-En-11392 @EE your website is making me feel violent rage and your upgrade options aren't helping either. #Aaaaarrrrgghhh #iwanttocancel #rage anger 0.737 +2017-En-11657 Can we get a shot of Lingys face at 1/4 time ? Pretty sure it would be more red then his hair #fuming #pretendinghesok #ruok #AFLCatsSwans anger 0.604 +2017-En-10486 @BearGrylls for your next series will u do a celebrity firefighting show and just chuck them all in a burning building and do the voiceover? anger 0.458 +2017-En-11550 @TalkTalkCare how on earth can I send an email to you? Very annoyed customer!!! anger 0.708 +2017-En-11286 @EliTheProphet_ @ChrisMellini this is an automatic L for me but ima keep trying fam #relentless #thewengerway anger 0.267 +2017-En-10924 Anger, resentment, and hatred are the destroyer of your fortune today. anger 0.396 +2017-En-11333 Clash of the titans and wrath of the titans ๐Ÿ™Œ๐Ÿพ๐Ÿ™Œ๐Ÿพ๐Ÿ™Œ๐Ÿพ ๐Ÿ”ฅ anger 0.312 +2017-En-11429 @SharadK7 awaiting to see ur new avataar #rowdy #action #angry young man anger 0.417 +2017-En-10906 Just joined #pottermore and was sorted into HUFFLEPUFF ๐Ÿ˜ก๐Ÿ˜ก๐Ÿ˜ก #fuming anger 0.708 +2017-En-10949 @virginmedia I've been disconnected whilst on holiday ๐Ÿ˜ค but I don't move house until the 1st October ๐Ÿค” anger 0.396 +2017-En-10430 @GriffinBowie23 @AliMcClimond sorry to #offend u griffin!! anger 0.479 +2017-En-10289 Fake people irritate me anger 0.562 +2017-En-41349 I'd pay good money to watch someone slap that pout off Candice. anger 0.646 +2017-En-10971 Fast and furious 6 this Monday 10 pm on mbc 2 ๐Ÿ˜๐Ÿ˜๐Ÿ˜๐Ÿ˜๐Ÿ˜๐Ÿ˜๐Ÿ˜ anger 0.271 +2017-En-10158 Zero help from @ups customer service. Just pushing the buck back and forth and promising callbacks that donโ€™t happen. #loathing anger 0.646 +2017-En-21669 Projection is perception. See it in someone else? You also at some level have that within you. #anger #worry anger 0.417 +2017-En-10791 ESPN just assumed I wanted their free magazines anger 0.271 +2017-En-11252 Why did Alex just growl at me.. ๐Ÿ˜‚๐Ÿ˜‚๐Ÿ˜‚ anger 0.312 +2017-En-10281 Have wee pop socks on and they KEEP FALLING OFF INSIDE MY SHOES anger 0.562 +2017-En-11387 Aidy: *has a physics question*\nAidy: '... ok, I'm not gonna ask Tristan cause I don't wanna aggravate her' anger 0.319 +2017-En-10565 @SlaveGuinevere its more of a little prick than a sting .......... but you have to come to Tennessee to get it1 anger 0.417 +2017-En-11373 #TheWordOfGOD #taught, #preached #correctly will #ComfortTheAfflicted & #AfflictTheComfortable; it will #offend & #TellTheTruth #AboutSin! anger 0.438 +2017-En-10115 A @FirstBSA not turning up? Why am I not surprised. Late for work again! #fuming anger 0.688 +2017-En-11436 @Bungie spent over 2 fucking hours and still can't get that dam SIVA fragment on Fellwinters peak mountain anger 0.812 +2017-En-10790 @serendipity127_ @zombiecalorie @Angel_Eyes66 I'm sensing a theme here tho lol anger 0.271 +2017-En-10232 @xxmariab listen yh don't provoke me cos I'll make you cry anger 0.604 +2017-En-10110 @jennylhowe I am angry at the student for being a racist, and the teacher for not stopping it, and at the class for letting it go by. anger 0.708 +2017-En-11593 Changed my clothes at work and had my pre-workout.. In route to the gym and there is traffic all over - pre workout kicking in.. #rage anger 0.458 +2017-En-10077 What the fuck am I supposed to do with no lunch, no dinner, no money and I'm off to work #furious #hangry #day5 anger 0.729 +2017-En-11669 i swear to god the worst drug is loving someone. physical withdrawals aren't that bad, emotional withdrawals sting a little more anger 0.375 +2017-En-40749 @Lesdoggg take me with you!! JK. Have fun, relax, get a massage or two and chill. Don't eat the cucumbers, most places frown on that. anger 0.271 +2017-En-11165 The outrage over Kessel's tweet by butthurt USA players is hilarious. anger 0.354 +2017-En-11617 @Plasma_Assassin @ArmouredDove @BallsOnY0u N-no. Because of your wrath. anger 0.438 +2017-En-11227 smh customers getting angry at me bc i aint got no marlboro lights in the gas hut. i