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--- |
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tags: |
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- bertopic |
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library_name: bertopic |
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pipeline_tag: text-classification |
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license: mit |
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datasets: |
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- OpenAssistant/oasst1 |
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language: |
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- en |
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--- |
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# chat_topics |
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This is a [BERTopic](https://github.com/MaartenGr/BERTopic) model. |
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BERTopic is a flexible and modular topic modeling framework that allows for the generation of easily interpretable topics from large datasets. |
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## Usage |
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To use this model, please install BERTopic: |
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``` |
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pip install -U bertopic |
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``` |
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You can use the model as follows: |
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```python |
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from bertopic import BERTopic |
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topic_model = BERTopic.load("davanstrien/chat_topics") |
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topic_model.get_topic_info() |
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``` |
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## Topic overview |
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* Number of topics: 75 |
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* Number of training documents: 63530 |
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<details> |
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<summary>Click here for an overview of all topics.</summary> |
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| Topic ID | Topic Keywords | Topic Frequency | Label | |
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|----------|----------------|-----------------|-------| |
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| -1 | provide - using - information - sure - help | 26 | -1_provide_using_information_sure | |
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| 0 | openai - ai - chatgpt - assistant - language | 7837 | Generative AI | |
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| 1 | anytime - welcome - assistance - helpful - thank | 1342 | 1_anytime_welcome_assistance_helpful | |
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| 2 | quantum - particle - physics - particles - relativity | 778 | Physics | |
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| 3 | story - lived - life - novel - felt | 569 | 3_story_lived_life_novel | |
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| 4 | letter - sincerely - regards - email - dear | 516 | 4_letter_sincerely_regards_email | |
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| 5 | rust - haskell - programming - java - languages | 504 | programming | |
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| 6 | css - html - style - div - js | 494 | web programming | |
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| 7 | linux - ubuntu - debian - fedora - install | 440 | 7_linux_ubuntu_debian_fedora | |
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| 8 | recipe - bake - ingredients - baking - dough | 425 | 8_recipe_bake_ingredients_baking | |
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| 9 | websocket - json - socket - api - discord | 425 | 9_websocket_json_socket_api | |
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| 10 | communism - capitalism - marx - economic - economy | 424 | 10_communism_capitalism_marx_economic | |
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| 11 | dog - pet - breed - breeds - pets | 408 | 11_dog_pet_breed_breeds | |
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| 12 | philosophy - theological - philosophical - beliefs - consciousness | 394 | 12_philosophy_theological_philosophical_beliefs | |
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| 13 | git - github - repository - software - commit | 381 | 13_git_github_repository_software | |
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| 14 | music - songs - musical - lyrics - song | 370 | 14_music_songs_musical_lyrics | |
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| 15 | devops - development - developers - industry - develop | 323 | 15_devops_development_developers_industry | |
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| 16 | pythagorean - hypotenuse - triangle - math - sqrt | 302 | 16_pythagorean_hypotenuse_triangle_math | |
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| 17 | eu - europe - economy - economic - war | 291 | 17_eu_europe_economy_economic | |
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| 18 | sleep - asleep - bedtime - procrastination - depression | 280 | 18_sleep_asleep_bedtime_procrastination | |
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| 19 | kramer - seinfeld - jerry - cafe - elaine | 279 | 19_kramer_seinfeld_jerry_cafe | |
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| 20 | printing - prints - printer - print - printers | 276 | 20_printing_prints_printer_print | |
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| 21 | influenza - flu - panic - symptoms - medical | 251 | 21_influenza_flu_panic_symptoms | |
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| 22 | chess - chessboard - practice - strategy - learn | 242 | 22_chess_chessboard_practice_strategy | |
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| 23 | algorithm - primes - array - integers - python | 240 | 23_algorithm_primes_array_integers | |
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| 24 | youtube - viewers - media - google - streaming | 240 | 24_youtube_viewers_media_google | |
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| 25 | poison - chemicals - powder - turpentine - smoke | 226 | 25_poison_chemicals_powder_turpentine | |
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| 26 | monday - sunday - count_weekend_days - calendar - dates | 216 | 26_monday_sunday_count_weekend_days_calendar | |
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| 27 | colors - colour - color - pigments - blue | 208 | 27_colors_colour_color_pigments | |
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| 28 | roman - attila - rome - empire - warfare | 205 | 28_roman_attila_rome_empire | |
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| 29 | investing - investments - investment - stocks - financial | 204 | 29_investing_investments_investment_stocks | |
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| 30 | vocabulary - wordle - words - scrabble - word | 201 | 30_vocabulary_wordle_words_scrabble | |
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| 31 | planets - sun - earth - planet - pluto | 198 | 31_planets_sun_earth_planet | |
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| 32 | renewable - solar - electricity - energy - electrical | 190 | 32_renewable_solar_electricity_energy | |
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| 33 | pygame - ball_radius - draw - circle - canvas | 181 | 33_pygame_ball_radius_draw_circle | |
