Update README.md

README.md

@@ -38,109 +38,110 @@ An example of the Chat GPT - 3.5 Turbo representations:
 
 <details>
   <summary>Click here for an overview of all topics.</summary>
-  
-  | Topic ID | Topic Keywords | Topic Frequency | Label | 
-|----------|----------------|-----------------|-------| 
-| -1 | you - to - your - and - that | 546 | -1_you_to_your_and | 
-| 0 | price - of - in - value - index | 34030 | 0_price_of_in_value | 
-| 1 | you - card - credit - your - to | 102457 | 1_you_card_credit_your | 
-| 2 | rating - trust - shares - quaer - stock | 171217 | 2_rating_trust_shares_quaer | 
-| 3 | game - washington - wizards - the - season | 30538 | 3_game_washington_wizards_the | 
-| 4 | app - easy - love - great - my | 57205 | 4_app_easy_love_great | 
-| 5 | and - to - the - in - about | 27829 | 5_and_to_the_in | 
-| 6 | deals - save - com - black - deal | 67826 | 6_deals_save_com_black | 
-| 7 | app - my - it - me - account | 23384 | 7_app_my_it_me | 
-| 8 | easy - use - very - convenient - navigate | 25012 | 8_easy_use_very_convenient | 
-| 9 | tickets - ticketmaster - swift - presale - taylor | 20637 | 9_tickets_ticketmaster_swift_presale | 
-| 10 | you - work - to - that - it | 14825 | 10_you_work_to_that | 
-| 11 | rating - stock - shares - 00 - quaer | 16734 | 11_rating_stock_shares_00 | 
-| 12 | patent - virginia - alexandria - inventors - assigned | 9483 | 12_patent_virginia_alexandria_inventors | 
-| 13 | de - la - en - el - que | 5562 | 13_de_la_en_el | 
-| 14 | it - you - wiki - that - he | 7589 | 14_it_you_wiki_that | 
-| 15 | biden - capitol - that - trump - the | 29399 | 15_biden_capitol_that_trump | 
-| 16 | great - good - excellent - awesome - very | 15650 | 16_great_good_excellent_awesome | 
-| 17 | hi - hey - me - hello - hu | 9391 | 17_hi_hey_me_hello | 
-| 18 | cou - county - case - to - the | 3496 | 18_cou_county_case_to | 
-| 19 | arena - center - tour - music - tickets | 9937 | 19_arena_center_tour_music | 
-| 20 | ihearadio - jingle - ball - photo - her | 16963 | 20_ihearadio_jingle_ball_photo | 
-| 21 | and - to - the - you - for | 7139 | 21_and_to_the_you | 
-| 22 | garcia - davis - fight - gervonta - he | 13708 | 22_garcia_davis_fight_gervonta | 
-| 23 | ihearadio - photo - festival - music - getty | 3245 | 23_ihearadio_photo_festival_music | 
-| 24 | farm - farmers - loans - loan - mogage | 4962 | 24_farm_farmers_loans_loan | 
-| 25 | banks - bank - zelle - overdraft - fees | 2692 | 25_banks_bank_zelle_overdraft | 
-| 26 | covid - nyc - bar - search - map | 8970 | 26_covid_nyc_bar_search | 
-| 27 | helix - solutions - aris - energy - water | 1398 | 27_helix_solutions_aris_energy | 
-| 28 | bs - blt - bue - crap - bib | 1635 | 28_bs_blt_bue_crap | 
-| 29 | matador - ironwood - resources - mtdr - company | 1286 | 29_matador_ironwood_resources_mtdr | 
-| 30 | doubleverify - dv - shopify - rating - stock | 1336 | 30_doubleverify_dv_shopify_rating | 
-| 31 | __ - http - add - me - please | 1184 | 31____http_add_me | 
-| 32 | amphastar - crowdstrike - pharmaceuticals - rating - stock | 1583 | 32_amphastar_crowdstrike_pharmaceuticals_rating | 
-| 33 | boy - wentz - band - fob - ego | 1087 | 33_boy_wentz_band_fob | 
-| 34 | nabors - industries - arvinas - rating - drilling | 1233 | 34_nabors_industries_arvinas_rating | 
-| 35 | arena - blink - center - may - 182 | 1215 | 35_arena_blink_center_may | 
-| 36 | biosciences - akoya - biopharmaceuticals - stock - of | 1573 | 36_biosciences_akoya_biopharmaceuticals_stock | 
-| 37 | therapeutics - rapt - chimerix - stock - rating | 1795 | 37_therapeutics_rapt_chimerix_stock | 
-| 38 | written - news - episode - video - the | 1170 | 38_written_news_episode_video | 
-| 39 | one - capital - you - it - that | 5740 | 39_one_capital_you_it | 
-| 40 | wizards - homebody - predictions - odds - picks | 13044 | 40_wizards_homebody_predictions_odds | 
-| 41 | sweepstakes - sponsor - any - prize - or | 2093 | 41_sweepstakes_sponsor_any_prize | 
-| 42 | cameron - her - getty - images - photo | 852 | 42_cameron_her_getty_images | 
-| 43 | arena - center - aug - drake - tour | 785 | 43_arena_center_aug_drake | 
-| 44 | eur1 - eur - of - price - in | 1120 | 44_eur1_eur_of_price | 
-| 45 | puth - like - love - he - song | 2216 | 45_puth_like_love_he | 
-| 46 | easy - very - peasy - fast - quick | 1798 | 46_easy_very_peasy_fast | 
-| 47 | immersive - vr - tech - forward - looking | 2191 | 47_immersive_vr_tech_forward | 
-| 48 | chargepoint - chpt - rating - stock - shares | 1611 | 48_chargepoint_chpt_rating_stock | 
-| 49 | chvrches - hott - stranding - her - mayberry | 592 | 49_chvrches_hott_stranding_her | 
