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1 | 14 Times People Turned Into Emojis At The Munk Debate | CLICKBAIT |
0 | BBC to cut Electric Proms for financial reasons | NOT |
1 | 28 Adorable Animal Things You Need In Your Life | CLICKBAIT |
0 | Sotomayor on the Issues | NOT |
1 | 9 Ways To Save Your Sanity On The Wednesday Before Thanksgiving | CLICKBAIT |
0 | Subpoena to a Lawmaker Is Reported | NOT |
0 | Ask HN: Ideas for mobile marathon? | NOT |
0 | Huge fire in Chilean jail kills 81; 21 injured | NOT |
0 | Dominique Strauss-Kahn refused bail after appearance in New York court | NOT |
0 | Open software developers meet at FOSDEM 2008 | NOT |
0 | Knicks and Nets Struggle to Keep Going Until the Music Ends | NOT |
0 | George Bush meets with Gordon Brown | NOT |
1 | 34 Questions You Secretly Wish You Could Ask Your Ex | CLICKBAIT |
1 | These Photos Of Kids Freaking Out With Santa Will Make You Laugh | CLICKBAIT |
0 | Fifth bomb discovered in London after July 21 attacks | NOT |
0 | With Support, Congress Seizes on Credit Cards | NOT |
1 | Who Said It: Leslie Knope Or Michael Scott | CLICKBAIT |
1 | Companies are more likely to hire you if you look like the woman on the left - and the reason will shock you | CLICKBAIT |
0 | Invalid Ballots in Florida Doubled in 2008 | NOT |
0 | Japanese tanker MV Chemstar Venus freed by Somali pirates | NOT |
0 | Thief force-fed fifty bananas to retrieve necklace | NOT |
0 | Armed police arrest two more 21 July bombing suspects in dramatic raids | NOT |
1 | Watch Leah Remini Get Scared Shitless By A Clown On "Dancing With The Stars" | CLICKBAIT |
0 | European Panel Seeks Closer Supervision of Banks | NOT |
1 | This Latina Beauty Queen Was Just Named The New Face Of Revlon | CLICKBAIT |
0 | As Wind Power Grows, a Push to Tear Down Dams | NOT |
0 | 11 killed in Mexican military helicopter crash | NOT |
0 | UK transport firm Metronet facing administration | NOT |
0 | Innovator of synthesizers Robert Moog, dead at 71 | NOT |
0 | At least 40 killed by bombing in Pakistan | NOT |
1 | 14 Women Who Pushed Their Boob Potential To The Limit | CLICKBAIT |
0 | Movie Makers Appeal to the Crowd, for Money | NOT |
1 | How One Author Is Motivated By His Chronic Anxiety | CLICKBAIT |
0 | Ask HN: How much did Louis C.K. spend on his site? | NOT |
0 | Security Net Wraps Capital for Inaugural | NOT |
0 | Clint Brown, TV3 presenter, gives "unsatisfactory" letter of apology | NOT |
1 | The Embarrassingly Obvious Truth About Where Pine Nuts Come From | CLICKBAIT |
0 | Iran's Ahmadinejad wants change in US policies, not 'tactics' | NOT |
0 | New Zealand National party: "TVNZ must explain coup threat coverage" | NOT |
0 | Manhattan Is Awash in Sublet Office Space | NOT |
0 | Cassini discovers Saturn moon atmosphere | NOT |
0 | As Expected, Canada Cuts Key Rate to 1 Percent | NOT |
0 | Michael Moore's controversial new documentary 'Sicko' opens strongly | NOT |
1 | This Baby Got Really Confused When He Was Babysat By His Dad's Twin | CLICKBAIT |
1 | Inside London's Bone Archive, Where The Dead We Dig Up Go To Live | CLICKBAIT |
0 | Edward Woodward, English actor, dies aged 79 | NOT |
0 | Football: Ronaldo to play for Corinthians | NOT |
1 | 10 Brilliant Pieces Of Life Advice From Ryan Reynolds To His Fans | CLICKBAIT |
0 | US unemployment rate reaches 8.5% | NOT |
1 | Everything About This Kesha Thing Is Supremely Fucked Up | CLICKBAIT |
1 | When She Called To Thank A Man For His Help, She Learned Something Devastating | CLICKBAIT |
1 | We Know Why You're Single Based On Your Zodiac Sign | CLICKBAIT |
1 | 22 Perfect Responses To Wrong Number Texts | CLICKBAIT |
0 | Canada Email List | NOT |
0 | U.S. forces settle into Afghan Taliban heartland | NOT |
1 | 23 Times Shah Rukh Khan Was The Cutest Dad Ever | CLICKBAIT |
0 | Tartan Day festivities April 6 in New York | NOT |
0 | ASEAN basketball league moves closer to reality | NOT |
