
# blbooksgenre_topics

This is a [BERTopic](https://github.com/MaartenGr/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("davanstrien/blbooksgenre_topics")

topic_model.get_topic_info()
```

## Topic overview

* Number of topics: 57
* Number of training documents: 43752

<details>
  <summary>Click here for an overview of all topics.</summary>
  
  | Topic ID | Topic Keywords | Topic Frequency | Label | 
|----------|----------------|-----------------|-------| 
| -1 | poems - novel - poem - prose - book | 11 | -1_poems_novel_poem_prose | 
| 0 | poems - poem - poetry - poets - poetical | 18624 | 0_poems_poem_poetry_poets | 
| 1 | novel - author - poem - heir - tales | 4698 | 1_novel_author_poem_heir | 
| 2 | ireland - dublin - scotland - irish - edinburgh | 3576 | 2_ireland_dublin_scotland_irish | 
| 3 | geography - geographical - maps - map - history | 3104 | 3_geography_geographical_maps_map | 
| 4 | shakespeare - acts - prose - comedy - theatre | 1377 | 4_shakespeare_acts_prose_comedy | 
| 5 | county - counties - pennsylvania - hampshire - history | 1089 | 5_county_counties_pennsylvania_hampshire | 
| 6 | france - spain - europe - pyrenees - paris | 990 | 6_france_spain_europe_pyrenees | 
| 7 | sailing - nautical - maritime - boat - voyages | 986 | 7_sailing_nautical_maritime_boat | 
| 8 | antiquity - greeks - rome - romans - greece | 744 | 8_antiquity_greeks_rome_romans | 
| 9 | illustrations - drawings - pencil - drawn - sketches | 631 | 9_illustrations_drawings_pencil_drawn | 
| 10 | africa - transvaal - cape - zululand - african | 610 | 10_africa_transvaal_cape_zululand | 
| 11 | egypt - egyptians - cairo - sinai - egyptian | 610 | 11_egypt_egyptians_cairo_sinai | 
| 12 | england - britain - british - george - english | 570 | 12_england_britain_british_george | 
| 13 | california - alaska - regions - tour - states | 546 | 13_california_alaska_regions_tour | 
| 14 | italia - italy - sicily - italian - italians | 491 | 14_italia_italy_sicily_italian | 
| 15 | crimean - crimea - turkey - turks - russia | 481 | 15_crimean_crimea_turkey_turks | 
| 16 | mexico - rio - honduras - colombia - panama | 433 | 16_mexico_rio_honduras_colombia | 
| 17 | wales - maoriland - otago - zealand - auckland | 423 | 17_wales_maoriland_otago_zealand | 
| 18 | waterloo - poem - battle - napoleon - battles | 405 | 18_waterloo_poem_battle_napoleon | 
| 19 | mining - mineralogy - minerals - metallurgy - metals | 396 | 19_mining_mineralogy_minerals_metallurgy | 
| 20 | history - america - states - historical - american | 377 | 20_history_america_states_historical | 
| 21 | geology - geological - geologists - cambrian - fossils | 305 | 21_geology_geological_geologists_cambrian | 
| 22 | quebec - scotia - canadas - ontario - province | 204 | 22_quebec_scotia_canadas_ontario | 
| 23 | rambles - ramble - south - lands - scrambles | 194 | 23_rambles_ramble_south_lands | 
| 24 | edition - second - series - third - revised | 159 | 24_edition_second_series_third | 
| 25 | rudge - barnaby - hutton - rivers - osborne | 149 | 25_rudge_barnaby_hutton_rivers | 
| 26 | memorials - anniversary - memorial - london - address | 134 | 26_memorials_anniversary_memorial_london | 
| 27 | railway - railways - railroad - railroads - railroadiana | 115 | 27_railway_railways_railroad_railroads | 
| 28 | forest - foresters - woods - trees - forestalled | 112 | 28_forest_foresters_woods_trees | 
| 29 | philosophy - humanity - philosophie - moralities - conscience | 97 | 29_philosophy_humanity_philosophie_moralities | 
| 30 | gazetteer - geography - geographical - dictionary - topographical | 96 | 30_gazetteer_geography_geographical_dictionary | 
| 31 | goldsmith - goldsmiths - novel - writings - epistle | 93 | 31_goldsmith_goldsmiths_novel_writings | 
| 32 | regulations - members - committees - rules - committee | 89 | 32_regulations_members_committees_rules | 