-| 50 | tkk - tk - tzsarbreaux - 20se - ttds | 563 | 50_tkk_tk_tzsarbreaux_20se | 
-| 51 | morello - white - belasco - untamable - unpredictable | 630 | 51_morello_white_belasco_untamable | 
-| 52 | our - peapack - gladstone - we - and | 561 | 52_our_peapack_gladstone_we | 
-| 53 | white - footage - ihearadio - his - beck | 677 | 53_white_footage_ihearadio_his | 
-| 54 | libey - energy - lb - oilfield - stock | 668 | 54_libey_energy_lb_oilfield | 
-| 55 | trump - investigation - james - attorney - his | 853 | 55_trump_investigation_james_attorney | 
-| 56 | adr - adrs - mellon - of - in | 1024 | 56_adr_adrs_mellon_of | 
-| 57 | energy - rating - chesapeake - oil - research | 3156 | 57_energy_rating_chesapeake_oil | 
-| 58 | center - arena - 12 - tso - ghosts | 2762 | 58_center_arena_12_tso | 
-| 59 | socure - identity - verification - fraud - ventures | 484 | 59_socure_identity_verification_fraud | 
-| 60 | dua - her - pop - lipa - ihearadio | 567 | 60_dua_her_pop_lipa | 
-| 61 | laroi - kid - his - song - unreleased | 747 | 61_laroi_kid_his_song | 
-| 62 | fennec - pharmaceuticals - fenc - rating - stock | 413 | 62_fennec_pharmaceuticals_fenc_rating | 
-| 63 | lizzo - dance - kardashian - her - noh | 466 | 63_lizzo_dance_kardashian_her | 
-| 64 | saul - centers - bfs - rating - shares | 454 | 64_saul_centers_bfs_rating | 
-| 65 | ryan - brothers - jingle - ihearadio - ajr | 316 | 65_ryan_brothers_jingle_ihearadio | 
-| 66 | food - wine - festival - chef - beach | 536 | 66_food_wine_festival_chef | 
-| 67 | arena - spos - pumpkins - center - smashing | 1107 | 67_arena_spos_pumpkins_center | 
-| 68 | her - max - ava - jingle - ihearadio | 636 | 68_her_max_ava_jingle | 
-| 69 | montrose - environmental - meg - group - rating | 420 | 69_montrose_environmental_meg_group | 
-| 70 | lauv - song - his - photo - jingle | 347 | 70_lauv_song_his_photo | 
-| 71 | niall - harry - album - circus - direction | 344 | 71_niall_harry_album_circus | 
-| 72 | flute - lizzo - library - crystal - congress | 396 | 72_flute_lizzo_library_crystal | 
-| 73 | alamos - agi - gold - newswire - globe | 1246 | 73_alamos_agi_gold_newswire | 
-| 74 | capitals - sharks - nhl - expe - odds | 516 | 74_capitals_sharks_nhl_expe | 
-| 75 | 07 - 06 - center - arena - paramore | 571 | 75_07_06_center_arena | 
-| 76 | dcfc - tritium - chargers - rating - limited | 698 | 76_dcfc_tritium_chargers_rating | 
-| 77 | groove - engagement - sales - platform - salesforce | 288 | 77_groove_engagement_sales_platform | 
-| 78 | album - billboard - songs - cha - swift | 354 | 78_album_billboard_songs_cha | 
-| 79 | google - viual - card - you - your | 962 | 79_google_viual_card_you | 
-| 80 | train - album - am - gold - ihearadio | 1194 | 80_train_album_am_gold | 
-| 81 | ihearadio - chili - peppers - hair - he | 540 | 81_ihearadio_chili_peppers_hair | 
-| 82 | dj - baseball - ice - hockey - football | 381 | 82_dj_baseball_ice_hockey | 
-| 83 | dhabi - abu - adcb - aed1 - al | 749 | 83_dhabi_abu_adcb_aed1 | 
-| 84 | salle - la - saint - joseph - explorers | 360 | 84_salle_la_saint_joseph | 
-| 85 | holiday - day - open - closed - holidays | 254 | 85_holiday_day_open_closed | 
-| 86 | iheacountry - festival - country - ihearadio - austin | 976 | 86_iheacountry_festival_country_ihearadio | 
-| 87 | foods - simply - smpl - good - kilts | 1490 | 87_foods_simply_smpl_good | 
-| 88 | parking - http - howard - city - divisons | 387 | 88_parking_http_howard_city | 
-| 89 | bellamy - delonge - extraterrestrial - ego - alter | 373 | 89_bellamy_delonge_extraterrestrial_ego | 
-| 90 | rhett - his - country - thomas - album | 289 | 90_rhett_his_country_thomas | 
-| 91 | lgbt - prnewswire - national - nglcc - wbenc | 4136 | 91_lgbt_prnewswire_national_nglcc | 
-| 92 | tires - tire - goodyear - save - walma | 912 | 92_tires_tire_goodyear_save | 
-| 93 | customer - marketing - business - customers - your | 453 | 93_customer_marketing_business_customers | 
-| 94 | twitter - musk - that - to - elon | 844 | 94_twitter_musk_that_to | 
-| 95 | cincinnati - fhlb - results - unaudited - prnewswire | 1539 | 95_cincinnati_fhlb_results_unaudited | 
-| 96 | accurate - complete - securities - reader - necessarily | 581 | 96_accurate_complete_securities_reader | 
-| 97 | 22 - arena - center - vengeance - viva | 383 | 97_22_arena_center_vengeance | 
-| 98 | button - mobile - marketers - commerce - platform | 733 | 98_button_mobile_marketers_commerce |
+
+|   Topic | Representation                                                                                                                   |   Count | ChatGPT                                                                                                                  |
