Add BERTopic model
Browse files- README.md +175 -0
- config.json +16 -0
- ctfidf.safetensors +3 -0
- ctfidf_config.json +0 -0
- topic_embeddings.safetensors +3 -0
- topics.json +0 -0
README.md
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| 1 |
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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_TakeOurCountryBack
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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_TakeOurCountryBack")
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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: 106
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* Number of training documents: 11819
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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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| 40 |
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|----------|----------------|-----------------|-------|
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| 41 |
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| -1 | vaccine - everyone - freedom - news - ukraine | 20 | -1_vaccine_everyone_freedom_news |
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| 42 |
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| 0 | potus - impeachment - insurrection - capitol - traitors | 7411 | 0_potus_impeachment_insurrection_capitol |
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| 43 |
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| 1 | covidvaccinevictims - vaccinated - injections - astrazeneca - myocarditis | 178 | 1_covidvaccinevictims_vaccinated_injections_astrazeneca |
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| 44 |
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| 2 | desantis - floridians - governor - flgop - tyranny | 146 | 2_desantis_floridians_governor_flgop |
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| 3 | invested - trading - opciones - miraculously - scammed | 90 | 3_invested_trading_opciones_miraculously |
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| 4 | awakening - cabal - world - happening - prophecies | 88 | 4_awakening_cabal_world_happening |
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| 47 |
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| 5 | genuinely - thank - changed - respected - saying | 85 | 5_genuinely_thank_changed_respected |
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| 48 |
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| 6 | salvation - satan - righteous - bible - malachi | 84 | 6_salvation_satan_righteous_bible |
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| 7 | vaticano - orderofmalta - rothschild - judas - femaleilluminati | 82 | 7_vaticano_orderofmalta_rothschild_judas |
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| 50 |
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| 8 | antifa - supremacist - blacks - white - doxxing | 81 | 8_antifa_supremacist_blacks_white |
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| 9 | protests - lockdowns - austria - tyranny - unvaccinated | 77 | 9_protests_lockdowns_austria_tyranny |
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| 52 |
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| 10 | reinvested - traderz - profit - 7000 - achieved | 77 | 10_reinvested_traderz_profit_7000 |
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| 53 |
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| 11 | legit - scammed - plataforma - invertir - withdrawed | 73 | 11_legit_scammed_plataforma_invertir |
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| 54 |
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| 12 | telegram - facebook - wikileaks - censorship - deleted | 71 | 12_telegram_facebook_wikileaks_censorship |
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| 55 |
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| 13 | 1btc - invesment - 400usd - traded - profit | 71 | 13_1btc_invesment_400usd_traded |
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| 56 |
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| 14 | empowerthepeopleuk - debts - excise - london - zoom | 67 | 14_empowerthepeopleuk_debts_excise_london |
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| 57 |
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| 15 | achieve - succeed - goals - exitosas - mentalidad | 66 | 15_achieve_succeed_goals_exitosas |
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| 16 | forex - profitable - johnson_investment - started - 2000k | 64 | 16_forex_profitable_johnson_investment_started |
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| 17 | btcminers - 1btc - investments - trustworthy - ledger | 61 | 17_btcminers_1btc_investments_trustworthy |
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| 18 | tyranny - patriot - constitution - liberties - jefferson | 59 | 18_tyranny_patriot_constitution_liberties |