called them in 2 hours ago, fuck you. anger 0.729 +2017-En-10293 if we let that in id be fuming poor keeping anger 0.562 +2017-En-10519 @marthalyssa yep. LOL anger 0.438 +2017-En-10397 @iamsrk what's up w the gender bias? #indignant This fancypants saddler's daughter will opt for the leather jacket, thank you very much. anger 0.500 +2017-En-10042 SOMEONE LET SNAKES IN MY HOUSE, I BET IT @Ya_Boi_Huck I KILL THAT BUGGER WHEN I GET MY HANDS ON HIM #rage #HuckFP2 anger 0.771 +2017-En-10008 @TeamShanny legit why i am so furious with him, people are such fucking idiots. anger 0.875 +2017-En-10239 @aGirlHasNo_Name @MdlMurray shot by black police woman Typical looney toon thinking. #Hillary #divide #chaos anger 0.583 +2017-En-11623 I think it's time to change my #irate motif, now that #TalkLikeAPirate Day is over, but...Pirate Minion is so cute, I don't want to. ๐Ÿ˜Ÿ anger 0.417 +2017-En-11110 Got a $20 tip from a drunk Uber passenger. Today I get a $25 parking ticket. I'd blame karma but my dumb ass forgot to pay the meter. #rage anger 0.708 +2017-En-11497 @Claymakerbigsi @toghar11 @scott_mulligan_ @BoxingFanatic_ Fucker blocked me 2 years ago over a question lol - proper holds a grudge old Joe anger 0.625 +2017-En-10539 @vladfucker69 i look rabid anger 0.472 +2017-En-10468 @m_t_f_72 I'm not surprised, I would be fuming! ๐Ÿ˜ค anger 0.479 +2017-En-40995 @MarianKeyes the pout tips me over the edge. I am most definitely AGIN. Who the feic bakes with full make up and boots with heels!!!! anger 0.490 diff --git a/Toxic Comment Analysis/Images/1.png b/Toxic Comment Analysis/Images/1.png new file mode 100644 index 000000000..4af937c67 Binary files /dev/null and b/Toxic Comment Analysis/Images/1.png differ diff --git a/Toxic Comment Analysis/Images/2.png b/Toxic Comment Analysis/Images/2.png new file mode 100644 index 000000000..ce30e4b27 Binary files /dev/null and b/Toxic Comment Analysis/Images/2.png differ diff --git a/Toxic Comment Analysis/Images/3.png b/Toxic Comment Analysis/Images/3.png new file mode 100644 index 000000000..1ab78d883 Binary files /dev/null and b/Toxic Comment Analysis/Images/3.png differ diff --git a/Toxic Comment Analysis/Models/Model.ipynb b/Toxic Comment Analysis/Models/Model.ipynb new file mode 100644 index 000000000..9cbda9e7e --- /dev/null +++ b/Toxic Comment Analysis/Models/Model.ipynb @@ -0,0 +1,1871 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "id": "v7KQqli6SXxZ" + }, + "outputs": [], + "source": [ + "import math\n", + "import os\n", + "import random\n", + "import numpy as np\n", + "import pandas as pd\n", + "import re\n", + "import unidecode\n", + "from sklearn.model_selection import StratifiedKFold\n", + "from sklearn.metrics import accuracy_score\n", + "from bs4 import BeautifulSoup\n", + "from nltk.corpus import stopwords\n", + "from nltk.tokenize import word_tokenize\n", + "from imblearn.under_sampling import RandomUnderSampler\n", + "import tensorflow as tf\n", + "from tensorflow.keras.layers import Dense, Dropout,Embedding, LSTM\n", + "from tensorflow.keras.models import Sequential, Model, load_model\n", + "from tensorflow.keras.optimizers import Adam\n", + "from tensorflow.keras.preprocessing.text import Tokenizer\n", + "from tensorflow.keras.preprocessing.sequence import pad_sequences\n" + ] + }, + { + "cell_type": "code", + "source": [ + "!pip install unidecode" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "xvwgqnCGGQH5", + "outputId": "98faf97f-dc2c-4dca-f366-9e86b65c97ca" + }, + "execution_count": 3, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Collecting unidecode\n", + " Downloading Unidecode-1.3.8-py3-none-any.whl (235 kB)\n", + "\u001b[?25l \u001b[90mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m \u001b[32m0.0/235.5 kB\u001b[0m \u001b[31m?