+|--------:|:---------------------------------------------------------------------------------------------------------------------------------|--------:|:-------------------------------------------------------------------------------------------------------------------------|
+|      -1 | ['dumps', 'td', 'social', 'online', 'pin', 'like', 'new', 'make', 'card', 'time']                                                |   34030 | ['Home design tips and mobile betting information']                                                                      |
+|       0 | ['price', 'value', 'index', 'market', '31', 'total', '30', 'shares', 'years', 'assets']                                          |  102457 | ['NYSE end of day stock repo and market update for MDC']                                                                 |
+|       1 | ['card', 'credit', 'cards', 'account', 'rewards', 'travel', 'cash', 'points', 'purchases', 'earn']                               |  171217 | ['Credit card application and travel tips for smoother experiences']                                                     |
+|       2 | ['rating', 'trust', 'estate', 'quaer', 'shares', 'stock', 'real', 'realty', 'investment', '00']                                  |   30538 | ['Real Estate Investment Trust Shareholder Activity and Performance in the First and Fourth Quarters']                   |
+|       3 | ['game', 'washington', 'wizards', 'season', 'bowl', 'games', 'capitals', 'team', 'spos', 'play']                                 |   57205 | ['Washington Wizards season and Capitals games']                                                                         |
+|       4 | ['app', 'easy', 'love', 'great', 'use', 'credit', 'payments', 'apps', 'good', 'make']                                            |   27829 | ['Easy-to-use app with great features and love for its simplicity']                                                      |
+|       5 | ['2022', 'workforce', 'employees', 'announced', 'layoffs', 'million', 'business', 'cash', 'company', 'income']                   |   67826 | ['Layoffs and restructuring announcements in 2022 by large companies listed on NASDAQ, NYSE, and other stock exchanges'] |
+|       6 | ['deals', 'save', 'black', 'deal', 'friday', 'walma', 'cyber', 'shopping', 'browser', 'best']                                    |   23384 | ['Early Black Friday Deals on Monitors, Soundbars, Apple Watch Series, and 60/58 Inch 4K TVs']                           |
+|       7 | ['app', 'account', 'update', 'log', 'phone', 'login', 'password', 'use', 'spark', 'quicken']                                     |   25012 | ['Issues with App Account Transactions and Security']                                                                    |
+|       8 | ['easy', 'use', 'convenient', 'navigate', 'friendly', 'fast', 'simple', 'works', 'quick', 'great']                               |   20637 | ['easy to use and very convenient']                                                                                      |
+|       9 | ['ticketmaster', 'swift', 'presale', 'taylor', 'ticket', 'fans', 'tour', 'eras', 'verified', 'sale']                             |   14825 | ["Ticketmaster's Chaos with Taylor Swift Ticket Sales"]                                                                  |
+|      10 | ['work', 'cons', 'pros', 'people', 'interview', 'great', 'good', 'like', 'tech', 'remote']                                       |   16734 | ['Software engineering degree apprenticeship and business planning']                                                     |
+|      11 | ['rating', 'stock', '00', 'shares', 'evgo', 'transocean', 'research', 'petroleum', 'quaer', 'company']                           |    9483 | ['Stock Rating of Occidental Petroleum and ConocoPhillips']                                                              |
+|      12 | ['patent', 'virginia', 'alexandria', 'inventors', 'assigned', 'initially', 'developed', 'filed', 'application', 'b2']            |    5562 | ['Patents awarded to Virginia inventors in Alexandria']                                                                  |
+|      13 | ['en', 'la', 'el', 'que', 'los', 'del', 'para', 'por', 'una', 'las']                                                             |    7589 | ['Mexican fintech startup reaches unicorn status amid global crisis']                                                    |
+|      14 | ['wiki', 'pirates', 'like', 'piece', 'luffy', 'manga', 'anime', 'lol', 'chapter', 'vol']                                         |   29399 | ['Characters and events in various series and performances involving pirates and music']                                 |
