ISSR_Dark_Web_31Topics_White_Nation

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("D0men1c0/ISSR_Dark_Web_31Topics_White_Nation")

topic_model.get_topic_info()

You can make predictions as follows:

sentence = ['climate']
topic, _ = topic_model.transform(sentence)
topic_model.get_topic_info(topic[0])

Topic overview

Number of topics: 32
Number of training documents: 52310

Click here for an overview of all topics.

Topic ID	Topic Keywords	Topic Frequency	Label
-1	the - trump - to - of - in	340	outliers
0	socialism - lesson - applied socialism - practical - practical lesson applied	16801	Applied Socialism
1	trump - democrats - pelosi - biden - election	10136	2020 Election Fraud Impeachment
2	border - illegal - wall - trump - mexico	2606	Border Wall Debate
3	israel - iran - syria - us - israeli	1802	Middle East Tensions Wars
4	brexit - eu - farage - europe - yellow	1740	EU Elections and Brexit Leaders
5	thread - re - you - pictures - pictures thread	1184	Funny Pictures Threads
6	climate - climate change - change - warming - global warming	1067	Climate Change Funding
7	the - fed - market - bank - banks	915	Global Central Banks
8	sgt - sgt report - report - appeared first - appeared first sgt	1227	SGT Report Articles
9	mueller - fbi - trump - clinton - obama	832	Trump Deep State
10	gun - guns - gun control - shooting - control	3596	Gun control and police shootings
11	facebook - google - tech - twitter - social media	828	Big Tech Censorship
12	china - trade - chinese - trump - tariffs	818	US Trade War
13	gold - silver - report - the post - sgt report	642	Gold Silver Ratio
14	epstein - jeffrey epstein - jeffrey - sex - maxwell	750	Epstein Maxwell Sex Scandal
15	women - men - transgender - gender - feminism	569	Transgender Rights and Feminism
16	jews - jewish - jew - holocaust - the jews	485	20th Century Jewish History
17	kavanaugh - ford - christine - brett - brett kavanaugh	590	Kavanaugh Accuser
18	white - racist - white people - race - black	442	White Racism Follow
19	youtube - music - favorite - what favorite - what favorite music	571	Favorite Music Youtube
20	vaccine - vaccines - measles - vaccination - flu	398	Vaccine Lawsuit Losses
21	cancer - monsanto - pharma - drug - big pharma	400	Diabetes and Health
22	america - the - world - empire - globalists	645	Global Empire War
23	abortion - planned parenthood - parenthood - planned - babies	332	Planned Parenthood Abortion
24	christians - christianity - pope - christian - church	281	Christianity & Religion
25	media - news - cnn - fake news - fake	551	Mainstream Media and Fake News
26	antifa - portland - police - violence - protesters	662	Antifa Portland Attacks Journalist
27	college - school - students - schools - education	337	Education Politics
28	stormfront - stormfront sucks - re stormfront sucks - re stormfront - sucks	374	Stormfront Criticism
29	assange - julian - julian assange - wikileaks - us	197	Julian Assange Expulsion
30	coronavirus - virus - pandemic - outbreak - wuhan	192	Coronavirus Pandemic

Training hyperparameters

calculate_probabilities: True
language: None
low_memory: False
min_topic_size: 10
n_gram_range: (1, 3)
nr_topics: 32
seed_topic_list: None
top_n_words: 10
verbose: True
zeroshot_min_similarity: 0.7
zeroshot_topic_list: None

Framework versions

Numpy: 1.26.4
HDBSCAN: 0.8.36
UMAP: 0.5.6
Pandas: 2.2.1
Scikit-Learn: 1.4.1.post1
Sentence-transformers: 3.0.1
Transformers: 4.39.3
Numba: 0.60.0
Plotly: 5.22.0
Python: 3.12.2