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antulik/
BERTopic-2024-05-02-165545

Name: BERTopic-2024-05-02-165545
Availability: InStock

bertopic

text-classification

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BERTopic-2024-05-02-165545

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("antulik/BERTopic-2024-05-02-165545")

topic_model.get_topic_info()

Topic overview

Number of topics: 18
Number of training documents: 1000

Click here for an overview of all topics.

Topic ID	Topic Keywords	Topic Frequency	Label
-1	theism - church - what - to - about	12	-1_theism_church_what_to
0	x11r5 - pc - toolkit - application - program	258	0_x11r5_pc_toolkit_application
1	nhl - playoffs - rangers - hockey - league	97	1_nhl_playoffs_rangers_hockey
2	performance - ram - drivers - monitor - speed	92	2_performance_ram_drivers_monitor
3	dos - windows - disk - software - files	82	3_dos_windows_disk_software
4	government - states - are - batf - against	76	4_government_states_are_batf
5	amp - amps - amplifier - ampere - current	66	5_amp_amps_amplifier_ampere
6	scripture - christians - sin - commandment - christian	47	6_scripture_christians_sin_commandment
7	nasa - spacecraft - space - solar - spaceship	40	7_nasa_spacecraft_space_solar
8	patients - biological - medicine - studies - doctors	40	8_patients_biological_medicine_studies
9	- - - -	38	9____
10	bikes - motorcycle - bike - riding - rider	32	10_bikes_motorcycle_bike_riding
11	encryption - security - encrypted - privacy - secure	27	11_encryption_security_encrypted_privacy
12	armenians - armenian - armenia - turks - genocide	23	12_armenians_armenian_armenia_turks
13	paganism - faith - christianity - christians - atheists	21	13_paganism_faith_christianity_christians
14	contacted - address - mail - contact - email	19	14_contacted_address_mail_contact
15	foolish - quotation - said - quote - hypocrisy	18	15_foolish_quotation_said_quote
16	palestinians - palestinian - antisemitism - gaza - israel	12	16_palestinians_palestinian_antisemitism_gaza

Training hyperparameters

calculate_probabilities: False
language: english
low_memory: False
min_topic_size: 10
n_gram_range: (1, 1)
nr_topics: None
seed_topic_list: [['drug', 'cancer', 'drugs', 'doctor'], ['windows', 'drive', 'dos', 'file'], ['space', 'launch', 'orbit', 'lunar']]
top_n_words: 10
verbose: False
zeroshot_min_similarity: 0.7
zeroshot_topic_list: None

Framework versions

Numpy: 1.23.5
HDBSCAN: 0.8.33
UMAP: 0.5.6
Pandas: 2.0.3
Scikit-Learn: 1.2.2
Sentence-transformers: 2.7.0
Transformers: 4.40.1
Numba: 0.58.1
Plotly: 5.15.0
Python: 3.10.12