+|      15 | ['biden', 'capitol', 'trump', 'president', 'election', 'said', 'democracy', 'ukraine', 'people', 'house']                        |   15650 | ["President Biden's Speech Commemorating the Capitol Riot Anniversary and Accusations Against Trump"]                    |
+|      16 | ['great', 'good', 'excellent', 'awesome', 'nice', 'ok', 'wonderful', 'thanks', 'service', 'amazing']                             |    9391 | ['High Satisfaction Service']                                                                                            |
+|      17 | ['hi', 'hey', 'hello', 'hu', 'bush', 'yuh', 'howdy', 'chiasson', 'kira', 'yoe']                                                  |    3496 | ['Greetings and Names']                                                                                                  |
+|      18 | ['cou', 'county', 'case', 'plaintiff', 'filed', 'notice', 'attorney', 'judgment', 'civil', 'said']                               |    9937 | ['Foreclosure Auction Notices in Suffolk County Courts']                                                                 |
+|      19 | ['arena', 'center', 'tour', 'music', 'dates', 'tx', 'ca', 'album', 'garden', 'band']                                             |   16963 | ["Madonna's Global Arena Tour Dates and Ticket Information"]                                                             |
+|      20 | ['ihearadio', 'jingle', 'ball', 'photo', 'presented', 'tour', 'lizzo', 'lovato', 'demi', 'stage']                                |    7139 | ['ihearadio jingle ball 2022 performances featuring dua lipa, lizzo, charlie puth, the kid laroi, ajr, demi lovato']     |
+|      21 | ['lounge', 'airpo', 'new', 'food', 'city', 'restaurant', 'lounges', 'hotel', 'like', 'park']                                     |   13708 | ['Pebblecreek Retirement Community and Amenities']                                                                       |
+|      22 | ['garcia', 'davis', 'fight', 'gervonta', 'hector', 'ennis', 'boxing', 'luis', 'tank', 'wwe']                                     |    3245 | ['Gervonta Davis defends title against Hector Luis Garcia in boxing match']                                              |
+|      23 | ['ihearadio', 'photo', 'festival', 'music', 'getty', 'images', 'ego', 'alter', 'fans', 'chili']                                  |    4962 | ['2023 iHeartRadio Alter Ego Music Festival Highlights']                                                                 |
+|      24 | ['farm', 'farmers', 'loans', 'mogage', 'loan', 'agricultural', 'usda', 'agriculture', 'program', 'land']                         |    2692 | ['Farm Loans and Financial Assistance for Farmers']                                                                      |
+|      25 | ['banks', 'bank', 'zelle', 'overdraft', 'fees', 'customers', 'said', 'fraud', 'money', 'silicon']                                |    8970 | ["Impact of Bank of America's Overdraft Fee Reduction on the Banking Industry"]                                          |
+|      26 | ['covid', 'nyc', 'bar', 'search', 'map', 'detroit', 'educational', 'recognition', 'missing', 'delta']                            |    1398 | ['Search for COVID information in NYC and Detroit']                                                                      |
+|      27 | ['helix', 'solutions', 'aris', 'energy', 'water', 'rating', 'hlx', 'group', 'research', 'stock']                                 |    1635 | ['Helix Energy Solutions Group Stock and Ratings Analysis']                                                              |
+|      28 | ['bs', 'blt', 'bue', 'crap', 'bib', 'ugly', 'null', 'honestly', 'bachelor', 'coupon']                                            |    1286 | ['bs, blt, bue, crap, bib, ugly, null, honestly, bachelor, coupon']                                                      |
+|      29 | ['matador', 'ironwood', 'resources', 'mtdr', 'pharmaceuticals', 'company', 'rating', 'irwd', 'shares', 'stock']                  |    1336 | ['matador resources stock acquisitions and analyst ratings']                                                             |
+|      30 | ['doubleverify', 'dv', 'shopify', 'rating', 'stock', 'shares', '00', 'quaer', 'research', 'shop']                                |    1184 | ['DoubleVerify Holdings Inc (NYSE: DV) Stock and Investor Activity']                                                     |
+|      31 | ['__', 'add', 'date', 'correct', 'poor', 'location', 'pm', 'a1', 'aqesome', 'interested']                                        |    1583 | ['Data Quality Enhancement - Location Correction and Date Addition']                                                     |