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| 19 | livestream - britain - golding - simon - 6pm | 59 | 19_livestream_britain_golding_simon |
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| 20 | earn - safeandtrustedearning - wage - 5000 - phone | 59 | 20_earn_safeandtrustedearning_wage_5000 |
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| 21 | profit_with_iqoption - promo - 5000 - invertir - trade_with_admin_williams | 56 | 21_profit_with_iqoption_promo_5000_invertir |
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| 64 |
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| 22 | legit - invested - agorahttps - 2400 - 5days | 54 | 22_legit_invested_agorahttps_2400 |
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| 65 |
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| 23 | cryptocurrency - invest - micheal_gabage_m - proоfit - trutworthy | 53 | 23_cryptocurrency_invest_micheal_gabage_m_proоfit |
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| 24 | vaccinating - theukfreedomalliance - leaflets - children_version - open1info | 52 | 24_vaccinating_theukfreedomalliance_leaflets_children_version |
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| 25 | financially - platform - knewi - appreciatio - sufrimiento | 51 | 25_financially_platform_knewi_appreciatio |
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| 26 | fruitarian - poison - organic - seeds - borax | 51 | 26_fruitarian_poison_organic_seeds |
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| 69 |
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| 27 | investir - 2000usd - payout - success - jamesmorgan_fx | 51 | 27_investir_2000usd_payout_success |
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| 70 |
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| 28 | qanon - cabal - awakening - insiders - operation | 49 | 28_qanon_cabal_awakening_insiders |
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| 71 |
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| 29 | ʀᴇᴀʟʟʏ - ʀᴇᴄᴇɪᴠᴇᴅ - ʟɪɴᴋ - ʙᴇʟᴏᴡ - ᴡᴏʀᴋꜱ | 48 | 29_ʀᴇᴀʟʟʏ_ʀᴇᴄᴇɪᴠᴇᴅ_ʟɪɴᴋ_ʙᴇʟᴏᴡ |
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| 30 | thanks - withdrawal - make_wealth_with_ernest_fx011 - 7500 - successful | 47 | 30_thanks_withdrawal_make_wealth_with_ernest_fx011_7500 |
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| 73 |
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| 31 | reignitedemocracyaustralia - canberra - protesters - tyrannised - victoria | 46 | 31_reignitedemocracyaustralia_canberra_protesters_tyrannised |
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| 74 |
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| 32 | pembrokeshire - migrants - barracks - southend - mirfield | 46 | 32_pembrokeshire_migrants_barracks_southend |
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| 75 |
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| 33 | ɪɴᴠᴇsᴛᴇᴅ - ᴘʀᴏғɪᴛ - ʀᴇᴄᴇɪᴠᴇᴅ - ʙᴇʟɪᴇᴠᴇ - sᴄᴀᴍ | 46 | 33_ɪɴᴠᴇsᴛᴇᴅ_ᴘʀᴏғɪᴛ_ʀᴇᴄᴇɪᴠᴇᴅ_ʙᴇʟɪᴇᴠᴇ |
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| 76 |
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| 34 | hanks - tradewithmarcus02 - thankful - trust - prosperous | 45 | 34_hanks_tradewithmarcus02_thankful_trust |
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| 35 | youtube - liam - subscribers - singing - saturdays | 44 | 35_youtube_liam_subscribers_singing |
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| 78 |
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| 36 | thankful - bills - debt - worth - anymorewhat | 44 | 36_thankful_bills_debt_worth |
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| 79 |
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| 37 | illegals - dover - smugglers - disembarking - border | 44 | 37_illegals_dover_smugglers_disembarking |
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| 80 |
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| 38 | withdrawing - investment - 5000 - appreciate - jordanbelfortfx | 43 | 38_withdrawing_investment_5000_appreciate |
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| 39 | illegals - citizenship - borders - aipac - patriotic | 42 | 39_illegals_citizenship_borders_aipac |
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| 40 | wallet - excited - 15000 - 00usdt - profit | 42 | 40_wallet_excited_15000_00usdt |
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| 41 | happiness - achieved - aims - dhanyavaad - qualities | 41 | 41_happiness_achieved_aims_dhanyavaad |
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| 42 | bestprofitsignal - winner - mentor - glad - subscribing | 40 | 42_bestprofitsignal_winner_mentor_glad |
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| 85 |
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| 43 | rtpcr - sarscov - tested - swabs - laboratories | 40 | 43_rtpcr_sarscov_tested_swabs |
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| 44 | covidiot - patients - intubation - nebuliser - hysteria | 39 | 44_covidiot_patients_intubation_nebuliser |
