Add BERTopic model

eb35201 verified 26 days ago

13.8 kB


	---
	tags:
	- bertopic
	library_name: bertopic
	pipeline_tag: text-classification
	---

	# MARTINI_enrich_BERTopic_QNewsOfficialTV

	This is a [BERTopic](https://github.com/MaartenGr/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:

	```python
	from bertopic import BERTopic
	topic_model = BERTopic.load("AIDA-UPM/MARTINI_enrich_BERTopic_QNewsOfficialTV")

	topic_model.get_topic_info()
	```

	## Topic overview

	* Number of topics: 112
	* Number of training documents: 12287

	<details>
	<summary>Click here for an overview of all topics.</summary>

	\| Topic ID \| Topic Keywords \| Topic Frequency \| Label \|
	\|----------\|----------------\|-----------------\|-------\|
	\| -1 \| deepstate - biden - trump - federal - executed \| 20 \| -1_deepstate_biden_trump_federal \|
	\| 0 \| vaccinated - pfizer - bioweapons - deadliest - clots \| 7129 \| 0_vaccinated_pfizer_bioweapons_deadliest \|
	\| 1 \| ascension - chakras - beings - consciousness - hopi \| 152 \| 1_ascension_chakras_beings_consciousness \|
	\| 2 \| biden - whistleblower - bribes - sextapes - bqqqqqqqmjesse \| 134 \| 2_biden_whistleblower_bribes_sextapes \|
	\| 3 \| hamas - israelis - gazans - fallujah - genocide \| 131 \| 3_hamas_israelis_gazans_fallujah \|
	\| 4 \| transgenderism - lgbtq - boycotts - mutilations - perverted \| 113 \| 4_transgenderism_lgbtq_boycotts_mutilations \|
	\| 5 \| illegals - cartel - smuggling - mexikanischem - schmuggeltunnel \| 110 \| 5_illegals_cartel_smuggling_mexikanischem \|
	\| 6 \| blessings - worship - grace - merciful - miracles \| 108 \| 6_blessings_worship_grace_merciful \|
	\| 7 \| mariupol - severodonetsk - bqqqqqqqmukraine - russophobia - vladimir \| 103 \| 7_mariupol_severodonetsk_bqqqqqqqmukraine_russophobia \|
	\| 8 \| patriots - freedom - defends - warrior - godspeed \| 102 \| 8_patriots_freedom_defends_warrior \|
	\| 9 \| impeachment - pelosi - mistrial - warmongers - newsline \| 98 \| 9_impeachment_pelosi_mistrial_warmongers \|
	\| 10 \| patriot - thanqqq - channel - welcome - 744 \| 92 \| 10_patriot_thanqqq_channel_welcome \|
	\| 11 \| illuminati - heineken - adrenochroming - nightclub - demonic \| 86 \| 11_illuminati_heineken_adrenochroming_nightclub \|
	\| 12 \| jfkjr - bqqqqqqqmjfk - showsjohn - marilyn - assassinated \| 81 \| 12_jfkjr_bqqqqqqqmjfk_showsjohn_marilyn \|
	\| 13 \| charlie - jason - thrivetimeshow - neal - welcomes \| 80 \| 13_charlie_jason_thrivetimeshow_neal \|
	\| 14 \| indonesia - archipelago - sumba - sunrise - vanuatu \| 80 \| 14_indonesia_archipelago_sumba_sunrise \|
	\| 15 \| globalists - jones - newsweek - firestorm - alert \| 79 \| 15_globalists_jones_newsweek_firestorm \|
	\| 16 \| trudeau - protestors - alberta - policeman - expressway \| 78 \| 16_trudeau_protestors_alberta_policeman \|
	\| 17 \| released - redemptions - dinar - imf - iraq \| 77 \| 17_released_redemptions_dinar_imf \|
	\| 18 \| patriot - discountcode - sponsored - unvacced - wear \| 77 \| 18_patriot_discountcode_sponsored_unvacced \|
	\| 19 \| epstein - ghislaine - pedophiles - prince - billionaire \| 70 \| 19_epstein_ghislaine_pedophiles_prince \|
	\| 20 \| hello - morning - blessings - patriots - wednesday \| 69 \| 20_hello_morning_blessings_patriots \|
	\| 21 \| co2 - alarmists - greening - climatologist - thunberg \| 67 \| 21_co2_alarmists_greening_climatologist \|
