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

topic_model.get_topic_info()

Topic overview

Number of topics: 17
Number of training documents: 1000

Click here for an overview of all topics.

Topic ID	Topic Keywords	Topic Frequency	Label
-1	theism - much - way - think - just	15	-1_theism_much_way_think
0	nhl - playoffs - rangers - hockey - league	304	0_nhl_playoffs_rangers_hockey
1	performance - ram - drivers - monitor - speed	92	1_performance_ram_drivers_monitor
2	x11r5 - hyperhelp - windows - pc - application	82	2_x11r5_hyperhelp_windows_pc
3	dos - windows - harddisk - disk - software	82	3_dos_windows_harddisk_disk
4	amp - amps - amplifier - ampere - current	75	4_amp_amps_amplifier_ampere
5	scripture - christians - sin - bible - commandment	44	5_scripture_christians_sin_bible
6	patients - biological - medicine - studies - doctors	41	6_patients_biological_medicine_studies
7	nasa - solar - space - shuttle - orbiting	39	7_nasa_solar_space_shuttle
8	armenians - armenian - armenia - turks - genocide	38	8_armenians_armenian_armenia_turks
9	guns - gun - amendment - constitution - laws	36	9_guns_gun_amendment_constitution
10	- - - -	33	10____
11	motorcycle - bikes - cobralinks - bike - riding	32	11_motorcycle_bikes_cobralinks_bike
12	encryption - security - encrypted - privacy - secure	24	12_encryption_security_encrypted_privacy
13	contacted - address - mail - contact - email	23	13_contacted_address_mail_contact
14	paganism - faith - christianity - christians - atheists	21	14_paganism_faith_christianity_christians
15	action - fbi - batf - war - president	19	15_action_fbi_batf_war

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