+|      32 | ['amphastar', 'crowdstrike', 'pharmaceuticals', 'amph', 'rating', 'stock', 'shares', 'crwd', 'sold', 'company']                  |    1087 | ['Analysis of recent developments in the stock ratings and insider activities of Amphastar Pharmaceuticals']             |
+|      33 | ['boy', 'wentz', 'fob', 'band', 'ego', 'alter', 'cryptic', 'stump', 'album', 'guitar']                                           |    1233 | ['Fall Out Boy announces new era with cryptic ad and upcoming album, guitarist Joe Trohman discusses evolving sound']    |
+|      34 | ['nabors', 'industries', 'arvinas', 'drilling', 'rating', 'nbr', '00', 'research', 'target', 'stock']                            |    1215 | ['Nabors Industries stock ratings and financial performance']                                                            |
+|      35 | ['arena', 'blink', 'center', '182', 'tour', 'jul', 'delonge', 'oct', 'festival', 'band']                                         |    1573 | ['Blink 182 World Tour Announcement with Tom DeLonge Reunion and New Album']                                             |
+|      36 | ['biosciences', 'akoya', 'biopharmaceuticals', 'ideaya', 'stock', 'kodiak', 'shares', 'sciences', 'akya', 'price']               |    1795 | ['Nasdaq trading update for Akoya Biosciences Inc.']                                                                     |
+|      37 | ['therapeutics', 'rapt', 'chimerix', 'cmrx', 'rating', 'stock', 'repare', 'shares', '00', 'adc']                                 |    1170 | ['Rapt Therapeutics Stock Rating Analysis']                                                                              |
+|      38 | ['written', 'episode', 'news', 'video', 'season', 'new', 'wiki', 'january', 'december', 'live']                                  |    5740 | ["NYE events scaled back, Jo Koy's comedy journey, booster shots at Boston first night, Chicago 2021 review"]            |
+|      39 | ['like', 'commercial', 'know', 'wallet', 'got', 'hesitation', 'love', 'don', 've', 'dot']                                        |   13044 | ['Capital One Financial Services']                                                                                       |
+|      40 | ['wizards', 'homebody', 'predictions', 'odds', 'picks', 'et', 'tip', 'spurs', 'nba', 'expe']                                     |    2093 | ['New York Knicks vs Washington Wizards NBA Predictions and Odds']                                                       |
+|      41 | ['sweepstakes', 'sponsor', 'prize', 'entry', 'winner', 'station', 'text', 'edt', 'designated', 'entrant']                        |     852 | ['Sweepstakes rules and eligibility for 2022 iheacountry festival flyaway sweepstakes']                                  |
+|      42 | ['cameron', 'getty', 'images', 'photo', 'song', 'singer', 'sultry', 'stage', 'dove', 'noh']                                      |     785 | ["Dove Cameron's Performance at iHeartRadio Jingle Ball 2022"]                                                           |
+|      43 | ['arena', 'center', 'aug', 'drake', 'tour', 'jul', 'ca', 'sat', 'lamar', 'blur']                                                 |    1120 | ['Drake "It All Blur" 2023 Tour Dates']                                                                                  |
+|      44 | ['eur1', 'eur', 'price', 'director', 'change', 'assets', 'past', 'section', 'net', 'year']                                       |    2216 | ['Belgian diversified holding company stock price movements in EUR']                                                     |
+|      45 | ['puth', 'like', 'love', 'song', 'music', 'jojo', 'charlie', 'loser', 'arpeggios', 'jungkook']                                   |    1798 | ["Charlie Puth's new album release and bromance with Jungkook from BTS"]                                                 |
+|      46 | ['easy', 'peasy', 'fast', 'quick', 'simple', 'super', 'smooth', 'thanks', 'pretty', 'love']                                      |    2191 | ['Topic: Easy and Quick Solutions']                                                                                      |
+|      47 | ['immersive', 'vr', 'tech', 'forward', 'looking', 'xr', 'cse', 'uncontained', 'information', 'synthesisvr']                      |    1611 | ['XR Immersive Tech and SynthesisVR Announcement and Updates']                                                           |