	\| 22 \| woensdagavond - bqqqqqqming - live - allernieuwste - final \| 66 \| 22_woensdagavond_bqqqqqqming_live_allernieuwste \|
	\| 23 \| smoothie - blueberries - turmeric - antioxidants - papaya \| 65 \| 23_smoothie_blueberries_turmeric_antioxidants \|
	\| 24 \| gunman - massacre - assault - antifa - fargo \| 64 \| 24_gunman_massacre_assault_antifa \|
	\| 25 \| nieuwsberichten - donderdag - vanavond - allerlaatste - nl \| 57 \| 25_nieuwsberichten_donderdag_vanavond_allerlaatste \|
	\| 26 \| bqqqqqqqmgematria - 215 - resurrection - numbers - jfk \| 54 \| 26_bqqqqqqqmgematria_215_resurrection_numbers \|
	\| 27 \| netherlands - lockdown - protesters - shot - pogroms \| 54 \| 27_netherlands_lockdown_protesters_shot \|
	\| 28 \| declassified - prez - bullsh - panicking - happens \| 53 \| 28_declassified_prez_bullsh_panicking \|
	\| 29 \| vlaggen - nieuwste - telegramkanaal - donderdag - patriot \| 53 \| 29_vlaggen_nieuwste_telegramkanaal_donderdag \|
	\| 30 \| rodriguez - juan - savin - jfkjr - michael \| 52 \| 30_rodriguez_juan_savin_jfkjr \|
	\| 31 \| pedophiles - trafficked - orphanages - mercy - penalty \| 51 \| 31_pedophiles_trafficked_orphanages_mercy \|
	\| 32 \| guantanamo - treason - milley - admiral - enlisted \| 51 \| 32_guantanamo_treason_milley_admiral \|
	\| 33 \| earther - heliocentric - orbiting - bqqqqqqqmflat - shape \| 50 \| 33_earther_heliocentric_orbiting_bqqqqqqqmflat \|
	\| 34 \| australia - lockdown - enforcing - unvaccinated - feminazi \| 48 \| 34_australia_lockdown_enforcing_unvaccinated \|
	\| 35 \| trump - presidents - smithsonian - greatest - salutes \| 47 \| 35_trump_presidents_smithsonian_greatest \|
	\| 36 \| fauci - bioweaponization - leaked - conspiring - misleads \| 47 \| 36_fauci_bioweaponization_leaked_conspiring \|
	\| 37 \| extraterrestrials - eisenhower - oumuamua - conducted - 1954 \| 46 \| 37_extraterrestrials_eisenhower_oumuamua_conducted \|
	\| 38 \| propaganda - whistleblowing - cnn - projectveritas - pravda \| 46 \| 38_propaganda_whistleblowing_cnn_projectveritas \|
	\| 39 \| recession - bailout - fednow - volatility - october \| 44 \| 39_recession_bailout_fednow_volatility \|
	\| 40 \| beginnings - breathe - always - blessing - smiled \| 44 \| 40_beginnings_breathe_always_blessing \|
	\| 41 \| inspirational - godspeed - miracles - blessed - psalms \| 44 \| 41_inspirational_godspeed_miracles_blessed \|
	\| 42 \| anons - darkbert - channel - operationq - corona_offline_deac \| 44 \| 42_anons_darkbert_channel_operationq \|
	\| 43 \| patriot - thanqqq - bless - invite - 57 \| 43 \| 43_patriot_thanqqq_bless_invite \|
	\| 44 \| twitter - musk - bqqqqqqqmelon - takeover - carlson \| 43 \| 44_twitter_musk_bqqqqqqqmelon_takeover \|
	\| 45 \| pedobilderberg - nederland - bodegraven - knevel - getuigen \| 42 \| 45_pedobilderberg_nederland_bodegraven_knevel \|
	\| 46 \| mauii - hawaii - wildfires - bqqqqqqqmmaui - bqqqqqqqmdeepstate \| 42 \| 46_mauii_hawaii_wildfires_bqqqqqqqmmaui \|
	\| 47 \| canada - queen - romanadidulo - hrh - allies \| 41 \| 47_canada_queen_romanadidulo_hrh \|
	\| 48 \| ballots - arizona - senate - update - vaccinated \| 41 \| 48_ballots_arizona_senate_update \|
	\| 49 \| tunnels - beneath - jerusalem - blackwater - bqqqqqqqmdumbs \| 41 \| 49_tunnels_beneath_jerusalem_blackwater \|
	\| 50 \| contaminants - bqqqqqqqmdetoxification - fluoride - bottled - sugar \| 40 \| 50_contaminants_bqqqqqqqmdetoxification_fluoride_bottled \|