\u001b[0m eta \u001b[36m-:--:--\u001b[0m\r\u001b[2K \u001b[90mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m \u001b[32m235.5/235.5 kB\u001b[0m \u001b[31m7.2 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", + "\u001b[?25hInstalling collected packages: unidecode\n", + "Successfully installed unidecode-1.3.8\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "from google.colab import drive\n", + "drive.mount('/content/drive')" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "Cdj4AL_3m7jB", + "outputId": "77d2d1dd-9f3d-4a8b-c27c-412889a6c076" + }, + "execution_count": 2, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Mounted at /content/drive\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "text_file_path = '/content/drive/MyDrive/Data/EI-reg-En-anger-train.txt'\n", + "df2 = pd.read_csv(text_file_path, delimiter='\\t')\n", + "df2.head(10)\n", + "csv_file_path = 'output.csv'\n", + "df2.to_csv(csv_file_path, index=False)" + ], + "metadata": { + "id": "E__-6TCapPmH" + }, + "execution_count": 7, + "outputs": [] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 206 + }, + "id": "rPl1uMVXUPSx", + "outputId": "00442019-43d5-4407-ddd4-988cd0c65cb1" + }, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + " ID Tweet \\\n", + "0 2017-En-10264 @xandraaa5 @amayaallyn6 shut up hashtags are c... \n", + "1 2017-En-10072 it makes me so fucking irate jesus. nobody is ... \n", + "2 2017-En-11383 Lol Adam the Bull with his fake outrage... \n", + "3 2017-En-11102 @THATSSHAWTYLO passed away early this morning ... \n", + "4 2017-En-11506 @Kristiann1125 lol wow i was gonna say really?... \n", + "\n", + " Affect Dimension Intensity Score \n", + "0 anger 0.562 \n", + "1 anger 0.750 \n", + "2 anger 0.417 \n", + "3 anger 0.354 \n", + "4 anger 0.438 " + ], + "text/html": [ + "\n", + "
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IDTweetAffect DimensionIntensity Score
02017-En-10264@xandraaa5 @amayaallyn6 shut up hashtags are c...anger0.562
12017-En-10072it makes me so fucking irate jesus. nobody is ...anger0.750
22017-En-11383Lol Adam the Bull with his fake outrage...anger0.417
32017-En-11102@THATSSHAWTYLO passed away early this morning ...anger0.354
42017-En-11506@Kristiann1125 lol wow i was gonna say really?...anger0.438
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\n" + ] + }, + "metadata": {}, + "execution_count": 8 + } + ], + "source": [ + "df=pd.read_csv(\"output.csv\")\n", + "df.head()" + ] + }, + { + "cell_type": "code", + "source": [ + "df[\"Affect\"]=df[\"Affect Dimension\"]\n", + "df[\"Intensity\"]=df[\"Intensity Score\"]\n", + "df = df.drop(columns=['Affect Dimension','Intensity Score'])\n", + "df.head()" + ], + "metadata": { + "id": "xvQad4_4qkyI", + "outputId": "dacf4155-0262-4b15-8b5c-d037bf5b726c", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 206 + } + }, + "execution_count": 9, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + " ID Tweet Affect \\\n", + "0 2017-En-10264 @xandraaa5 @amayaallyn6 shut up hashtags are c... anger \n", + "1 2017-En-10072 it makes me so fucking irate jesus. nobody is ... anger \n", + "2 2017-En-11383 Lol Adam the Bull with his fake outrage... anger \n", + "3 2017-En-11102 @THATSSHAWTYLO passed away early this morning ... anger \n", + "4 2017-En-11506 @Kristiann1125 lol wow i was gonna say really?... anger \n", + "\n", + " Intensity \n", + "0 0.562 \n", + "1 0.750 \n", + "2 0.417 \n", + "3 0.354 \n", + "4 0.438 " + ], + "text/html": [ + "\n", + "
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IDTweetAffectIntensity
02017-En-10264@xandraaa5 @amayaallyn6 shut up hashtags are c...anger0.562
12017-En-10072it makes me so fucking irate jesus. nobody is ...anger0.750
22017-En-11383Lol Adam the Bull with his fake outrage...anger0.417
32017-En-11102@THATSSHAWTYLO passed away early this morning ...anger0.354
42017-En-11506@Kristiann1125 lol wow i was gonna say really?...anger0.438
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IDTweetAffectIntensity
02017-En-10264xandraaa5 amayaallyn6 shut hashtags cool offendedanger1
12017-En-10072makes fucking irate jesus nobody calling ppl l...anger1
22017-En-11383lol adam bull fake outrageanger0
32017-En-11102thatsshawtylo passed away early morning fast f...anger0
42017-En-11506kristiann1125 lol wow gon na say really haha s...anger0