+|      48 | ['chargepoint', 'chpt', 'rating', 'stock', '00', 'shares', 'research', 'sold', 'quaer', 'target']                                |     592 | ['ChargePoint Holdings Inc Stock Analysis and Investor Activity']                                                        |
+|      49 | ['chvrches', 'hott', 'stranding', 'mayberry', 'ego', 'alter', 'death', 'lauren', 'band', 'followed']                             |     563 | ['Chvrches performance at iHeartRadio Alter Ego and potential involvement in Death Stranding soundtrack']                |
+|      50 | ['tkk', 'tk', 'tzsarbreaux', '20se', 'ttds', 'lmk', 'tdp', 'demko', 'vols', 'tcl']                                               |     630 | ['tkk, tk, tzsarbreaux, 20se, ttds, lmk, tdp, demko, vols, tcl']                                                         |
+|      51 | ['morello', 'white', 'belasco', 'untamable', 'unpredictable', 'wild', 'pa', 'theater', 'awesome', 'måneskin']                    |     561 | ['Jack White and Tom Morello Rock Out at Belasco Theater']                                                               |
+|      52 | ['peapack', 'gladstone', 'pgc', 'ffo', 'expenses', 'management', 'development', 'financial', 'product', 'candidates']            |     677 | ['NYSE stock performance of Plymouth Industrial REIT']                                                                   |
+|      53 | ['white', 'footage', 'ihearadio', 'beck', 'stripes', 'shaped', 'jack', 'solo', 'fans', 'army']                                   |     668 | ["Jack White's Asia Tour and Fan Engagement"]                                                                            |
+|      54 | ['libey', 'energy', 'lb', 'oilfield', 'stock', 'rating', 'shares', '00', 'services', 'company']                                  |     853 | ['Libey Energy Inc Stock Performance and Analyst Ratings']                                                               |
+|      55 | ['trump', 'investigation', 'james', 'attorney', 'organization', 'donald', 'office', 'said', 'evidence', 'cou']                   |    1024 | ["Investigation into Trump Organization's Alleged Misleading Asset Valuations led by Attorney General James"]            |
+|      56 | ['adr', 'adrs', 'mellon', 'depository', 'composite', 'york', 'llc', 'years', 'past', 'price']                                    |    3156 | ['topic stenka: adr adrs composite price york years']                                                                    |
+|      57 | ['energy', 'rating', 'chesapeake', 'oil', 'enerplus', 'gas', 'research', '00', 'estimates', 'stock']                             |    2762 | ['Energy Stock Ratings and Earnings Forecasts']                                                                          |
+|      58 | ['center', 'arena', 'tso', '12', 'ghosts', 'tour', 'eve', 'oh', 'matinee', 'siberian']                                           |     484 | ['Trans Siberian Orchestra 2022 Winter Tour - The Ghosts of Christmas Eve Tour Dates']                                   |
+|      59 | ['socure', 'identity', 'verification', 'fraud', 'ventures', 'customers', 'digital', 'identities', 'mend', 'sass']                |     567 | ['Socure - Leader in Digital Identity Verification and Fraud Solutions']                                                 |
+|      60 | ['dua', 'pop', 'lipa', 'ihearadio', 'nostalgia', 'album', 'dance', 'dancers', 'photo', 'jingle']                                 |     747 | ["Dua Lipa's Pop Success and Dance Performances at iHeartRadio Jingle Ball"]                                             |
+|      61 | ['laroi', 'kid', 'song', 'unreleased', 'acoustic', 'ihearadio', 'biggest', 'stage', 'jingle', 'glowed']                          |     413 | ["The Kid Laroi's Unreleased Acoustic Songs at iHeartRadio Jingle Ball"]                                                 |
+|      62 | ['fennec', 'pharmaceuticals', 'fenc', 'rating', '00', 'frx', 'stock', 'research', 'analysts', 'company']                         |     466 | ['Fennec Pharmaceuticals Stock Analysis & Ratings']                                                                      |
+|      63 | ['lizzo', 'dance', 'kardashian', 'noh', 'ones', 'cw', 'fun', 'ryan', 'conce', 'ihearadio']                                       |     454 | ["Lizzo and Noh's Fun Dance Collaboration with Kardashian and Ryan at Concert"]                                          |
+|      64 | ['saul', 'centers', 'bfs', 'rating', 'zacks', 'research', 'stock', 'shares', 'estate', 'buy']                                    |     316 | ['Saul Centers Inc (NYSE: BFS) Earnings and Stock Analysis']                                                             |
