add metadata

5163d0a about 3 years ago

8.82 kB

	---
	tags:
	- bertopic
	library_name: bertopic
	pipeline_tag: text-classification
	license: mit
	datasets:
	- OpenAssistant/oasst1
	language:
	- en
	---

	# chat_topics

	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("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 \| -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 \|

	</details>

	## 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

	---
	tags:
	- bertopic
	library_name: bertopic
	pipeline_tag: text-classification
	license: mit
	datasets:
	- OpenAssistant/oasst1
	language:
	- en
	---

	# chat_topics

	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("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 \| -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 \|

	</details>

	## 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