bertopic_sim25_10topics_larger_embed_raw

DobreMihai/bertopic_sim25_10topics_larger_embed_raw

bertopic_sim25_10topics_larger_embed_raw is a text classification model from DobreMihai. Use it when you need a label for a piece of text. It is set up for bertopic.

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.

Downloads · 30 days

9% of all-time downloads

All-time downloads

Public

Repo size

101 KB

Likes

Public

Hugging Face

Repo makeup

Click a slice to open those files.

.json435 KB · 78%

At a glance

Task: Text Classification
Library: bertopic
Access: Public
Created: Sep 21, 2024
Updated: Sep 21, 2024
SHA: 3b7056d7

Try a prompt

Model card

From the Hugging Face model README

bertopic_sim25_10topics_larger_embed_raw

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_sim25_10topics_larger_embed_raw")

topic_model.get_topic_info()

Topic overview

Number of topics: 33
Number of training documents: 56774

<details> <summary>Click here for an overview of all topics.</summary>

Topic ID	Topic Keywords	Topic Frequency
0	app - be - it - this - the	Topic Count
0 0 15865
1 1 10504
5 2 6672
32 13 4076
6 3 3129
15 14 2672
18 15 2291
13 16 1802
7 5 1541
3 4 1541
9 6 821
4 7 786
20 17 666
14 18 650
2 8 539
8 9 450
22 19 449
16 20 371
10 10 369
12 11 368
24 21 206
19 22 195
17 23 193
27 24 160
21 25 110
28 26 106
11 12 61
23 27 44
31 28 34
29 29 33
26 30 31
30 31 28
25 32 11	android
1	snooze - - - -	Topic Count
0 0 15865
1 1 10504
5 2 6672
32 13 4076
6 3 3129
15 14 2672
18 15 2291
13 16 1802
7 5 1541
3 4 1541
9 6 821
4 7 786
20 17 666
14 18 650
2 8 539
8 9 450
22 19 449
16 20 371
10 10 369
12 11 368
24 21 206
19 22 195
17 23 193
27 24 160
21 25 110
28 26 106
11 12 61
23 27 44
31 28 34
29 29 33
26 30 31
30 31 28
25 32 11	snooze
2	good - excellent - great - very - ok	Topic Count
0 0 15865
1 1 10504
5 2 6672
32 13 4076
6 3 3129
15 14 2672
18 15 2291
13 16 1802
7 5 1541
3 4 1541
9 6 821
4 7 786
20 17 666
14 18 650
2 8 539
8 9 450
22 19 449
16 20 371
10 10 369
12 11 368
24 21 206
19 22 195
17 23 193
27 24 160
21 25 110
28 26 106
11 12 61
23 27 44
31 28 34
29 29 33
26 30 31
30 31 28
25 32 11	off
3	nice - update - awesome - the - work	Topic Count
0 0 15865
1 1 10504
5 2 6672
32 13 4076
6 3 3129
15 14 2672
18 15 2291
13 16 1802
7 5 1541
3 4 1541
9 6 821
4 7 786
20 17 666
14 18 650
2 8 539
8 9 450
22 19 449
16 20 371
10 10 369
12 11 368
24 21 206
19 22 195
17 23 193
27 24 160
21 25 110
28 26 106
11 12 61
23 27 44
31 28 34
29 29 33
26 30 31
30 31 28
25 32 11	update
4	subscription - - - -	Topic Count
0 0 15865
1 1 10504
5 2 6672
32 13 4076
6 3 3129
15 14 2672
18 15 2291
13 16 1802
7 5 1541
3 4 1541
9 6 821
4 7 786
20 17 666
14 18 650
2 8 539
8 9 450
22 19 449
16 20 371
10 10 369
12 11 368
24 21 206
19 22 195
17 23 193
27 24 160
21 25 110