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| 45 | thanks - 10000 - payout - trusted - usd | 39 | 45_thanks_10000_payout_trusted |
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| 46 | transexuales - homosexualidad - lgbtqi - bisexuales - indoctrination | 38 | 46_transexuales_homosexualidad_lgbtqi_bisexuales |
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| 89 |
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| 47 | bezos - cash - invest - iifdefcbqvi3ngzk - winnings | 38 | 47_bezos_cash_invest_iifdefcbqvi3ngzk |
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| 48 | vaxxed - fucks - theyve - mutating - antipafi | 38 | 48_vaxxed_fucks_theyve_mutating |
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| 91 |
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| 49 | thearea51blog - hangar - airspace - ramjet - nuked | 38 | 49_thearea51blog_hangar_airspace_ramjet |
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| 92 |
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| 50 | earn_with_frank_fx - investir - grateful - 10000 - minimum | 38 | 50_earn_with_frank_fx_investir_grateful_10000 |
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| 93 |
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| 51 | trader_alfred - earn - managers - 20000 - testimonies | 37 | 51_trader_alfred_earn_managers_20000 |
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| 94 |
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| 52 | vaccine - pfizer - mrna - janssen - marburg | 36 | 52_vaccine_pfizer_mrna_janssen |
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| 95 |
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| 53 | conspiracies - qaeda - mossad - plane - demolished | 36 | 53_conspiracies_qaeda_mossad_plane |
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| 96 |
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| 54 | impressed - payouts - goodworks - bonus - 7000 | 36 | 54_impressed_payouts_goodworks_bonus |
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| 97 |
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| 55 | epstein - ghislaine - billionaire - molesters - mossad | 35 | 55_epstein_ghislaine_billionaire_molesters |
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| 98 |
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| 56 | invested - profits - genuine - 30000 - link | 34 | 56_invested_profits_genuine_30000 |
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| 99 |
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| 57 | trudeau - convoy - protest - ussergeantnewsnetwork - gofundme | 33 | 57_trudeau_convoy_protest_ussergeantnewsnetwork |
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| 100 |
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| 58 | protests - europeansunited - ourmovement - march - bromley | 33 | 58_protests_europeansunited_ourmovement_march |
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| 101 |
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| 59 | parler - banned - bongino - censorship - dorsey | 32 | 59_parler_banned_bongino_censorship |
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| 102 |
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| 60 | moron - irrelevant - hahahaha - tommy - pissed | 32 | 60_moron_irrelevant_hahahaha_tommy |
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| 103 |
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| 61 | earning - online - jordanbelfortfx - fake - truthful | 32 | 61_earning_online_jordanbelfortfx_fake |
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| 104 |
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| 62 | vaccination - signatories - mandatory - cqc - passport | 31 | 62_vaccination_signatories_mandatory_cqc |
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| 105 |
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| 63 | scam - earn - started - kunalo_steve_trader - 4days | 31 | 63_scam_earn_started_kunalo_steve_trader |
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| 106 |
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| 64 | discussionabout5gtranshumanism - electrosmog - saveusnow - 64ghz - bees | 30 | 64_discussionabout5gtranshumanism_electrosmog_saveusnow_64ghz |
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| 107 |
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| 65 | make_wealth_with_ernest_fx011 - started - traderhelen2 - 5000 - 7days | 29 | 65_make_wealth_with_ernest_fx011_started_traderhelen2_5000 |
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| 108 |
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| 66 | ivermectin - hydroxychloroquine - fenbendazole - suramin - capsules | 29 | 66_ivermectin_hydroxychloroquine_fenbendazole_suramin |
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| 109 |
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| 67 | trader - funds - profits - cryptocurrencies - fake | 28 | 67_trader_funds_profits_cryptocurrencies |
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| 110 |
