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Smooth like coca butter 💚🧈 https://t.co/upgz0bfAre https://twitter.com/theestallion/status/1431094824166383617

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Darkness fills my head and heart at the loss of our Marines. All of us adrift in the wake of ignorant leadership and catastrophic lack planning. Deep prayers to all the families that lost so much and to all those struggling to leave. https://twitter.com/ofctimallen/status/1431102090521104386

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#BTS #방탄소년단 <Butter (feat. Megan Thee Stallion)> Official Visualizer (https://t.co/AbpqBvJyBM) #BTS_Butter @theestallion https://twitter.com/BIGHIT_MUSIC/status/1431104239720284166

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She’s bringing Houston to Seoul ✈️ @theestallion joins @bts_twt for #ButterTheeRemix. #ARMYHotties your time has come 🔥 https://t.co/tVlpFT7HSj https://t.co/smWzpcxeoJ https://twitter.com/Spotify/status/1431104862293532673

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Butter (feat. Megan Thee Stallion) Release #BTS #방탄소년단 #BTS_Butter ▶Global: https://t.co/VZhuiQZxGg https://twitter.com/BIGHIT_MUSIC/status/1431108526047334403

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OUT NOWWWW https://t.co/ej6OG0L5dW https://t.co/QJqlv206xx https://twitter.com/theestallion/status/1431108729223659524

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I can’t even begin to say how much this means to me! Thank you 🥺💙 https://t.co/fHeL1CJ7T1 https://twitter.com/theestallion/status/1431153320048136193

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[📷] ATEEZ ZERO : FEVER Part.3 ‘Deja Vu’ Concept Photo '여상(YEOSANG)' ⠀ ALBUM RELEASE 2021. 9. 13 6PM ⠀ #FEVER_Part_3 #Deja_Vu #ATEEZ #에이티즈 #여상 #YEOSANG https://t.co/RkTvIngcQa https://twitter.com/ATEEZofficial/status/1431179718666055681

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One day. I’m gon sit y’all down and explain how important Bella Shmurda’s voice is in African music. https://twitter.com/wizkidayo/status/1431225896501923840

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Trump was right. https://t.co/6Kgk3LgpQF https://twitter.com/SeanParnellUSA/status/1431238203541889029

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Manchester United have been in direct contact with Jorge Mendes since yesterday night for Cristiano Ronaldo comeback. Now board talking about figures of the deal, potential salary & also fee for Juventus. 🔴🇵🇹 #MUFC Man United are now "seriously interested” - as Man City too. https://t.co/InVvBKua1J https://twitter.com/FabrizioRomano/status/1431239233470091276

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Tomorrow M/V behind_1 https://t.co/ZcnTRyJaEn #찬열 #CHANYEOL #EXO #weareoneEXO #NNG #ㄴㄴㄱ https://twitter.com/weareoneEXO/status/1431248330277863424

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Did Drake just announce Certified Lover Boy’s release date of next Friday on SportsCenter? 😳 https://t.co/nTq3s4OvpM https://twitter.com/XXL/status/1431249022338088966

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Manchester United are preparing their official contract proposal to Cristiano Ronaldo! Jorge Mendes will receive it soon. Man Utd are "confident” now. 🔴🇵🇹 #MUFC #Ronaldo Paul Pogba is currently not involved in any talk. Man City are OUT of the race for Cristiano Ronaldo. https://t.co/Ay4GUZfduS https://twitter.com/FabrizioRomano/status/1431249571028652033

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Kendrick Lamar is BACK 😤⛽️ https://t.co/UOup9CwkcA https://twitter.com/XXL/status/1431260824551710720

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Jorge Mendes have just received official contract proposal by Manchester United for Cristiano Ronaldo. The comeback is more than close - now at "final stages”. 🔴🇵🇹 #MUFC Cristiano wants to re-join Man United. He’s ready to accept "as soon as possible”. https://t.co/OgahjDUi76 https://twitter.com/FabrizioRomano/status/1431262846092972036

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Still never get used to seeing these things... Thanks for the love @youtubemusic ☀️ #Sunshine https://t.co/O7XyWRFAYl https://twitter.com/LiamPayne/status/1431266004592697344

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#LISA FIRST SINGLE ALBUM LALISA VISUAL TEASER #1 #리사 #BLACKPINK #블랙핑크 #FIRSTSINGLEALBUM #LALISA #VISUAL_TEASER #20210910_12amEST #20210910_1pmKST #RELEASE #YG https://t.co/LlCAZYAWac https://twitter.com/BLACKPINK/status/1431270327934328836

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#LISA FIRST SINGLE ALBUM LALISA VISUAL TEASER #1 FIRST SINGLE ALBUM LALISA ✅2021.09.10 12AM (EST) / 1PM (KST) 🎬YouTube: https://t.co/utajm8qxl7 📺NAVER TV: https://t.co/UuM7Gfdufm #리사 #BLACKPINK #블랙핑크 #FIRSTSINGLEALBUM #LALISA #20210910_12amEST #20210910_1pmKST #YG https://t.co/HJQ1f9LpAI https://twitter.com/ygent_official/status/1431270396867723274

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PAPER is spending this week inside the minds of #TOMORROW_X_TOGETHER . Next up: #HUENINGKAI https://t.co/VMJqdtvNBX https://twitter.com/papermagazine/status/1431274611375841286

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Cristiano Ronaldo to Manchester United: HERE WE GO! Done deal between Juventus and Man United on permanent move. Cristiano has accepted the contract proposal from Manchester United and he’s coming back. 🔴🇵🇹 #MUFC #Ronaldo Medical to be scheduled soon. CR7 IS BACK. Here we go. https://t.co/WXfs3p6GFK https://twitter.com/FabrizioRomano/status/1431282505311739907

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Welcome 𝗵𝗼𝗺𝗲, @Cristiano 🔴 #MUFC | #Ronaldo https://twitter.com/ManUtd/status/1431283208889544707

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OFFICIAL. Cristiano Ronaldo joins Manchester United, official statement from club announces. He’s BACK. 🔴🇵🇹 #MUFC #Ronaldo https://twitter.com/FabrizioRomano/status/1431283845186392066

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He’s back !! It’s going to be so good to see him play in England again. @Cristiano ❤️ https://twitter.com/NiallOfficial/status/1431285416888606722

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SCARY HOURS! https://twitter.com/Sanchooo10/status/1431289020030533639

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@ManUtd @Cristiano Welcome home @Cristiano 🙌🔴 https://twitter.com/HarryMaguire93/status/1431289475817168898

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‘Agent Bruno’? 💼 😂 Welcome back home @Cristiano 🙌🐐 https://t.co/YoFBamTIAQ https://twitter.com/B_Fernandes8/status/1431290019147395073

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Wow wow wow, he’s home 🤩♥️ @Cristiano https://twitter.com/MarcusRashford/status/1431291340797661187