	\| 51 \| micheal - jaco - unleashing - state - wwiii \| 40 \| 51_micheal_jaco_unleashing_state \|
	\| 52 \| abortions - overturned - ginsburg - abolishing - firebombing \| 40 \| 52_abortions_overturned_ginsburg_abolishing \|
	\| 53 \| melania - flotus - president - beautiful - god \| 39 \| 53_melania_flotus_president_beautiful \|
	\| 54 \| scriptures - ignoring - holiness - evildoers - judah \| 38 \| 54_scriptures_ignoring_holiness_evildoers \|
	\| 55 \| russiagate - mueller - collusion - whistleblower - perjury \| 38 \| 55_russiagate_mueller_collusion_whistleblower \|
	\| 56 \| wildfires - explosions - waldbranden - bqqqqqqqmalgeria - ausbruch \| 37 \| 56_wildfires_explosions_waldbranden_bqqqqqqqmalgeria \|
	\| 57 \| awakening - apocalypse - nibiru - timeline - archangel \| 37 \| 57_awakening_apocalypse_nibiru_timeline \|
	\| 58 \| patriot - awakening - thanqqq - subscribers - 474 \| 37 \| 58_patriot_awakening_thanqqq_subscribers \|
	\| 59 \| trump - rushmore - maralago - june - speakers \| 37 \| 59_trump_rushmore_maralago_june \|
	\| 60 \| tranny - dolly - men - actors - estrogen \| 36 \| 60_tranny_dolly_men_actors \|
	\| 61 \| tesla - prius - automakers - driverless - renewables \| 36 \| 61_tesla_prius_automakers_driverless \|
	\| 62 \| mandates - vaccine - eeoc - exempt - medicare \| 36 \| 62_mandates_vaccine_eeoc_exempt \|
	\| 63 \| beautiful - 5d - rising - lives - hello \| 36 \| 63_beautiful_5d_rising_lives \|
	\| 64 \| hydroxchloroquine - ivermectin - detoxify - serrapeptase - quercetin \| 36 \| 64_hydroxchloroquine_ivermectin_detoxify_serrapeptase \|
	\| 65 \| fenbendazole - dewormer - detox - tippens - fish \| 35 \| 65_fenbendazole_dewormer_detox_tippens \|
	\| 66 \| thanqqq - members - bless - conservative - 41 \| 35 \| 66_thanqqq_members_bless_conservative \|
	\| 67 \| parasites - demons - everyone - heal - brothers \| 34 \| 67_parasites_demons_everyone_heal \|
	\| 68 \| maersk - suez - romania_evergreen - container - trafficked \| 33 \| 68_maersk_suez_romania_evergreen_container \|
	\| 69 \| oldies - patriot - greatest - aerosmith - 1970s \| 33 \| 69_oldies_patriot_greatest_aerosmith \|
	\| 70 \| blessings - nsa - president - melania - flotus \| 33 \| 70_blessings_nsa_president_melania \|
	\| 71 \| censorship - snowden - zuckerberg - parler - fcc \| 33 \| 71_censorship_snowden_zuckerberg_parler \|
	\| 72 \| chemtrails - bqqqqqqqmgeo - meteorologists - flightradar24 - cloud \| 32 \| 72_chemtrails_bqqqqqqqmgeo_meteorologists_flightradar24 \|
	\| 73 \| hoodies - bqqm - webshop - q22022021q - new \| 32 \| 73_hoodies_bqqm_webshop_q22022021q \|
	\| 74 \| patriot - welcome - thanqqq - channel - 700 \| 31 \| 74_patriot_welcome_thanqqq_channel \|
	\| 75 \| qnewsofficialtv - toegangskaarten - nieuwe - belgie - locatie \| 30 \| 75_qnewsofficialtv_toegangskaarten_nieuwe_belgie \|
	\| 76 \| documentaries - bitchute - uncovering - vaxx - 2022 \| 30 \| 76_documentaries_bitchute_uncovering_vaxx \|
	\| 77 \| ballots - michigan - fraudulent - switched - testified \| 30 \| 77_ballots_michigan_fraudulent_switched \|
	\| 78 \| channel - wwg - qanon - patriots - news \| 30 \| 78_channel_wwg_qanon_patriots \|
	\| 79 \| cloningthe - bqqqqqqqmcloning - humanoids - womb - implanted \| 29 \| 79_cloningthe_bqqqqqqqmcloning_humanoids_womb \|
	\| 80 \| tucker - cnn - propagandists - unvaxxed - lunatic \| 29 \| 80_tucker_cnn_propagandists_unvaxxed \|