+|      65 | ['ryan', 'brothers', 'jingle', 'ajr', 'ihearadio', 'ball', 'jack', 'inspired', 'trio', 'weak']                                   |     536 | ['AJR brothers performance at iHeartRadio Jingle Ball with inspired song "Weak"']                                        |
+|      66 | ['food', 'wine', 'festival', 'chef', 'beach', 'miami', 'sobewff', 'chefs', 'beard', 'restaurant']                                |    1107 | ['South Beach Wine and Food Festival in Miami Beach']                                                                    |
+|      67 | ['arena', 'spos', 'pumpkins', 'smashing', 'center', 'betting', 'addiction', 'corgan', '10', 'jane']                              |     636 | ['Smashing Pumpkins\' Epic 33-Track Album "Atum" Release and Tour Dates']                                                |
+|      68 | ['max', 'ava', 'jingle', 'ihearadio', 'ball', 'changed', 'perception', 'breakup', 'weapons', 'album']                            |     420 | ["Ava Max's Performance at the 2022 iHeartRadio Jingle Ball and Breakup-Inspired Album"]                                 |
+|      69 | ['montrose', 'environmental', 'meg', 'group', 'rating', 'permitting', 'response', 'projects', 'shares', 'stock']                 |     347 | ['Montrose Environmental Group Stock Analysis and Ratings']                                                              |
+|      70 | ['lauv', 'song', 'jingle', 'photo', 'getty', 'images', 'loneliness', 'ball', 'ihearadio', 'tired']                               |     344 | ["Lauv's Emotional Performance at iHeartRadio Jingle Ball"]                                                              |
+|      71 | ['niall', 'harry', 'album', 'circus', 'narry', 'direction', 'horan', 'liam', 'thank', 'fan']                                     |     396 | ["Potential Harry Styles Collaboration on Niall Horan's Upcoming Circus-Themed Album"]                                   |
+|      72 | ['flute', 'lizzo', 'library', 'crystal', 'congress', 'madison', 'history', 'james', 'played', 'instrument']                      |    1246 | ["Lizzo Playing James Madison's Crystal Flute at Library of Congress"]                                                   |
+|      73 | ['alamos', 'agi', 'gold', 'newswire', 'globe', 'creighton', 'tsx', 'toronto', 'production', 'georgetown']                        |     516 | ['Alamos Gold Inc Financial Results Q3 2022']                                                                            |
+|      74 | ['capitals', 'sharks', 'nhl', 'expe', 'odds', 'puck', 'lines', 'analyze', 'scheduled', 'tipico']                                 |     571 | ['NHL game analysis between San Jose Sharks and Washington Capitals']                                                    |
+|      75 | ['07', '06', 'arena', 'center', 'paramore', 'album', '05', 'ca', 'kia', 'fieldhouse']                                            |     698 | ["Paramore's 2023 Tour Dates at Various Arenas"]                                                                         |
+|      76 | ['dcfc', 'tritium', 'chargers', 'rating', 'limited', 'research', 'stock', '00', 'repo', 'shares']                                |     288 | ['Tritium DCFC Stock Ratings and Institutional Trading']                                                                 |
+|      77 | ['groove', 'engagement', 'sales', 'g2', 'salesforce', 'platform', 'enterprises', 'leading', 'trustradius', 'customer']           |     354 | ['Groove - Leading Salesforce Sales Engagement Platform for Enterprises on G2']                                          |
+|      78 | ['album', 'billboard', 'songs', 'cha', 'swift', 'trending', 'hot', 'bts', 'midnights', 'song']                                   |     962 | ['Billboard Hot Trending Songs - Swift\'s "Midnights" Album and BTS Songs']                                              |
+|      79 | ['google', 'viual', 'card', 'cards', 'pay', 'wallet', 'android', 'use', 'credit', 'payment']                                     |    1194 | ['Virtual Credit Cards for Secure Online Shopping']                                                                      |
+|      80 | ['train', 'album', 'gold', 'ihearadio', 'release', 'exclusive', 'love', 'songs', 'tour', 'jewel']                                |     540 | ['Train\'s "Am Gold" Album Release Event with iHeartRadio']                                                              |
+|      81 | ['ihearadio', 'chili', 'peppers', 'hair', 'hot', 'shared', 'red', 'double', 'toothed', 'bukowski']                               |     381 | ['Red Hot Chili Peppers bassist Flea and iHeartRadio events']                                                            |
