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:

pip install -U bertopic

You can use the model as follows:

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

Click here for an overview of all topics.

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

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