Qatar_BERTopic / README.md
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metadata
tags:
  - bertopic
library_name: bertopic
pipeline_tag: text-classification

Qatar_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.

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("sneakykilli/Qatar_BERTopic")

topic_model.get_topic_info()

Topic overview

  • Number of topics: 22
  • Number of training documents: 714
Click here for an overview of all topics.
Topic ID Topic Keywords Topic Frequency Label
-1 doha - qatar - airline - airlines - refund 5 -1_doha_qatar_airline_airlines
0 doha - qatar - airline - airlines - flights 211 0_doha_qatar_airline_airlines
1 refund - refunded - refunds - booking - voucher 78 1_refund_refunded_refunds_booking
2 doha - qatar - baggage - luggage - airline 72 2_doha_qatar_baggage_luggage
3 airline - passengers - flights - attendant - steward 49 3_airline_passengers_flights_attendant
4 qatar - airline - airlines - flights - carriers 44 4_qatar_airline_airlines_flights
5 baggage - doha - airlines - airline - luggage 39 5_baggage_doha_airlines_airline
6 airline - airlines - flights - emirates - flight 35 6_airline_airlines_flights_emirates
7 refund - airline - flights - flight - cancel 32 7_refund_airline_flights_flight
8 airline - airlines - seats - qatar - seating 28 8_airline_airlines_seats_qatar
9 qatar - doha - airlines - flights - emirates 18 9_qatar_doha_airlines_flights
10 customer - complaints - service - terrible - horrible 17 10_customer_complaints_service_terrible
11 qatar - complaint - doha - complaints - airline 15 11_qatar_complaint_doha_complaints
12 avios - qatar - booking - compensation - aviso 14 12_avios_qatar_booking_compensation
13 airline - airlines - flight - airplane - horrible 9 13_airline_airlines_flight_airplane
14 doha - qatar - flights - cancellation - airlines 8 14_doha_qatar_flights_cancellation
15 doha - qatar - qatari - emirates - flight 8 15_doha_qatar_qatari_emirates
16 doha - qatar - airlines - bangkok - airport 8 16_doha_qatar_airlines_bangkok
17 seats - seating - airline - booked - seat 7 17_seats_seating_airline_booked
18 qatar - opodo - airline - refunded - voucher 6 18_qatar_opodo_airline_refunded
19 doha - qatar - flight - destinations - airways 6 19_doha_qatar_flight_destinations
20 qatar - airlines - disability - flight - wheelchair 5 20_qatar_airlines_disability_flight

Training hyperparameters

  • calculate_probabilities: False
  • language: None
  • low_memory: False
  • min_topic_size: 5
  • 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: 1.24.3
  • HDBSCAN: 0.8.33
  • UMAP: 0.5.5
  • Pandas: 2.0.3
  • Scikit-Learn: 1.2.2
  • Sentence-transformers: 2.3.1
  • Transformers: 4.36.2
  • Numba: 0.57.1
  • Plotly: 5.16.1
  • Python: 3.10.12