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| 68 | invested - retorno - 7days - happiness - confiabilidade | 28 | 68_invested_retorno_7days_happiness |
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| 111 |
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| 69 | ballots - smartmatic - reportmaricopa - auditors - subpoenaed | 28 | 69_ballots_smartmatic_reportmaricopa_auditors |
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| 112 |
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| 70 | queensland - kokoda - nationals - palmerston - dictator | 27 | 70_queensland_kokoda_nationals_palmerston |
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| 113 |
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| 71 | fortunately - losing - never - experience - smiling | 26 | 71_fortunately_losing_never_experience |
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| 114 |
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| 72 | vacunadas - nanovaxxines - telefonos - 5g - microantena | 26 | 72_vacunadas_nanovaxxines_telefonos_5g |
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| 115 |
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| 73 | amazing - credibility - invested - winning - 5000 | 26 | 73_amazing_credibility_invested_winning |
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| 116 |
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| 74 | trader_leachfx - fxhoptiontrade - nathaniel_stephenson_fx - withdraw - profit | 25 | 74_trader_leachfx_fxhoptiontrade_nathaniel_stephenson_fx_withdraw |
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| 117 |
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| 75 | deposited - 7days - retorno - test - 3000 | 25 | 75_deposited_7days_retorno_test |
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| 118 |
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| 76 | firearms - rights - tyranny - patriot - amendment | 24 | 76_firearms_rights_tyranny_patriot |
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| 119 |
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| 77 | globaltradinginvestmet - trader_matthias - dmadriana_forex - 5000usd - profit | 24 | 77_globaltradinginvestmet_trader_matthias_dmadriana_forex_5000usd |
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| 120 |
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| 78 | ʙɪᴛᴄᴏɪɴ - ɪɴᴠᴇsᴛᴏʀs - ᴡɪᴛʜᴅʀᴀᴡᴀʟ - ʙᴀɴᴋ - ᴀᴄᴄᴏᴜɴᴛ | 24 | 78_ʙɪᴛᴄᴏɪɴ_ɪɴᴠᴇsᴛᴏʀs_ᴡɪᴛʜᴅʀᴀᴡᴀʟ_ʙᴀɴᴋ |
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| 121 |
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| 79 | constables - bitchute - protest - unlawful - march | 24 | 79_constables_bitchute_protest_unlawful |
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| 122 |
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| 80 | helped - suffering - happier - epiphanies - posts | 24 | 80_helped_suffering_happier_epiphanies |
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| 123 |
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| 81 | believe - everyone - help - whatsapp - greatest | 23 | 81_believe_everyone_help_whatsapp |
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| 124 |
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| 82 | traded - usdt - hello - 12hours - payout | 23 | 82_traded_usdt_hello_12hours |
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| 125 |
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| 83 | russie - putin - armata - afganistan - stakhovsky | 23 | 83_russie_putin_armata_afganistan |
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| 126 |
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| 84 | invested - earn - recommendhttps - 700usd - 3days | 23 | 84_invested_earn_recommendhttps_700usd |
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| 127 |
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| 85 | thegreatclimatecon - alarmists - droughts - chemtrail - earthquakes | 23 | 85_thegreatclimatecon_alarmists_droughts_chemtrail |
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| 128 |
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| 86 | earn - online - trabajar - telefono - scam | 23 | 86_earn_online_trabajar_telefono |
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| 129 |
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| 87 | trading - 5days - payout - best - return | 23 | 87_trading_5days_payout_best |
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| 130 |
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| 88 | covidpositivenews - alarmism - nazis - awakened - horizons | 22 | 88_covidpositivenews_alarmism_nazis_awakened |
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| 131 |
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| 89 | slaves - jew - colonies - cromwell - mfecane | 22 | 89_slaves_jew_colonies_cromwell |
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| 132 |
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| 90 | jews - hitler - freikorps - bolsheviks - 1918 | 22 | 90_jews_hitler_freikorps_bolsheviks |
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| 133 |
