| \n"," | link | \n","headline | \n","category | \n","short_description | \n","authors | \n","date | \n","
|---|---|---|---|---|---|---|
| 0 | \n","https://www.huffpost.com/entry/covid-boosters-... | \n","Over 4 Million Americans Roll Up Sleeves For O... | \n","U.S. NEWS | \n","Health experts said it is too early to predict... | \n","Carla K. Johnson, AP | \n","2022-09-23 | \n","
| 1 | \n","https://www.huffpost.com/entry/american-airlin... | \n","American Airlines Flyer Charged, Banned For Li... | \n","U.S. NEWS | \n","He was subdued by passengers and crew when he ... | \n","Mary Papenfuss | \n","2022-09-23 | \n","
| 2 | \n","https://www.huffpost.com/entry/funniest-tweets... | \n","23 Of The Funniest Tweets About Cats And Dogs ... | \n","COMEDY | \n","\"Until you have a dog you don't understand wha... | \n","Elyse Wanshel | \n","2022-09-23 | \n","
| 3 | \n","https://www.huffpost.com/entry/funniest-parent... | \n","The Funniest Tweets From Parents This Week (Se... | \n","PARENTING | \n","\"Accidentally put grown-up toothpaste on my to... | \n","Caroline Bologna | \n","2022-09-23 | \n","
| 4 | \n","https://www.huffpost.com/entry/amy-cooper-lose... | \n","Woman Who Called Cops On Black Bird-Watcher Lo... | \n","U.S. NEWS | \n","Amy Cooper accused investment firm Franklin Te... | \n","Nina Golgowski | \n","2022-09-22 | \n","
| \n"," | count | \n","
|---|---|
| category | \n","\n"," |
| POLITICS | \n","35602 | \n","
| WELLNESS | \n","17945 | \n","
| ENTERTAINMENT | \n","17362 | \n","
| TRAVEL | \n","9900 | \n","
| STYLE & BEAUTY | \n","9814 | \n","
| PARENTING | \n","8791 | \n","
| HEALTHY LIVING | \n","6694 | \n","
| QUEER VOICES | \n","6347 | \n","
| FOOD & DRINK | \n","6340 | \n","
| BUSINESS | \n","5992 | \n","
| COMEDY | \n","5400 | \n","
| SPORTS | \n","5077 | \n","
| BLACK VOICES | \n","4583 | \n","
| HOME & LIVING | \n","4320 | \n","
| PARENTS | \n","3955 | \n","
| THE WORLDPOST | \n","3664 | \n","
| WEDDINGS | \n","3653 | \n","
| WOMEN | \n","3572 | \n","
| CRIME | \n","3562 | \n","
| IMPACT | \n","3484 | \n","
| DIVORCE | \n","3426 | \n","
| WORLD NEWS | \n","3299 | \n","
| MEDIA | \n","2944 | \n","
| WEIRD NEWS | \n","2777 | \n","
| GREEN | \n","2622 | \n","
| WORLDPOST | \n","2579 | \n","
| RELIGION | \n","2577 | \n","
| STYLE | \n","2254 | \n","
| SCIENCE | \n","2206 | \n","
| TECH | \n","2104 | \n","
| TASTE | \n","2096 | \n","
| MONEY | \n","1756 | \n","
| ARTS | \n","1509 | \n","
| ENVIRONMENT | \n","1444 | \n","
| FIFTY | \n","1401 | \n","
| GOOD NEWS | \n","1398 | \n","
| U.S. NEWS | \n","1377 | \n","
| ARTS & CULTURE | \n","1339 | \n","
| COLLEGE | \n","1144 | \n","
| LATINO VOICES | \n","1130 | \n","
| CULTURE & ARTS | \n","1074 | \n","
| EDUCATION | \n","1014 | \n","
| \n"," | link | \n","headline | \n","category | \n","short_description | \n","authors | \n","date | \n","
|---|---|---|---|---|---|---|
| 3 | \n","https://www.huffpost.com/entry/funniest-parent... | \n","The Funniest Tweets From Parents This Week (Se... | \n","PARENTING | \n","\"Accidentally put grown-up toothpaste on my to... | \n","Caroline Bologna | \n","2022-09-23 | \n","
