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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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# MARTINI_enrich_BERTopic_MartinCostelloNews |
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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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## Usage |
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To use this model, please install BERTopic: |
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``` |
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pip install -U bertopic |
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``` |
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You can use the model as follows: |
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```python |
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from bertopic import BERTopic |
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topic_model = BERTopic.load("AIDA-UPM/MARTINI_enrich_BERTopic_MartinCostelloNews") |
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topic_model.get_topic_info() |
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``` |
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## Topic overview |
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* Number of topics: 38 |
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* Number of training documents: 4471 |
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<details> |
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<summary>Click here for an overview of all topics.</summary> |
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| Topic ID | Topic Keywords | Topic Frequency | Label | |
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|----------|----------------|-----------------|-------| |
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| -1 | vaccinated - nhs - boris - freedom - next | 20 | -1_vaccinated_nhs_boris_freedom | |
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| 0 | mariupol - zelensky - crimea - russians - nazis | 2286 | 0_mariupol_zelensky_crimea_russians | |
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| 1 | globalists - davos - trudeau - sunak - hitler | 227 | 1_globalists_davos_trudeau_sunak | |
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| 2 | propaganda - traitor - goebbels - guilty - headline | 140 | 2_propaganda_traitor_goebbels_guilty | |
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| 3 | cashless - hyperinflation - monetary - cbdc - communism | 130 | 3_cashless_hyperinflation_monetary_cbdc | |
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| 4 | police - arrested - whitehall - offended - golliwog | 115 | 4_police_arrested_whitehall_offended | |
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| 5 | bbc - broadcaster - freesat - misinformation - goebbels | 111 | 5_bbc_broadcaster_freesat_misinformation | |
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| 6 | paedophilia - teachers - perverted - lgbtq - inappropriate | 110 | 6_paedophilia_teachers_perverted_lgbtq | |
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| 7 | migrants - britain - invasion - illegally - 4calais | 106 | 7_migrants_britain_invasion_illegally | |
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| 8 | france - liberte - protesters - presidential - austrians | 95 | 8_france_liberte_protesters_presidential | |
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| 9 | lockdowns - scaremongering - h5n1 - contagious - 2020 | 95 | 9_lockdowns_scaremongering_h5n1_contagious | |
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| 10 | swindon - corbyn - lockdown - poster - democratically | 74 | 10_swindon_corbyn_lockdown_poster | |
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| 11 | vaccination - 17yr - child - brainwashed - jcvi | 69 | 11_vaccination_17yr_child_brainwashed | |
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| 12 | canberra - protesting - quarantine - palaszczuk - apartheid | 60 | 12_canberra_protesting_quarantine_palaszczuk | |
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| 13 | trudeau - ottawa - convoy - manitoba - freedom | 58 | 13_trudeau_ottawa_convoy_manitoba | |
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| 14 | england - pandemic - died - stillbirths - 29 | 57 | 14_england_pandemic_died_stillbirths | |
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| 15 | jets - davos - greta - hypocrites - degrowth | 54 | 15_jets_davos_greta_hypocrites | |
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| 16 | unvaccinated - nurses - sacked - compulsory - javid | 52 | 16_unvaccinated_nurses_sacked_compulsory | |
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| 17 | pfizer - vaccinations - dangers - whistleblower - adenovirus | 49 | 17_pfizer_vaccinations_dangers_whistleblower | |
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| 18 | vaccinated - vaxxers - coerced - discrimination - anothers | 43 | 18_vaccinated_vaxxers_coerced_discrimination | |
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| 19 | netherlands - brussels - rutte - agricultural - despots | 41 | 19_netherlands_brussels_rutte_agricultural | |
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| 20 | nhs - nurses - underfunded - consocialists - strike | 39 | 20_nhs_nurses_underfunded_consocialists | |
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| 21 | dublin - migrants - irishmen - ballymun - stabbings | 38 | 21_dublin_migrants_irishmen_ballymun | |
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| 22 | oxford - councillors - counties - gloabalist - newcastle | 34 | 22_oxford_councillors_counties_gloabalist | |
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| 23 | gates - vaxxines - eugenics - malaria - funded | 33 | 23_gates_vaxxines_eugenics_malaria | |
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| 24 | petrol - 37bn - britons - skyrocketing - corruption | 33 | 24_petrol_37bn_britons_skyrocketing | |
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| 25 | racists - discriminated - prejudice - supremacy - slaughter | 32 | 25_racists_discriminated_prejudice_supremacy | |
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| 26 | epstein - ghislaine - clinton - trafficking - released | 28 | 26_epstein_ghislaine_clinton_trafficking | |
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| 27 | injections - deaths - janssen - pericarditis - thrombocytopenia | 27 | 27_injections_deaths_janssen_pericarditis | |
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| 28 | midazolam - fentanyl - overdosed - euthanised - nhs | 27 | 28_midazolam_fentanyl_overdosed_euthanised | |
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| 29 | masks - pandemic - biohazard - distancing - snot | 26 | 29_masks_pandemic_biohazard_distancing | |
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| 30 | kneeling - booed - footballers - wembley - racially | 25 | 30_kneeling_booed_footballers_wembley | |
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| 31 | teslas - diesel - charging - lithium - tonnes | 25 | 31_teslas_diesel_charging_lithium | |
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| 32 | democratically - ukip - disenfranchise - voters - sheeple | 25 | 32_democratically_ukip_disenfranchise_voters | |
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| 33 | farmers - shortages - starve - fertiliser - uk | 23 | 33_farmers_shortages_starve_fertiliser | |
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| 34 | watford - footballer - sudden - collapses - coincidence | 22 | 34_watford_footballer_sudden_collapses | |
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| 35 | lockdowns - shanghai - communism - xi - qr | 21 | 35_lockdowns_shanghai_communism_xi | |
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| 36 | censorship - facistbook - instagram - unpublish - libsoftiktok | 21 | 36_censorship_facistbook_instagram_unpublish | |
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</details> |
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## Training hyperparameters |
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* calculate_probabilities: True |
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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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* nr_topics: None |
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* seed_topic_list: None |
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* top_n_words: 10 |
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* verbose: False |
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* zeroshot_min_similarity: 0.7 |
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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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* HDBSCAN: 0.8.40 |
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* UMAP: 0.5.7 |
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* Pandas: 2.2.3 |
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* Scikit-Learn: 1.5.2 |
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* Sentence-transformers: 3.3.1 |
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* Transformers: 4.46.3 |
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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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