|
|
|
--- |
|
tags: |
|
- bertopic |
|
library_name: bertopic |
|
pipeline_tag: text-classification |
|
--- |
|
|
|
# C2-Topic-Model-100 |
|
|
|
This is a [BERTopic](https://github.com/MaartenGr/BERTopic) model. |
|
BERTopic is a flexible and modular topic modeling framework that allows for the generation of easily interpretable topics from large datasets. |
|
|
|
## Usage |
|
|
|
To use this model, please install BERTopic: |
|
|
|
``` |
|
pip install -U bertopic |
|
``` |
|
|
|
You can use the model as follows: |
|
|
|
```python |
|
from bertopic import BERTopic |
|
topic_model = BERTopic.load("AlexanderHolmes0/C2-Topic-Model-100") |
|
|
|
topic_model.get_topic_info() |
|
``` |
|
|
|
An example of the Chat GPT - 3.5 Turbo representations: |
|
 |
|
|
|
## Topic overview |
|
|
|
* Number of topics: 100 |
|
* Number of training documents: 828299 |
|
|
|
<details> |
|
<summary>Click here for an overview of all topics.</summary> |
|
|
|
| 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> |
|
|
|
## Training hyperparameters |
|
|
|
* calculate_probabilities: False |
|
* language: None |
|
* low_memory: False |
|
* min_topic_size: 500 |
|
* n_gram_range: (1, 1) |
|
* nr_topics: 100 |
|
* seed_topic_list: None |
|
* top_n_words: 10 |
|
* verbose: True |
|
|
|
## Framework versions |
|
|
|
* Numpy: 1.26.4 |
|
* HDBSCAN: 0.8.33 |
|
* UMAP: 0.5.5 |
|
* Pandas: 2.0.3 |
|
* Scikit-Learn: 1.4.1.post1 |
|
* Sentence-transformers: 2.5.1 |
|
* Transformers: 4.39.1 |
|
* Numba: 0.59.1 |
|
* Plotly: 5.20.0 |
|
* Python: 3.11.8 |
|
|