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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "from wordcloud import WordCloud\n", + "import matplotlib.pyplot as plt\n", + "\n", + "# Assuming df is your DataFrame with a column named \"tweet\"\n", + "text_data = ' '.join(df['Tweet'].astype(str))\n", + "\n", + "# Generate a WordCloud object\n", + "wordcloud = WordCloud(width=800, height=400, max_words=200, background_color='white').generate(text_data)\n", + "\n", + "# Plot the WordCloud\n", + "plt.figure(figsize=(10, 6))\n", + "plt.imshow(wordcloud, interpolation='bilinear')\n", + "plt.axis('off')\n", + "plt.title('Word Cloud for Tweets')\n", + "plt.show()\n" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 446 + }, + "id": "j1NiKcC1sStf", + "outputId": "9fb6fbe4-2327-4dd2-d4ba-f8699d5b68e5" + }, + "execution_count": 22, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": { + "id": "RPUWSzSY1Vjo" + }, + "outputs": [], + "source": [ + "from sklearn.model_selection import train_test_split\n", + "\n", + "X_train, X_test, y_train, y_test = train_test_split(\n", + " df.Tweet,\n", + " df.Intensity,\n", + " test_size=0.2, # 20% samples will go to test dataset\n", + " random_state=2022,\n", + " stratify=df.Intensity\n", + ")" + ] + }, + { + "cell_type": "code", + "source": [ + "\n", + "\n", + "\n", + "from sklearn.feature_extraction.text import CountVectorizer\n", + "from sklearn.naive_bayes import MultinomialNB\n", + "from sklearn.pipeline import Pipeline\n", + "from sklearn.metrics import classification_report\n", + "\n", + "#1. create a pipeline object\n", + "clf = Pipeline([\n", + " ('vectorizer_bow', CountVectorizer(ngram_range = (1, 2))), #using the ngram_range parameter\n", + " ('Multi NB', MultinomialNB())\n", + "])\n", + "\n", + "#2. fit with X_train and y_train\n", + "clf.fit(X_train, y_train)\n", + "\n", + "\n", + "#3. get the predictions for X_test and store it in y_pred\n", + "y_pred = clf.predict(X_test)\n", + "\n", + "\n", + "#4. print the classfication report\n", + "print(classification_report(y_test, y_pred))\n", + "\n" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "laPrirA7LPG8", + "outputId": "c270073f-fcf3-4f32-ef6e-33adc5db82ba" + }, + "execution_count": 23, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + " precision recall f1-score support\n", + "\n", + " 0 0.80 0.86 0.83 219\n", + " 1 0.71 0.61 0.65 122\n", + "\n", + " accuracy 0.77 341\n", + " macro avg 0.75 0.73 0.74 341\n", + "weighted avg 0.77 0.77 0.77 341\n", + "\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "from sklearn.metrics import confusion_matrix\n", + "import seaborn as sns\n", + "import matplotlib.pyplot as plt\n", + "\n", + "# Assuming y_true and y_pred are your true and predicted labels, respectively\n", + "\n", + "# 5. Create and plot the confusion matrix\n", + "cm = confusion_matrix(y_test, y_pred)\n", + "\n", + "plt.figure(figsize=(8, 6))\n", + "sns.heatmap(cm, annot=True, fmt='d', cmap='Blues', cbar=False)\n", + "plt.xlabel('Predicted Labels')\n", + "plt.ylabel('True Labels')\n", + "plt.title('Confusion Matrix')\n", + "plt.show()\n" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 564 + }, + "id": "BE_GEoq4sgmM", + "outputId": "6c32bdb7-b795-4f8c-d466-7d76f4d46d2d" + }, + "execution_count": 24, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "from sklearn.ensemble import RandomForestClassifier\n", + "from sklearn.feature_extraction.text import CountVectorizer\n", + "from sklearn.pipeline import Pipeline\n", + "from sklearn.metrics import classification_report\n", + "from sklearn.model_selection import train_test_split\n", + "\n", + "# Assuming you have X_train, X_test, y_train, y_test from your dataset\n", + "\n", + "# 1. Create a pipeline object\n", + "rf_clf = Pipeline([\n", + " ('vectorizer_bow', CountVectorizer(ngram_range=(1, 1))),\n", + " ('Random Forest', RandomForestClassifier(random_state=42, class_weight='balanced'))\n", + "])\n", + "\n", + "# 2. Fit with X_train and y_train\n", + "rf_clf.fit(X_train, y_train)\n", + "\n", + "# 3. Get the predictions for X_test and store it in y_pred\n", + "y_pred = rf_clf.predict(X_test)\n", + "\n", + "# 4. Print the classification report\n", + "print(classification_report(y_test, y_pred))\n" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "bUv_Et5KMsOv", + "outputId": "fd6e04f2-4635-4459-e986-baca7153bd09" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + " precision recall f1-score support\n", + "\n", + " 0 0.78 0.87 0.82 219\n", + " 1 0.70 0.56 0.62 122\n", + "\n", + " accuracy 0.76 341\n", + " macro avg 0.74 0.71 0.72 341\n", + "weighted avg 0.75 0.76 0.75 341\n", + "\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "pip install catboost" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "TCNgZPjmNt46", + "outputId": "e96bdf75-0ac6-4f71-a009-893548266b35" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Collecting catboost\n", + " Downloading catboost-1.2.2-cp310-cp310-manylinux2014_x86_64.whl (98.7 MB)\n", + "\u001b[2K \u001b[90mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m \u001b[32m98.7/98.7 MB\u001b[0m \u001b[31m7.8 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", + "\u001b[?25hRequirement already satisfied: graphviz in /usr/local/lib/python3.10/dist-packages (from catboost) (0.20.1)\n", + "Requirement already satisfied: matplotlib in /usr/local/lib/python3.10/dist-packages (from catboost) (3.7.1)\n", + "Requirement already satisfied: numpy>=1.16.0 in /usr/local/lib/python3.10/dist-packages (from catboost) (1.23.5)\n", + "Requirement already satisfied: pandas>=0.24 in /usr/local/lib/python3.10/dist-packages (from catboost) (1.5.3)\n", + "Requirement already satisfied: scipy in /usr/local/lib/python3.10/dist-packages (from catboost) (1.11.4)\n", + "Requirement already satisfied: plotly in /usr/local/lib/python3.10/dist-packages (from catboost) (5.15.0)\n", + "Requirement already satisfied: six in /usr/local/lib/python3.10/dist-packages (from catboost) (1.16.0)\n", + "Requirement already satisfied: python-dateutil>=2.8.1 in /usr/local/lib/python3.10/dist-packages (from pandas>=0.24->catboost) (2.8.2)\n", + "Requirement already satisfied: pytz>=2020.1 in /usr/local/lib/python3.10/dist-packages (from pandas>=0.24->catboost) (2023.3.post1)\n", + "Requirement already satisfied: contourpy>=1.0.1 in /usr/local/lib/python3.10/dist-packages (from matplotlib->catboost) (1.2.0)\n", + "Requirement already satisfied: cycler>=0.10 in /usr/local/lib/python3.10/dist-packages (from matplotlib->catboost) (0.12.1)\n", + "Requirement already satisfied: fonttools>=4.22.0 in /usr/local/lib/python3.10/dist-packages (from matplotlib->catboost) (4.47.2)\n", + "Requirement already satisfied: kiwisolver>=1.0.1 in /usr/local/lib/python3.10/dist-packages (from matplotlib->catboost) (1.4.5)\n", + "Requirement already satisfied: packaging>=20.0 in /usr/local/lib/python3.10/dist-packages (from matplotlib->catboost) (23.2)\n", + "Requirement already satisfied: pillow>=6.2.0 in /usr/local/lib/python3.10/dist-packages (from matplotlib->catboost) (9.4.0)\n", + "Requirement already satisfied: pyparsing>=2.3.1 in /usr/local/lib/python3.10/dist-packages (from matplotlib->catboost) (3.1.1)\n", + "Requirement already satisfied: tenacity>=6.2.0 in /usr/local/lib/python3.10/dist-packages (from plotly->catboost) (8.2.3)\n", + "Installing collected packages: catboost\n", + "Successfully installed catboost-1.2.2\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "from catboost import CatBoostClassifier\n", + "from sklearn.feature_extraction.text import CountVectorizer\n", + "from sklearn.pipeline import Pipeline\n", + "from sklearn.metrics import classification_report\n", + "from sklearn.model_selection import train_test_split\n", + "\n", + "\n", + "\n", + "# 1. Create a pipeline object\n", + "catboost_clf = Pipeline([\n", + " ('vectorizer_bow', CountVectorizer(ngram_range=(1, 1))),\n", + " ('CatBoost', CatBoostClassifier(random_state=42, auto_class_weights='Balanced', verbose=0))\n", + "])\n", + "\n", + "# 2. Fit with X_train and y_train\n", + "catboost_clf.fit(X_train, y_train)\n", + "\n", + "# 3. Get the predictions for X_test and store it in