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Wscherm19
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alpinetest

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  1. README.md +106 -0
  2. config.json +17 -0
  3. ctfidf.safetensors +3 -0
  4. ctfidf_config.json +0 -0
  5. topic_embeddings.safetensors +3 -0
  6. topics.json +4616 -0
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+
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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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+ # alpinetest
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+
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+ This is a [BERTopic](https://github.com/MaartenGr/BERTopic) model.
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+ BERTopic is a flexible and modular topic modeling framework that allows for the generation of easily interpretable topics from large datasets.
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+
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+ ## Usage
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+
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+ To use this model, please install BERTopic:
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+
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+ ```
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+ pip install -U bertopic
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+ ```
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+
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+ You can use the model as follows:
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+
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+ ```python
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+ from bertopic import BERTopic
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+ topic_model = BERTopic.load("Wscherm19/alpinetest")
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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: 37
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+ * Number of training documents: 2788
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+
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+ <details>
37
+ <summary>Click here for an overview of all topics.</summary>
38
+
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+ | Topic ID | Topic Keywords | Topic Frequency | Label |
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+ |----------|----------------|-----------------|-------|
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+ | -1 | unto - people - men - man - great | 10 | -1_unto_people_men_man |
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+ | 0 | florentines - duke - pope - florence - city | 1004 | 0_florentines_duke_pope_florence |
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+ | 1 | man - men - things - good - virtue | 274 | 1_man_men_things_good |
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+ | 2 | army - enemy - soldiers - romans - chap | 212 | 2_army_enemy_soldiers_romans |
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+ | 3 | law - power - sovereign - commonwealth - nature | 135 | 3_law_power_sovereign_commonwealth |
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+ | 4 | prince - thou - ought - subjects - princes | 118 | 4_prince_thou_ought_subjects |
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+ | 5 | adam - right - power - dominion - children | 79 | 5_adam_right_power_dominion |
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+ | 6 | commonweal - aristotle - oligarchie - democratie - government | 67 | 6_commonweal_aristotle_oligarchie_democratie |
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+ | 7 | king - unto - charles - france - kingdom | 57 | 7_king_unto_charles_france |
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+ | 8 | turk - turks - forces - princes - christians | 54 | 8_turk_turks_forces_princes |
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+ | 9 | parliament - law - house - england - page | 51 | 9_parliament_law_house_england |
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+ | 10 | church - ceremonies - churches - things - god | 49 | 10_church_ceremonies_churches_things |
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+ | 11 | commonwealth - people - unto - senate - popular | 48 | 11_commonwealth_people_unto_senate |
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+ | 12 | trade - east - england - wares - india | 48 | 12_trade_east_england_wares |
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+ | 13 | scripture - church - god - christ - things | 45 | 13_scripture_church_god_christ |
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+ | 14 | earl - king - did - henry - richard | 43 | 14_earl_king_did_henry |
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+ | 15 | magistrates - power - unto - law - judges | 36 | 15_magistrates_power_unto_law |
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+ | 16 | god - moses - israel - kingdom - king | 36 | 16_god_moses_israel_kingdom |
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+ | 17 | prince - unto - tyrant - subjects - good | 33 | 17_prince_unto_tyrant_subjects |
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+ | 18 | fol - cities - city - great - miles | 33 | 18_fol_cities_city_great |
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+ | 19 | god - spirit - resurrection - shall - scripture | 31 | 19_god_spirit_resurrection_shall |
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+ | 20 | lord - oh - hamlet - thy - thou | 31 | 20_lord_oh_hamlet_thy |
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+ | 21 | silver - money - deniers - gold - thousand | 30 | 21_silver_money_deniers_gold |
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+ | 22 | church - christian - pope - civil - sovereign | 27 | 22_church_christian_pope_civil |
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+ | 23 | shall - unto - council - tribe - ballot | 26 | 23_shall_unto_council_tribe |
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+ | 24 | thou - war - thy - tac - hist | 25 | 24_thou_war_thy_tac |
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+ | 25 | chap - people - romans - senate - rome | 23 | 25_chap_people_romans_senate |
68
+ | 26 | laws - king - monarchy - government - power | 20 | 26_laws_king_monarchy_government |
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+ | 27 | town - people - did - men - athenians | 19 | 27_town_people_did_men |
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+ | 28 | page - majesty - highness - chap - royal | 19 | 28_page_majesty_highness_chap |
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+ | 29 | christ - god - jesus - savior - apostles | 19 | 29_christ_god_jesus_savior |
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+ | 30 | senate - people - unto - power - magistrates | 17 | 30_senate_people_unto_power |
73
+ | 31 | noble - alexander - man - wise - men | 17 | 31_noble_alexander_man_wise |
74
+ | 32 | law - god - laws - things - reason | 14 | 32_law_god_laws_things |
75
+ | 33 | citisens - slaves - citisen - strangers - unto | 13 | 33_citisens_slaves_citisen_strangers |
76
+ | 34 | enquest - say - judges - man - law | 13 | 34_enquest_say_judges_man |
77
+ | 35 | princes - empire - emperor - alliance - swissers | 12 | 35_princes_empire_emperor_alliance |
78
+
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+ </details>
80
+
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+ ## Training hyperparameters
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+
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+ * calculate_probabilities: False
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+ * language: None
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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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+ * zeroshot_topic_list: None
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+ ## Framework versions
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+ * Numpy: 1.26.4
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+ * UMAP: 0.5.7
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+ * Sentence-transformers: 3.2.1
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+ * Transformers: 4.46.1
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+ * Numba: 0.60.0
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+ * Plotly: 5.24.1
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+ * Python: 3.10.12
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