| 33 | odes - poems - poem - ode - hymno | 87 | 33_odes_poems_poem_ode | 
| 34 | doctor - doctors - physician - patients - physicians | 79 | 34_doctor_doctors_physician_patients | 
| 35 | geography - schools - longmans - colleges - school | 77 | 35_geography_schools_longmans_colleges | 
| 36 | juan - juana - sequel - carlos - genista | 63 | 36_juan_juana_sequel_carlos | 
| 37 | sporting - sports - sport - sportsmans - rugby | 56 | 37_sporting_sports_sport_sportsmans | 
| 38 | detective - detectives - crime - policeman - city | 52 | 38_detective_detectives_crime_policeman | 
| 39 | blanc - mont - blanche - montserrat - montacute | 47 | 39_blanc_mont_blanche_montserrat | 
| 40 | jack - jacks - jackdaw - house - author | 46 | 40_jack_jacks_jackdaw_house | 
| 41 | dutch - netherlands - holland - dutchman - dutchesse | 43 | 41_dutch_netherlands_holland_dutchman | 
| 42 | spider - spiders - adventure - web - webs | 35 | 42_spider_spiders_adventure_web | 
| 43 | madrasiana - madras - malabar - mysore - district | 31 | 43_madrasiana_madras_malabar_mysore | 
| 44 | doncaster - 1835 - gazette - 1862 - 1868 | 31 | 44_doncaster_1835_gazette_1862 | 
| 45 | lays - lay - land - empire - sea | 28 | 45_lays_lay_land_empire | 
| 46 | cyprus - syria - palestine - island - asia | 28 | 46_cyprus_syria_palestine_island | 
| 47 | gipsies - gipsy - snakes - encyclopaedia - bunyan | 20 | 47_gipsies_gipsy_snakes_encyclopaedia | 
| 48 | abydos - bride - turkish - marriage - euphrosyne | 18 | 48_abydos_bride_turkish_marriage | 
| 49 | derby - castleton - buxton - matlock - nottingham | 16 | 49_derby_castleton_buxton_matlock | 
| 50 | corsair - tale - carlo - mystery - monte | 16 | 50_corsair_tale_carlo_mystery | 
| 51 | bushman - bushranger - bushrangers - australian - novel | 13 | 51_bushman_bushranger_bushrangers_australian | 
| 52 | months - italy - weeks - six - france | 12 | 52_months_italy_weeks_six | 
| 53 | kitty - kittys - catspaw - catriona - father | 12 | 53_kitty_kittys_catspaw_catriona | 
| 54 | lighthouses - lighthouse - beacons - lights - lighting | 12 | 54_lighthouses_lighthouse_beacons_lights | 
| 55 | balfour - kidnapped - balfouriana - memoirs - adventures | 11 | 55_balfour_kidnapped_balfouriana_memoirs |
  
</details>

## Training hyperparameters

* calculate_probabilities: False
* language: english
* low_memory: False
* min_topic_size: 10
* n_gram_range: (1, 1)
* nr_topics: 57
* seed_topic_list: None
* top_n_words: 10
* verbose: True

## Framework versions

* Numpy: 1.22.4
* HDBSCAN: 0.8.29
* UMAP: 0.5.3
* Pandas: 1.5.3
* Scikit-Learn: 1.2.2
* Sentence-transformers: 2.2.2
* Transformers: 4.29.2
* Numba: 0.56.4
* Plotly: 5.13.1
* Python: 3.10.11
{"language": ["en"], "license": "mit", "library_name": "bertopic", "tags": ["bertopic"], "datasets": ["blbooksgenre"], "pipeline_tag": "text-classification"}
bertopic text-classification en dataset:blbooksgenre license:mit region:us
TAGS
#bertopic #text-classification #en #dataset-blbooksgenre #license-mit #region-us 

blbooksgenre\_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:


You can use the model as follows:


Topic overview
--------------


* Number of topics: 57
* Number of training documents: 43752



Click here for an overview of all topics.


Training hyperparameters
------------------------


* calculate\_probabilities: False
* language: english
* low\_memory: False
* min\_topic\_size: 10
* n\_gram\_range: (1, 1)
* nr\_topics: 57
* seed\_topic\_list: None
* top\_n\_words: 10
* verbose: True


Framework versions
------------------


* Numpy: 1.22.4
* HDBSCAN: 0.8.29
* UMAP: 0.5.3
* Pandas: 1.5.3
* Scikit-Learn: 1.2.2
* Sentence-transformers: 2.2.2
* Transformers: 4.29.2
* Numba: 0.56.4
* Plotly: 5.13.1
* Python: 3.10.11



TAGS
#bertopic #text-classification #en #dataset-blbooksgenre #license-mit #region-us 