0 | Four Indonesian airlines allowed back into Europe; Zambia, Kazakhstan banned | NOT |
1 | Leaked iPhone 7 photo shows a major change we never saw coming | CLICKBAIT |
0 | With Grit and Goals, Parise Leads the Devils | NOT |
1 | Pick A Heart To Get A Positive Message Just For You | CLICKBAIT |
1 | Here's What You Should Care About Before The Major League Baseball Playoffs | CLICKBAIT |
1 | We Know Where You Like To Shop Based On Which Celebrity You Find Most Attractive | CLICKBAIT |
1 | Steven Gerrard Has Spoken At Length About Cutting His Penis Open | CLICKBAIT |
0 | Thaksin still pervades Thai political landscape | NOT |
0 | Light stopped for over a second | NOT |
0 | As Week Ends, Shares Manage to Stay on Upside | NOT |
1 | 17 YA Novels That Are Definitely Morally Complicated | CLICKBAIT |
1 | You're washing your hair all wrong | CLICKBAIT |
1 | 26 Tweets About Sex That Will Make You Laugh Every Time | CLICKBAIT |
1 | In The Event Of My Untimely Disappearance | CLICKBAIT |
1 | Things That All Skeptical People Know | CLICKBAIT |
1 | Are You Bart Or Lisa | CLICKBAIT |
1 | Do You Own Your Dog Or Does Your Dog Own You | CLICKBAIT |
1 | Rahul Gandhi tweeted about his #vacation and this is what followed | CLICKBAIT |
1 | How "Queen Of Sappy Love Songs" Delilah Conquered Radio | CLICKBAIT |
0 | A Recession That Is Already Setting Records | NOT |
0 | Ask HN: what is the length of your penis ? | NOT |
0 | With Help, Conductor and Wife Ended Lives | NOT |
0 | How to find if a ptc site is scam or legit? | NOT |
0 | Ask HN: Can HN be monetized? | NOT |
0 | M.L.B. Investigators Seek Meeting With Rodriguez | NOT |
0 | Cattle Rustling Plagues Ranchers | NOT |
0 | Blagojevich Is a Flop in Audition in Court | NOT |
0 | California Names Its Top Income Tax Scofflaws | NOT |
0 | Chilean actor Oscar Garcés accused of sexual abuse | NOT |
0 | Daw Aung San Suu Kyi, Burmese Pro-Democracy Leader, Goes on Trial | NOT |
1 | 24 Hilarious Harry Potter GIFs For Every Situation | CLICKBAIT |
1 | This Guy’s Evil Revenge On His Neighbours Was So Awful, They Moved Out | CLICKBAIT |
0 | US state of Arizona signs into law controversial immigration bill | NOT |
1 | Amanda Seyfried's Dog Is Actually Regina George | CLICKBAIT |
0 | Disputed island disappears beneath sea on India-Bangladesh border | NOT |
1 | ABC Apologised For Using A Photo Of The Wrong Indian Actress While Promoting Priyanka Chopra | CLICKBAIT |
0 | Train derails in South Africa; at least two dead | NOT |
0 | LinkedIn app asks for permission to impersonate you? | NOT |
1 | Who Do The Mysterious Hands In Justin Bieber's Photo Belong To | CLICKBAIT |
1 | 16 "SpongeBob SquarePants" Moments That Went Right Over Your Head As A Kid | CLICKBAIT |
0 | Bodies retrieved from Philippine ferry capsized in typhoon | NOT |
0 | U.S. Marines accused of assaulting Australian freed by U.S. military court | NOT |
37.870 texts in total, 17.850 NOT clickbait texts and 20.020 CLICKBAIT texts
All duplicate values were removed
Split using sklearn into 80% train and 20% temporary test (stratified label). Then split the test set using 0.50% test and validation (stratified label)
Split: 80/10/10
Train set label distribution: 0 ==> 14.280, 1 ==> 16.016
Validation set label distribution: 0 ==> 1.785, 1 ==> 2.002
Test set label distribution: 0 ==> 1.785, 1 ==> 2.002
The dataset was created from the combination of other available datasets online. Their links are available here:
https://www.kaggle.com/datasets/amananandrai/clickbait-dataset
https://www.kaggle.com/datasets/thelazyaz/youtube-clickbait-classification?resource=download
https://www.kaggle.com/datasets/vikassingh1996/news-clickbait-dataset?select=train2.csv
https://www.kaggle.com/competitions/clickbait-news-detection/data?select=train.csv
https://www.kaggle.com/competitions/clickbait-news-detection/data?select=valid.csv
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