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How are you feeling @ManUtd fans? Always dreamt but never expected that it would happen! Welcome back in Manchester @Cristiano https://t.co/L5xDwJhWqU https://twitter.com/vdsar1970/status/1431293669743763459

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My buddy @aaron_dessner got us all together to make "how long do you think it’s gonna last?” and it would be very smile-inducing for us if you checked it out. 😘 @BRMadjv https://t.co/HRJRqFAMPD https://t.co/kzjgJ2bts7 https://twitter.com/taylorswift13/status/1431302774277480454

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Never stop dreaming... #mufc @Cristiano 🐐🙌 https://t.co/kSsw1cULKV https://twitter.com/B_Fernandes8/status/1431306673474449411

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In case you missed it... 😅 🔙 @Cristiano #MUFC https://twitter.com/ManUtd/status/1431331440994758665

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PSA: ALL STORES MUST PLAY #BUTTERTHEEREMIX RN @bts_twt @theestallion https://twitter.com/7eleven/status/1431331935884824583

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welcome home @Cristiano ❤️ https://t.co/jrCnGsv8oD https://twitter.com/JesseLingard/status/1431340100735193095

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Behind the scenes 👀👀 ❤️❤️ part one out now! https://t.co/KmiXZzM1V2 https://t.co/gJQ8OTYX4a https://twitter.com/ShawnMendes/status/1431340158226341888

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A family evacuated from Afghanistan arrives at Dulles International Airport in Chantilly, Virginia. (AP/Jose Luis Magana) https://t.co/yxhpKklyLE https://twitter.com/therecount/status/1431354272688582656

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Just two days after BLACKPINK's Lisa dropped the official teaser poster for her upcoming solo debut, the singer unveiled a teaser trailer for the project. https://t.co/82eXmzSgUz https://twitter.com/billboard/status/1431357150807433222

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.@BTS_twt x @theestallion on loop. Pull up #ButterRemix now. 🧈 https://t.co/5ikM38O3pw @bts_bighit #BTS #방탄소년단 #BTS_Butter https://t.co/8ccniuG9Ss https://twitter.com/AppleMusic/status/1431362396141101056

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Unfortunately for me, people have experienced my genuineness and I haven’t experienced theirs back. But that’s what happens when your real and only have pure intentions. You never gonna get the same energy back from everyone. Only a select few. https://twitter.com/AaliyahJay/status/1431371319115931650

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The only guy fired so far is the guy pointing out how incompetent the guys who haven’t resigned or been fired are. Welcome to our glorious establishment. This is what you wanted when you voted for Biden and this is what you’ve got. Own it. Own your failure. https://twitter.com/KurtSchlichter/status/1431371324719521803

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protecting my energy always https://twitter.com/thegreatkhalid/status/1431375329830981634

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Marine officer Stuart Scheller has been relieved from duty for this video. https://t.co/GyxzUJ44vN https://twitter.com/Cernovich/status/1431383603917643778

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I learned this today! Thanks girls, I love you 🥺🥺😍😍🥲🥲 https://t.co/TW43WaJY1G https://twitter.com/ScarletEnvyNYC/status/1431405631177646080

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Maybe the media should start reporting on the number of people with treatable non-COVID illnesses who are dying bc the hospitals are full of COVID patients who haven't been vaccinated. https://twitter.com/MaryLTrump/status/1431406959421444098

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Odogwu Burna brought out Rema @ The o2. 🔥🔥🔥Madness. You can already see say o2 fit my boy. Hehe 😉 we Dey come. https://t.co/DhYTYCH95u https://twitter.com/DONJAZZY/status/1431409023153213440

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Remember these names! Heroes of our military who made the ultimate sacrifice Maxton Soviak, 22 Kareem Nikoui, 20 David Lee Espinoza, 20 Rylee McCollum, 20 Jared Schmitz, 20 Hunter Lopez, 22 Daegan Page, 23 Ryan Knauss, 23 Darin Taylor Hoover Jr., 31 & 4 whose names we’ll learn https://twitter.com/kayleighmcenany/status/1431413621272219654

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Our new remix of "Butter” with Megan Thee Stallion is @Shazam Song of the Day! Now stream on @AppleMusic 🧈 https://t.co/ejw7M0HvBY #BTS #방탄소년단 #BTS_Butter https://t.co/aJJvq74g3W https://twitter.com/bts_bighit/status/1431428821723631625

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I swear watching REMA and OMAH LAY tonight made me so emotional. I’m so proud of them boys. https://twitter.com/burnaboy/status/1431436283436482563

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[켑] The Kevin Wears Kappa https://t.co/7DYpSmZNyD https://twitter.com/WE_THE_BOYZ/status/1431445854980743169

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[📷] ATEEZ ZERO : FEVER Part.3 ‘Eternal Sunshine’ Concept Photo ‘민기(MINGI)’ ⠀ ALBUM RELEASE 2021. 9. 13 6PM ⠀ #FEVER_Part_3 #Eternal_Sunshine #ATEEZ #에이티즈 #민기 #MINGI https://t.co/lG11X1YeuL https://twitter.com/ATEEZofficial/status/1431451551575379968

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BREAKING: US Special Forces veterans coordinating their own privately-funded operations to go into Afghanistan and evacuate their allies https://twitter.com/JackPosobiec/status/1431468192032038913

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I did not know that I could miss both his laughter and his silence in equal measure. I do. I do... One year after his passing, the memory of @chadwickboseman remains this alive in me. https://t.co/4y7H7Bhtpo https://twitter.com/Lupita_Nyongo/status/1431476126367432713

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Rest In Peace Heroes 💔 https://t.co/ffdr7VtRTC https://twitter.com/adamcarolla/status/1431478793672212480

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Morning ☕ No, it wasn't a dream. https://twitter.com/ManUtd/status/1431526977060708353

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[📷] ATEEZ ZERO : FEVER Part.3 ‘Deja Vu’ Concept Photo ‘산(SAN)’ ⠀ ALBUM RELEASE 2021. 9. 13 6PM ⠀ #FEVER_Part_3 #Deja_Vu #ATEEZ #에이티즈 #산 #SAN https://t.co/gAE71tMMaq https://twitter.com/ATEEZofficial/status/1431542069441400835

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[📷] ATEEZ ZERO : FEVER Part.3 ‘Deja Vu’ Concept Photo ‘민기(MINGI)’ ⠀ ALBUM RELEASE 2021. 9. 13 6PM ⠀ #FEVER_Part_3 #Deja_Vu #ATEEZ #에이티즈 #민기 #MINGI https://t.co/vmtu5HITPP https://twitter.com/ATEEZofficial/status/1431542150269837321