	\| 81 \| bqqqm - patriot - hoodies - 1776 - webshop \| 28 \| 81_bqqqm_patriot_hoodies_1776 \|
	\| 82 \| pompeo - khashoggi - tweeted - q8 - decode \| 27 \| 82_pompeo_khashoggi_tweeted_q8 \|
	\| 83 \| tataria - empire - prophecies - cathedrals - westinghouse \| 27 \| 83_tataria_empire_prophecies_cathedrals \|
	\| 84 \| petrodollar - shortages - hydroelectric - diesel - catastrophic \| 27 \| 84_petrodollar_shortages_hydroelectric_diesel \|
	\| 85 \| songsbest - warbest - vietnam - patriot - 60s \| 26 \| 85_songsbest_warbest_vietnam_patriot \|
	\| 86 \| prayers - marcus - today - psalm - verse \| 26 \| 86_prayers_marcus_today_psalm \|
	\| 87 \| reptilians - clones - shapeshifter - vril - hd \| 26 \| 87_reptilians_clones_shapeshifter_vril \|
	\| 88 \| fenbendazole - parasites - dewormer - mycotoxin - intracellular \| 25 \| 88_fenbendazole_parasites_dewormer_mycotoxin \|
	\| 89 \| deepstates - pompeo - washington - inauguration - jan \| 25 \| 89_deepstates_pompeo_washington_inauguration \|
	\| 90 \| covid - rothschild - nanobots - bqqqqqqqmfake - falsify \| 25 \| 90_covid_rothschild_nanobots_bqqqqqqqmfake \|
	\| 91 \| khazarians - illuminati - pope - oligarchs - warburgs \| 25 \| 91_khazarians_illuminati_pope_oligarchs \|
	\| 92 \| fauci - globalists - lockdowns - deadly - mandated \| 25 \| 92_fauci_globalists_lockdowns_deadly \|
	\| 93 \| patriot - oldies - vietnam - greatest - playlist \| 24 \| 93_patriot_oldies_vietnam_greatest \|
	\| 94 \| currencies - treasury - silver - bqqqqqqqmbanned - frn \| 24 \| 94_currencies_treasury_silver_bqqqqqqqmbanned \|
	\| 95 \| fenbendazole - dewormer - spirochetes - alzheimer - fetuses \| 24 \| 95_fenbendazole_dewormer_spirochetes_alzheimer \|
	\| 96 \| fenbendazole - parasites - leukemia - tippins - eradicated \| 23 \| 96_fenbendazole_parasites_leukemia_tippins \|
	\| 97 \| nederland - verplichte - koning - politie - niemand \| 23 \| 97_nederland_verplichte_koning_politie \|
	\| 98 \| flynn - traitor - lindell - brainwashed - liberals \| 23 \| 98_flynn_traitor_lindell_brainwashed \|
	\| 99 \| trafficking - freedommilitary - filmtrailer - grossed - july \| 23 \| 99_trafficking_freedommilitary_filmtrailer_grossed \|
	\| 100 \| bqqqqqqqmmichael - bqqqqqqqmwake - bqqqqqqqmpatriot - bqqqqqqqmfamily - bqqqqqqqmmonsters \| 22 \| 100_bqqqqqqqmmichael_bqqqqqqqmwake_bqqqqqqqmpatriot_bqqqqqqqmfamily \|
	\| 101 \| ww3 - mossad - starlink - blackout - codemonkeyz \| 22 \| 101_ww3_mossad_starlink_blackout \|
	\| 102 \| reichstag - berlin - friedensvertrag - patrioten - nicht \| 21 \| 102_reichstag_berlin_friedensvertrag_patrioten \|
	\| 103 \| parasites - ivermectin - lyme - fenbendazole - goats \| 21 \| 103_parasites_ivermectin_lyme_fenbendazole \|
	\| 104 \| yangtze - tiananmen - floods - chongqing - henan \| 21 \| 104_yangtze_tiananmen_floods_chongqing \|
	\| 105 \| bless - nsa - melania - president - patriot \| 21 \| 105_bless_nsa_melania_president \|
	\| 106 \| trump - bqqqqqqqmpresident - maga - greatest - goodyear \| 21 \| 106_trump_bqqqqqqqmpresident_maga_greatest \|
	\| 107 \| nesara - treasury - irs - abolishes - jubilee \| 21 \| 107_nesara_treasury_irs_abolishes \|
	\| 108 \| troops - march - germany - missile - transported \| 20 \| 108_troops_march_germany_missile \|
	\| 109 \| ukraine - putin - nato - pentagon - mi6 \| 20 \| 109_ukraine_putin_nato_pentagon \|
	\| 110 \| brics - dollarization - sanctions - russia - rubles \| 20 \| 110_brics_dollarization_sanctions_russia \|

