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 bertopic

You can use the model as follows:

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

Click here for an overview of all topics.

Topic ID	Topic Keywords	Topic Frequency	Label
-1	provide - using - information - sure - help	26	-1_provide_using_information_sure
0	openai - ai - chatgpt - assistant - language	7837	Generative AI
1	anytime - welcome - assistance - helpful - thank	1342	1_anytime_welcome_assistance_helpful
2	quantum - particle - physics - particles - relativity	778	Physics
3	story - lived - life - novel - felt	569	3_story_lived_life_novel
4	letter - sincerely - regards - email - dear	516	4_letter_sincerely_regards_email
5	rust - haskell - programming - java - languages	504	programming
6	css - html - style - div - js	494	web programming
7	linux - ubuntu - debian - fedora - install	440	7_linux_ubuntu_debian_fedora
8	recipe - bake - ingredients - baking - dough	425	8_recipe_bake_ingredients_baking
9	websocket - json - socket - api - discord	425	9_websocket_json_socket_api
10	communism - capitalism - marx - economic - economy	424	10_communism_capitalism_marx_economic
11	dog - pet - breed - breeds - pets	408	11_dog_pet_breed_breeds
12	philosophy - theological - philosophical - beliefs - consciousness	394	12_philosophy_theological_philosophical_beliefs
13	git - github - repository - software - commit	381	13_git_github_repository_software
14	music - songs - musical - lyrics - song	370	14_music_songs_musical_lyrics
15	devops - development - developers - industry - develop	323	15_devops_development_developers_industry
16	pythagorean - hypotenuse - triangle - math - sqrt	302	16_pythagorean_hypotenuse_triangle_math
17	eu - europe - economy - economic - war	291	17_eu_europe_economy_economic
18	sleep - asleep - bedtime - procrastination - depression	280	18_sleep_asleep_bedtime_procrastination
19	kramer - seinfeld - jerry - cafe - elaine	279	19_kramer_seinfeld_jerry_cafe
20	printing - prints - printer - print - printers	276	20_printing_prints_printer_print
21	influenza - flu - panic - symptoms - medical	251	21_influenza_flu_panic_symptoms
22	chess - chessboard - practice - strategy - learn	242	22_chess_chessboard_practice_strategy
23	algorithm - primes - array - integers - python	240	23_algorithm_primes_array_integers
24	youtube - viewers - media - google - streaming	240	24_youtube_viewers_media_google
25	poison - chemicals - powder - turpentine - smoke	226	25_poison_chemicals_powder_turpentine
26	monday - sunday - count_weekend_days - calendar - dates	216	26_monday_sunday_count_weekend_days_calendar
27	colors - colour - color - pigments - blue	208	27_colors_colour_color_pigments
28	roman - attila - rome - empire - warfare	205	28_roman_attila_rome_empire
29	investing - investments - investment - stocks - financial	204	29_investing_investments_investment_stocks
30	vocabulary - wordle - words - scrabble - word	201	30_vocabulary_wordle_words_scrabble
31	planets - sun - earth - planet - pluto	198	31_planets_sun_earth_planet
32	renewable - solar - electricity - energy - electrical	190	32_renewable_solar_electricity_energy
33	pygame - ball_radius - draw - circle - canvas	181	33_pygame_ball_radius_draw_circle
34	fishing - fish - boat - hiking - camping	176	34_fishing_fish_boat_hiking
35	gpus - gpu - motherboard - cpu - hardware	162	35_gpus_gpu_motherboard_cpu
36	hvac - remodeling - energy - kwh - housing	159	36_hvac_remodeling_energy_kwh
37	database - graphql - databases - postgresql - sql	159	37_database_graphql_databases_postgresql
38	información - significado - cómo - como - sistemas	158	38_información_significado_cómo_como
39	motherboard - pcie - gpu - bios - computer	153	39_motherboard_pcie_gpu_bios
40	crops - produce - planting - peppers - plants	148	40_crops_produce_planting_peppers
41	paintings - art - modernist - artists - modern	148	41_paintings_art_modernist_artists
42	workout - exercises - dumbbells - dumbbell - exercise	147	42_workout_exercises_dumbbells_dumbbell
43	climate - warming - pollution - environmental - emissions	142	43_climate_warming_pollution_environmental
44	coffee - espresso - brewing - tea - beans	137	44_coffee_espresso_brewing_tea
45	velocity - drag - acceleration - density - formula	132	45_velocity_drag_acceleration_density
46	woodchuck - woodchucks - units - kilogram - kilograms	130	46_woodchuck_woodchucks_units_kilogram
47	ascii - glyphs - hiragana - art - font	129	47_ascii_glyphs_hiragana_art
48	guitars - guitar - strings - guitarists - instrument	127	48_guitars_guitar_strings_guitarists
49	tallest - buildings - building - burj - khalifa	114	49_tallest_buildings_building_burj
50	flat - earth - curvature - spherical - tectonic	111	50_flat_earth_curvature_spherical
51	essay - awareness - understanding - being - be	102	51_essay_awareness_understanding_being
52	portals - ender - portal - obsidian - netherite	102	52_portals_ender_portal_obsidian
53	android - apple - phones - devices - vehicles	101	53_android_apple_phones_devices
54	fasting - dietary - diet - eating - metabolic	101	54_fasting_dietary_diet_eating
55	meditation - relief - pain - health - nociception	99	55_meditation_relief_pain_health
56	weather - forecast - forecasts - raining - precipitation	95	56_weather_forecast_forecasts_raining
57	president - presidents - presidency - constitution - biden	94	57_president_presidents_presidency_constitution
58	no - nope - yes - not - maybe	94	58_no_nope_yes_not
59	peregrine - airspeed - falcon - speed - bird	90	59_peregrine_airspeed_falcon_speed
60	crontab - cron - myscript - script - bash	83	60_crontab_cron_myscript_script
61	youtuber - streamer - ceo - musk - founder	83	61_youtuber_streamer_ceo_musk
62	layovers - flights - circumnavigate - layover - travel	83	62_layovers_flights_circumnavigate_layover
63	keyboards - keyboard - switches - qwerty - types	83	63_keyboards_keyboard_switches_qwerty
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
65	pele - maradona - lebron - ronaldo - nba	76	65_pele_maradona_lebron_ronaldo
66	alopecia - hairstyles - hairstyle - hair - scalp	66	66_alopecia_hairstyles_hairstyle_hair
67	nginx - docker - kubernetes - proxy_pass - nodeport	65	67_nginx_docker_kubernetes_proxy_pass
68	directories - directory - sudo - filesystem - folders	62	68_directories_directory_sudo_filesystem
69	gps - map - geocaching - maps - armenia	52	69_gps_map_geocaching_maps
70	meiosis - mitosis - fertilization - reproduction - ovulation	51	70_meiosis_mitosis_fertilization_reproduction
71	colleges - admissions - universities - campus - university	43	71_colleges_admissions_universities_campus
72	unicorns - unicorn - pony - ponies - mythical	32	72_unicorns_unicorn_pony_ponies
73	superpowers - abilities - superhero - superhuman - powers	28	73_superpowers_abilities_superhero_superhuman

Training hyperparameters

• calculate_probabilities: False
• language: None
• low_memory: False
• min_topic_size: 20
• n_gram_range: (1, 1)
• nr_topics: 75
• seed_topic_list: None
• top_n_words: 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