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Strong and beautiful💗🐶💚 with JUNGWOO https://t.co/jEuy9eLrGj #Queendom #퀸덤 #레드벨벳 #RedVelvet #QueendomChallenge #JUNGWOO #NCT #NCT127 https://twitter.com/RVsmtown/status/1431546620340936710

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OFFICIAL AUDIO TEASERS | Pebble House Vol. 1: Kuwaderno 12 new songs that capture our collective experiences during these volatile times. It's almost here. Pre-save: https://t.co/s1ljBIXfbA https://t.co/YZgJccD9q7 https://twitter.com/BenAndBenMusic/status/1431552098101911557

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SEVENTEEN CARAT LAND Behind Sketch ▶ https://t.co/vEZ2aVtghe #세븐틴 #SEVENTEEN #캐럿랜드 https://t.co/Ku6vtfczzk https://twitter.com/pledis_17/status/1431572273450786818

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[SKZ VLOG] Felix : Sunshine Vlog 3 (ft. 짱비니 형) English and Japanese subtitles are available! https://t.co/4Tx4d4XHjG #StrayKids #스트레이키즈 #SKZVLOG #브이로그 #YouMakeStrayKidsStay https://t.co/Eb4BfVQlXg https://twitter.com/Stray_Kids/status/1431572327397945348

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SEVENTEEN CARAT LAND UNIT STAGE Behind Sketch ▶ https://t.co/0cPLkgB3ps #세븐틴 #SEVENTEEN #캐럿랜드 https://t.co/x0xz9Z0G2W https://twitter.com/pledis_17/status/1431579817858715648

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[INSIDE SEVENTEEN] 2021 SVT 5th FAN MEETING <SEVENTEEN in CARAT LAND>UNIT REVERSE RECORDING BEHIND ▶ https://t.co/1kvJ8MiSGJ #세븐틴 #SEVENTEEN #INSIDE_SVT #SVTinCARATLAND https://t.co/VMBL4wyUSw https://twitter.com/pledis_17/status/1431602467444195331

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Trust the process💔😟 https://twitter.com/MesutOzil1088/status/1431614541130080257

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Chadwick Boseman died from cancer one year ago at the age of 43. From playing Jackie Robinson in "42," to his iconic role as T'Challa in "Black Panther," he left a lasting impact on sports and culture. https://t.co/sfNQhDqG9x https://twitter.com/SportsCenter/status/1431615529337430022

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Honoring our friend, our inspiration and our King, Chadwick Boseman. https://t.co/hpgocpe24p https://twitter.com/MarvelStudios/status/1431617572886228993

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TWICE "Dance The Night Away" M/V ✨300 MILLION VIEWS✨ 🎬 https://t.co/cmVtBfQEho #TWICE #트와이스 #DanceTheNightAway https://t.co/dHk83VVP6C https://twitter.com/JYPETWICE/status/1431622073617502209

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GEORGE RUSSELL STARTS P2. WHAT A LAP!!!!!!! https://t.co/sHXcAYFOSP https://twitter.com/WilliamsRacing/status/1431632127561543687

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KEY 키 'Hate that... (Feat. 태연)' MV Teaser KEY 키 Pre-release Single ➫ 2021.08.30 6PM (KST) #KEY #키 #SHINee #샤이니 #TAEYEON #태연 #KEY_HateThat #HateThat https://t.co/0m1hgUqAZn https://twitter.com/SHINee/status/1431632665032097794

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WHAT. A. PERFORMANCE! @GeorgeRussell63 💪 #BelgianGP 🇧🇪 #F1 https://t.co/QdZ84duoK2 https://twitter.com/F1/status/1431632913733492739

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So the generals who disgraced their country fire and expel the one Lt. Col. brave enough to call them out for their lies and incompetence. What a fitting metaphor for a dysfunctional military command under a dysfunctional commander-in-chief #StuartScheller #AfghanistanDisaster https://twitter.com/DineshDSouza/status/1431635718456102913

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Pentagon will not release names of the 2 ‘high-profile’ ISIS planners killed in single U.S. drone strike: Kirby https://twitter.com/LucasFoxNews/status/1431635731500388368

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HAVE YALL BEEN LISTENING TO THEE BUTTER REMIX 🧈😛 https://t.co/ej6OG0L5dW https://t.co/0WuC0qm35f https://twitter.com/theestallion/status/1431638822270476289

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Thanks to everyone for the amazing feedback on #Sunshine so far! I love the positive vibe this song gives and how into it you all are ☀️ Tag your Sunshine below https://t.co/Thoos2cQdr https://twitter.com/LiamPayne/status/1431649811372154887

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So the US Government knew so little about what was happening in Afghanistan that they had no idea the Afghan Security Forces would evaporate and the Taliban immediately take over, but they were able to find within 24 hours the precise ISIS-K "planner" to kill? OK. https://twitter.com/ggreenwald/status/1431662562618322944

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Pace yourself , don’t play yourself! https://twitter.com/lilbaby4PF/status/1431673431687315459

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One was protected for speaking out against his chain of command — the other, fired within a day. https://t.co/WLMVDwHe47 https://twitter.com/kristina_wong/status/1431673827591925760

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If you're in trouble, he's got your back 👀 We should all try and be a bit more Seb 😇 #BelgianGP 🇧🇪 #F1 @LandoNorris https://t.co/md9Lz41iQY https://twitter.com/F1/status/1431676631416983553

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The BBC is now reporting that many of the Afghans killed in Kabul on August 26 were not killed by the suicide bombing, but actually shot dead by American soldiers in the chaos right after the explosion. https://twitter.com/GravelInstitute/status/1431678343792009218

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Most Americans don’t understand what’s happening in Kabul - been on this all night again w no end. US citizens are fighting through enemy lines to get to the airport. When they show their blue passport to 82nd soldiers at the gate, many are turned away & sent back to the Taliban. https://twitter.com/laralogan/status/1431683967862837255

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A hard-fought battle and an important point on the road. 👏 #LIVCHE https://t.co/Nt7kuJkUms https://twitter.com/ChelseaFC/status/1431684187740848137

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Boss. ✊ #LIVCHE https://t.co/BEsbvhVQlO https://twitter.com/ChelseaFC/status/1431685960241238020

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The @Cristiano effect 📲❤️ #MUFC https://t.co/ZmledlgFrf https://twitter.com/ManUtd/status/1431690559643598849

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58 years after the #MarchOnWashington, Americans are marching again today for our democracy. With state laws disenfranchising voters and making it harder to vote, we need the Senate to pass the For the People Act and the House-passed John Lewis Voting Rights Advancement Act! https://twitter.com/SpeakerPelosi/status/1431695341997416449

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So is it true @SecBlinken @ABlinken, that YOU told Biden to surrender Bargram Airbase, the only strategic air asset we have in the whole region? You coward. https://twitter.com/SebGorka/status/1431697516345675779

