MARTINI_enrich_BERTopic_saintsandscholars

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("AIDA-UPM/MARTINI_enrich_BERTopic_saintsandscholars")

topic_model.get_topic_info()

Topic overview

• Number of topics: 34
• Number of training documents: 3747

Click here for an overview of all topics.

Topic ID	Topic Keywords	Topic Frequency	Label
-1	catholics - saint - ireland - bishop - truth	20	-1_catholics_saint_ireland_bishop
0	abortions - infanticide - personhood - ireland - baby	2294	0_abortions_infanticide_personhood_ireland
1	repentance - psalm - chrysostom - virtues - humble	216	1_repentance_psalm_chrysostom_virtues
2	irish - nationalism - catholicism - multicultural - colonisation	77	2_irish_nationalism_catholicism_multicultural
3	hcg - vaccinated - aborted - injections - infertility	67	3_hcg_vaccinated_aborted_injections
4	lgbtqi - pornography - eireann - curriculum - parents	65	4_lgbtqi_pornography_eireann_curriculum
5	ballyfermot - irish - mcgeough - finucane - sectarian	63	5_ballyfermot_irish_mcgeough_finucane
6	priest - eglise - nantes - riots - stabbed	61	6_priest_eglise_nantes_riots
7	celtic - columba - clonmacnoise - lindisfarne - monasteries	58	7_celtic_columba_clonmacnoise_lindisfarne
8	sacredheartpilgrimage - rosary - laois - damien - november	57	8_sacredheartpilgrimage_rosary_laois_damien
9	pope - benedict - sedevacantists - cardinalate - santamaria	49	9_pope_benedict_sedevacantists_cardinalate
10	rosary - prayers - mondays - benediction - papalencyclicals	43	10_rosary_prayers_mondays_benediction
11	footballers - hypocrites - israel - munster - gay	42	11_footballers_hypocrites_israel_munster
12	rosary - blessed - communion - mary - annunciation	42	12_rosary_blessed_communion_mary
13	pelosi - abortion - vatican - veto - defunded	40	13_pelosi_abortion_vatican_veto
14	martyrs - legacy_irish - canonized - rathlin - plunkett	40	14_martyrs_legacy_irish_canonized_rathlin
15	immigrants - aquinas - commandment - patriotism - lawgivers	38	15_immigrants_aquinas_commandment_patriotism
16	ukraine - conspiracy - traitors - democracies - sources	38	16_ukraine_conspiracy_traitors_democracies
17	palestinians - zionist - jerusalem - evangelicals - islamist	37	17_palestinians_zionist_jerusalem_evangelicals
18	draghi - monsignor - vigano - covid - protests	37	18_draghi_monsignor_vigano_covid
19	pontiff - antichrist - fatima - consecration - miraculous	36	19_pontiff_antichrist_fatima_consecration
20	tyranny - incitement - offended - hatred - legislation	35	20_tyranny_incitement_offended_hatred
21	gospels - apostolic - epistle - doctrines - monophysitism	28	21_gospels_apostolic_epistle_doctrines
22	chesterton - virtues - foolish - chastises - renowned	27	22_chesterton_virtues_foolish_chastises
23	population - marriages - wales - 2022 - declining	25	23_population_marriages_wales_2022
24	kilmainham - padraig - friar - executions - requiem	25	24_kilmainham_padraig_friar_executions
25	atheism - existence - nominalism - sartre - infinity	25	25_atheism_existence_nominalism_sartre
26	irishmirror - mullingar - migrant - protests - baldoyle	25	26_irishmirror_mullingar_migrant_protests
27	migrants - deportations - homeless - irish - millions	24	27_migrants_deportations_homeless_irish
28	catechisms - papalencyclicals - sean - infallible - resource	24	28_catechisms_papalencyclicals_sean_infallible
29	prayer - archangel - satan - michael - immaculate	23	29_prayer_archangel_satan_michael
30	aoibhneas - mbeannaithear - uilechumhachtach - throcaireach - aonmhac	22	30_aoibhneas_mbeannaithear_uilechumhachtach_throcaireach
31	saints - bosco - podcast - subscribed - friendsofaquinas	22	31_saints_bosco_podcast_subscribed
32	pope - bishops - heretics - hypocrite - sspx	22	32_pope_bishops_heretics_hypocrite

Training hyperparameters

• calculate_probabilities: True
• 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: 1.26.4
• HDBSCAN: 0.8.40
• UMAP: 0.5.7
• Pandas: 2.2.3
• Scikit-Learn: 1.5.2
• Sentence-transformers: 3.3.1
• Transformers: 4.46.3
• Numba: 0.60.0
• Plotly: 5.24.1
• Python: 3.10.12