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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_STFNREPORT |
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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_STFNREPORT") |
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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: 43 |
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* Number of training documents: 5385 |
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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 | fauci - plandemic - vaccinated - sheeple - fake | 20 | -1_fauci_plandemic_vaccinated_sheeple | |
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| 0 | ukraine - mariupol - russians - kaliningrad - nazis | 3086 | 0_ukraine_mariupol_russians_kaliningrad | |
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| 1 | 5g - radiofrequency - coronavirus - cell - towers | 195 | 1_5g_radiofrequency_coronavirus_cell | |
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| 2 | shielding - mylar - vaxxers - microwave - orgone | 124 | 2_shielding_mylar_vaxxers_microwave | |
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| 3 | chemtrail - poisoned - volcano - sulfur - lithium | 115 | 3_chemtrail_poisoned_volcano_sulfur | |
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| 4 | fbi - blinken - banned - colluded - disinformation | 107 | 4_fbi_blinken_banned_colluded | |
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| 5 | trudeau - manitoba - trucker - convoys - protesters | 102 | 5_trudeau_manitoba_trucker_convoys | |
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| 6 | died - vaccine - myocarditis - clots - iowa | 86 | 6_died_vaccine_myocarditis_clots | |
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| 7 | france - macron - dictatorship - protesters - passsanitaire | 80 | 7_france_macron_dictatorship_protesters | |
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| 8 | kjv - ephesians - revelation - blessed - satan | 76 | 8_kjv_ephesians_revelation_blessed | |
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| 9 | antivaxxers - vaccinate - hivaccine - hsv - immunodeficiency | 70 | 9_antivaxxers_vaccinate_hivaccine_hsv | |
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| 10 | lindell - voting - rigged - demoncrats - whistleblower | 69 | 10_lindell_voting_rigged_demoncrats | |
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| 11 | reptilians - arcturians - ufo - nasa - moon | 65 | 11_reptilians_arcturians_ufo_nasa | |
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| 12 | tyrants - freedom - guillotines - worldwidedemonstration - revolutions | 64 | 12_tyrants_freedom_guillotines_worldwidedemonstration | |
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| 13 | pedophiles - sodomites - indoctrination - libtards - educators | 63 | 13_pedophiles_sodomites_indoctrination_libtards | |
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| 14 | pfizer - viagra - pages - adverse - victims | 62 | 14_pfizer_viagra_pages_adverse | |
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| 15 | farmers - rebellion - globalists - starve - pitchforks | 61 | 15_farmers_rebellion_globalists_starve | |
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| 16 | canberra - lockdown - victoria - protesters - mullumbimby | 57 | 16_canberra_lockdown_victoria_protesters | |
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| 17 | gates - billionaires - microsoft - donated - malaria | 55 | 17_gates_billionaires_microsoft_donated | |
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| 18 | vaxxers - mandatory - cuomo - unconstitutional - citizenship | 49 | 18_vaxxers_mandatory_cuomo_unconstitutional | |
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| 19 | inflation - liquidating - lehman - monopolies - plunge | 46 | 19_inflation_liquidating_lehman_monopolies | |
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| 20 | invermectin - hydroxychloroquine - remdesevir - resistanceisvictory - prescribe | 46 | 20_invermectin_hydroxychloroquine_remdesevir_resistanceisvictory | |
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| 21 | neuralink - musk - transhuman - robots - amazon | 46 | 21_neuralink_musk_transhuman_robots | |
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| 22 | gestapo - protesters - berlin - thebritishnews - awakenweare | 43 | 22_gestapo_protesters_berlin_thebritishnews | |
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| 23 | unvaxxed - pfizer - bioweapons - mrna - injected | 42 | 23_unvaxxed_pfizer_bioweapons_mrna | |
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| 24 | masks - schoolchildren - walkout - wearethefaithful - exposealaskaairlines | 41 | 24_masks_schoolchildren_walkout_wearethefaithful | |
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| 25 | bots - telegram - unbanned - bitchute - reposting | 41 | 25_bots_telegram_unbanned_bitchute | |
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| 26 | davos - leaders - bezos - gates - meeting | 37 | 26_davos_leaders_bezos_gates | |
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| 27 | riots - blacks - johannesburg - racist - rhodesia | 37 | 27_riots_blacks_johannesburg_racist | |
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| 28 | trump - impeached - vaccines - suckered - never | 35 | 28_trump_impeached_vaccines_suckered | |
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| 29 | ursula - chancellor - nazi - buchenwald - zelensky | 34 | 29_ursula_chancellor_nazi_buchenwald | |
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| 30 | nazis - zionism - socialism - genocides - liberated | 34 | 30_nazis_zionism_socialism_genocides | |
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| 31 | skynet - cyborgs - darpa - doomed - technology | 31 | 31_skynet_cyborgs_darpa_doomed | |
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| 32 | plandemic - nuremberg - criminals - genocided - censorship | 30 | 32_plandemic_nuremberg_criminals_genocided | |
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| 33 | wikileaks - extradited - guantanamo - mediaocracy - belmarsh | 29 | 33_wikileaks_extradited_guantanamo_mediaocracy | |
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| 34 | nanobots - atoms - vials - covid_exposed - morgellons | 28 | 34_nanobots_atoms_vials_covid_exposed | |
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| 35 | trannies - dysphoria - lunatics - dsm - indoctrination | 28 | 35_trannies_dysphoria_lunatics_dsm | |
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| 36 | vaccinated - deaths - doses - quadrupled - 95 | 28 | 36_vaccinated_deaths_doses_quadrupled | |
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| 37 | petroleum - biden - reserves - saudi - gallon | 27 | 37_petroleum_biden_reserves_saudi | |
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| 38 | vaxed - israelis - lockdowns - denmark - reimposes | 27 | 38_vaxed_israelis_lockdowns_denmark | |
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| 39 | telegram - playstore - downloading - banned - uninstall | 26 | 39_telegram_playstore_downloading_banned | |
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| 40 | libtards - retarded - sodomites - nutters - fuck | 22 | 40_libtards_retarded_sodomites_nutters | |
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| 41 | shootings - gunman - ramos - suspect - classroom | 21 | 41_shootings_gunman_ramos_suspect | |
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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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