	</details>

	## 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


	---
	tags:
	- bertopic
	library_name: bertopic
	pipeline_tag: text-classification
	---

	# MARTINI_enrich_BERTopic_QNewsOfficialTV

	This is a [BERTopic](https://github.com/MaartenGr/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:

	```python
	from bertopic import BERTopic
	topic_model = BERTopic.load("AIDA-UPM/MARTINI_enrich_BERTopic_QNewsOfficialTV")

	topic_model.get_topic_info()
	```

	## Topic overview

	* Number of topics: 112
	* Number of training documents: 12287

	<details>
	<summary>Click here for an overview of all topics.</summary>

	\| Topic ID \| Topic Keywords \| Topic Frequency \| Label \|
	\|----------\|----------------\|-----------------\|-------\|
	\| -1 \| deepstate - biden - trump - federal - executed \| 20 \| -1_deepstate_biden_trump_federal \|
	\| 0 \| vaccinated - pfizer - bioweapons - deadliest - clots \| 7129 \| 0_vaccinated_pfizer_bioweapons_deadliest \|
	\| 1 \| ascension - chakras - beings - consciousness - hopi \| 152 \| 1_ascension_chakras_beings_consciousness \|
	\| 2 \| biden - whistleblower - bribes - sextapes - bqqqqqqqmjesse \| 134 \| 2_biden_whistleblower_bribes_sextapes \|
	\| 3 \| hamas - israelis - gazans - fallujah - genocide \| 131 \| 3_hamas_israelis_gazans_fallujah \|
	\| 4 \| transgenderism - lgbtq - boycotts - mutilations - perverted \| 113 \| 4_transgenderism_lgbtq_boycotts_mutilations \|
	\| 5 \| illegals - cartel - smuggling - mexikanischem - schmuggeltunnel \| 110 \| 5_illegals_cartel_smuggling_mexikanischem \|
	\| 6 \| blessings - worship - grace - merciful - miracles \| 108 \| 6_blessings_worship_grace_merciful \|
	\| 7 \| mariupol - severodonetsk - bqqqqqqqmukraine - russophobia - vladimir \| 103 \| 7_mariupol_severodonetsk_bqqqqqqqmukraine_russophobia \|
	\| 8 \| patriots - freedom - defends - warrior - godspeed \| 102 \| 8_patriots_freedom_defends_warrior \|
	\| 9 \| impeachment - pelosi - mistrial - warmongers - newsline \| 98 \| 9_impeachment_pelosi_mistrial_warmongers \|
	\| 10 \| patriot - thanqqq - channel - welcome - 744 \| 92 \| 10_patriot_thanqqq_channel_welcome \|
	\| 11 \| illuminati - heineken - adrenochroming - nightclub - demonic \| 86 \| 11_illuminati_heineken_adrenochroming_nightclub \|
	\| 12 \| jfkjr - bqqqqqqqmjfk - showsjohn - marilyn - assassinated \| 81 \| 12_jfkjr_bqqqqqqqmjfk_showsjohn_marilyn \|
	\| 13 \| charlie - jason - thrivetimeshow - neal - welcomes \| 80 \| 13_charlie_jason_thrivetimeshow_neal \|
	\| 14 \| indonesia - archipelago - sumba - sunrise - vanuatu \| 80 \| 14_indonesia_archipelago_sumba_sunrise \|
	\| 15 \| globalists - jones - newsweek - firestorm - alert \| 79 \| 15_globalists_jones_newsweek_firestorm \|
	\| 16 \| trudeau - protestors - alberta - policeman - expressway \| 78 \| 16_trudeau_protestors_alberta_policeman \|
	\| 17 \| released - redemptions - dinar - imf - iraq \| 77 \| 17_released_redemptions_dinar_imf \|
	\| 18 \| patriot - discountcode - sponsored - unvacced - wear \| 77 \| 18_patriot_discountcode_sponsored_unvacced \|
	\| 19 \| epstein - ghislaine - pedophiles - prince - billionaire \| 70 \| 19_epstein_ghislaine_pedophiles_prince \|
	\| 20 \| hello - morning - blessings - patriots - wednesday \| 69 \| 20_hello_morning_blessings_patriots \|
	\| 21 \| co2 - alarmists - greening - climatologist - thunberg \| 67 \| 21_co2_alarmists_greening_climatologist \|
