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AIDA-UPM/
MARTINI_enrich_BERTopic_NemesisParis

Name: MARTINI_enrich_BERTopic_NemesisParis
Availability: InStock

bertopic

text-classification

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MARTINI_enrich_BERTopic_NemesisParis

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("AIDA-UPM/MARTINI_enrich_BERTopic_NemesisParis")

topic_model.get_topic_info()

Topic overview

Number of topics: 10
Number of training documents: 1126

Click here for an overview of all topics.

Topic ID	Topic Keywords	Topic Frequency	Label
-1	agresseur - plainte - lyon - victimes - sexuelles	21	-1_agresseur_plainte_lyon_victimes
0	meurtre - amiens - retrouvee - gendarmerie - couteau	664	0_meurtre_amiens_retrouvee_gendarmerie
1	militantisme - sœurs - collectif - gaulliste - defendre	97	1_militantisme_sœurs_collectif_gaulliste
2	agresseur - sexuellement - suspectes - dimanche - algerie	72	2_agresseur_sexuellement_suspectes_dimanche
3	meurtre - sexuelle - correctionnel - septembre - verdict	71	3_meurtre_sexuelle_correctionnel_septembre
4	nantes - agresseurs - mairie - collectif - migratoire	60	4_nantes_agresseurs_mairie_collectif
5	burkini - laicite - islamisme - scolaires - chretienne	60	5_burkini_laicite_islamisme_scolaires
6	agresseurs - mineurs - sexuelles - collegiennes - montpellier	31	6_agresseurs_mineurs_sexuelles_collegiennes
7	feministes - islamistes - ideologiques - collectif - haineuse	25	7_feministes_islamistes_ideologiques_collectif
8	condamne - sexuelle - abdou - algerien - soixantaine	25	8_condamne_sexuelle_abdou_algerien

Training hyperparameters

calculate_probabilities: True
language: None
low_memory: False
min_topic_size: 10
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: 1.26.4
HDBSCAN: 0.8.40
UMAP: 0.5.7
Pandas: 2.2.3
Scikit-Learn: 1.5.2
Sentence-transformers: 3.3.1
Transformers: 4.46.3
Numba: 0.60.0
Plotly: 5.24.1
Python: 3.10.12