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sdantonio/
BERTopic_gregoryroose

Name: BERTopic_gregoryroose
Availability: InStock

bertopic

text-classification

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BERTopic_gregoryroose

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("sdantonio/BERTopic_gregoryroose")

topic_model.get_topic_info()

Topic overview

Number of topics: 34
Number of training documents: 5019

Click here for an overview of all topics.

Topic ID	Topic Keywords	Topic Frequency	Label
-1	france - confinement - paris - january - february	11	-1_france_confinement_paris_january
0	france - remplacement - chers - rn - chai	726	0_france_remplacement_chers_rn
1	france - confinement - musulmans - migrants - january	2122	1_france_confinement_musulmans_migrants
2	france - confinement - valeurs - adoxainfos - attestation	383	2_france_confinement_valeurs_adoxainfos
3	france - fabriquer - inondation - pleutrerie - noirs	215	3_france_fabriquer_inondation_pleutrerie
4	france - confinement - arbitre - migrants - victimes	171	4_france_confinement_arbitre_migrants
5	caceuphonie - 1950s - gregoryroose - injusticepouradrien - lundiabstinence	141	5_caceuphonie_1950s_gregoryroose_injusticepouradrien
6	france - confinement - morts - centrales - reconquete	127	6_france_confinement_morts_centrales
7	islamofolie - confinement - lea_antiracisme - valeurs - actuelles	126	7_islamofolie_confinement_lea_antiracisme_valeurs
8	france - musulmans - manifstopislamisme - migrants - gilets	108	8_france_musulmans_manifstopislamisme_migrants
9	france - migrants - moire - saint - liberte	101	9_france_migrants_moire_saint
10	nd675i9efw - xyc9onz4u6 - q6vpvgl3y8 - 7oft6k1w0t - fx1wrgvf62	83	10_nd675i9efw_xyc9onz4u6_q6vpvgl3y8_7oft6k1w0t
11	lf5oyn1fv1 - w6uo2fhmmv - xmsnt2c3i4 - rahvt7fxwq - coor4crsqz	64	11_lf5oyn1fv1_w6uo2fhmmv_xmsnt2c3i4_rahvt7fxwq
12	confinement - tegner - saoudien - continental - dissolutionccif	62	12_confinement_tegner_saoudien_continental
13	wfh0de8qtc - z7p2rmw7a0 - oi5af1xkjs - 4cgk8oudwa - xyrgxsovtb	54	13_wfh0de8qtc_z7p2rmw7a0_oi5af1xkjs_4cgk8oudwa
14	france - onveutlesnoms - tvlofficiel - fabriquer - musulmans	50	14_france_onveutlesnoms_tvlofficiel_fabriquer
15	france - confinement - racismes - migrants - aristocratique	45	15_france_confinement_racismes_migrants
16	germains - gationnisme - subversif - flexitarien - gory	44	16_germains_gationnisme_subversif_flexitarien
17	clairs - foehn - candidatures - liberte - sifflet	39	17_clairs_foehn_candidatures_liberte
18	ugsbuxrvm1 - zfxy482pj7 - slpng_giants_fr - ton6pf8fjf - z9zsctlaw1	38	18_ugsbuxrvm1_zfxy482pj7_slpng_giants_fr_ton6pf8fjf
19	greenconservatism - morts - gardetonvoile - treligionopeace - bandes	35	19_greenconservatism_morts_gardetonvoile_treligionopeace
20	ojim_france - boycottfrance - borisjohnson - claudechollet - confinementsaison2	32	20_ojim_france_boycottfrance_borisjohnson_claudechollet
21	paronym_france - caricatural - jesuistellementblancque - valeurs - pape	31	21_paronym_france_caricatural_jesuistellementblancque_valeurs
22	france - hypocrite - occurrence - lune - militants	29	22_france_hypocrite_occurrence_lune
23	france - jambanja - remplacement - sanctions - paul	26	23_france_jambanja_remplacement_sanctions
24	boycottdecathlon - france - boycott - prochaines - accouchement	25	24_boycottdecathlon_france_boycott_prochaines
25	sifaoui - boycottdecathlon - miyandoab - victimes - gory	20	25_sifaoui_boycottdecathlon_miyandoab_victimes
26	morts - souvenirs - murmure - engueuler - thermale	20	26_morts_souvenirs_murmure_engueuler
27	emmanuelmacron - vincent_vauclin - franceinter - veillez - prises	18	27_emmanuelmacron_vincent_vauclin_franceinter_veillez
28	paronym_france - medinrecords - merciauxsoignants - krgkb7lfw3 - f9m1vggm6g	18	28_paronym_france_medinrecords_merciauxsoignants_krgkb7lfw3
29	azecmnrh5t0 - pxdoezdfwj - ubqgl9qtfs - bqwibkek5p - cvp5sypmkg	15	29_azecmnrh5t0_pxdoezdfwj_ubqgl9qtfs_bqwibkek5p
30	france - pylo - january - cologisme - february	14	30_france_pylo_january_cologisme
31	confinement - valeurs - adoxainfos - conflanssaintehonorine - iran	13	31_confinement_valeurs_adoxainfos_conflanssaintehonorine
32	confinementjour6 - boycottdecathlon - exceptionnelle - marie - gilets	13	32_confinementjour6_boycottdecathlon_exceptionnelle_marie

Training hyperparameters

calculate_probabilities: False
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: 1.23.5
HDBSCAN: 0.8.38.post1
UMAP: 0.5.6
Pandas: 2.2.2
Scikit-Learn: 1.5.1
Sentence-transformers: 3.0.1
Transformers: 4.44.2
Numba: 0.60.0
Plotly: 5.24.0
Python: 3.10.12