	\| 22 \| woensdagavond - bqqqqqqming - live - allernieuwste - final \| 66 \| 22_woensdagavond_bqqqqqqming_live_allernieuwste \|
	\| 23 \| smoothie - blueberries - turmeric - antioxidants - papaya \| 65 \| 23_smoothie_blueberries_turmeric_antioxidants \|
	\| 24 \| gunman - massacre - assault - antifa - fargo \| 64 \| 24_gunman_massacre_assault_antifa \|
	\| 25 \| nieuwsberichten - donderdag - vanavond - allerlaatste - nl \| 57 \| 25_nieuwsberichten_donderdag_vanavond_allerlaatste \|
	\| 26 \| bqqqqqqqmgematria - 215 - resurrection - numbers - jfk \| 54 \| 26_bqqqqqqqmgematria_215_resurrection_numbers \|
	\| 27 \| netherlands - lockdown - protesters - shot - pogroms \| 54 \| 27_netherlands_lockdown_protesters_shot \|
	\| 28 \| declassified - prez - bullsh - panicking - happens \| 53 \| 28_declassified_prez_bullsh_panicking \|
	\| 29 \| vlaggen - nieuwste - telegramkanaal - donderdag - patriot \| 53 \| 29_vlaggen_nieuwste_telegramkanaal_donderdag \|
	\| 30 \| rodriguez - juan - savin - jfkjr - michael \| 52 \| 30_rodriguez_juan_savin_jfkjr \|
	\| 31 \| pedophiles - trafficked - orphanages - mercy - penalty \| 51 \| 31_pedophiles_trafficked_orphanages_mercy \|
	\| 32 \| guantanamo - treason - milley - admiral - enlisted \| 51 \| 32_guantanamo_treason_milley_admiral \|
	\| 33 \| earther - heliocentric - orbiting - bqqqqqqqmflat - shape \| 50 \| 33_earther_heliocentric_orbiting_bqqqqqqqmflat \|
	\| 34 \| australia - lockdown - enforcing - unvaccinated - feminazi \| 48 \| 34_australia_lockdown_enforcing_unvaccinated \|
	\| 35 \| trump - presidents - smithsonian - greatest - salutes \| 47 \| 35_trump_presidents_smithsonian_greatest \|
	\| 36 \| fauci - bioweaponization - leaked - conspiring - misleads \| 47 \| 36_fauci_bioweaponization_leaked_conspiring \|
	\| 37 \| extraterrestrials - eisenhower - oumuamua - conducted - 1954 \| 46 \| 37_extraterrestrials_eisenhower_oumuamua_conducted \|
	\| 38 \| propaganda - whistleblowing - cnn - projectveritas - pravda \| 46 \| 38_propaganda_whistleblowing_cnn_projectveritas \|
	\| 39 \| recession - bailout - fednow - volatility - october \| 44 \| 39_recession_bailout_fednow_volatility \|
	\| 40 \| beginnings - breathe - always - blessing - smiled \| 44 \| 40_beginnings_breathe_always_blessing \|
	\| 41 \| inspirational - godspeed - miracles - blessed - psalms \| 44 \| 41_inspirational_godspeed_miracles_blessed \|
	\| 42 \| anons - darkbert - channel - operationq - corona_offline_deac \| 44 \| 42_anons_darkbert_channel_operationq \|
	\| 43 \| patriot - thanqqq - bless - invite - 57 \| 43 \| 43_patriot_thanqqq_bless_invite \|
	\| 44 \| twitter - musk - bqqqqqqqmelon - takeover - carlson \| 43 \| 44_twitter_musk_bqqqqqqqmelon_takeover \|
	\| 45 \| pedobilderberg - nederland - bodegraven - knevel - getuigen \| 42 \| 45_pedobilderberg_nederland_bodegraven_knevel \|
	\| 46 \| mauii - hawaii - wildfires - bqqqqqqqmmaui - bqqqqqqqmdeepstate \| 42 \| 46_mauii_hawaii_wildfires_bqqqqqqqmmaui \|
	\| 47 \| canada - queen - romanadidulo - hrh - allies \| 41 \| 47_canada_queen_romanadidulo_hrh \|
	\| 48 \| ballots - arizona - senate - update - vaccinated \| 41 \| 48_ballots_arizona_senate_update \|
	\| 49 \| tunnels - beneath - jerusalem - blackwater - bqqqqqqqmdumbs \| 41 \| 49_tunnels_beneath_jerusalem_blackwater \|
	\| 50 \| contaminants - bqqqqqqqmdetoxification - fluoride - bottled - sugar \| 40 \| 50_contaminants_bqqqqqqqmdetoxification_fluoride_bottled \|