y_pred\n", + "y_pred = catboost_clf.predict(X_test)\n", + "\n", + "# 4. Print the classification report\n", + "print(classification_report(y_test, y_pred))\n" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "i2kh79SiNrUR", + "outputId": "49b23929-416f-4810-acec-7cdfa867a59f" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + " precision recall f1-score support\n", + "\n", + " 0 0.79 0.80 0.80 219\n", + " 1 0.64 0.61 0.62 122\n", + "\n", + " accuracy 0.74 341\n", + " macro avg 0.71 0.71 0.71 341\n", + "weighted avg 0.73 0.74 0.74 341\n", + "\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "df.Intensity.value_counts()\n", + "#decent enough for our model lol\n", + "#lets try more algos" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "n4iH3aljONpX", + "outputId": "a468a240-d843-409f-b443-8c28ff798bcd" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "0 1091\n", + "1 610\n", + "Name: Intensity, dtype: int64" + ] + }, + "metadata": {}, + "execution_count": 65 + } + ] + }, + { + "cell_type": "code", + "source": [ + "from sklearn.tree import DecisionTreeClassifier\n", + "from sklearn.feature_extraction.text import CountVectorizer\n", + "from sklearn.pipeline import Pipeline\n", + "from sklearn.metrics import classification_report\n", + "from sklearn.model_selection import train_test_split\n", + "\n", + "# Assuming you have X_train, X_test, y_train, y_test from your dataset\n", + "\n", + "# 1. Create a pipeline object\n", + "decision_tree_clf = Pipeline([\n", + " ('vectorizer_bow', CountVectorizer(ngram_range=(1, 1))),#out of 1 to 15, 1 was best for ngram\n", + " ('DecisionTree', DecisionTreeClassifier(random_state=123, class_weight='balanced'))\n", + "])\n", + "\n", + "# 2. Fit with X_train and y_train\n", + "decision_tree_clf.fit(X_train, y_train)\n", + "\n", + "# 3. Get the predictions for X_test and store it in y_pred\n", + "y_pred = decision_tree_clf.predict(X_test)\n", + "\n", + "# 4. Print the classification report\n", + "print(classification_report(y_test, y_pred))\n" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "5T9JCOPJOimN", + "outputId": "ad7f9ca8-bcd9-4613-f024-dd0c42120694" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + " precision recall f1-score support\n", + "\n", + " 0 0.81 0.76 0.78 219\n", + " 1 0.61 0.67 0.64 122\n", + "\n", + " accuracy 0.73 341\n", + " macro avg 0.71 0.72 0.71 341\n", + "weighted avg 0.73 0.73 0.73 341\n", + "\n" + ] + } + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "TxIz6FpjFj4h", + "outputId": "d3f1d066-f621-4208-a5e0-1c9fcee6981f" + }, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Epoch 1/5\n", + "34/34 [==============================] - 11s 163ms/step - loss: 0.6509 - accuracy: 0.6425 - val_loss: 0.6454 - val_accuracy: 0.6397\n", + "Epoch 2/5\n", + "34/34 [==============================] - 3s 86ms/step - loss: 0.5594 - accuracy: 0.7031 - val_loss: 0.5421 - val_accuracy: 0.7426\n", + "Epoch 3/5\n", + "34/34 [==============================] - 4s 99ms/step - loss: 0.1940 - accuracy: 0.9228 - val_loss: 0.7965 - val_accuracy: 0.5919\n", + "Epoch 4/5\n", + "34/34 [==============================] - 2s 54ms/step - loss: 0.1152 - accuracy: 0.9623 - val_loss: 0.8796 - val_accuracy: 0.6765\n", + "Epoch 5/5\n", + "34/34 [==============================] - 1s 33ms/step - loss: 0.0784 - accuracy: 0.9752 - val_loss: 0.7987 - val_accuracy: 0.6838\n", + "11/11 [==============================] - 1s 3ms/step\n", + " precision recall f1-score support\n", + "\n", + " 0 0.77 0.72 0.75 219\n", + " 1 0.55 0.62 0.59 122\n", + "\n", + " accuracy 0.69 341\n", + " macro avg 0.66 0.67 0.67 341\n", + "weighted avg 0.70 0.69 0.69 341\n", + "\n" + ] + } + ], + "source": [ + "import tensorflow as tf\n", + "from tensorflow.keras.models import Sequential\n", + "from tensorflow.keras.layers import Embedding, LSTM, Dense, Bidirectional\n", + "from tensorflow.keras.preprocessing.text import Tokenizer\n", + "from tensorflow.keras.preprocessing.sequence import pad_sequences\n", + "from sklearn.metrics import classification_report\n", + "from