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| 34 | fishing - fish - boat - hiking - camping | 176 | 34_fishing_fish_boat_hiking | |
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| 35 | gpus - gpu - motherboard - cpu - hardware | 162 | 35_gpus_gpu_motherboard_cpu | |
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| 36 | hvac - remodeling - energy - kwh - housing | 159 | 36_hvac_remodeling_energy_kwh | |
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| 37 | database - graphql - databases - postgresql - sql | 159 | 37_database_graphql_databases_postgresql | |
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| 38 | informaci贸n - significado - c贸mo - como - sistemas | 158 | 38_informaci贸n_significado_c贸mo_como | |
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| 39 | motherboard - pcie - gpu - bios - computer | 153 | 39_motherboard_pcie_gpu_bios | |
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| 40 | crops - produce - planting - peppers - plants | 148 | 40_crops_produce_planting_peppers | |
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| 41 | paintings - art - modernist - artists - modern | 148 | 41_paintings_art_modernist_artists | |
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| 42 | workout - exercises - dumbbells - dumbbell - exercise | 147 | 42_workout_exercises_dumbbells_dumbbell | |
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| 43 | climate - warming - pollution - environmental - emissions | 142 | 43_climate_warming_pollution_environmental | |
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| 44 | coffee - espresso - brewing - tea - beans | 137 | 44_coffee_espresso_brewing_tea | |
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| 45 | velocity - drag - acceleration - density - formula | 132 | 45_velocity_drag_acceleration_density | |
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| 46 | woodchuck - woodchucks - units - kilogram - kilograms | 130 | 46_woodchuck_woodchucks_units_kilogram | |
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| 47 | ascii - glyphs - hiragana - art - font | 129 | 47_ascii_glyphs_hiragana_art | |
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| 48 | guitars - guitar - strings - guitarists - instrument | 127 | 48_guitars_guitar_strings_guitarists | |
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| 49 | tallest - buildings - building - burj - khalifa | 114 | 49_tallest_buildings_building_burj | |
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| 50 | flat - earth - curvature - spherical - tectonic | 111 | 50_flat_earth_curvature_spherical | |
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| 51 | essay - awareness - understanding - being - be | 102 | 51_essay_awareness_understanding_being | |
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| 52 | portals - ender - portal - obsidian - netherite | 102 | 52_portals_ender_portal_obsidian | |
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| 53 | android - apple - phones - devices - vehicles | 101 | 53_android_apple_phones_devices | |
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| 54 | fasting - dietary - diet - eating - metabolic | 101 | 54_fasting_dietary_diet_eating | |
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| 55 | meditation - relief - pain - health - nociception | 99 | 55_meditation_relief_pain_health | |
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| 56 | weather - forecast - forecasts - raining - precipitation | 95 | 56_weather_forecast_forecasts_raining | |
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| 57 | president - presidents - presidency - constitution - biden | 94 | 57_president_presidents_presidency_constitution | |
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| 58 | no - nope - yes - not - maybe | 94 | 58_no_nope_yes_not | |
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| 59 | peregrine - airspeed - falcon - speed - bird | 90 | 59_peregrine_airspeed_falcon_speed | |
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| 60 | crontab - cron - myscript - script - bash | 83 | 60_crontab_cron_myscript_script | |
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| 61 | youtuber - streamer - ceo - musk - founder | 83 | 61_youtuber_streamer_ceo_musk | |
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| 62 | layovers - flights - circumnavigate - layover - travel | 83 | 62_layovers_flights_circumnavigate_layover | |
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| 63 | keyboards - keyboard - switches - qwerty - types | 83 | 63_keyboards_keyboard_switches_qwerty | |
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| 64 | file_path_in_dir1 - file_path1 - csv_file - file_path_in_dir2 - file_path2 | 80 | 64_file_path_in_dir1_file_path1_csv_file_file_path_in_dir2 | |
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| 65 | pele - maradona - lebron - ronaldo - nba | 76 | 65_pele_maradona_lebron_ronaldo | |
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| 66 | alopecia - hairstyles - hairstyle - hair - scalp | 66 | 66_alopecia_hairstyles_hairstyle_hair | |
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| 67 | nginx - docker - kubernetes - proxy_pass - nodeport | 65 | 67_nginx_docker_kubernetes_proxy_pass | |
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| 68 | directories - directory - sudo - filesystem - folders | 62 | 68_directories_directory_sudo_filesystem | |
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| 69 | gps - map - geocaching - maps - armenia | 52 | 69_gps_map_geocaching_maps | |
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| 70 | meiosis - mitosis - fertilization - reproduction - ovulation | 51 | 70_meiosis_mitosis_fertilization_reproduction | |
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| 71 | colleges - admissions - universities - campus - university | 43 | 71_colleges_admissions_universities_campus | |
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| 72 | unicorns - unicorn - pony - ponies - mythical | 32 | 72_unicorns_unicorn_pony_ponies | |
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| 73 | superpowers - abilities - superhero - superhuman - powers | 28 | 73_superpowers_abilities_superhero_superhuman | |
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</details> |
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## Training hyperparameters |
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* calculate_probabilities: False |
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* language: None |
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* low_memory: False |
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* min_topic_size: 20 |
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* n_gram_range: (1, 1) |
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* nr_topics: 75 |
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* seed_topic_list: None |
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* top_n_words: 10 |
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* verbose: True |
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## Framework versions |
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* Numpy: 1.22.4 |
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* HDBSCAN: 0.8.29 |
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* UMAP: 0.5.3 |
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* Pandas: 1.5.3 |
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* Scikit-Learn: 1.2.2 |
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* Sentence-transformers: 2.2.2 |
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* Transformers: 4.29.2 |
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* Numba: 0.56.4 |
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* Plotly: 5.13.1 |
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* Python: 3.10.11 |
