--- tags: - bertopic library_name: bertopic pipeline_tag: text-classification --- # BERTopic-enron-50k 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("antulik/BERTopic-enron-50k") topic_model.get_topic_info() ``` ## Topic overview * Number of topics: 656 * Number of training documents: 50000
Click here for an overview of all topics. | Topic ID | Topic Keywords | Topic Frequency | Label | |----------|----------------|-----------------|-------| | -1 | enron - agreement - contract - energy - power | 10 | -1_enron_agreement_contract_energy | | 0 | enronmessagingadministrationenroncom - recipients - recipient - message - disclosure | 24222 | 0_enronmessagingadministrationenroncom_recipients_recipient_message | | 1 | fares - newark - flights - continentalcom - airlines | 510 | 1_fares_newark_flights_continentalcom | | 2 | isda - isdas - agreements - enron - ena | 358 | 2_isda_isdas_agreements_enron | | 3 | northwests - northwest - rogerpelotewilliamscom - available - billwcalpinecom | 355 | 3_northwests_northwest_rogerpelotewilliamscom_available | | 4 | deals - trades - deal - trade - buys | 340 | 4_deals_trades_deal_trade | | 5 | reschedule - scheduled - schedule - meeting - meetings | 316 | 5_reschedule_scheduled_schedule_meeting | | 6 | outlookmigrationteamenroncom - outlook - outlookteamenroncom - appointment - calendar | 310 | 6_outlookmigrationteamenroncom_outlook_outlookteamenroncom_appointment | | 7 | logistics - gas - fuel - coal - trading | 293 | 7_logistics_gas_fuel_coal | | 8 | conference - scheduled - call - dial - calls | 285 | 8_conference_scheduled_call_dial | | 9 | nda - ndas - enron - counterparties - counterparty | 230 | 9_nda_ndas_enron_counterparties | | 10 | nasdaq - nyse - stocks - stock - market | 229 | 10_nasdaq_nyse_stocks_stock | | 11 | arbitration - litigation - lawsuit - plaintiff - proceedings | 215 | 11_arbitration_litigation_lawsuit_plaintiff | | 12 | enron - resumes - resume - associate - hiring | 201 | 12_enron_resumes_resume_associate | | 13 | electricity - energy - gov - governors - federal | 193 | 13_electricity_energy_gov_governors | | 14 | enron - allisonmchenryenroncom - eb - corp - geniafitzgeraldenroncom | 193 | 14_enron_allisonmchenryenroncom_eb_corp | | 15 | expense - expenses - budgets - expenditures - allocations | 191 | 15_expense_expenses_budgets_expenditures | | 16 | weekend - meet - trip - going - austin | 173 | 16_weekend_meet_trip_going | | 17 | enrononline - wwwenrononlinecom - desk - httpwwwenrononlinecom - password | 163 | 17_enrononline_wwwenrononlinecom_desk_httpwwwenrononlinecom | | 18 | nymexcomex - nymex - comex - futures - exchange | 154 | 18_nymexcomex_nymex_comex_futures | | 19 | curves - curve - curvetypecd - marking - prices | 154 | 19_curves_curve_curvetypecd_marking | | 20 | ontario - alberta - transcanada - toronto - agreements | 149 | 20_ontario_alberta_transcanada_toronto | | 21 | brazilian - banco - transferncia - rio - janeiro | 148 | 21_brazilian_banco_transferncia_rio | | 22 | enron - goldman - eci - repos - securities | 145 | 22_enron_goldman_eci_repos | | 23 | enron - enrons - bankruptcy - bankrupt - savings | 141 | 23_enron_enrons_bankruptcy_bankrupt | | 24 | enterprise - ebusiness - enron - enrononline - ecommerce | 137 | 24_enterprise_ebusiness_enron_enrononline | | 25 | haas - mba - undergraduate - haasnewshaasberkeleyedu - university | 137 | 25_haas_mba_undergraduate_haasnewshaasberkeleyedu | | 26 | meter - meters - contract - noms - flowed | 136 | 26_meter_meters_contract_noms | | 27 | html - contenttexthtml - tdfont - tdtrtable - tdimg | 135 | 27_html_contenttexthtml_tdfont_tdtrtable | | 28 | excel - spreadsheet - reports - spreadsheets - excelergy | 133 | 