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Thabet
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sb_clustering_topics

Text Classification
BERTopic
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  1. README.md +107 -0
  2. config.json +14 -0
  3. topic_embeddings.safetensors +3 -0
  4. topics.json +3611 -0
README.md ADDED
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1
+
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+ ---
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+ tags:
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+ - bertopic
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+ library_name: bertopic
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+ pipeline_tag: text-classification
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+ ---
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+
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+ # sb_clustering_topics
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+
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+ This is a [BERTopic](https://github.com/MaartenGr/BERTopic) model.
12
+ BERTopic is a flexible and modular topic modeling framework that allows for the generation of easily interpretable topics from large datasets.
13
+
14
+ ## Usage
15
+
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+ To use this model, please install BERTopic:
17
+
18
+ ```
19
+ pip install -U bertopic
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+ ```
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+
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+ You can use the model as follows:
23
+
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+ ```python
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+ from bertopic import BERTopic
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+ topic_model = BERTopic.load("Thabet/sb_clustering_topics")
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+
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+ topic_model.get_topic_info()
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+ ```
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+
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+ ## Topic overview
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+
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+ * Number of topics: 40
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+ * Number of training documents: 1636
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+
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+ <details>
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+ <summary>Click here for an overview of all topics.</summary>
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+
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+ | Topic ID | Topic Keywords | Topic Frequency | Label |
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+ |----------|----------------|-----------------|-------|
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+ | -1 | jt - actu - fte - ville - 57 | 11 | -1_jt_actu_fte_ville |
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+ | 0 | vef - invit - invite - portrait - diff | 613 | 0_vef_invit_invite_portrait |
43
+ | 1 | foot - football - ligue - fc - match | 62 | 1_foot_football_ligue_fc |
44
+ | 2 | festival - jazz - dition - pommiers - jazz pommiers | 59 | 2_festival_jazz_dition_pommiers |
45
+ | 3 | renvoi - college - collge - lyce - lcole | 59 | 3_renvoi_college_collge_lyce |
46
+ | 4 | tribunal - proces - procs - affaire - permis conduire | 56 | 4_tribunal_proces_procs_affaire |
47
+ | 5 | tourisme - weekend - ascension - lascension - weekend ascension | 48 | 5_tourisme_weekend_ascension_lascension |
48
+ | 6 | urgences - non - soignants non - soignants - non vaccins | 48 | 6_urgences_non_soignants non_soignants |
49
+ | 7 | muse - expo - chteau - chateau - monument | 44 | 7_muse_expo_chteau_chateau |
50
+ | 8 | eau - deau - leau - eaux - qualite | 42 | 8_eau_deau_leau_eaux |
51
+ | 9 | culture - teaser chronique - chronique - teaser - jour | 39 | 9_culture_teaser chronique_chronique_teaser |
52
+ | 10 | homophobie - contre - lgbt - contre lhomophobie - lhomophobie | 36 | 10_homophobie_contre_lgbt_contre lhomophobie |
53
+ | 11 | basket - d69 basket - asvel - fminin villeneuve - finale | 33 | 11_basket_d69 basket_asvel_fminin villeneuve |
54
+ | 12 | rugby - mont marsan - marsan - dublin - finale dublin | 31 | 12_rugby_mont marsan_marsan_dublin |
55
