sneakykilli
commited on
Commit
•
f627ebe
1
Parent(s):
fab3a23
Add BERTopic model
Browse files- README.md +91 -0
- config.json +17 -0
- ctfidf.safetensors +3 -0
- ctfidf_config.json +0 -0
- topic_embeddings.safetensors +3 -0
- topics.json +1807 -0
README.md
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---
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tags:
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- bertopic
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library_name: bertopic
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pipeline_tag: text-classification
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---
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# Qatar_BERTopic
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This is a [BERTopic](https://github.com/MaartenGr/BERTopic) model.
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BERTopic is a flexible and modular topic modeling framework that allows for the generation of easily interpretable topics from large datasets.
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## Usage
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To use this model, please install BERTopic:
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```
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pip install -U bertopic
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```
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You can use the model as follows:
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```python
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from bertopic import BERTopic
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topic_model = BERTopic.load("sneakykilli/Qatar_BERTopic")
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topic_model.get_topic_info()
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```
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## Topic overview
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* Number of topics: 22
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* Number of training documents: 714
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<details>
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<summary>Click here for an overview of all topics.</summary>
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| Topic ID | Topic Keywords | Topic Frequency | Label |
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|----------|----------------|-----------------|-------|
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| -1 | doha - qatar - airline - airlines - refund | 5 | -1_doha_qatar_airline_airlines |
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| 0 | doha - qatar - airline - airlines - flights | 211 | 0_doha_qatar_airline_airlines |
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| 1 | refund - refunded - refunds - booking - voucher | 78 | 1_refund_refunded_refunds_booking |
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| 2 | doha - qatar - baggage - luggage - airline | 72 | 2_doha_qatar_baggage_luggage |
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| 3 | airline - passengers - flights - attendant - steward | 49 | 3_airline_passengers_flights_attendant |
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| 4 | qatar - airline - airlines - flights - carriers | 44 | 4_qatar_airline_airlines_flights |
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| 5 | baggage - doha - airlines - airline - luggage | 39 | 5_baggage_doha_airlines_airline |
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| 6 | airline - airlines - flights - emirates - flight | 35 | 6_airline_airlines_flights_emirates |
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| 7 | refund - airline - flights - flight - cancel | 32 | 7_refund_airline_flights_flight |
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| 8 | airline - airlines - seats - qatar - seating | 28 | 8_airline_airlines_seats_qatar |
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| 9 | qatar - doha - airlines - flights - emirates | 18 | 9_qatar_doha_airlines_flights |
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| 10 | customer - complaints - service - terrible - horrible | 17 | 10_customer_complaints_service_terrible |
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| 11 | qatar - complaint - doha - complaints - airline | 15 | 11_qatar_complaint_doha_complaints |
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| 12 | avios - qatar - booking - compensation - aviso | 14 | 12_avios_qatar_booking_compensation |
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| 13 | airline - airlines - flight - airplane - horrible | 9 | 13_airline_airlines_flight_airplane |
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| 14 | doha - qatar - flights - cancellation - airlines | 8 | 14_doha_qatar_flights_cancellation |
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| 15 | doha - qatar - qatari - emirates - flight | 8 | 15_doha_qatar_qatari_emirates |
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| 16 | doha - qatar - airlines - bangkok - airport | 8 | 16_doha_qatar_airlines_bangkok |
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| 17 | seats - seating - airline - booked - seat | 7 | 17_seats_seating_airline_booked |
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| 18 | qatar - opodo - airline - refunded - voucher | 6 | 18_qatar_opodo_airline_refunded |
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| 19 | doha - qatar - flight - destinations - airways | 6 | 19_doha_qatar_flight_destinations |
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| 20 | qatar - airlines - disability - flight - wheelchair | 5 | 20_qatar_airlines_disability_flight |
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</details>
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## Training hyperparameters
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* calculate_probabilities: False
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* language: None
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* low_memory: False
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* min_topic_size: 5
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* n_gram_range: (1, 1)
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* nr_topics: None
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* seed_topic_list: None
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* top_n_words: 10
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* verbose: False
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* zeroshot_min_similarity: 0.7
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* zeroshot_topic_list: None
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## Framework versions
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* Numpy: 1.24.3
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* HDBSCAN: 0.8.33
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* UMAP: 0.5.5
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* Pandas: 2.0.3
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* Scikit-Learn: 1.2.2
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* Sentence-transformers: 2.3.1
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* Transformers: 4.36.2
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* Numba: 0.57.1
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* Plotly: 5.16.1
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* Python: 3.10.12
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config.json
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{
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"calculate_probabilities": false,
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"language": null,
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"low_memory": false,
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"min_topic_size": 5,
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"n_gram_range": [
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1,
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1
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],
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"nr_topics": null,
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"seed_topic_list": null,
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"top_n_words": 10,
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"verbose": false,
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"zeroshot_min_similarity": 0.7,
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"zeroshot_topic_list": null,
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"embedding_model": "all-MiniLM-L6-v2"
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}
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ctfidf.safetensors
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version https://git-lfs.github.com/spec/v1
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oid sha256:d8b534e67e795e8d7fa9aaf0d737629e0cebdf87533c8200adbdbe69d85a9b4b
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size 252144
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ctfidf_config.json
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The diff for this file is too large to render.
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topic_embeddings.safetensors
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version https://git-lfs.github.com/spec/v1
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oid sha256:7ebc4d26ef60c27b5f3544b4dbcb13a376ffd618d0fbd6428bfd77179378afb0
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size 33880
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topics.json
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1 |
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2 |
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