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This guy btw. 👏 #LIVCHE https://t.co/4JORAfhDzP https://twitter.com/ChelseaFC/status/1431698095272710144

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Last day of rehearsals today. Roll on the show! #AwayFromHomeFestival https://twitter.com/Louis_Tomlinson/status/1431699332013641728

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Biden Drone Strikes White House After Vowing To Kill Those Reponsible For American Military Deaths In Kabul https://t.co/a1cIW4YZg4 https://twitter.com/TheBabylonBee/status/1431738363858522120

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If you not around when we grinding ain’t no way you toasting up on the winning https://twitter.com/MeekMill/status/1431742304956649479

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For 20 years the nation has been paying the "temporary" baggage fees first billed as a way to help the airline industry bounce back after the Sept. 11 attacks. https://twitter.com/iiwrites/status/1431746025031667717

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If this tweet gets 10,000 likes I’m going to give away $1,000 because you guys were so loving to that killed Marine https://twitter.com/pulte/status/1431752306643673095

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Which new track do you wanna hear MOST tonight with @OnAirRomeo on #MostRequestedLive??? 😍 #BTS x #MeganTheeStallion - #ButterTheRemix #LiamPayne - #Sunshine #Halsey - #IANAWIAG #SelenaGomez x #Camilo - '999' https://twitter.com/MostRequestLive/status/1431755789723709443

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This, from Kevin Myers’ latest column, is sobering. https://t.co/zHJJ1FpEPU https://twitter.com/DouglasKMurray/status/1431756484967378944

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Next saturday night i'm doing my @MostRequestLive @AskAnythingChat with @OnAirRomeo and @iHeartRadio. send questions to https://t.co/b96y8V69ee #DriveYouHome https://twitter.com/JacksonWang852/status/1431761009736302592

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Flying over Starbase https://t.co/poSDG3pIq8 https://twitter.com/elonmusk/status/1431762773185376262

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To sell public enterprises when economy in a deep decline is a sign of mental bankruptcy and desperation. It cannot be a healthy ideological imperative. Modi government cannot deny that CSO data shows that GDP growth declined quarter by quarter, year by year from 2016 onwards. https://twitter.com/Swamy39/status/1431767521292476418

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I'm hearing from people very close to TF Pineapple that the State Dept. is actively blocking the private extractions of Americans by our private operators. Why? Why is the US Govt. leaving Americans stranded to be killed in Afghanistan? Something very sinister going on. https://twitter.com/johncardillo/status/1431772224365678593

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You can tell the evacuation operation in Kabul has actually gone reasonably well, because Stephen Miller is now chiming in to complain that the military got too many people out. https://twitter.com/mattyglesias/status/1431772518055038981

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Rest In Peace. From an eternally grateful nation, thank you for your service. 🇺🇸 https://t.co/tY5VMTDba0 https://twitter.com/votevets/status/1431772660334276611

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The Taliban is dictating terms to the United States of America – and Biden is letting them get away with it. He is not fit to lead. https://twitter.com/GOP/status/1431773342114136070

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This 13-year-old Palestinian boy Omar Hasan Mousa Abu Al-Nil. He died today, a week after being shot in the neck by an Israeli sniper. https://t.co/9Az9IhCTuG https://twitter.com/cjwerleman/status/1431774985022935044

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You can call him "Sleepy Joe" all you want, it doesn't change the fact that Biden is STILL your President because he beat Orange Foolius by 7 million votes. Get over it, snowflakes. 😎 https://twitter.com/mmpadellan/status/1431775811984580608

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CNN has brought on WAY more GOP shills to criticize Biden, than scientists to criticize DeSantis. Anyone got an explanation for that? https://twitter.com/PamKeithFL/status/1431776943075209219

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Stream #BTS_Butter remix with Megan Thee Stallion on @pandoramusic now! 🧈 https://t.co/H3Nha1ChlH #BTS #방탄소년단 https://t.co/w0zokmklni https://twitter.com/bts_bighit/status/1431783667597254659

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Now being told that State Dept. is telling nations surrounding Afghanistan not to allow private jets handling the private extractions to land and/or refuel. This is inexplicable and evil. https://twitter.com/johncardillo/status/1431786154047770624

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Incredible https://t.co/qfCoJqRVZe https://twitter.com/nickjonas/status/1431787380889976833

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I’d say "thank god it’s not James corden in a rat suit thrusting his crotch at me” https://t.co/3T9sTHK9J1 https://twitter.com/GenePark/status/1431787759820214273

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Hey @mikepompeo, I'm trying to get this @MehdiHasanShow video mashup of you, on the Taliban in 2020 vs the Taliban in 2021, to a million views in 48 hours. We're so close. Have you watched it? If so, what's your response/defense please? https://t.co/W3bED3wtZn https://twitter.com/mehdirhasan/status/1431788175719116801

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18 year-old @thecjpearson took exception and swung back when an anti-Trump panelist told him to 'think for himself.' CJ joins @bennyjohnson on @TheBennyReport to discuss. https://t.co/ovfyZ32tHg https://twitter.com/newsmax/status/1431800017203781632

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.@BTS_twt and @theestallion land this hour's Most Requested Song with #ButterTheRemix! 🧈 CONGRATS!!! 🤩 💜 https://t.co/6DINfGKs6i https://twitter.com/MostRequestLive/status/1431800243092402176

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she protec, her stroke is hot, she’s steph furry with the ˢʰᵒᵗ https://t.co/gLZLpsZCDY https://twitter.com/PAVGOD/status/1431800496998653956

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I am furious!! My team has been on the phone all day trying to get AMERICAN CITIZENS out. They have been just outside the airport numerous times, but the State Department WILL NOT help them. https://twitter.com/RonnyJacksonTX/status/1431801057689100295

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I feel like I need to apologise to Astra for this.... but it was too good a joke to ignore. https://t.co/Wg8ybvhDDU https://twitter.com/DJSnM/status/1431802844458340355

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God is about to pour so many blessings into your life so get ready. https://twitter.com/Pastor__West/status/1431805821273378817

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EXCLUSIVE: Active Duty, Retired Naval Intelligence Members Told They Cannot ‘Disrespect’ Biden Over Afghanistan Debacle https://t.co/hRlfxZEfvz https://twitter.com/MZHemingway/status/1431806071253966852

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America, you need to know this: Biden is not letting US citizens through the airport gates. It has been impossible to get anyone through for the last 24 hours. This administration has been lying about their intent to save Americans. Unforgivable. https://twitter.com/DanCrenshawTX/status/1431807027748163585

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summer was.. https://t.co/SeMdABumeH https://twitter.com/BTS_twt/status/1431859612509085698

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summer was.. 2 https://t.co/UjbJfnHa3j https://twitter.com/BTS_twt/status/1431859868630061060

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Happy birthday, boss! 🎂 https://t.co/x69vh1Tr9G https://twitter.com/ChelseaFC/status/1431882600851853313