28 26 106
11 12 61
23 27 44
31 28 34
29 29 33
26 30 31
30 31 28
25 32 11	subscription
5	loud - - - -	Topic Count
0 0 15865
1 1 10504
5 2 6672
32 13 4076
6 3 3129
15 14 2672
18 15 2291
13 16 1802
7 5 1541
3 4 1541
9 6 821
4 7 786
20 17 666
14 18 650
2 8 539
8 9 450
22 19 449
16 20 371
10 10 369
12 11 368
24 21 206
19 22 195
17 23 193
27 24 160
21 25 110
28 26 106
11 12 61
23 27 44
31 28 34
29 29 33
26 30 31
30 31 28
25 32 11	loud
6	premium - super - be - but - the	Topic Count
0 0 15865
1 1 10504
5 2 6672
32 13 4076
6 3 3129
15 14 2672
18 15 2291
13 16 1802
7 5 1541
3 4 1541
9 6 821
4 7 786
20 17 666
14 18 650
2 8 539
8 9 450
22 19 449
16 20 371
10 10 369
12 11 368
24 21 206
19 22 195
17 23 193
27 24 160
21 25 110
28 26 106
11 12 61
23 27 44
31 28 34
29 29 33
26 30 31
30 31 28
25 32 11	premium*
7	shake - be - do - the - get	Topic Count
0 0 15865
1 1 10504
5 2 6672
32 13 4076
6 3 3129
15 14 2672
18 15 2291
13 16 1802
7 5 1541
3 4 1541
9 6 821
4 7 786
20 17 666
14 18 650
2 8 539
8 9 450
22 19 449
16 20 371
10 10 369
12 11 368
24 21 206
19 22 195
17 23 193
27 24 160
21 25 110
28 26 106
11 12 61
23 27 44
31 28 34
29 29 33
26 30 31
30 31 28
25 32 11	shake
8	math - - - -	Topic Count
0 0 15865
1 1 10504
5 2 6672
32 13 4076
6 3 3129
15 14 2672
18 15 2291
13 16 1802
7 5 1541
3 4 1541
9 6 821
4 7 786
20 17 666
14 18 650
2 8 539
8 9 450
22 19 449
16 20 371
10 10 369
12 11 368
24 21 206
19 22 195
17 23 193
27 24 160
21 25 110
28 26 106
11 12 61
23 27 44
31 28 34
29 29 33
26 30 31
30 31 28
25 32 11	math
9	ad - the - to - be - and	Topic Count
0 0 15865
1 1 10504
5 2 6672
32 13 4076
6 3 3129
15 14 2672
18 15 2291
13 16 1802
7 5 1541
3 4 1541
9 6 821
4 7 786
20 17 666
14 18 650
2 8 539
8 9 450
22 19 449
16 20 371
10 10 369
12 11 368
24 21 206
19 22 195
17 23 193
27 24 160
21 25 110
28 26 106
11 12 61
23 27 44
31 28 34
29 29 33
26 30 31
30 31 28
25 32 11	ads
10	camera - - - -	Topic Count
0 0 15865
1 1 10504
5 2 6672
32 13 4076
6 3 3129
15 14 2672
18 15 2291
13 16 1802
7 5 1541
3 4 1541
9 6 821
4 7 786
20 17 666
14 18 650
2 8 539
8 9 450
22 19 449
16 20 371
10 10 369
12 11 368
24 21 206
19 22 195
17 23 193
27 24 160
21 25 110
28 26 106
11 12 61
23 27 44
31 28 34
29 29 33
26 30 31
30 31 28
25 32 11	camera
11	work - it - not - do - help	Topic Count
0 0 15865
1 1 10504
5 2 6672
32 13 4076
6 3 3129
15 14 2672
18 15 2291
13 16 1802
7 5 1541
3 4 1541
9 6 821
4 7 786
20 17 666
14 18 650
2 8 539
8 9 450
22 19 449
16 20 371
10 10 369
12 11 368
24 21 206
19 22 195
17 23 193
27 24 160
21 25 110
28 26 106
11 12 61
23 27 44
31 28 34
29 29 33
26 30 31
30 31 28
25 32 11	doesn
12	weather - news - the - it - section	Topic Count
0 0 15865
1 1 10504
5 2 6672
32 13 4076
6 3 3129
15 14 2672
18 15 2291
13 16 1802
7 5 1541
3 4 1541
9 6 821
4 7 786
20 17 666
14 18 650
2 8 539