| 20 | \n","https://www.huffpost.com/entry/golden-globes-r... | \n","Golden Globes Returning To NBC In January Afte... | \n","ENTERTAINMENT | \n","For the past 18 months, Hollywood has effectiv... | \n","\n"," | 2022-09-20 | \n","
| 21 | \n","https://www.huffpost.com/entry/biden-us-forces... | \n","Biden Says U.S. Forces Would Defend Taiwan If ... | \n","POLITICS | \n","President issues vow as tensions with China rise. | \n","\n"," | 2022-09-19 | \n","
| 24 | \n","https://www.huffpost.com/entry/ukraine-festiva... | \n","‘Beautiful And Sad At The Same Time’: Ukrainia... | \n","POLITICS | \n","An annual celebration took on a different feel... | \n","Jonathan Nicholson | \n","2022-09-19 | \n","
| 28 | \n","https://www.huffpost.com/entry/james-cameron-f... | \n","James Cameron Says He 'Clashed' With Studio Be... | \n","ENTERTAINMENT | \n","The \"Avatar\" director said aspects of his 2009... | \n","Ben Blanchet | \n","2022-09-18 | \n","
| \n"," | count | \n","
|---|---|
| category | \n","\n"," |
| ENTERTAINMENT | \n","1000 | \n","
| PARENTING | \n","1000 | \n","
| POLITICS | \n","1000 | \n","
| STYLE & BEAUTY | \n","1000 | \n","
| TRAVEL | \n","1000 | \n","
| WELLNESS | \n","1000 | \n","
| \n"," | category | \n","text | \n","
|---|---|---|
| 49579 | \n","ENTERTAINMENT | \n","Kanye West's 'Erratic' Medication Dosage Repor... | \n","
| 2347 | \n","ENTERTAINMENT | \n","Regina King Reveals Her Plan To Push Diversity... | \n","
| 98112 | \n","ENTERTAINMENT | \n","A 13-Year-Old Girl Was Largely Responsible For... | \n","
| 4697 | \n","ENTERTAINMENT | \n","YouTuber Jake Paul Charged With Trespassing In... | \n","
| 104903 | \n","ENTERTAINMENT | \n","A Woman Proposed To Her Girlfriend During Ryan... | \n","
| \n"," | category | \n","text | \n","clean_text | \n","
|---|---|---|---|
| 49579 | \n","ENTERTAINMENT | \n","Kanye West's 'Erratic' Medication Dosage Repor... | \n","kany west errat medic dosag reportedli led hos... | \n","
| 2347 | \n","ENTERTAINMENT | \n","Regina King Reveals Her Plan To Push Diversity... | \n","regina king reveal plan push divers cann film ... | \n","
| 98112 | \n","ENTERTAINMENT | \n","A 13-Year-Old Girl Was Largely Responsible For... | \n","yearold girl larg respons start johnni depp ca... | \n","
| 4697 | \n","ENTERTAINMENT | \n","YouTuber Jake Paul Charged With Trespassing In... | \n","youtub jake paul charg trespass loot arizona m... | \n","
| 104903 | \n","ENTERTAINMENT | \n","A Woman Proposed To Her Girlfriend During Ryan... | \n","woman propos girlfriend ryan gosl directori debut | \n","
| \n"," | tokens | \n","
|---|---|
| 49579 | \n","[kany, west, errat, medic, dosag, reportedli, ... | \n","
| 2347 | \n","[regina, king, reveal, plan, push, divers, can... | \n","
| 98112 | \n","[yearold, girl, larg, respons, start, johnni, ... | \n","
| 4697 | \n","[youtub, jake, paul, charg, trespass, loot, ar... | \n","
| 104903 | \n","[woman, propos, girlfriend, ryan, gosl, direct... | \n","