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Had me tryn too hard I’m off it . https://twitter.com/sza/status/1431902458293325828

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[📷] ATEEZ ZERO : FEVER Part.3 ‘Deja Vu’ Concept Photo '우영(WOOYOUNG)’ ⠀ ALBUM RELEASE 2021. 9. 13 6PM ⠀ #FEVER_Part_3 #Deja_Vu #ATEEZ #에이티즈 #우영 #WOOYOUNG https://t.co/rTTsO66qcG https://twitter.com/ATEEZofficial/status/1431904463824908291

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Justice for uncle Thavasagayam. Condolences to the family. Rest In Peace uncle https://t.co/4rEoGGzW8F https://twitter.com/Haniff_hamzah/status/1431909329762865152

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A mind-blowing graphic in today's Times on what $85bn worth of lost equipment means in practice for the Taliban: https://t.co/GDcuNQbb6P https://twitter.com/_Will_Brown/status/1431912098590871553

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BREAKING… MULTIPLE REPORTS of BIDEN'S STATE DEPARTMENT actively BLOCKING the private extractions of Americans by private operators... US STATE DEPARTMENT is also asking other countries in the region not to except any private aircraft carrying US citizens. https://twitter.com/BernardKerik/status/1431919099689545729

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The Official Music Video for "Upuan", starring DonBelle, is out now. watch: https://t.co/NRq1Andsim #BenAndBenAndDonBelle #UpuanMVOutNow @donnypangilinan @bellemariano02 https://t.co/o4QcnCTViL https://twitter.com/BenAndBenMusic/status/1431920094993477638

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Let's help her. The road to justice is long and difficult. Aunty Philomena lives alone, her husband was the breadwinner. Let's help her out so she can at least cover living costs. Philomena Edward Hong Leong 06851027717 https://t.co/FzQUD6ayCA https://twitter.com/tashny/status/1431921112456204289

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[📢] ATEEZ ZERO : FEVER Part.3 Vote For Next Song ⠀ VOTING PERIOD : 08/31 ~ 09/06 ⠀ * ROUND A 08/31(화) 9AM ~ 09/03(금) 8:59AM (KST) * ROUND Z 09/03(금) 9AM ~ 09/06(월) 8:59AM (KST) * MEMBER'S PICK 09/06(월) 9:00AM ⠀ #FEVER_Part_3 #ATEEZ #에이티즈 #MyMusicTaste #Whosfan https://t.co/yH2lASlhJY https://twitter.com/ATEEZofficial/status/1431934714311368710

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Whoever made this should be in the MoMA https://t.co/clA5PDlyMC https://twitter.com/ShamirBailey/status/1431939419674746881

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May the blessings of Bhagwan Vishwakarma always remain upon us. May we not only respect all forms of work but also undertake efforts that boost skilling and value addition. #MannKiBaat https://t.co/kW9N6CBchI https://twitter.com/narendramodi/status/1431942717324480515

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OMG congrats ARMY !! @BTS_twt win #MTVHottest Superstar 2021 for a THIRD year running !! 🔥🔥🔥 Check out the Top 10 here 👉 https://t.co/Fi5fvRJYrs https://t.co/xQNtlxCr90 https://twitter.com/MTVMusicUK/status/1431949777177092104

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It’s not every day that you get to turn 100… May the celebrations commence!!!! 🎂🥳🎈1️⃣0️⃣0️⃣🎈🥳🎂 https://t.co/pCfl1SVoQy https://twitter.com/IrisBApfel/status/1431956567650340865

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India is rejoicing thanks to Vinod Kumar’s stupendous performance! Congratulations to him for the Bronze Medal. His hard work and determination is yielding outstanding results. #Paralympics https://twitter.com/narendramodi/status/1431965489769578503

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Happy birthday mate @LiamPayne . Have a great day! https://twitter.com/Louis_Tomlinson/status/1431968743287054346

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All I can think about is tomorrow!!!! https://twitter.com/Louis_Tomlinson/status/1431969323233460227

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So let me get this straight: Republican legislators want to arm teachers to protect students from school shooters, but don't want teachers to wear masks to protect students from a deadly virus? https://twitter.com/RBReich/status/1431969634526253058

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Last year they insisted that our parents & grandparents should be sacrificed for "the economy.” This year they are sacrificing our children for their notion of "freedom.” If we are unwilling to protect our elders or our children we are lost. Vaccinate and mask-up. No matter what. https://twitter.com/Sifill_LDF/status/1431976489537396739

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The problem with this country is people who make $700 per hour have convinced people who make $25 per hour that people who make $7.25 per hour are the problem. https://twitter.com/mhdksafa/status/1431992562848501765

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America is so oppressive that mothers in Afghanistan will hand their babies over to strangers with an an American Flag on their arms in hopes that their child may have a better life even if it’s not with them. 🇺🇸🇺🇸🇺🇸 https://twitter.com/DonaldJTrumpJr/status/1431994004141395972

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Seoul City #TAEYONG NCT 127 The 3rd Album ‘Sticker’ ➫ 2021.09.17 #NCT127 #Sticker #NCT127_Sticker https://t.co/LTZZQXtr3V https://twitter.com/NCTsmtown_127/status/1431995065090527235

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#TXT (#투모로우바이투게더) THE 3RD PHOTOBOOK 'H:OUR' SPOT (https://t.co/pqceqKVMDG) https://twitter.com/TXT_bighit/status/1431995086993182720

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Seoul City #YUTA NCT 127 The 3rd Album ‘Sticker’ ➫ 2021.09.17 #NCT127 #Sticker #NCT127_Sticker https://t.co/wNEuoJ9Ixt https://twitter.com/NCTsmtown_127/status/1431995369882206208

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Seoul City #DOYOUNG NCT 127 The 3rd Album ‘Sticker’ ➫ 2021.09.17 #NCT127 #Sticker #NCT127_Sticker https://t.co/5y7Me9HA1m https://twitter.com/NCTsmtown_127/status/1431995617056727040

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Meanwhile, in the football it’s Haas 8-6 Aston Martin #HaasF1 #BelgianGP https://t.co/QtZ1IaTVsV https://twitter.com/HaasF1Team/status/1432005880648802306

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The one person fired in the absolute debacle we are witnessing right now in Afghanistan is a lieutenant colonel who actually questioned the idiots who made these decisions simply asking for some accountability. No one else and I doubt anyone else will be fired! Disgraceful https://twitter.com/DonaldJTrumpJr/status/1432006713151037440

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I’m blown away by @halsey’s artistry and commitment to taking risks. Giving us all a brave new era to dive into and explore together. If I can’t have love, I want power is out now- please stream and buy the album!! https://t.co/ZZXXLuh1D7 https://twitter.com/taylorswift13/status/1432029787107774465

