jeff_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("wongzien2000/jeff_topics")

topic_model.get_topic_info()

Topic overview

• Number of topics: 94
• Number of training documents: 36727

Click here for an overview of all topics.

Topic ID	Topic Keywords	Topic Frequency	Label
-1	exercise - workout - gym - muscle - training	80	-1_exercise_workout_gym_muscle
0	breaking bad - prison break - love breaking - breaking - break	14837	0_breaking bad_prison break_love breaking_breaking
1	protein intake - grams protein - eat protein - 200g protein - protein meal	1116	1_protein intake_grams protein_eat protein_200g protein
2	body workout - body workouts - workout - week body - workouts	1065	2_body workout_body workouts_workout_week body
3	lower abs - fat abs - visible abs - upper abs - abs visible	911	3_lower abs_fat abs_visible abs_upper abs
4	09 lol - 09 - time - 10 10 - seconds	856	4_09 lol_09_time_10 10
5	informative video - great informative - video informative - videos informative - excellent video	756	5_informative video_great informative_video informative_videos informative
6	build muscle - gaining muscle - building muscle - gain muscle - muscle lose	706	6_build muscle_gaining muscle_building muscle_gain muscle
7	fitness youtuber - fitness videos - fitness video - best fitness - health fitness	646	7_fitness youtuber_fitness videos_fitness video_best fitness
8	maintenance calories - calorie deficit - caloric deficit - calorie - caloric	633	8_maintenance calories_calorie deficit_caloric deficit_calorie
9	video fat - fat loss - weight loss - loss video - best fat	535	9_video fat_fat loss_weight loss_loss video
10	great info - great information - thanks info - appreciate info - information thanks	531	10_great info_great information_thanks info_appreciate info
11	love jeff - bro jeff - jeff bro - jeff jeff - man jeff	473	11_love jeff_bro jeff_jeff bro_jeff jeff
12	just eat - don eat - eat - stop eating - eat food	449	12_just eat_don eat_eat_stop eating
13	quality content - excellent content - content great - good content - great content	439	13_quality content_excellent content_content great_good content
14	video jeff - jeff video - videos jeff - jeff videos - amazing jeff	331	14_video jeff_jeff video_videos jeff_jeff videos
15	fat percentage - body fat - percent body - 20 fat - 30 bodyfat	327	15_fat percentage_body fat_percent body_20 fat
16	great video - excellent video - good video - fantastic video - video thank	295	16_great video_excellent video_good video_fantastic video
17	taking steroids - using steroids - use steroids - doing steroids - steroids	274	17_taking steroids_using steroids_use steroids_doing steroids
18	picture thumbnail - thumbnail picture - photo thumbnail - pictures thumbnail - thumbnail thumbnail	273	18_picture thumbnail_thumbnail picture_photo thumbnail_pictures thumbnail
19	boost testosterone - testosterone - important testosterone - lower testosterone - low testosterone	267	19_boost testosterone_testosterone_important testosterone_lower testosterone
20	world health - health organization - health - organization - pandemic	261	20_world health_health organization_health_organization
21	snorting kiwi - snorts kiwi - kiwi snorting - kiwi snort - snort kiwi	248	21_snorting kiwi_snorts kiwi_kiwi snorting_kiwi snort
22	excessive protein - protein bad - high protein - protein intake - excess protein	237	22_excessive protein_protein bad_high protein_protein intake
23	tall - tall guy - dude tall - 3inches tall - feet tall	233	23_tall_tall guy_dude tall_3inches tall
24	voice doesn - voice tho - voice voice - voice - voice does	231	24_voice doesn_voice tho_voice voice_voice
25	protein video - video protein - protein intake - protein shake - need protein	231	25_protein video_video protein_protein intake_protein shake
26	thanks jeff - thank jeff - jeff thanks - jeff thank - good jeff	229	26_thanks jeff_thank jeff_jeff thanks_jeff thank
27	bench press - doing bench - decline bench - benching - flat bench	228	27_bench press_doing bench_decline bench_benching
28	video muscle - make video - videos video - video like - video strength	219	28_video muscle_make video_videos video_video like
