Modelpublic
davanstrien/chat_topics
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Model Card
chat_topics
This is a 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 bertopicYou can use the model as follows:
python
from bertopic import BERTopic
topic_model = BERTopic.load("davanstrien/chat_topics")
topic_model.get_topic_info()Topic overview
- —Number of topics: 75
- —Number of training documents: 63530
<details> <summary>Click here for an overview of all topics.</summary>
| Topic ID | Topic Keywords | Topic Frequency | Label |
|---|---|---|---|
| -1 | provide - using - information - sure - help | 26 | -1provideusinginformationsure |
| 0 | openai - ai - chatgpt - assistant - language | 7837 | Generative AI |
| 1 | anytime - welcome - assistance - helpful - thank | 1342 | 1anytimewelcomeassistancehelpful |
| 2 | quantum - particle - physics - particles - relativity | 778 | Physics |
| 3 | story - lived - life - novel - felt | 569 | 3storylivedlifenovel |
| 4 | letter - sincerely - regards - email - dear | 516 | 4lettersincerelyregardsemail |
| 5 | rust - haskell - programming - java - languages | 504 | programming |
| 6 | css - html - style - div - js | 494 | web programming |
| 7 | linux - ubuntu - debian - fedora - install | 440 | 7linuxubuntudebianfedora |
| 8 | recipe - bake - ingredients - baking - dough | 425 | 8recipebakeingredientsbaking |
| 9 | websocket - json - socket - api - discord | 425 | 9websocketjsonsocketapi |
| 10 | communism - capitalism - marx - economic - economy | 424 | 10communismcapitalismmarxeconomic |
| 11 | dog - pet - breed - breeds - pets | 408 | 11dogpetbreedbreeds |
| 12 | philosophy - theological - philosophical - beliefs - consciousness | 394 | 12philosophytheologicalphilosophicalbeliefs |
| 13 | git - github - repository - software - commit | 381 | 13gitgithubrepositorysoftware |
| 14 | music - songs - musical - lyrics - song | 370 | 14musicsongsmusicallyrics |
| 15 | devops - development - developers - industry - develop | 323 | 15devopsdevelopmentdevelopersindustry |
| 16 | pythagorean - hypotenuse - triangle - math - sqrt | 302 | 16pythagoreanhypotenusetrianglemath |
| 17 | eu - europe - economy - economic - war | 291 | 17eueuropeeconomyeconomic |
| 18 | sleep - asleep - bedtime - procrastination - depression | 280 | 18sleepasleepbedtimeprocrastination |
| 19 | kramer - seinfeld - jerry - cafe - elaine | 279 | 19kramerseinfeldjerrycafe |
| 20 | printing - prints - printer - print - printers | 276 | 20printingprintsprinterprint |
| 21 | influenza - flu - panic - symptoms - medical | 251 | 21influenzaflupanicsymptoms |
| 22 | chess - chessboard - practice - strategy - learn | 242 | 22chesschessboardpracticestrategy |
| 23 | algorithm - primes - array - integers - python | 240 | 23algorithmprimesarrayintegers |
| 24 | youtube - viewers - media - google - streaming | 240 | 24youtubeviewersmediagoogle |
| 25 | poison - chemicals - powder - turpentine - smoke | 226 | 25poisonchemicalspowderturpentine |
| 26 | monday - sunday - countweekenddays - calendar - dates | 216 | 26mondaysundaycountweekenddayscalendar |
| 27 | colors - colour - color - pigments - blue | 208 | 27colorscolourcolorpigments |
| 28 | roman - attila - rome - empire - warfare | 205 | 28romanattilaromeempire |
| 29 | investing - investments - investment - stocks - financial | 204 | 29investinginvestmentsinvestmentstocks |
| 30 | vocabulary - wordle - words - scrabble - word | 201 | 30vocabularywordlewordsscrabble |
| 31 | planets - sun - earth - planet - pluto | 198 | 31planetssunearthplanet |
| 32 | renewable - solar - electricity - energy - electrical | 190 | 32renewablesolarelectricityenergy |
| 33 | pygame - ball_radius - draw - circle - canvas | 181 | 33pygameballradiusdraw_circle |
| 34 | fishing - fish - boat - hiking - camping | 176 | 34fishingfishboathiking |
| 35 | gpus - gpu - motherboard - cpu - hardware | 162 | 35gpusgpumotherboardcpu |
| 36 | hvac - remodeling - energy - kwh - housing | 159 | 36hvacremodelingenergykwh |