sklearn.model_selection import train_test_split\n", + "\n", + "# Assuming you have X_train, X_test, y_train, y_test from your dataset\n", + "\n", + "# Tokenize the text data\n", + "tokenizer = Tokenizer()\n", + "tokenizer.fit_on_texts(X_train)\n", + "\n", + "X_train_seq = tokenizer.texts_to_sequences(X_train)\n", + "X_test_seq = tokenizer.texts_to_sequences(X_test)\n", + "\n", + "# Pad sequences to ensure consistent length\n", + "max_length = max(max(len(seq) for seq in X_train_seq), max(len(seq) for seq in X_test_seq))\n", + "X_train_padded = pad_sequences(X_train_seq, maxlen=max_length, padding='post')\n", + "X_test_padded = pad_sequences(X_test_seq, maxlen=max_length, padding='post')\n", + "\n", + "# Define the RNN model\n", + "model = Sequential([\n", + " Embedding(input_dim=len(tokenizer.word_index) + 1, output_dim=100, input_length=max_length),\n", + " Bidirectional(LSTM(64)),\n", + " Dense(1, activation='sigmoid')\n", + "])\n", + "\n", + "# Compile the model\n", + "model.compile(optimizer='adam', loss='binary_crossentropy', metrics=['accuracy'])\n", + "\n", + "# Train the model\n", + "model.fit(X_train_padded, y_train, epochs=5, batch_size=32, validation_split=0.2)\n", + "\n", + "# Evaluate the model on the test set\n", + "y_pred = (model.predict(X_test_padded) > 0.5).astype(int)\n", + "\n", + "# Print the classification report\n", + "print(classification_report(y_test, y_pred))\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "j183dt5c-UYA", + "outputId": "b76a31ef-51af-4a8e-ed6e-c591422ee74e", + "colab": { + "base_uri": "https://localhost:8080/" + } + }, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Epoch 1/5\n", + "34/34 [==============================] - 12s 123ms/step - loss: 0.6514 - accuracy: 0.6406 - val_loss: 0.6459 - val_accuracy: 0.6397\n", + "Epoch 2/5\n", + "34/34 [==============================] - 2s 69ms/step - loss: 0.5056 - accuracy: 0.7417 - val_loss: 0.6841 - val_accuracy: 0.6949\n", + "Epoch 3/5\n", + "34/34 [==============================] - 2s 62ms/step - loss: 0.1698 - accuracy: 0.9403 - val_loss: 0.7857 - val_accuracy: 0.6471\n", + "Epoch 4/5\n", + "34/34 [==============================] - 1s 38ms/step - loss: 0.0996 - accuracy: 0.9678 - val_loss: 0.7952 - val_accuracy: 0.6654\n", + "Epoch 5/5\n", + "34/34 [==============================] - 1s 26ms/step - loss: 0.0772 - accuracy: 0.9743 - val_loss: 0.8187 - val_accuracy: 0.6581\n", + "11/11 [==============================] - 2s 5ms/step\n", + " precision recall f1-score support\n", + "\n", + " 0 0.77 0.73 0.75 219\n", + " 1 0.55 0.61 0.58 122\n", + "\n", + " accuracy 0.68 341\n", + " macro avg 0.66 0.67 0.66 341\n", + "weighted avg 0.69 0.68 0.69 341\n", + "\n" + ] + } + ], + "source": [ + "import tensorflow as tf\n", + "from tensorflow.keras.models import Sequential\n", + "from tensorflow.keras.layers import Embedding, LSTM, Dense, Bidirectional, Dropout\n", + "from tensorflow.keras.preprocessing.text import Tokenizer\n", + "from tensorflow.keras.preprocessing.sequence import pad_sequences\n", + "from sklearn.metrics import classification_report\n", + "from sklearn.model_selection import train_test_split\n", + "\n", + "# Assuming you have X_train, X_test, y_train, y_test from your dataset\n", + "\n", + "# Tokenize the text data\n", + "tokenizer = Tokenizer()\n", + "tokenizer.fit_on_texts(X_train)\n", + "\n", + "X_train_seq = tokenizer.texts_to_sequences(X_train)\n", + "X_test_seq = tokenizer.texts_to_sequences(X_test)\n", + "\n", + "# Pad sequences to ensure consistent length\n", + "max_length = max(max(len(seq) for seq in X_train_seq), max(len(seq) for seq in X_test_seq))\n", + "X_train_padded = pad_sequences(X_train_seq, maxlen=max_length, padding='post')\n", + "X_test_padded = pad_sequences(X_test_seq, maxlen=max_length, padding='post')\n", + "\n", + "# Define the RNN model with Dropout\n", + "model = Sequential([\n", + " Embedding(input_dim=len(tokenizer.word_index) + 1, output_dim=100, input_length=max_length),\n", + " Bidirectional(LSTM(64, return_sequences=True)),\n", + " Dropout(0.2),\n", + " Bidirectional(LSTM(64)),\n", + " Dropout(0.2),\n", + " Dense(1, activation='sigmoid')\n", + "])\n", + "\n", + "# Compile