29	level level - level - levels - level lol - level got	213	29_level level_level_levels_level lol
30	protein powder - protein powders - powder protein - protein shakes - protein shake	208	30_protein powder_protein powders_powder protein_protein shakes
31	ben shapiro - shapiro lol - shapiro - shapiro just - hear ben	207	31_ben shapiro_shapiro lol_shapiro_shapiro just
32	tren - tren just - just tren - tren tren - use tren	203	32_tren_tren just_just tren_tren tren
33	build muscle - building muscle - muscle building - grow muscle - building muscles	199	33_build muscle_building muscle_muscle building_grow muscle
34	tall - height - tall short - tall weigh - tall bro	194	34_tall_height_tall short_tall weigh
35	push legs - pull legs - legs push - push leg - leg push	193	35_push legs_pull legs_legs push_push leg
36	level ready - ready level - level amazing - level awesome - level video	190	36_level ready_ready level_level amazing_level awesome
37	pro elite - elite - elite elite - elite pro - elite better	189	37_pro elite_elite_elite elite_elite pro
38	sleep sleep - sleep - recommend sleep - sleep just - sleep hours	185	38_sleep sleep_sleep_recommend sleep_sleep just
39	pre workout - workout meal - meal workout - preworkout meal - workout morning	180	39_pre workout_workout meal_meal workout_preworkout meal
40	fitness youtubers - fitness youtuber - fitness influencers - fitness - jeff videos	179	40_fitness youtubers_fitness youtuber_fitness influencers_fitness
41	level ready - ready level - level level - level - level bro	175	41_level ready_ready level_level level_level
42	metric units - use metric - grams metric - metric imperial - imperial metric	175	42_metric units_use metric_grams metric_metric imperial
43	doing cardio - cardio cardio - cardio - intensity cardio - cardio like	173	43_doing cardio_cardio cardio_cardio_intensity cardio
44	beginner lifter - advanced lifter - intermediate lifter - experienced lifter - new lifter	168	44_beginner lifter_advanced lifter_intermediate lifter_experienced lifter
45	great channel - excellent channel - channel great - amazing channel - channel good	168	45_great channel_excellent channel_channel great_amazing channel
46	kiwi kiwis - does kiwi - kiwi - kiwi kiwi - kiwis	168	46_kiwi kiwis_does kiwi_kiwi_kiwi kiwi
47	nutrition labels - nutrition label - scanner app - label scanner - app legit	163	47_nutrition labels_nutrition label_scanner app_label scanner
48	lean 2021 - lean 2020 - buy program - lean - way lean	158	48_lean 2021_lean 2020_buy program_lean
49	getting lean - staying lean - stay lean - lean lean - lean eat	156	49_getting lean_staying lean_stay lean_lean lean
50	hoodie - hoodie 40 - hoodie got - shirt wearing - shirt	155	50_hoodie_hoodie 40_hoodie got_shirt wearing
51	calorie macro - calories macros - macros calories - macrofactor app - tracking calories	155	51_calorie macro_calories macros_macros calories_macrofactor app
52	level ready - ready level - level level - level patiently - level wooooooooooooooooooooooo	154	52_level ready_ready level_level level_level patiently
53	bench grip - grip bench - bench pressing - bench press - wider grip	152	53_bench grip_grip bench_bench pressing_bench press
54	jeff nippard - nippard jeff - love jeff - nippard - nippard looks	151	54_jeff nippard_nippard jeff_love jeff_nippard
55	leucine supplement - taking leucine - mtor pathway - leucine content - activate mtor	150	55_leucine supplement_taking leucine_mtor pathway_leucine content
56	loves god - love mom - jesus loves - christ loves - bless mom	149	56_loves god_love mom_jesus loves_christ loves
57	sets workout - workout sets - sets muscle - 20 sets - sets week	145	57_sets workout_workout sets_sets muscle_20 sets
58	bench press - benching - bench 225 - benched - started bench	144	58_bench press_benching_bench 225_benched
59	greg doucette - doucette greg - doucette - dr doucette - coach greg	142	59_greg doucette_doucette greg_doucette_dr doucette
60	mask workout - wearing mask - masks gym - wear mask - mask gym	136	60_mask workout_wearing mask_masks gym_wear mask
61	does macros - macros - macros macros - macro - macros mom	133	61_does macros_macros_macros macros_macro
