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DobreMihai
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bertopic_sim25_10topics_larger_embed_raw

Text Classification
BERTopic
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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
Click here for an overview of all topics.
Topic ID Topic Keywords Topic Frequency Label
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

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
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