8 9 450
22 19 449
16 20 371
10 10 369
12 11 368
24 21 206
19 22 195
17 23 193
27 24 160
21 25 110
28 26 106
11 12 61
23 27 44
31 28 34
29 29 33
26 30 31
30 31 28
25 32 11	weather
13	it - the - be - alarm - to	Topic Count
0 0 15865
1 1 10504
5 2 6672
32 13 4076
6 3 3129
15 14 2672
18 15 2291
13 16 1802
7 5 1541
3 4 1541
9 6 821
4 7 786
20 17 666
14 18 650
2 8 539
8 9 450
22 19 449
16 20 371
10 10 369
12 11 368
24 21 206
19 22 195
17 23 193
27 24 160
21 25 110
28 26 106
11 12 61
23 27 44
31 28 34
29 29 33
26 30 31
30 31 28
25 32 11	-1_it_the_be_alarm
14	the - alarm - not - be - to	Topic Count
0 0 15865
1 1 10504
5 2 6672
32 13 4076
6 3 3129
15 14 2672
18 15 2291
13 16 1802
7 5 1541
3 4 1541
9 6 821
4 7 786
20 17 666
14 18 650
2 8 539
8 9 450
22 19 449
16 20 371
10 10 369
12 11 368
24 21 206
19 22 195
17 23 193
27 24 160
21 25 110
28 26 106
11 12 61
23 27 44
31 28 34
29 29 33
26 30 31
30 31 28
25 32 11	0_the_alarm_not_be
15	nice - love - very - awesome - excellent	Topic Count
0 0 15865
1 1 10504
5 2 6672
32 13 4076
6 3 3129
15 14 2672
18 15 2291
13 16 1802
7 5 1541
3 4 1541
9 6 821
4 7 786
20 17 666
14 18 650
2 8 539
8 9 450
22 19 449
16 20 371
10 10 369
12 11 368
24 21 206
19 22 195
17 23 193
27 24 160
21 25 110
28 26 106
11 12 61
23 27 44
31 28 34
29 29 33
26 30 31
30 31 28
25 32 11	1_nice_love_very_awesome
16	very - useful - helpful - easy - work	Topic Count
0 0 15865
1 1 10504
5 2 6672
32 13 4076
6 3 3129
15 14 2672
18 15 2291
13 16 1802
7 5 1541
3 4 1541
9 6 821
4 7 786
20 17 666
14 18 650
2 8 539
8 9 450
22 19 449
16 20 371
10 10 369
12 11 368
24 21 206
19 22 195
17 23 193
27 24 160
21 25 110
28 26 106
11 12 61
23 27 44
31 28 34
29 29 33
26 30 31
30 31 28
25 32 11	2_very_useful_helpful_easy
17	hai - جدا - من - hi - جميل	Topic Count
0 0 15865
1 1 10504
5 2 6672
32 13 4076
6 3 3129
15 14 2672
18 15 2291
13 16 1802
7 5 1541
3 4 1541
9 6 821
4 7 786
20 17 666
14 18 650
2 8 539
8 9 450
22 19 449
16 20 371
10 10 369
12 11 368
24 21 206
19 22 195
17 23 193
27 24 160
21 25 110
28 26 106
11 12 61
23 27 44
31 28 34
29 29 33
26 30 31
30 31 28
25 32 11	3_hai_جدا_من_hi
18	be - good - it - amazing - awesome	Topic Count
0 0 15865
1 1 10504
5 2 6672
32 13 4076
6 3 3129
15 14 2672
18 15 2291
13 16 1802
7 5 1541
3 4 1541
9 6 821
4 7 786
20 17 666
14 18 650
2 8 539
8 9 450
22 19 449
16 20 371
10 10 369
12 11 368
24 21 206
19 22 195
17 23 193
27 24 160
21 25 110
28 26 106
11 12 61
23 27 44
31 28 34
29 29 33
26 30 31
30 31 28
25 32 11	4_be_good_it_amazing
19	experience - good - so - its - it	Topic Count
0 0 15865
1 1 10504
5 2 6672
32 13 4076
6 3 3129
15 14 2672
18 15 2291
13 16 1802
7 5 1541
3 4 1541
9 6 821
4 7 786
20 17 666
14 18 650
2 8 539
8 9 450
22 19 449
16 20 371
10 10 369
12 11 368
24 21 206
19 22 195
17 23 193
27 24 160
21 25 110
28 26 106