	\| 51 \| micheal - jaco - unleashing - state - wwiii \| 40 \| 51_micheal_jaco_unleashing_state \|
	\| 52 \| abortions - overturned - ginsburg - abolishing - firebombing \| 40 \| 52_abortions_overturned_ginsburg_abolishing \|
	\| 53 \| melania - flotus - president - beautiful - god \| 39 \| 53_melania_flotus_president_beautiful \|
	\| 54 \| scriptures - ignoring - holiness - evildoers - judah \| 38 \| 54_scriptures_ignoring_holiness_evildoers \|
	\| 55 \| russiagate - mueller - collusion - whistleblower - perjury \| 38 \| 55_russiagate_mueller_collusion_whistleblower \|
	\| 56 \| wildfires - explosions - waldbranden - bqqqqqqqmalgeria - ausbruch \| 37 \| 56_wildfires_explosions_waldbranden_bqqqqqqqmalgeria \|
	\| 57 \| awakening - apocalypse - nibiru - timeline - archangel \| 37 \| 57_awakening_apocalypse_nibiru_timeline \|
	\| 58 \| patriot - awakening - thanqqq - subscribers - 474 \| 37 \| 58_patriot_awakening_thanqqq_subscribers \|
	\| 59 \| trump - rushmore - maralago - june - speakers \| 37 \| 59_trump_rushmore_maralago_june \|
	\| 60 \| tranny - dolly - men - actors - estrogen \| 36 \| 60_tranny_dolly_men_actors \|
	\| 61 \| tesla - prius - automakers - driverless - renewables \| 36 \| 61_tesla_prius_automakers_driverless \|
	\| 62 \| mandates - vaccine - eeoc - exempt - medicare \| 36 \| 62_mandates_vaccine_eeoc_exempt \|
	\| 63 \| beautiful - 5d - rising - lives - hello \| 36 \| 63_beautiful_5d_rising_lives \|
	\| 64 \| hydroxchloroquine - ivermectin - detoxify - serrapeptase - quercetin \| 36 \| 64_hydroxchloroquine_ivermectin_detoxify_serrapeptase \|
	\| 65 \| fenbendazole - dewormer - detox - tippens - fish \| 35 \| 65_fenbendazole_dewormer_detox_tippens \|
	\| 66 \| thanqqq - members - bless - conservative - 41 \| 35 \| 66_thanqqq_members_bless_conservative \|
	\| 67 \| parasites - demons - everyone - heal - brothers \| 34 \| 67_parasites_demons_everyone_heal \|
	\| 68 \| maersk - suez - romania_evergreen - container - trafficked \| 33 \| 68_maersk_suez_romania_evergreen_container \|
	\| 69 \| oldies - patriot - greatest - aerosmith - 1970s \| 33 \| 69_oldies_patriot_greatest_aerosmith \|
	\| 70 \| blessings - nsa - president - melania - flotus \| 33 \| 70_blessings_nsa_president_melania \|
	\| 71 \| censorship - snowden - zuckerberg - parler - fcc \| 33 \| 71_censorship_snowden_zuckerberg_parler \|
	\| 72 \| chemtrails - bqqqqqqqmgeo - meteorologists - flightradar24 - cloud \| 32 \| 72_chemtrails_bqqqqqqqmgeo_meteorologists_flightradar24 \|
	\| 73 \| hoodies - bqqm - webshop - q22022021q - new \| 32 \| 73_hoodies_bqqm_webshop_q22022021q \|
	\| 74 \| patriot - welcome - thanqqq - channel - 700 \| 31 \| 74_patriot_welcome_thanqqq_channel \|
	\| 75 \| qnewsofficialtv - toegangskaarten - nieuwe - belgie - locatie \| 30 \| 75_qnewsofficialtv_toegangskaarten_nieuwe_belgie \|
	\| 76 \| documentaries - bitchute - uncovering - vaxx - 2022 \| 30 \| 76_documentaries_bitchute_uncovering_vaxx \|
	\| 77 \| ballots - michigan - fraudulent - switched - testified \| 30 \| 77_ballots_michigan_fraudulent_switched \|
	\| 78 \| channel - wwg - qanon - patriots - news \| 30 \| 78_channel_wwg_qanon_patriots \|
	\| 79 \| cloningthe - bqqqqqqqmcloning - humanoids - womb - implanted \| 29 \| 79_cloningthe_bqqqqqqqmcloning_humanoids_womb \|
	\| 80 \| tucker - cnn - propagandists - unvaxxed - lunatic \| 29 \| 80_tucker_cnn_propagandists_unvaxxed \|
	\| 81 \| bqqqm - patriot - hoodies - 1776 - webshop \| 28 \| 81_bqqqm_patriot_hoodies_1776 \|
