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
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