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| 91 | crytotrading - earnfromhomejob808 - forex_morrison - profits - best | 22 | 91_crytotrading_earnfromhomejob808_forex_morrison_profits |
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| 134 |
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| 92 | huaxia - manchurian - mongolia - hebei - wang | 22 | 92_huaxia_manchurian_mongolia_hebei |
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| 135 |
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| 93 | smiling - glad - positively - beneficial - steps | 22 | 93_smiling_glad_positively_beneficial |
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| 136 |
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| 94 | common - rules - stupidity - organised - rubbish | 22 | 94_common_rules_stupidity_organised |
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| 137 |
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| 95 | taiwan - fujian - missiles - aeronaval - hypersonic | 21 | 95_taiwan_fujian_missiles_aeronaval |
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| 138 |
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| 96 | vacunadas - mascarilla - nuestra - muertes - efectos | 21 | 96_vacunadas_mascarilla_nuestra_muertes |
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| 139 |
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| 97 | lockdown - authorities - repeal - compulsory - whitehall | 21 | 97_lockdown_authorities_repeal_compulsory |
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| 140 |
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| 98 | femaleilluminati - trans - masculinisee - orderofmalta - papacy | 21 | 98_femaleilluminati_trans_masculinisee_orderofmalta |
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| 141 |
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| 99 | sievierodonetsk - missiles - crimea - mikhailovka - bayraktar | 21 | 99_sievierodonetsk_missiles_crimea_mikhailovka |
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| 142 |
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| 100 | scam - earned - referred - sharing - link | 21 | 100_scam_earned_referred_sharing |
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| 143 |
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| 101 | gigawatts - baseload - renewable - generators - fukushima | 21 | 101_gigawatts_baseload_renewable_generators |
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| 144 |
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| 102 | payment - manager - wow - myj - boost | 20 | 102_payment_manager_wow_myj |
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| 145 |
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| 103 | thank - debt - saved - deserves - great | 20 | 103_thank_debt_saved_deserves |
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| 146 |
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| 104 | republicans - impeachment - cheney - treacherous - ronna | 20 | 104_republicans_impeachment_cheney_treacherous |
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| 147 |
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| 148 |
+
</details>
|
| 149 |
+
|
| 150 |
+
## Training hyperparameters
|
| 151 |
+
|
| 152 |
+
* calculate_probabilities: True
|
| 153 |
+
* language: None
|
| 154 |
+
* low_memory: False
|
| 155 |
+
* min_topic_size: 10
|
| 156 |
+
* n_gram_range: (1, 1)
|
| 157 |
+
* nr_topics: None
|
| 158 |
+
* seed_topic_list: None
|
| 159 |
+
* top_n_words: 10
|
| 160 |
+
* verbose: False
|
| 161 |
+
* zeroshot_min_similarity: 0.7
|
| 162 |
+
* zeroshot_topic_list: None
|
| 163 |
+
|
| 164 |
+
## Framework versions
|
| 165 |
+
|
| 166 |
+
* Numpy: 1.26.4
|
| 167 |
+
* HDBSCAN: 0.8.40
|
| 168 |
+
* UMAP: 0.5.7
|
| 169 |
+
* Pandas: 2.2.3
|
| 170 |
+
* Scikit-Learn: 1.5.2
|
| 171 |
+
* Sentence-transformers: 3.3.1
|
| 172 |
+
* Transformers: 4.46.3
|
| 173 |
+
* Numba: 0.60.0
|
| 174 |
+
* Plotly: 5.24.1
|
| 175 |
+
* Python: 3.10.12
|
config.json
ADDED
|
@@ -0,0 +1,16 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"calculate_probabilities": true,
|
| 3 |
+
"language": null,
|
| 4 |
+
"low_memory": false,
|
| 5 |
+
"min_topic_size": 10,
|
| 6 |
+
"n_gram_range": [
|
| 7 |
+
1,
|
| 8 |
+
1
|
| 9 |
+
],
|
| 10 |
+
"nr_topics": null,
|
| 11 |
+
"seed_topic_list": null,
|
| 12 |
+
"top_n_words": 10,
|
| 13 |
+
"verbose": false,
|
| 14 |
+
"zeroshot_min_similarity": 0.7,
|
| 15 |
+
"zeroshot_topic_list": null
|
| 16 |
+
}
|
ctfidf.safetensors
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:cd6f11f8ac361ec03de7403f193be417de861732954eeba00ec70779575ee0e3
|
| 3 |
+
size 1378788
|
ctfidf_config.json
ADDED
|
The diff for this file is too large to render.
See raw diff
|
|
|
topic_embeddings.safetensors
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:9809e15c79ad877fa6b533daf0cb04c445f4edb2070e66e0cdc9a7047622f26a
|
| 3 |
+
size 434272
|
topics.json
ADDED
|
The diff for this file is too large to render.
See raw diff
|
|
|