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Thabet/
sb_clustering_topics

Name: sb_clustering_topics
Availability: InStock

bertopic

text-classification

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sb_clustering_topics

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("Thabet/sb_clustering_topics")

topic_model.get_topic_info()

Topic overview

Number of topics: 40
Number of training documents: 1636

Click here for an overview of all topics.

Topic ID	Topic Keywords	Topic Frequency	Label
-1	jt - actu - fte - ville - 57	11	-1_jt_actu_fte_ville
0	vef - invit - invite - portrait - diff	613	0_vef_invit_invite_portrait
1	foot - football - ligue - fc - match	62	1_foot_football_ligue_fc
2	festival - jazz - dition - pommiers - jazz pommiers	59	2_festival_jazz_dition_pommiers
3	renvoi - college - collge - lyce - lcole	59	3_renvoi_college_collge_lyce
4	tribunal - proces - procs - affaire - permis conduire	56	4_tribunal_proces_procs_affaire
5	tourisme - weekend - ascension - lascension - weekend ascension	48	5_tourisme_weekend_ascension_lascension
6	urgences - non - soignants non - soignants - non vaccins	48	6_urgences_non_soignants non_soignants
7	muse - expo - chteau - chateau - monument	44	7_muse_expo_chteau_chateau
8	eau - deau - leau - eaux - qualite	42	8_eau_deau_leau_eaux
9	culture - teaser chronique - chronique - teaser - jour	39	9_culture_teaser chronique_chronique_teaser
10	homophobie - contre - lgbt - contre lhomophobie - lhomophobie	36	10_homophobie_contre_lgbt_contre lhomophobie
11	basket - d69 basket - asvel - fminin villeneuve - finale	33	11_basket_d69 basket_asvel_fminin villeneuve
12	rugby - mont marsan - marsan - dublin - finale dublin	31	12_rugby_mont marsan_marsan_dublin
13	roues folie - roues - srie roues - folie - srie	29	13_roues folie_roues_srie roues_folie
14	grve - sncf - brve - sncf dijon - breve	27	14_grve_sncf_brve_sncf dijon
15	rue - rue pierre - parking - mauroy - pierre mauroy	26	15_rue_rue pierre_parking_mauroy
16	ouvrier - ouvrier france - serie - france - meilleur ouvrier	23	16_ouvrier_ouvrier france_serie_france
17	feux - agricoles - vols - agriculteurs - vols gps	23	17_feux_agricoles_vols_agriculteurs
18	vertbaudet - centre - commerants - commerce - centreville	22	18_vertbaudet_centre_commerants_commerce
19	archives - policier - policiers - congrs ps - politique	22	19_archives_policier_policiers_congrs ps
20	recyclage - made in - made - transforme - carton	22	20_recyclage_made in_made_transforme
21	cvdl - trail - routes - route - cvdl invite	21	21_cvdl_trail_routes_route
22	sniors - ans - dune - maison - secondaires	20	22_sniors_ans_dune_maison
23	sports - sport - loc sport - loc - aim	20	23_sports_sport_loc sport_loc
24	cannes - festival cannes - festival - cannes festival - d06	18	24_cannes_festival cannes_festival_cannes festival
25	maires - maire - dmission - maire veyrac - dep dmission	17	25_maires_maire_dmission_maire veyrac
26	solidaire - bo - bouquinerie solidaire - rdvcv - rdvcv bo	16	26_solidaire_bo_bouquinerie solidaire_rdvcv
27	armada - vins - mer - larmada - maritime	15	27_armada_vins_mer_larmada
28	accident - accident mortel - mortel - fayssal - mortel minibus	15	28_accident_accident mortel_mortel_fayssal
29	dunkerque - jours dunkerque - jours - tape - dunkerque tape	14	29_dunkerque_jours dunkerque_jours_tape
30	armes anciennes - participants - twirling bton - twirling - convention	13	30_armes anciennes_participants_twirling bton_twirling
31	cpop - carmina - eyes - planete - savaoo application	12	31_cpop_carmina_eyes_planete
32	secheresse - scurit - levage - limplantation - poules salmagne	12	32_secheresse_scurit_levage_limplantation
33	bio - aides - d86 - hugues bioret - dossier presse	12	33_bio_aides_d86_hugues bioret
34	collectif - camping - collecte - infimiers libraux - sr d51	12	34_collectif_camping_collecte_infimiers libraux
35	grand prix - prix - grand - pau - race	11	35_grand prix_prix_grand_pau
36	boom - technique - entreprise - emploi open - futurs	11	36_boom_technique_entreprise_emploi open
37	championnat - escrime - 57 - championnat escrime - 57 championnat	11	37_championnat_escrime_57_championnat escrime
38	oiseaux - population - oiseaux lpo - lpo - gl69 oorion	11	38_oiseaux_population_oiseaux lpo_lpo

Training hyperparameters

calculate_probabilities: True
language: english
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

Framework versions

Numpy: 1.23.5
HDBSCAN: 0.8.33
UMAP: 0.5.3
Pandas: 1.5.3
Scikit-Learn: 1.2.2
Sentence-transformers: 2.2.2
Transformers: 4.31.0
Numba: 0.56.4
Plotly: 5.15.0
Python: 3.10.12