model_rp

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/model_rp")

topic_model.get_topic_info()

Topic overview

• Number of topics: 40
• Number of training documents: 39036

Click here for an overview of all topics.

Topic ID	Topic Keywords	Topic Frequency	Label
-1	just - mike - good - guy - don	266	-1_just_mike_good_guy
0	hilarious - love - funny - thank - great	10328	0_hilarious_love_funny_thank
1	posture - training - trainer - hollywood - pull	3110	1_posture_training_trainer_hollywood
2	guy - jacked - just - scientist - dude	2856	2_guy_jacked_just_scientist
3	dr mike - dr - mike - mike dr - love	1696	3_dr mike_dr_mike_mike dr
4	joe - rogan - joe rogan - podcast - mike	1236	4_joe_rogan_joe rogan_podcast
5	exercise - fitness - workout - gym - videos	1135	5_exercise_fitness_workout_gym
6	shred - just - guy - shred guy - mr	1087	6_shred_just_guy_shred guy
7	protein - whey - supplements - vitamins - powder	1081	7_protein_whey_supplements_vitamins
8	testosterone - herbs - trt - levels - honey	909	8_testosterone_herbs_trt_levels
9	ads - ad - scam - youtube - scammer	866	9_ads_ad_scam_youtube
10	pizzas - large - large pizzas - pizza - drew	865	10_pizzas_large_large pizzas_pizza
11	cheat - diet - eat - carbs - day	859	11_cheat_diet_eat_carbs
12	patty - beef - lean beef - girl - lean	858	12_patty_beef_lean beef_girl
13	sam - sulek - sam sulek - form - just	678	13_sam_sulek_sam sulek_form
14	chair - gaming - pewdiepie - scott - gaming chair	651	14_chair_gaming_pewdiepie_scott
15	remember - looks - actor - titans - movie	650	15_remember_looks_actor_titans
16	seed - oils - seed oils - oil - omega	629	16_seed_oils_seed oils_oil
17	weight - lost - fat - lose - eat	628	17_weight_lost_fat_lose
18	vshred - vshred ad - ad - got vshred - ads	588	18_vshred_vshred ad_ad_got vshred
19	cena - john - john cena - wwe - wrestlers	536	19_cena_john_john cena_wwe
20	overalls - wear - wear overalls - wearing - wearing overalls	523	20_overalls_wear_wear overalls_wearing
21	app - rp - hypertrophy app - hypertrophy - rp hypertrophy	514	21_app_rp_hypertrophy app_hypertrophy
22	mark - wahlberg - marky - mark wahlberg - marky mark	513	22_mark_wahlberg_marky_mark wahlberg
23	accent - midlands - welsh - welsh accent - swedish	496	23_accent_midlands_welsh_welsh accent
24	program - scam - diet - weight - just	441	24_program_scam_diet_weight
25	steroids - roids - steroid - use - using	435	25_steroids_roids_steroid_use
26	creatine - taking - taking creatine - water - monohydrate	421	26_creatine_taking_taking creatine_water
27	cardio - hiit - steady - steady state - state	406	27_cardio_hiit_steady_steady state
28	ethan - earl - randy - suplee - ethan suplee	390	28_ethan_earl_randy_suplee
29	shred - ad - shred ad - got shred - ads	384	29_shred_ad_shred ad_got shred
30	sugar - sugar bad - bad - sugars - processed	382	30_sugar_sugar bad_bad_sugars
31	bald - head - hair - look - bigger	378	31_bald_head_hair_look
32	gloves - hands - wear - wear gloves - calluses	356	32_gloves_hands_wear_wear gloves
33	mike - love mike - mike mike - love - funny	350	33_mike_love mike_mike mike_love
34	body - types - body type - body types - type	334	34_body_types_body type_body types
35	mike - dr mike - dr - fitness - workout	333	35_mike_dr mike_dr_fitness
36	gay - gay sex - sex - consensual - jokes	323	36_gay_gay sex_sex_consensual
37	grip - grips - versa - grip strength - versa grips	274	37_grip_grips_versa_grip strength
38	breathing - nose - breath - mouth - breathe	271	38_breathing_nose_breath_mouth

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: 10
• 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