62	layne norton - layne - norton - jeff free - throws jeff	128	62_layne norton_layne_norton_jeff free
63	natural bodybuilder - natural bodybuilding - pro bodybuilders - bodybuilder - bodybuilders	127	63_natural bodybuilder_natural bodybuilding_pro bodybuilders_bodybuilder
64	science - use science - using science - science science - scientific	127	64_science_use science_using science_science science
65	20lbs lean - 20lb lean - lean mass - pounds lean - gained 20lbs	121	65_20lbs lean_20lb lean_lean mass_pounds lean
66	level ready - ready level - 6th level - level level - level	118	66_level ready_ready level_6th level_level level
67	work job - job work - jobs - job - don job	118	67_work job_job work_jobs_job
68	sets reps - reps sets - set reps - reps set - rep range	117	68_sets reps_reps sets_set reps_reps set
69	breaking bad - bad breaking - better breaking - bad better - breaking	114	69_breaking bad_bad breaking_better breaking_bad better
70	watching eating - cream watching - eating ice - ice cream - pizza watching	113	70_watching eating_cream watching_eating ice_ice cream
71	que eso - por ciento - dios es - creo que - es malo	112	71_que eso_por ciento_dios es_creo que
72	days week - week days - split days - day week - week program	112	72_days week_week days_split days_day week
73	included vegan - vegan info - vegan options - including vegan - info vegan	107	73_included vegan_vegan info_vegan options_including vegan
74	kiwi jeff - jeff snorting - snorting kiwi - snort kiwi - jeff snort	103	74_kiwi jeff_jeff snorting_snorting kiwi_snort kiwi
75	taking creatine - using creatine - creatine intake - creatine use - use creatine	103	75_taking creatine_using creatine_creatine intake_creatine use
76	guy good - guy hot - guy cute - cute guy - guy fkin	102	76_guy good_guy hot_guy cute_cute guy
77	great vid - amazing vid - good vid - awesome vid - vid great	102	77_great vid_amazing vid_good vid_awesome vid
78	carbs - eating carbs - carbs good - carbs eat - healthy carbs	101	78_carbs_eating carbs_carbs good_carbs eat
79	just sriracha - sriracha - sriracha sriracha - lot sriracha - putting sriracha	97	79_just sriracha_sriracha_sriracha sriracha_lot sriracha
80	pro level - level pro - im pro - pro pro - understand pro	96	80_pro level_level pro_im pro_pro pro
81	cottage cheese - cheese cottage - cheese great - cheese best - cheese make	96	81_cottage cheese_cheese cottage_cheese great_cheese best
82	incline bench - incline press - bench inclined - press incline - bench pressing	96	82_incline bench_incline press_bench inclined_press incline
83	intro - intro intro - intro great - intro totally - intro exactly	96	83_intro_intro intro_intro great_intro totally
84	height jeff - tall jeff - weigh jeff - fat jeff - jeff weigh	95	84_height jeff_tall jeff_weigh jeff_fat jeff
85	lose belly - belly fat - rid belly - fat belly - loose belly	95	85_lose belly_belly fat_rid belly_fat belly
86	ready lvl6 - lvl6 - lvl ready - lv6 - lv ready	95	86_ready lvl6_lvl6_lvl ready_lv6
87	1g lbs - 1g lb - 2g lb - grams lb - grams pound	89	87_1g lbs_1g lb_2g lb_grams lb
88	workouts long - long workouts - long workout - gym hours - weekly workout	87	88_workouts long_long workouts_long workout_gym hours
89	tracking app - apps - app - app used - app use	87	89_tracking app_apps_app_app used
90	cbum cutout - cbum cut - cbum lol - cbum - lol cbum	83	90_cbum cutout_cbum cut_cbum lol_cbum
91	video bulking - bulking video - bulking - currently bulking - cutting bulking	83	91_video bulking_bulking video_bulking_currently bulking
92	protein meal - drink protein - protein workout - protein shake - workout meal	80	92_protein meal_drink protein_protein workout_protein shake

Training hyperparameters

• calculate_probabilities: True
• language: None
• low_memory: False
• min_topic_size: 10
• n_gram_range: (1, 1)
• nr_topics: None
• seed_topic_list: None
• top_n_words: 5
• verbose: True
• zeroshot_min_similarity: 0.7
• zeroshot_topic_list: None

Framework versions

• Numpy: 2.0.2
• HDBSCAN: 0.8.40
• UMAP: 0.5.7
• Pandas: 2.2.2
• Scikit-Learn: 1.6.1
• Sentence-transformers: 3.4.1
• Transformers: 4.50.2
• Numba: 0.60.0
• Plotly: 5.24.1
• Python: 3.11.11