11 12 61
23 27 44
31 28 34
29 29 33
26 30 31
30 31 28
25 32 11	5_experience_good_so_its
20	aap - good - nice - ap - very	Topic Count
0 0 15865
1 1 10504
5 2 6672
32 13 4076
6 3 3129
15 14 2672
18 15 2291
13 16 1802
7 5 1541
3 4 1541
9 6 821
4 7 786
20 17 666
14 18 650
2 8 539
8 9 450
22 19 449
16 20 371
10 10 369
12 11 368
24 21 206
19 22 195
17 23 193
27 24 160
21 25 110
28 26 106
11 12 61
23 27 44
31 28 34
29 29 33
26 30 31
30 31 28
25 32 11	6_aap_good_nice_ap
21	kumar - nic - exllent - exelent - singh	Topic Count
0 0 15865
1 1 10504
5 2 6672
32 13 4076
6 3 3129
15 14 2672
18 15 2291
13 16 1802
7 5 1541
3 4 1541
9 6 821
4 7 786
20 17 666
14 18 650
2 8 539
8 9 450
22 19 449
16 20 371
10 10 369
12 11 368
24 21 206
19 22 195
17 23 193
27 24 160
21 25 110
28 26 106
11 12 61
23 27 44
31 28 34
29 29 33
26 30 31
30 31 28
25 32 11	7_kumar_nic_exllent_exelent
22	good - far - so - the - fail	Topic Count
0 0 15865
1 1 10504
5 2 6672
32 13 4076
6 3 3129
15 14 2672
18 15 2291
13 16 1802
7 5 1541
3 4 1541
9 6 821
4 7 786
20 17 666
14 18 650
2 8 539
8 9 450
22 19 449
16 20 371
10 10 369
12 11 368
24 21 206
19 22 195
17 23 193
27 24 160
21 25 110
28 26 106
11 12 61
23 27 44
31 28 34
29 29 33
26 30 31
30 31 28
25 32 11	8_good_far_so_the
23	gud - goog - gooood - gooooood - blah	Topic Count
0 0 15865
1 1 10504
5 2 6672
32 13 4076
6 3 3129
15 14 2672
18 15 2291
13 16 1802
7 5 1541
3 4 1541
9 6 821
4 7 786
20 17 666
14 18 650
2 8 539
8 9 450
22 19 449
16 20 371
10 10 369
12 11 368
24 21 206
19 22 195
17 23 193
27 24 160
21 25 110
28 26 106
11 12 61
23 27 44
31 28 34
29 29 33
26 30 31
30 31 28
25 32 11	9_gud_goog_gooood_gooooood
24	que - de - la - para - muy	Topic Count
0 0 15865
1 1 10504
5 2 6672
32 13 4076
6 3 3129
15 14 2672
18 15 2291
13 16 1802
7 5 1541
3 4 1541
9 6 821
4 7 786
20 17 666
14 18 650
2 8 539
8 9 450
22 19 449
16 20 371
10 10 369
12 11 368
24 21 206
19 22 195
17 23 193
27 24 160
21 25 110
28 26 106
11 12 61
23 27 44
31 28 34
29 29 33
26 30 31
30 31 28
25 32 11	10_que_de_la_para
25	wow - lit - - -	Topic Count
0 0 15865
1 1 10504
5 2 6672
32 13 4076
6 3 3129
15 14 2672
18 15 2291
13 16 1802
7 5 1541
3 4 1541
9 6 821
4 7 786
20 17 666
14 18 650
2 8 539
8 9 450
22 19 449
16 20 371
10 10 369
12 11 368
24 21 206
19 22 195
17 23 193
27 24 160
21 25 110
28 26 106
11 12 61
23 27 44
31 28 34
29 29 33
26 30 31
30 31 28
25 32 11	11_wow_lit__
26	mission - step - squat - free - count	Topic Count
0 0 15865
1 1 10504
5 2 6672
32 13 4076
6 3 3129
15 14 2672
18 15 2291
13 16 1802
7 5 1541
3 4 1541
9 6 821
4 7 786
20 17 666
14 18 650
2 8 539
8 9 450
22 19 449
16 20 371
10 10 369
12 11 368
24 21 206
19 22 195
17 23 193
27 24 160
21 25 110
28 26 106
11 12 61
23 27 44
31 28 34
29 29 33
26 30 31
30 31 28
25 32 11	12_mission_step_squat_free