the model\n", + "model.compile(optimizer='adam', loss='binary_crossentropy', metrics=['accuracy'])\n", + "\n", + "# Train the model\n", + "model.fit(X_train_padded, y_train, epochs=5, batch_size=32, validation_split=0.2)\n", + "\n", + "# Evaluate the model on the test set\n", + "y_pred = (model.predict(X_test_padded) > 0.5).astype(int)\n", + "\n", + "# Print the classification report\n", + "print(classification_report(y_test, y_pred))\n" + ] + }, + { + "cell_type": "code", + "source": [ + "from sklearn.linear_model import LogisticRegression\n", + "from sklearn.feature_extraction.text import CountVectorizer\n", + "from sklearn.pipeline import Pipeline\n", + "from sklearn.metrics import classification_report\n", + "from sklearn.model_selection import train_test_split\n", + "\n", + "# Assuming you have X_train, X_test, y_train, y_test from your dataset\n", + "\n", + "# 1. Create a pipeline object\n", + "lr_clf = Pipeline([\n", + " ('vectorizer_bow', CountVectorizer(ngram_range=(1, 2))),\n", + " ('DecisionTree', LogisticRegression(random_state=123, class_weight='balanced'))\n", + "])\n", + "\n", + "# 2. Fit with X_train and y_train\n", + "lr_clf.fit(X_train, y_train)\n", + "\n", + "# 3. Get the predictions for X_test and store it in y_pred\n", + "y_pred = lr_clf.predict(X_test)\n", + "\n", + "# 4. Print the classification report\n", + "print(classification_report(y_test, y_pred))" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "yAoiXg7DStpD", + "outputId": "e8845a4d-9b54-42c4-a594-0b09765a4b16" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + " precision recall f1-score support\n", + "\n", + " 0 0.81 0.83 0.82 219\n", + " 1 0.68 0.65 0.66 122\n", + "\n", + " accuracy 0.77 341\n", + " macro avg 0.74 0.74 0.74 341\n", + "weighted avg 0.76 0.77 0.76 341\n", + "\n" + ] + } + ] + } + ], + "metadata": { + "accelerator": "GPU", + "colab": { + "provenance": [], + "gpuType": "T4" + }, + "kernelspec": { + "display_name": "Python 3", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.6" + } + }, + "nbformat": 4, + "nbformat_minor": 0 +} \ No newline at end of file diff --git a/Toxic Comment Analysis/README.md b/Toxic Comment Analysis/README.md new file mode 100644 index 000000000..4985e49d5 --- /dev/null +++ b/Toxic Comment Analysis/README.md @@ -0,0 +1,66 @@ +# TOXIC COMMENT ANALYSIS + +## GOAL +Develop a machine learning model to tell whether a comment is toxic or not + +## DATASET +Explore https://www.kaggle.com/datasets/devkhant24/toxic-comment + +## MODELS USED +- Naive Bayes +- Random Forest +- Catboost +- Decision Tree +- Bidirectional LSTM +- RNN +- Logistic Regression + +## LIBRARIES +- Pandas +- Numpy +- TensorFlow +- Seaborn +- Matplotlib +- Scikit-Learn +- OS +- Re +- Math +- Beautiful Soup +- NLTK +- Spacy + +## IMPLEMENTATION +1. Loaded Dataset +2. Converted into standard csv file and renamed columns for ease. +3. Implemented cleaning and preprocessing to remove any emojis,symbols,links,etc +4. Classified toxic comment on the basis if intensity of angered comment > 0.55 then its toxic. +5. Implement tokenization for sequence conversion. +6. Trained models with various algorithms. + +## Models and Accuracies + +| Model | Accuracy | +| ----------------- |:----------:| +| Naive Bayes | 0.77 | +| Random Forest | 0.76 | +| Catboost | 0.74 | +| Logistic Regression| 0.77 | +| Decision Tree | 0.73 | +| RNN | 0.69 | +| Bidirectional LSTM | 0.68 | + +**VISUALISATION** + +![Alt Text](./Images/1.png) + +![Alt Text](./Images/2.png) + +![Alt Text](./Images/3.png) + +**CONCLUSION** + +Naive Bayes and Logistic Regression Model have the best accuracy in detecting toxicity of a comment + +**NAME** + +Keshav Arora diff --git a/Toxic Comment Analysis/requirements.txt b/Toxic Comment Analysis/requirements.txt new file mode 100644 index 000000000..89e5263aa --- /dev/null +++ b/Toxic Comment Analysis/requirements.txt @@ -0,0 +1,4 @@ +pandas==1.3.3 +matplotlib==3.4.3 +numpy==1.21.2 +catboost==1.2.2