bertopic_first

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("DobreMihai/bertopic_first")

topic_model.get_topic_info()

Topic overview

• Number of topics: 50
• Number of training documents: 24020

Click here for an overview of all topics.

Topic ID	Topic Keywords	Topic Frequency	Label
-1	it - be - to - the - alarm	10	-1_it_be_to_the
0	app - math - the - alarm - to	9997	0_app_math_the_alarm
1	alarm - snooze - not - be - it	5678	1_alarm_snooze_not_be
2	subscription - - - -	1906	2_subscription___
3	picture - photo - take - the - emergency	1326	3_picture_photo_take_the
4	wake - up - it - annoying - love	603	4_wake_up_it_annoying
5	snooze - - - -	293	5_snooze___
6	loud - - - -	288	6_loud___
7	barcode - scan - code - scanner - qr	285	7_barcode_scan_code_scanner
8	mission - the - be - you - to	282	8_mission_the_be_you
9	easy - use - simple - very - and	279	9_easy_use_simple_very
10	loud - - - -	256	10_loud___
11	help - up - early - wake - helpful	246	11_help_up_early_wake
12	ring - not - do - it - sometimes	243	12_ring_not_do_it
13	app - work - open - not - phone	195	13_app_work_open_not
14	ads - - - -	179	14_ads___
15	volume - vibrate - mute - sound - vibration	176	15_volume_vibrate_mute_sound
16	work - use - great - easy - well	170	16_work_use_great_easy
17	star - give - it - because - five	162	17_star_give_it_because
18	prevent - phone - off - power - switch	140	18_prevent_phone_off_power
19	loud - - - -	130	19_loud___
20	work - off - sometimes - not - go	128	20_work_off_sometimes_not
21	music - song - spotify - own - file	127	21_music_song_spotify_own
22	weather - - - -	110	22_weather___
23	annoying - job - but - work - it	88	23_annoying_job_but_work
24	student - helpful - for - useful - very	73	24_student_helpful_for_useful
25	perfect - word - good - amazing - be	66	25_perfect_word_good_amazing
26	reliable - easy - dependable - use - and	58	26_reliable_easy_dependable_use
27	minute - 10 - set - scroll - add	53	27_minute_10_set_scroll
28	aap - very - this - student - good	50	28_aap_very_this_student
29	android - 10 - work - update - support	45	29_android_10_work_update
30	reliable - alarm - very - sometimes - not	40	30_reliable_alarm_very_sometimes
31	alarmy - thank - premium - wake - much	37	31_alarmy_thank_premium_wake
32	application - student - very - excellent - study	31	32_application_student_very_excellent
33	exit - message - quote - love - smile	28	33_exit_message_quote_love
34	paywall - behind - lock - feature - real	25	34_paywall_behind_lock_feature
35	mb - space - storage - size - take	22	35_mb_space_storage_size
36	easy - set - setup - up - to	21	36_easy_set_setup_up
37	squat - premium - the - mission - do	21	37_squat_premium_the_mission
38	overheat - hot - phone - heat - run	19	38_overheat_hot_phone_heat
39	star - give - deserve - it - scarey	18	39_star_give_deserve_it
40	add - instal - pretty - plaster - interfaceit	16	40_add_instal_pretty_plaster
41	uninstall - deactivate - logo - not - let	14	41_uninstall_deactivate_logo_not
42	develper - legend - describe - word - clear	13	42_develper_legend_describe_word
43	team - thank - alarmy - lot - help	13	43_team_thank_alarmy_lot
44	update - ui - the - version - new	13	44_update_ui_the_version
45	love - get - perfect - time - thay	13	45_love_get_perfect_time
46	scare - medication - it - weapon - secret	12	46_scare_medication_it_weapon
47	accurate - dependable - 8n - fashion - ti	11	47_accurate_dependable_8n_fashion
48	procrastinator - exms - help - anoye - hv	11	48_procrastinator_exms_help_anoye

Training hyperparameters

• calculate_probabilities: False
• language: english
• low_memory: False
• min_topic_size: 10
• n_gram_range: (1, 1)
• nr_topics: 50
• seed_topic_list: None
• top_n_words: 10
• verbose: False
• zeroshot_min_similarity: 0.85
• zeroshot_topic_list: ['android', 'premium*', 'ads', 'math', 'subscription', 'update', 'camera', 'shake', 'weather', 'snooze', 'loud', 'doesn', 'off']

Framework versions

• Numpy: 1.26.4
• HDBSCAN: 0.8.38.post1
• UMAP: 0.5.6
• Pandas: 2.2.1
• Scikit-Learn: 1.5.1
• Sentence-transformers: 3.0.1
• Transformers: 4.44.0
• Numba: 0.60.0
• Plotly: 5.23.0
• Python: 3.10.14