27	не - будильник - это - что - но	Topic Count
0 0 15865
1 1 10504
5 2 6672
32 13 4076
6 3 3129
15 14 2672
18 15 2291
13 16 1802
7 5 1541
3 4 1541
9 6 821
4 7 786
20 17 666
14 18 650
2 8 539
8 9 450
22 19 449
16 20 371
10 10 369
12 11 368
24 21 206
19 22 195
17 23 193
27 24 160
21 25 110
28 26 106
11 12 61
23 27 44
31 28 34
29 29 33
26 30 31
30 31 28
25 32 11	13_не_будильник_это_что
28	help - lot - alot - tremendously - lottt	Topic Count
0 0 15865
1 1 10504
5 2 6672
32 13 4076
6 3 3129
15 14 2672
18 15 2291
13 16 1802
7 5 1541
3 4 1541
9 6 821
4 7 786
20 17 666
14 18 650
2 8 539
8 9 450
22 19 449
16 20 371
10 10 369
12 11 368
24 21 206
19 22 195
17 23 193
27 24 160
21 25 110
28 26 106
11 12 61
23 27 44
31 28 34
29 29 33
26 30 31
30 31 28
25 32 11	14_help_lot_alot_tremendously
29	idea - brilliant - amazing - good - great	Topic Count
0 0 15865
1 1 10504
5 2 6672
32 13 4076
6 3 3129
15 14 2672
18 15 2291
13 16 1802
7 5 1541
3 4 1541
9 6 821
4 7 786
20 17 666
14 18 650
2 8 539
8 9 450
22 19 449
16 20 371
10 10 369
12 11 368
24 21 206
19 22 195
17 23 193
27 24 160
21 25 110
28 26 106
11 12 61
23 27 44
31 28 34
29 29 33
26 30 31
30 31 28
25 32 11	15_idea_brilliant_amazing_good
30	sleeper - heavy - get - up - bed	Topic Count
0 0 15865
1 1 10504
5 2 6672
32 13 4076
6 3 3129
15 14 2672
18 15 2291
13 16 1802
7 5 1541
3 4 1541
9 6 821
4 7 786
20 17 666
14 18 650
2 8 539
8 9 450
22 19 449
16 20 371
10 10 369
12 11 368
24 21 206
19 22 195
17 23 193
27 24 160
21 25 110
28 26 106
11 12 61
23 27 44
31 28 34
29 29 33
26 30 31
30 31 28
25 32 11	16_sleeper_heavy_get_up
31	ok - its - all - right - guee	Topic Count
0 0 15865
1 1 10504
5 2 6672
32 13 4076
6 3 3129
15 14 2672
18 15 2291
13 16 1802
7 5 1541
3 4 1541
9 6 821
4 7 786
20 17 666
14 18 650
2 8 539
8 9 450
22 19 449
16 20 371
10 10 369
12 11 368
24 21 206
19 22 195
17 23 193
27 24 160
21 25 110
28 26 106
11 12 61
23 27 44
31 28 34
29 29 33
26 30 31
30 31 28
25 32 11	17_ok_its_all_right
32	ever - well - real - not -	Topic Count
0 0 15865
1 1 10504
5 2 6672
32 13 4076
6 3 3129
15 14 2672
18 15 2291
13 16 1802
7 5 1541
3 4 1541
9 6 821
4 7 786
20 17 666
14 18 650
2 8 539
8 9 450
22 19 449
16 20 371
10 10 369
12 11 368
24 21 206
19 22 195
17 23 193
27 24 160
21 25 110
28 26 106
11 12 61
23 27 44
31 28 34
29 29 33
26 30 31
30 31 28
25 32 11	18_ever_well_real_not

</details>

Training hyperparameters

calculate_probabilities: False
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: False
zeroshot_min_similarity: 0.7
zeroshot_topic_list: None

Framework versions

Numpy: 1.26.4
HDBSCAN: 0.8.38.post1
UMAP: 0.5.6
Pandas: 2.2.1
Scikit-Learn: 1.5.2
Sentence-transformers: 3.1.0
Transformers: 4.44.2
Numba: 0.60.0
Plotly: 5.24.1
Python: 3.10.15

Task: Text Classification
Library: bertopic
Created: Sep 21, 2024
Updated: Sep 21, 2024