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𝗥𝗲𝗰𝗼𝗿𝗱-𝗯𝗿𝗲𝗮𝗸𝗶𝗻𝗴 𝗥𝗲𝗱𝘀. 28 top-flight games unbeaten on the road. #MUFC https://t.co/9NopndVLVg https://twitter.com/ManUtd/status/1432032473140146182

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We are sorry to say that our beloved patriarch passed away this morning peacefully. Words cannot express the sadness we feel. With a kiss on your head- Goodnight dad. We love you. https://twitter.com/TheOnlyEdAsner/status/1432034864384000007

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Thanks mate! 🙌🏼 https://t.co/s1vuMCnREn https://twitter.com/LiamPayne/status/1432039951009464321

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Another trip around the sun ☀️ Thanks to everyone that's been by me this past year, here's to many more 🎂 https://twitter.com/LiamPayne/status/1432045243134791680

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One takeaway from Jim Jordan and Matt Gaetz calling and begging Trump to tell the rioters to stand down on Jan 6 is that they apparently believed Trump had full control over Antifa. https://twitter.com/GeorgeTakei/status/1432046728014925828

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A new remix of @BTS_twt's Butter ft. @theestallion could send the song straight back into this week’s Official Chart 😍 Find out where it landed on the First Look Top 20: https://t.co/Hvcla7Rjcd https://t.co/wpjVWV2r5s https://twitter.com/officialcharts/status/1432055483964301314

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wakanda forever ♾ https://t.co/E6gwDngZhR https://twitter.com/masongreenwood/status/1432062835878731778

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Ed was our real life Carl Fredricksen: a veneer of grouch over an incredibly loving and kind human being. Russell, Dug, and all of us at Pixar will miss him terribly. https://t.co/7jZJUbiHD9 https://twitter.com/Pixar/status/1432073611527950340

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Yoshi hits one literally out of the park for the @Pirates win! https://t.co/peBGDPz2Kg https://twitter.com/MLB/status/1432074567506354177

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Glenn Beck is flying private planes to Afghanistan for rescue missions. Not Mark Zuckerberg. Not Jeff Bezos. Not Jack Dorsey. Glenn Beck. https://twitter.com/NickAdamsinUSA/status/1432082147557400586

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the dawn is bright for me. no more dark for me. 🌅 https://twitter.com/theweeknd/status/1432102120593920000

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Flag-draped transfer cases line the inside of a C-17 Globemaster II Aug. 29, 2021, prior to a dignified transfer at Dover Air Force Base, Delaware. The fallen service members died while supporting non-combat operations in Kabul. Gone, but never forgotten. https://t.co/7HzJvnFrSD https://twitter.com/USMC/status/1432108327228555265

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Ed Asner, legendary actor and voice of Carl from "Up," has passed away at 91. May he rest easy 🎈🕊 https://t.co/3BKqjpudD6 https://twitter.com/Complex/status/1432110630773923851

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The American service members we lost in Kabul were heroes. They went to Afghanistan to complete a very dangerous and complex mission. A grateful nation is indebted to each and every one of them. https://twitter.com/VP/status/1432119874399129603

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If you voted blue in 2020, retweet this. If you are voting blue in 2022, like this. Proving a point. https://twitter.com/chipfranklin/status/1432127087041785860

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Lt Col Scheller just resigned his commission and said he can’t serve under these leaders for another day longer https://twitter.com/JackPosobiec/status/1432133542092361733

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first single in october https://twitter.com/keshimusic/status/1432134764694327311

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Please California … vote NO on the Recall … https://twitter.com/hwinkler4real/status/1432137760421212161

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The average hospital stay for a case of COVID-19 costs about $17,064. The vaccine is free. https://twitter.com/RepJayapal/status/1432146048303210496

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congress briefed - gates closed at Kabul airport. 300 plus Americans and 1000s of our afghan allies left behind. STRANDED how can anyone in Biden admin keep their jobs? https://twitter.com/kilmeade/status/1432150056912707584

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God is so good man, so good. every time you think you can’t do something and make it through… boom! you can https://twitter.com/ChloeBailey/status/1432166580050272265

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More people have died of COVID in Florida in the past two weeks than U.S. military deaths in Afghanistan in 20 years. https://twitter.com/djrothkopf/status/1432186552239656965

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India is overjoyed by the Bronze medal won by @SundarSGurjar. He has shown remarkable courage and dedication. Congratulations to him. Wishing him the very best. #Paralympics https://t.co/irTIHefCoH https://twitter.com/narendramodi/status/1432188455128231937

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Event Wish "Reign of Serenity" - Boosted Drop Rate for "Plane of Euthymia" Raiden Shogun (Electro)! View details here: https://t.co/2P3bNeAvYE #GenshinImpact https://t.co/oMaIX3uWrV https://twitter.com/GenshinImpact/status/1432191848898961411

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🦠NEW VARIANT—a new #SARSCoV2 variant C.1.2 just identified in South Africa & several countries, with concerns it could be more infectious and evade vaccines. #C12 also has mutation rate that is nearly **twice as fast** as the rate of the other variants.🧵 https://t.co/r4RReDcAIe https://t.co/a432jYiexE https://twitter.com/DrEricDing/status/1432200392776028162

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I gotta beat all the odds https://twitter.com/lildurk/status/1432208919741485057

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If she a keeper then keep her 😏 https://twitter.com/lildurk/status/1432218829191532546

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28 unbeaten away from home. We weren’t at our best yesterday but we dug deep and got the points. Thanks for your support. 🔴💪 #MUFC https://t.co/nPTJHxoKxq https://twitter.com/HarryMaguire93/status/1432236852069666819

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‘Worldwide handsome’ flexing them angles 🔥 💜 #GalaxyZFlip3 https://t.co/DgRKTOHUnX https://twitter.com/SamsungMobile/status/1432245390250676226

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VL🐼G IS ON THE WAY 🔜 . Cominnnnnnnnnnnnn @panthepack @teamwangofcl @Itskarencici ICE @jsheonofficial #PANTHEPACK #PANTHEPACKTV #TEAMWANG https://t.co/PqIZ0PkjxO https://twitter.com/JacksonWang852/status/1432254497519116295

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Love (Sweet Love) FRIDAY https://t.co/yQ10wVhyWc https://t.co/pIzH780aIm https://twitter.com/LittleMix/status/1432266968439083010

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Red Velvet 레드벨벳 'Queens Archive' Special BehindㅣRV Collection https://t.co/JtA4s5jGCP #Queendom #퀸덤 #RedVelvet #레드벨벳 #RVcollection #레벨컬렉션 #QueensArchive #퀸즈아카이브 https://t.co/QWKQ9Lf78H https://twitter.com/RVsmtown/status/1432266997853720577

