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sneakykilli/Qatar_BERTopic

sourceHugging Faceupdated 3y agoView on Hugging Face

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Model Card

tags:

—bertopic libraryname: bertopic pipelinetag: 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:

python

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

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

Topic ID	Topic Keywords	Topic Frequency	Label
-1	doha - qatar - airline - airlines - refund	5	-1dohaqatarairlineairlines
0	doha - qatar - airline - airlines - flights	211	0dohaqatarairlineairlines
1	refund - refunded - refunds - booking - voucher	78	1refundrefundedrefundsbooking
2	doha - qatar - baggage - luggage - airline	72	2dohaqatarbaggageluggage
3	airline - passengers - flights - attendant - steward	49	3airlinepassengersflightsattendant
4	qatar - airline - airlines - flights - carriers	44	4qatarairlineairlinesflights
5	baggage - doha - airlines - airline - luggage	39	5baggagedohaairlinesairline
6	airline - airlines - flights - emirates - flight	35	6airlineairlinesflightsemirates
7	refund - airline - flights - flight - cancel	32	7refundairlineflightsflight
8	airline - airlines - seats - qatar - seating	28	8airlineairlinesseatsqatar
9	qatar - doha - airlines - flights - emirates	18	9qatardohaairlinesflights
10	customer - complaints - service - terrible - horrible	17	10customercomplaintsserviceterrible
11	qatar - complaint - doha - complaints - airline	15	11qatarcomplaintdohacomplaints
12	avios - qatar - booking - compensation - aviso	14	12aviosqatarbookingcompensation
13	airline - airlines - flight - airplane - horrible	9	13airlineairlinesflightairplane
14	doha - qatar - flights - cancellation - airlines	8	14dohaqatarflightscancellation
15	doha - qatar - qatari - emirates - flight	8	15dohaqatarqatariemirates
16	doha - qatar - airlines - bangkok - airport	8	16dohaqatarairlinesbangkok
17	seats - seating - airline - booked - seat	7	17seatsseatingairlinebooked
18	qatar - opodo - airline - refunded - voucher	6	18qataropodoairlinerefunded
19	doha - qatar - flight - destinations - airways	6	19dohaqatarflightdestinations
20	qatar - airlines - disability - flight - wheelchair	5	20qatarairlinesdisabilityflight

</details>

Training hyperparameters

—calculate_probabilities: False
—language: None
—low_memory: False
—mintopicsize: 5
—ngramrange: (1, 1)
—nr_topics: None
—seedtopiclist: None
—topnwords: 10
—verbose: False
—zeroshotminsimilarity: 0.7
—zeroshottopiclist: 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