bertopic_kmean-20topics
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("hts98/bertopic_kmean-20topics")
topic_model.get_topic_info()
Topic overview
- Number of topics: 20
- Number of training documents: 529579
Click here for an overview of all topics.
| Topic ID | Topic Keywords | Topic Frequency | Label |
|---|---|---|---|
| 0 | hanoi - quarter - old - bay - lake | 70447 | 0_hanoi_quarter_old_bay |
| 1 | vietnam - vietnamese - best - stayed - mekong | 61694 | 1_vietnam_vietnamese_best_stayed |
| 2 | location - hotel - good - old - breakfast | 50809 | 2_location_hotel_good_old |
| 3 | good - clean - location - helpful - friendly | 44027 | 3_good_clean_location_helpful |
| 4 | pool - beach - view - massage - spa | 43959 | 4_pool_beach_view_massage |
| 5 | room - told - said - asked - shower | 40332 | 5_room_told_said_asked |
| 6 | thank - service - staff - ms - helpful | 36010 | 6_thank_service_staff_ms |
| 7 | hoi - homestay - town - bikes - free | 28816 | 7_hoi_homestay_town_bikes |
| 8 | saigon - minh - chi - ho - city | 28655 | 8_saigon_minh_chi_ho |
| 9 | resort - villa - beach - villas - island | 20536 | 9_resort_villa_beach_villas |
| 10 | bikes - beach - town - bike - free | 19495 | 10_bikes_beach_town_bike |
| 11 | hostel - dorm - dalat - dorms - beds | 17662 | 11_hostel_dorm_dalat_dorms |
| 12 | bay - halong - ha - cruise - kiem | 12629 | 12_bay_halong_ha_cruise |
| 13 | nang - da - danang - naman - dragon | 12005 | 13_nang_da_danang_naman |
| 14 | phu - quoc - resort - mui - ne | 9228 | 14_phu_quoc_resort_mui |
| 15 | hcmc - hcm - tau - vung - silverland | 8368 | 15_hcmc_hcm_tau_vung |
| 16 | phong - ninh - binh - nha - coc | 8121 | 16_phong_ninh_binh_nha |
| 17 | hue - citadel - imperial - jade - serene | 8072 | 17_hue_citadel_imperial_jade |
| 18 | nha - trang - sheraton - beach - russian | 6163 | 18_nha_trang_sheraton_beach |
| 19 | la - siesta - residencia - trendy - selva | 2551 | 19_la_siesta_residencia_trendy |
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: 15
- verbose: True
- zeroshot_min_similarity: 0.7
- zeroshot_topic_list: None
Framework versions
- Numpy: 1.24.3
- HDBSCAN: 0.8.33
- UMAP: 0.5.5
- Pandas: 2.0.3
- Scikit-Learn: 1.2.2
- Sentence-transformers: 2.2.2
- Transformers: 4.35.2
- Numba: 0.57.1
- Plotly: 5.16.1
- Python: 3.10.12
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