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Shri Buddhadeb Guha’s writings were multifaceted and displayed great sensitivity to the environment. His works were enjoyed across generations, particularly among youngsters. His passing away is a big loss to the literary world. Condolences to his family and admirers. Om Shanti. https://twitter.com/narendramodi/status/1432267863939633152

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Cristiano Ronaldo has completed his medical as new Manchester United player in Portugal. The contract has been signed. Deal until June 2023. Visa process started. 🔴🛫 #MUFC His salary could change depending on the many add-ons included in the contract with Man Utd. #Ronaldo https://twitter.com/FabrizioRomano/status/1432268296192237568

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"LALISA" is available for Pre-Save now! ✔ https://t.co/jzyDzNhHJb #LISA #리사 #LALISA #BLACKPINK #블랙핑크 https://t.co/LXaYhzYPSH https://twitter.com/BLACKPINK/status/1432271280699428868

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@official_truz Ladies and gentlemen! Pay attention🤩 This is my kid🔥😈That’s it😎 -hyunsuk- https://t.co/8sMOlHyfUN https://twitter.com/treasuremembers/status/1432274222911348737

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[NOTICE] JUN Official Instagram is now open! 💎 https://t.co/hcFvLvVn76 #SEVENTEEN #세븐틴 #JUN #준 #준스타그램 #coming_up_next https://t.co/Y33kZH9r9G https://twitter.com/pledis_17/status/1432281942628573184

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Thoma ‧ Protector From Afar Kamisato Clan's Housekeeper Perhaps influenced by the relaxed and happy atmosphere of his hometown, Thoma is very good at socializing. Although he is an outlander, he has built an unexpectedly powerful network of people in Inazuma. #GenshinImpact https://t.co/ouKOQtdqXb https://twitter.com/GenshinImpact/status/1432281952334192642

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Capital L-I-S-A is the name and she’s getting into the beat! New #PENSHOPPEIntoTheBeat collection just dropped 🎤 Up the ante in new, urban, and upbeat pieces inspired by your daily tunes and @lalalalisa_m 📾 Shop the new collection now: https://t.co/8OnpXKXDVI LALISA BY LISA https://t.co/TjnXU6OQSH https://twitter.com/PENSHOPPE/status/1432281952191598592

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🗣 "This is a story of triumph, this is NOT a story of defeat!” If you watch one thing today, make sure it’s this @EllieRobinsonGB interview. #Tokyo2020 https://t.co/NDIo1f2yq3 https://twitter.com/C4Paralympics/status/1432288954154369026

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Cristiano Ronaldo has more Instagram followers than every Premier League club combined 🤯 https://t.co/8LnOsU01m6 https://twitter.com/ESPNFC/status/1432297050255810563

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📸 #SB19_STELL | Mana x Bazinga #YTFFPH Performance Re-watch #ACxSB19atYTFFPerf this Aug 31 at 7PM ➡ Set reminder: https://t.co/sAhuINcbFP https://t.co/fj04MU8PCA https://twitter.com/SB19Official/status/1432297052021481475

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Convicted rapist reached the U.S. on Afghan evacuation flight https://t.co/nu6WmDy5JN https://twitter.com/JackPosobiec/status/1432413392917106697

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It is correct to say voting rights should not be a partisan issue. However, it is inaccurate to say that voting rights is not be a partisan issue. Every single House Republican voted agains the VRAA and For the People. EVERY. SINGLE. ONE. https://twitter.com/marceelias/status/1432415283482927105

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Smooth like #BTS_Butter with @theestallion 🧈🔥 #SpotifyCharts https://t.co/eTRdmNf7i3 https://twitter.com/spotifycharts/status/1432420412168839168

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my new song skinny dipping comes out sept. 9th midnight est 💌 https://t.co/E45gjB1lbz https://twitter.com/SabrinaAnnLynn/status/1432420725659295748

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Don’t expect people to understand you. They love to judge & speak like they know what you’re going through. The truth is they don’t. No one does because they’ve not walked in your shoes. So don’t feel frustrated when you hear their comments. The Almighty knows. Smile & move on. https://twitter.com/muftimenk/status/1432422566426300425

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Let the countdown begin. See you soon @Louis_Tomlinson 👋 https://t.co/WlgeMrNRCA https://twitter.com/AFHFestival/status/1432424215169409025

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GIVEAWAY: I have 50+ #NHL22 beta codes to giveaway so you can try the game early. RETWEET, REPLY with your console, & FOLLOW (so I can DM you) to enter. I’ll be be DMing codes to winners throughout the day. Good luck! https://t.co/fjpMdin0cR https://twitter.com/TheNasher61/status/1432424982307647495

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Live music is truly back. One song in and our voices are gone. Worth it. @Louis_Tomlinson 🤘 https://twitter.com/AFHFestival/status/1432432095834554368

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Best of luck at @Corinthians, @willianborges88 👊 https://twitter.com/Arsenal/status/1432436549975674884

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General Kenneth McKenzie calls Taliban-controlled Afghanistan "our generous host nation." It’s almost unfathomable what has happened to America so quickly under this administration! https://twitter.com/DonaldJTrumpJr/status/1432444005929963520

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One of the CRAZIEST stories you'll ever see. Bishop Sycamore, an alleged fake high school, reportedly lied to ESPN to get on national television. FULL STORY: https://t.co/HNtJqdYHEg https://t.co/uw1G0OM3Hx https://twitter.com/ComplexSports/status/1432444340606013441

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The Pentagon just admitted the Biden administration left (at least) hundreds of Americans in Afghanistan—not to mention allies. We still have people there. This is not a victory. It’s a national disgrace and failure of leadership. https://twitter.com/MarkMeadows/status/1432451082622578690

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Real Madrid are in advanced talks with Rennes to sign Eduardo Camavinga immediatly! First reported by French sources tonight - there’s an official bid on the table from Real Madrid. ⚪️🚨 #RealMadrid Deal not 100% agreed yet - but advanced. Camavinga wants to leave Rennes now. https://t.co/rZeOJiTldt https://twitter.com/FabrizioRomano/status/1432451923005911042

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Official bid from Real Madrid for Eduardo Camavinga: bit more than €30m, add ons included in the proposal. Camavinga prefers to leave Rennes now more than as free agent in 2022. Agreement close to be finalized. 🚨⚪️ #RealMadrid Personal terms agreed until June 2026. #Camavinga https://twitter.com/FabrizioRomano/status/1432453520792379400

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network structure:
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Network Structure Insights
 
mind-viral immunity:
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stucture:
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The higher is the network's structure diversity and the higher is the alpha in the influence propagation score, the higher is its mind-viral immunity — that is, such network will be more resilient and adaptive than a less diverse one.