+|      82 | ['dj', 'baseball', 'ice', 'hockey', 'soccer', 'football', 'basketball', 'videos', 'prnewswire', 'token']                         |     749 | ['sports entertainment and news']                                                                                        |
+|      83 | ['dhabi', 'abu', 'adcb', 'aed1', 'al', 'aed', 'arab', 'bank', 'commercial', 'mohamed']                                           |     360 | ['Abu Dhabi Commercial Bank (ADCB) Stock Analysis']                                                                      |
+|      84 | ['salle', 'saint', 'la', 'joseph', 'explorers', 'odds', 'hawks', 'tournament', 'st', 'atlantic']                                 |     254 | ['Saint Joseph vs La Salle Atlantic 10 Tournament Odds Prediction']                                                      |
+|      85 | ['holiday', 'day', 'open', 'closed', 'holidays', 'bank', 'banks', 'christmas', 'hours', 'federal']                               |     976 | ['Bank Holiday Schedule for 2022 - Are Banks Open or Closed on MLK Day and Other Holidays?']                             |
+|      86 | ['iheacountry', 'festival', 'country', 'ihearadio', 'austin', 'pt', 'ram', 'stage', 'performances', 'moody']                     |    1490 | ['iheacountry festival lineup in Austin, May 13th']                                                                      |
+|      87 | ['foods', 'simply', 'smpl', 'kilts', 'good', 'atkins', 'mr', 'growth', 'scalzo', 'nasdaq']                                       |     387 | ['Simply Good Foods Company (NASDAQ: SMPL) Stock Analysis - End of Day and End of Week Reports']                         |
+|      88 | ['parking', 'howard', 'city', 'divisons', 'washingtondc', 'citycenterdc', 'mpd', 'reliably', 'nats', 'auxiliary']                |     373 | ['Parking Resources in Washington, DC']                                                                                  |
+|      89 | ['bellamy', 'delonge', 'extraterrestrial', 'ego', 'alter', 'alien', 'disappointment', 'muse', 'hunting', 'tom']                  |     289 | ["Tom DeLonge's Alien Hunting Invitation to Matt Bellamy at iHeartRadio Alter Ego"]                                      |
+|      90 | ['rhett', 'country', 'thomas', 'iheacountry', 'album', 'akins', 'underwood', 'ihearadio', 'festival', 'song']                    |    4136 | ["Thomas Rhett's Exclusive iHeartRadio Album Release Party featuring Collaborations and New Songs"]                      |
+|      91 | ['lgbt', 'prnewswire', 'national', 'nglcc', 'wbenc', 'nbic', 'council', 'saturday', 'business', 'corporations']                  |     912 | ['National LGBT Chamber of Commerce Annual CoHo Announcement - Washington, Oct 27 2022']                                 |
+|      92 | ['tires', 'tire', 'goodyear', 'save', 'walma', 'snow', 'deals', 'firestone', 'michelin', 'terrain']                              |     453 | ['Cyber Monday and Black Friday Tire Deals: Goodyear, Michelin, Firestone, Walmart (Walma)']                             |
+|      93 | ['customer', 'marketing', 'customers', 'business', 'b2b', 'digital', 'brand', 'transformation', 'centric', 'brands']             |     844 | ['The Role of Email Marketing in Driving Customer-Centric Digital Transformation']                                       |
+|      94 | ['musk', 'elon', 'tiktok', 'social', 'media', 'users', 'said', 'tech', 'content', 'google']                                      |    1539 | ["Twitter chaos and Musk's influence on the app economy"]                                                                |
+|      95 | ['cincinnati', 'fhlb', 'results', 'unaudited', 'prnewswire', 'released', 'federal', 'loan', 'home', 'ended']                     |     581 | ['Federal Home Loan Bank of Cincinnati Unauidted Financial Results - Q3 2022']                                           |
+|      96 | ['accurate', 'complete', 'securities', 'reader', 'necessarily', 'assume', 'reviewed', 'determined', 'information', 'commission'] |     383 | ['securities and exchange commission filing review and accuracy']                                                        |
+|      97 | ['22', 'arena', 'center', 'vengeance', 'viva', 'las', 'panic', '10', 'disco', 'tx']                                              |     733 | ["Panic at the Disco's Viva Las Vengeance Tour Dates"]                                                                   |
+|      98 | ['button', 'mobile', 'marketers', 'commerce', 'prnewswire', 'platform', 'cookieless', 'optimized', 'surpassed', 'leading']       |     546 | ['mobile commerce platform surpasses billion in revenue']                                                                |  
+ 
   
 </details>