| \n"," | Feature | \n","Model Name | \n","Accuracy | \n","Precision | \n","Recall | \n","F1 Score | \n","
|---|---|---|---|---|---|---|
| 0 | \n","TFIDF-Uni+Bi | \n","LogisticRegression (TFIDF-Uni+Bi) | \n","0.808889 | \n","0.814345 | \n","0.808889 | \n","0.808677 | \n","
| 1 | \n","TFIDF-Uni+Bi | \n","SVM (TFIDF-Uni+Bi) | \n","0.806111 | \n","0.811630 | \n","0.806111 | \n","0.806211 | \n","
| 2 | \n","TFIDF-Unigram | \n","LogisticRegression (TFIDF-Unigram) | \n","0.805000 | \n","0.809712 | \n","0.805000 | \n","0.805380 | \n","
| 3 | \n","TFIDF-Uni+Bi+Tri | \n","SVM (TFIDF-Uni+Bi+Tri) | \n","0.803333 | \n","0.812125 | \n","0.803333 | \n","0.803435 | \n","
| 4 | \n","TFIDF-Uni+Bi+Tri | \n","LogisticRegression (TFIDF-Uni+Bi+Tri) | \n","0.803333 | \n","0.809895 | \n","0.803333 | \n","0.802640 | \n","
| 5 | \n","TFIDF-Uni+Bi+Tri | \n","NaiveBayes (TFIDF-Uni+Bi+Tri) | \n","0.799444 | \n","0.808174 | \n","0.799444 | \n","0.798501 | \n","
| 6 | \n","TFIDF-Unigram | \n","SVM (TFIDF-Unigram) | \n","0.797222 | \n","0.802831 | \n","0.797222 | \n","0.798171 | \n","
| 7 | \n","TFIDF-Uni+Bi | \n","NaiveBayes (TFIDF-Uni+Bi) | \n","0.797778 | \n","0.806185 | \n","0.797778 | \n","0.796972 | \n","
| 8 | \n","BoW | \n","LogisticRegression (BoW) | \n","0.795000 | \n","0.799598 | \n","0.795000 | \n","0.795669 | \n","
| 9 | \n","TFIDF-Unigram | \n","NaiveBayes (TFIDF-Unigram) | \n","0.788333 | \n","0.797322 | \n","0.788333 | \n","0.788492 | \n","
| 10 | \n","BoW | \n","NaiveBayes (BoW) | \n","0.786111 | \n","0.792152 | \n","0.786111 | \n","0.785996 | \n","
| 11 | \n","TFIDF-Uni+Bi+Tri | \n","RandomForest (TFIDF-Uni+Bi+Tri) | \n","0.759444 | \n","0.769943 | \n","0.759444 | \n","0.761920 | \n","
| 12 | \n","BoW | \n","SVM (BoW) | \n","0.759444 | \n","0.767269 | \n","0.759444 | \n","0.760983 | \n","
| 13 | \n","TFIDF-Uni+Bi | \n","RandomForest (TFIDF-Uni+Bi) | \n","0.757778 | \n","0.764609 | \n","0.757778 | \n","0.759538 | \n","
| 14 | \n","TFIDF-Unigram | \n","RandomForest (TFIDF-Unigram) | \n","0.746667 | \n","0.756737 | \n","0.746667 | \n","0.748448 | \n","
| Feature | \n","BoW | \n","TFIDF-Unigram | \n","TFIDF-Uni+Bi | \n","TFIDF-Uni+Bi+Tri | \n","W2V-CBOW | \n","W2V-SkipGram | \n","
|---|---|---|---|---|---|---|
| Model | \n","\n"," | \n"," | \n"," | \n"," | \n"," | \n"," |
| DecisionTree | \n","0.652377 | \n","0.636355 | \n","0.621127 | \n","0.614669 | \n","0.348072 | \n","0.499931 | \n","
| KNN | \n","0.245834 | \n","0.719721 | \n","0.729045 | \n","0.725691 | \n","0.368953 | \n","0.530759 | \n","
| LogisticRegression | \n","0.795669 | \n","0.805380 | \n","0.808677 | \n","0.802640 | \n","0.310132 | \n","0.511826 | \n","
| NaiveBayes | \n","0.785996 | \n","0.788492 | \n","0.796972 | \n","0.798501 | \n","0.202887 | \n","0.434642 | \n","
| RandomForest | \n","0.745052 | \n","0.748448 | \n","0.759538 | \n","0.761920 | \n","0.457260 | \n","0.593887 | \n","
| SVM | \n","0.760983 | \n","0.798171 | \n","0.806211 | \n","0.803435 | \n","0.249714 | \n","0.530239 | \n","