In case of a discourse network, high mind-viral immunity means that the text proposes multiple points of view and propagates its influence using both highly influential concepts and smaller, secondary topics.
The higher is the diversity, the more distinct communities (topics) there are in this network, the more likely it will be pluralist.
The network structure indicates the level of its diversity. It is based on the modularity measure (>0.4 for medium, >0.65 for high modularity, measured with Louvain (Blondel et al 2008) community detection algorithm) in combination with the measure of influence distribution (the entropy of the top nodes' distribution among the top clusters), as well as the the percentage of nodes in the top community.

Modularity
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Influence Distribution
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Nodes Av Degree Density Weighed Betweenness
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Narrative Influence Propagation:
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The chart above shows how influence propagates through the network. X-axis: lemma to lemma step (narrative chronology). Y-axis: change of influence.

The more even and rhythmical this propagation is, the stronger is the central idea or agenda (see alpha exponent below ~ 0.5 or less).

The more variability can be seen in the propagation profile, the less is the reliance on the main concepts (agenda), the stronger is the role of secondary topical clusters in the narrative.
propagation dynamics: | alpha exponent: (based on Detrended Fluctuation Analysis of influence) ?   show the chart
We plot the narrative as a time series of influence (using the words' betweenness score). We then apply detrended fluctuation analysis to identify fractality of this time series, plotting the log2 scales (x) to the log2 of accumulated fluctuations (y). If the resulting loglog relation can be approximated on a linear polyfit, there may be a power-law relation in how the influence propagates in this narrative over time (e.g. most of the time non-influential words, occasionally words with a high influence).

Using the alpha exponent of the fit (which is closely related to Hurst exponent)), we can better understand the nature of this relation: uniform (pulsating | alpha <= 0.65), variable (stationary, has long-term correlations | 0.65 < alpha <= 0.85), fractal (adaptive | 0.85 < alpha < 1.15), and complex (non-stationary | alpha >= 1.15).

For maximal diversity, adaptivity, and plurality, the narrative should be close to "fractal" (near-critical state). For fiction, essays, and some forms of poetry — "uniform". Informative texts will often have "variable + stationary" score. The "complex" state is an indicator that the text is always shifting its state.

Degree Distribution:
  calculate & show   ?
(based on kolmogorov-smirnov test) ?   switch to linear
Using this information, you can identify whether the network has scale-free / small-world (long-tail power law distribution) or random (normal, bell-shaped distribution) network properties.

This may be important for understanding the level of resilience and the dynamics of propagation in this network. E.g. scale-free networks with long degree tails are more resilient against random attacks and will propagate information across the whole structure better.
If a power-law is identified, the nodes have preferential attachment (e.g. 20% of nodes tend to get 80% of connections), and the network may be scale-free, which may indicate that it's more resilient and adaptive. Absence of power law may indicate a more equalized distribution of influence.

Kolmogorov-Smirnov test compares the distribution above to the "ideal" power-law ones (^1, ^1.5, ^2) and looks for the best fit. If the value d is below the critical value cr it is a sign that the both distributions are similar.
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Main Topical Groups:

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The topics are the nodes (words) that tend to co-occur together in the same context (next to each other).

We use a combination of clustering and graph community detection algorithm (Blondel et al based on Louvain) to identify the groups of nodes are more densely connected together than with the rest of the network. They are aligned closer to each other on the graph and are given a distinct color.
Most Influential Elements:
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We use the Jenks elbow cutoff algorithm to select the top prominent nodes that have significantly higher influence than the rest.

Click the Reveal Non-obvious button to remove the most influential words (or the ones you select) from the graph, to see what terms are hiding behind them.

The most influential nodes are either the ones with the highest betweenness centrality — appearing most often on the shortest path between any two randomly chosen nodes (i.e. linking the different distinct communities) — or the ones with the highest degree.
Network Structure:
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Action Advice:
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Structural Gap
(ask a research question that would link these two topics):
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Reveal the Gap   Generate a Question   ?
 
A structural gap shows the two distinct communities (clusters of words) in this graph that are important, but not yet connected. That's where the new potential and innovative ideas may reside.

This measure is based on a combination of the graph's connectivity and community structure, selecting the groups of nodes that would either make the graph more connected if it's too dispersed or that would help maintain diversity if it's too connected.

Latent Topical Brokers
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These are the latent brokers between the topics: the nodes that have an unusually high rate of influence (betweenness centrality) to their freqency — meaning they may appear not as often as the most influential nodes but they are important narrative shifting points.

These are usually brokers between different clusters / communities of nodes, playing not easily noticed and yet important role in this network, like the "grey cardinals" of sorts.

Emerging Keywords
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Evolution of Topics
(frequency / time) ?
The chart shows how the main topics and the most influential keywords evolved over time. X-axis: time period (split into 10% blocks). Y-axis: cumulative frequency of occurrence.

Drag the slider to see how the narrative evolved over time. Select the checkbox to recalculate the metrics at every step (slower, but more precise).

 
Main Topics
(according to Latent Dirichlet Allocation):
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LDA stands for Latent Dirichlet Allocation — it is a topic modelling algorithm based on calculating the maximum probability of the terms' co-occurrence in a particular text or a corpus.

We provide this data for you to be able to estimate the precision of the default InfraNodus topic modeling method based on text network analysis.
Most Influential Words
(main topics and words according to LDA):
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We provide LDA stats for comparison purposes only. It works with English-language texts at the moment. More languages are coming soon, subscribe @noduslabs to be informed.

Sentiment Analysis

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We analyze the sentiment of each statement to see whether it's positive, negative, or neutral. You can filter the statements by sentiment (clicking above) and see what kind of topics correlate with every mood.

The approach is based on AFINN and Emoji Sentiment Ranking

Sentiment analysis works for English language only. Contact us @noduslabs to propose a language and to get updated about the new features.

Network Statistics:
Show Overlapping Nodes Only

⤓ Download as CSV  ⤓ Download an Excel File

Top Relations / Bigrams
(both directions):

⤓ Download   ⤓ Directed Bigrams CSV   ?

The most prominent relations between the nodes that exist in this graph are shown above. We treat the graph as undirected by default as it allows us to better detect general patterns.

As an option, you can also downloaded directed bigrams above, in case the direction of the relations is important (for any application other than language).
Please, enter a search query to visualize the difference between what people search for (related queries) and what they actually find (search results):

 
We will build two graphs:
1) Google search results for your query;
2) Related searches for your query (Google's SERP);
Click the Missing Content tab to see the graph that shows the difference between what people search for and what they actually find, indicating the content you could create to fulfil this gap.
Find a market niche for a certain product, category, idea or service: what people are looking for but cannot yet find*

 
We will build two graphs:
1) the content that already exists when you make this search query (informational supply);
2) what else people are searching for when they make this query (informational demand);
You can then click the Niche tab to see the difference between the supply and the demand — what people need but do not yet find — the opportunity gap to fulfil.
Please, enter your query to visualize the search results as a graph, so you can learn more about this topic:

 
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