| 37 | database - graphql - databases - postgresql - sql | 159 | 37databasegraphqldatabasespostgresql |
| 38 | información - significado - cómo - como - sistemas | 158 | 38informaciónsignificadocómocomo |
| 39 | motherboard - pcie - gpu - bios - computer | 153 | 39motherboardpciegpubios |
| 40 | crops - produce - planting - peppers - plants | 148 | 40cropsproduceplantingpeppers |
| 41 | paintings - art - modernist - artists - modern | 148 | 41paintingsartmodernistartists |
| 42 | workout - exercises - dumbbells - dumbbell - exercise | 147 | 42workoutexercisesdumbbellsdumbbell |
| 43 | climate - warming - pollution - environmental - emissions | 142 | 43climatewarmingpollutionenvironmental |
| 44 | coffee - espresso - brewing - tea - beans | 137 | 44coffeeespressobrewingtea |
| 45 | velocity - drag - acceleration - density - formula | 132 | 45velocitydragaccelerationdensity |
| 46 | woodchuck - woodchucks - units - kilogram - kilograms | 130 | 46woodchuckwoodchucksunitskilogram |
| 47 | ascii - glyphs - hiragana - art - font | 129 | 47asciiglyphshiraganaart |
| 48 | guitars - guitar - strings - guitarists - instrument | 127 | 48guitarsguitarstringsguitarists |
| 49 | tallest - buildings - building - burj - khalifa | 114 | 49tallestbuildingsbuildingburj |
| 50 | flat - earth - curvature - spherical - tectonic | 111 | 50flatearthcurvaturespherical |
| 51 | essay - awareness - understanding - being - be | 102 | 51essayawarenessunderstandingbeing |
| 52 | portals - ender - portal - obsidian - netherite | 102 | 52portalsenderportalobsidian |
| 53 | android - apple - phones - devices - vehicles | 101 | 53androidapplephonesdevices |
| 54 | fasting - dietary - diet - eating - metabolic | 101 | 54fastingdietarydieteating |
| 55 | meditation - relief - pain - health - nociception | 99 | 55meditationreliefpainhealth |
| 56 | weather - forecast - forecasts - raining - precipitation | 95 | 56weatherforecastforecastsraining |
| 57 | president - presidents - presidency - constitution - biden | 94 | 57presidentpresidentspresidencyconstitution |
| 58 | no - nope - yes - not - maybe | 94 | 58nonopeyesnot |
| 59 | peregrine - airspeed - falcon - speed - bird | 90 | 59peregrineairspeedfalconspeed |
| 60 | crontab - cron - myscript - script - bash | 83 | 60crontabcronmyscriptscript |
| 61 | youtuber - streamer - ceo - musk - founder | 83 | 61youtuberstreamerceomusk |
| 62 | layovers - flights - circumnavigate - layover - travel | 83 | 62layoversflightscircumnavigatelayover |
| 63 | keyboards - keyboard - switches - qwerty - types | 83 | 63keyboardskeyboardswitchesqwerty |
| 64 | filepathindir1 - filepath1 - csvfile - filepathindir2 - file_path2 | 80 | 64filepathindir1filepath1csvfilefilepathindir2 |
| 65 | pele - maradona - lebron - ronaldo - nba | 76 | 65pelemaradonalebronronaldo |
| 66 | alopecia - hairstyles - hairstyle - hair - scalp | 66 | 66alopeciahairstyleshairstylehair |
| 67 | nginx - docker - kubernetes - proxy_pass - nodeport | 65 | 67nginxdockerkubernetesproxy_pass |
| 68 | directories - directory - sudo - filesystem - folders | 62 | 68directoriesdirectorysudofilesystem |
| 69 | gps - map - geocaching - maps - armenia | 52 | 69gpsmapgeocachingmaps |
| 70 | meiosis - mitosis - fertilization - reproduction - ovulation | 51 | 70meiosismitosisfertilizationreproduction |
| 71 | colleges - admissions - universities - campus - university | 43 | 71collegesadmissionsuniversitiescampus |
| 72 | unicorns - unicorn - pony - ponies - mythical | 32 | 72unicornsunicornponyponies |
| 73 | superpowers - abilities - superhero - superhuman - powers | 28 | 73superpowersabilitiessuperherosuperhuman |
</details>
Training hyperparameters
- —calculate_probabilities: False
- —language: None
- —low_memory: False
- —mintopicsize: 20
- —ngramrange: (1, 1)
- —nr_topics: 75
- —seedtopiclist: None
- —topnwords: 10
- —verbose: True
Framework versions
- —Numpy: 1.22.4
- —HDBSCAN: 0.8.29
- —UMAP: 0.5.3
- —Pandas: 1.5.3
- —Scikit-Learn: 1.2.2
- —Sentence-transformers: 2.2.2
- —Transformers: 4.29.2
- —Numba: 0.56.4
- —Plotly: 5.13.1
- —Python: 3.10.11