+ | 13 | roues folie - roues - srie roues - folie - srie | 29 | 13_roues folie_roues_srie roues_folie |
56
+ | 14 | grve - sncf - brve - sncf dijon - breve | 27 | 14_grve_sncf_brve_sncf dijon |
57
+ | 15 | rue - rue pierre - parking - mauroy - pierre mauroy | 26 | 15_rue_rue pierre_parking_mauroy |
58
+ | 16 | ouvrier - ouvrier france - serie - france - meilleur ouvrier | 23 | 16_ouvrier_ouvrier france_serie_france |
59
+ | 17 | feux - agricoles - vols - agriculteurs - vols gps | 23 | 17_feux_agricoles_vols_agriculteurs |
60
+ | 18 | vertbaudet - centre - commerants - commerce - centreville | 22 | 18_vertbaudet_centre_commerants_commerce |
61
+ | 19 | archives - policier - policiers - congrs ps - politique | 22 | 19_archives_policier_policiers_congrs ps |
62
+ | 20 | recyclage - made in - made - transforme - carton | 22 | 20_recyclage_made in_made_transforme |
63
+ | 21 | cvdl - trail - routes - route - cvdl invite | 21 | 21_cvdl_trail_routes_route |
64
+ | 22 | sniors - ans - dune - maison - secondaires | 20 | 22_sniors_ans_dune_maison |
65
+ | 23 | sports - sport - loc sport - loc - aim | 20 | 23_sports_sport_loc sport_loc |
66
+ | 24 | cannes - festival cannes - festival - cannes festival - d06 | 18 | 24_cannes_festival cannes_festival_cannes festival |
67
+ | 25 | maires - maire - dmission - maire veyrac - dep dmission | 17 | 25_maires_maire_dmission_maire veyrac |
68
+ | 26 | solidaire - bo - bouquinerie solidaire - rdvcv - rdvcv bo | 16 | 26_solidaire_bo_bouquinerie solidaire_rdvcv |
69
+ | 27 | armada - vins - mer - larmada - maritime | 15 | 27_armada_vins_mer_larmada |
70
+ | 28 | accident - accident mortel - mortel - fayssal - mortel minibus | 15 | 28_accident_accident mortel_mortel_fayssal |
71
+ | 29 | dunkerque - jours dunkerque - jours - tape - dunkerque tape | 14 | 29_dunkerque_jours dunkerque_jours_tape |
72
+ | 30 | armes anciennes - participants - twirling bton - twirling - convention | 13 | 30_armes anciennes_participants_twirling bton_twirling |
73
+ | 31 | cpop - carmina - eyes - planete - savaoo application | 12 | 31_cpop_carmina_eyes_planete |
74
+ | 32 | secheresse - scurit - levage - limplantation - poules salmagne | 12 | 32_secheresse_scurit_levage_limplantation |
75
+ | 33 | bio - aides - d86 - hugues bioret - dossier presse | 12 | 33_bio_aides_d86_hugues bioret |
76
+ | 34 | collectif - camping - collecte - infimiers libraux - sr d51 | 12 | 34_collectif_camping_collecte_infimiers libraux |
77
+ | 35 | grand prix - prix - grand - pau - race | 11 | 35_grand prix_prix_grand_pau |
78
+ | 36 | boom - technique - entreprise - emploi open - futurs | 11 | 36_boom_technique_entreprise_emploi open |
79
+ | 37 | championnat - escrime - 57 - championnat escrime - 57 championnat | 11 | 37_championnat_escrime_57_championnat escrime |
80
+ | 38 | oiseaux - population - oiseaux lpo - lpo - gl69 oorion | 11 | 38_oiseaux_population_oiseaux lpo_lpo |
81
+
82
+ </details>
83
+
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+ ## Training hyperparameters
85
+
86
+ * calculate_probabilities: True
87
+ * language: english
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+ * low_memory: False
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+ * min_topic_size: 10
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+ * n_gram_range: (1, 1)
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+ * nr_topics: None
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+ * seed_topic_list: None
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+ * top_n_words: 10
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+ * verbose: False
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+
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+ ## Framework versions
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+
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+ * Numpy: 1.23.5
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+ * HDBSCAN: 0.8.33
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+ * UMAP: 0.5.3
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+ * Pandas: 1.5.3
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+ * Scikit-Learn: 1.2.2
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+ * Sentence-transformers: 2.2.2
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+ * Transformers: 4.31.0
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+ * Numba: 0.56.4
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+ * Plotly: 5.15.0
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+ * Python: 3.10.12
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