	\| 82 \| pompeo - khashoggi - tweeted - q8 - decode \| 27 \| 82_pompeo_khashoggi_tweeted_q8 \|
	\| 83 \| tataria - empire - prophecies - cathedrals - westinghouse \| 27 \| 83_tataria_empire_prophecies_cathedrals \|
	\| 84 \| petrodollar - shortages - hydroelectric - diesel - catastrophic \| 27 \| 84_petrodollar_shortages_hydroelectric_diesel \|
	\| 85 \| songsbest - warbest - vietnam - patriot - 60s \| 26 \| 85_songsbest_warbest_vietnam_patriot \|
	\| 86 \| prayers - marcus - today - psalm - verse \| 26 \| 86_prayers_marcus_today_psalm \|
	\| 87 \| reptilians - clones - shapeshifter - vril - hd \| 26 \| 87_reptilians_clones_shapeshifter_vril \|
	\| 88 \| fenbendazole - parasites - dewormer - mycotoxin - intracellular \| 25 \| 88_fenbendazole_parasites_dewormer_mycotoxin \|
	\| 89 \| deepstates - pompeo - washington - inauguration - jan \| 25 \| 89_deepstates_pompeo_washington_inauguration \|
	\| 90 \| covid - rothschild - nanobots - bqqqqqqqmfake - falsify \| 25 \| 90_covid_rothschild_nanobots_bqqqqqqqmfake \|
	\| 91 \| khazarians - illuminati - pope - oligarchs - warburgs \| 25 \| 91_khazarians_illuminati_pope_oligarchs \|
	\| 92 \| fauci - globalists - lockdowns - deadly - mandated \| 25 \| 92_fauci_globalists_lockdowns_deadly \|
	\| 93 \| patriot - oldies - vietnam - greatest - playlist \| 24 \| 93_patriot_oldies_vietnam_greatest \|
	\| 94 \| currencies - treasury - silver - bqqqqqqqmbanned - frn \| 24 \| 94_currencies_treasury_silver_bqqqqqqqmbanned \|
	\| 95 \| fenbendazole - dewormer - spirochetes - alzheimer - fetuses \| 24 \| 95_fenbendazole_dewormer_spirochetes_alzheimer \|
	\| 96 \| fenbendazole - parasites - leukemia - tippins - eradicated \| 23 \| 96_fenbendazole_parasites_leukemia_tippins \|
	\| 97 \| nederland - verplichte - koning - politie - niemand \| 23 \| 97_nederland_verplichte_koning_politie \|
	\| 98 \| flynn - traitor - lindell - brainwashed - liberals \| 23 \| 98_flynn_traitor_lindell_brainwashed \|
	\| 99 \| trafficking - freedommilitary - filmtrailer - grossed - july \| 23 \| 99_trafficking_freedommilitary_filmtrailer_grossed \|
	\| 100 \| bqqqqqqqmmichael - bqqqqqqqmwake - bqqqqqqqmpatriot - bqqqqqqqmfamily - bqqqqqqqmmonsters \| 22 \| 100_bqqqqqqqmmichael_bqqqqqqqmwake_bqqqqqqqmpatriot_bqqqqqqqmfamily \|
	\| 101 \| ww3 - mossad - starlink - blackout - codemonkeyz \| 22 \| 101_ww3_mossad_starlink_blackout \|
	\| 102 \| reichstag - berlin - friedensvertrag - patrioten - nicht \| 21 \| 102_reichstag_berlin_friedensvertrag_patrioten \|
	\| 103 \| parasites - ivermectin - lyme - fenbendazole - goats \| 21 \| 103_parasites_ivermectin_lyme_fenbendazole \|
	\| 104 \| yangtze - tiananmen - floods - chongqing - henan \| 21 \| 104_yangtze_tiananmen_floods_chongqing \|
	\| 105 \| bless - nsa - melania - president - patriot \| 21 \| 105_bless_nsa_melania_president \|
	\| 106 \| trump - bqqqqqqqmpresident - maga - greatest - goodyear \| 21 \| 106_trump_bqqqqqqqmpresident_maga_greatest \|
	\| 107 \| nesara - treasury - irs - abolishes - jubilee \| 21 \| 107_nesara_treasury_irs_abolishes \|
	\| 108 \| troops - march - germany - missile - transported \| 20 \| 108_troops_march_germany_missile \|
	\| 109 \| ukraine - putin - nato - pentagon - mi6 \| 20 \| 109_ukraine_putin_nato_pentagon \|
	\| 110 \| brics - dollarization - sanctions - russia - rubles \| 20 \| 110_brics_dollarization_sanctions_russia \|

	</details>

	## 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