28_excel_spreadsheet_reports_spreadsheets | | 29 | telephone - call - phone - voicemail - contact | 131 | 29_telephone_call_phone_voicemail | | 30 | email - tracygeacconeenroncom - eb3102g - address - enform | 126 | 30_email_tracygeacconeenroncom_eb3102g_address | | 31 | faxes - fax - faxing - faxed - efax | 123 | 31_faxes_fax_faxing_faxed | | 32 | linguaphilewordsmithorg - dictionary - words - wordsmith - word | 120 | 32_linguaphilewordsmithorg_dictionary_words_wordsmith | | 33 | agreements - contract - obligations - agreement - gas | 117 | 33_agreements_contract_obligations_agreement | | 34 | var - risktrac - risk - variance - volatility | 115 | 34_var_risktrac_risk_variance | | 35 | invoices - invoice - invoiced - payments - billed | 114 | 35_invoices_invoice_invoiced_payments | | 36 | energynewslivecom - opec - energy - senate - oil | 112 | 36_energynewslivecom_opec_energy_senate | | 37 | vacation - holiday - hours - payroll - days | 108 | 37_vacation_holiday_hours_payroll | | 38 | prc - prcs - analysts - evaluation - vp | 108 | 38_prc_prcs_analysts_evaluation | | 39 | sailing - boat - cruising - surf - fishing | 108 | 39_sailing_boat_cruising_surf | | 40 | dinner - hope - happy - weekend - going | 107 | 40_dinner_hope_happy_weekend | | 41 | collateral - csa - bank - credit - debt | 107 | 41_collateral_csa_bank_credit | | 42 | congress - congressional - senate - legislative - senators | 105 | 42_congress_congressional_senate_legislative | | 43 | enron - enrononline - yen - ena - japanese | 104 | 43_enron_enrononline_yen_ena | | 44 | enron - reuters - enrons - journal - securities | 102 | 44_enron_reuters_enrons_journal | | 45 | photos - prints - gallery - photoworks - albums | 101 | 45_photos_prints_gallery_photoworks | | 46 | pipeline - audreyrobertsonenroncom - audrey - kimberlywatsonenroncom - pipe | 100 | 46_pipeline_audreyrobertsonenroncom_audrey_kimberlywatsonenroncom | | 47 | expense - expenses - enronupdateconcureworkplacecom - approver - invoices | 100 | 47_expense_expenses_enronupdateconcureworkplacecom_approver | | 48 | counterparties - counterparty - counterpartylonectect - gcp - inc | 100 | 48_counterparties_counterparty_counterpartylonectect_gcp | | 49 | amendments - amendment - amending - revised - agreement | 99 | 49_amendments_amendment_amending_revised | | 50 | ny - nytimescom - headlines - news - nytdirectnytimescom | 96 | 50_ny_nytimescom_headlines_news | | 51 | enron - inc - corp - enroncorrugated - shackletonhouectect | 96 | 51_enron_inc_corp_enroncorrugated | | 52 | terminations - termination - terminated - enrononline - enron | 95 | 52_terminations_termination_terminated_enrononline | | 53 | lunch - enron - luncheon - lunches - reschedule | 94 | 53_lunch_enron_luncheon_lunches | | 54 | pga - golfer - golfers - golf - golfing | 94 | 54_pga_golfer_golfers_golf | | 55 | longhorns - longhorn - baylor - fsu - lsu | 91 | 55_longhorns_longhorn_baylor_fsu | | 56 | gisb - gisbs - gisb1aolcom - gisb4aolcom - enron | 90 | 56_gisb_gisbs_gisb1aolcom_gisb4aolcom | | 57 | enron - guaranty - guaranties - guarantors - guarantor | 89 | 57_enron_guaranty_guaranties_guarantors | | 58 | enroll - enrolled - cancellation - enrollment - attend | 88 | 58_enroll_enrolled_cancellation_enrollment | | 59 | creditworthiness - enroncreditcom - enrononline - credit - credits | 88 | 59_creditworthiness_enroncreditcom_enrononline_credit | | 60 | httpitcappscorpenroncomsrrsauthemaillinkaspid000000000076513pageapproval - httpitcappscorpenroncomsrrsauthemaillinkaspid000000000061279pageapproval - httpitcappscorpenroncomsrrsauthemaillinkaspid000000000058213pageapproval - httpitcappscorpenroncomsrrsauthemaillinkaspid000000000067320pageapproval - httpitcappscorpenroncomsrrsauthemaillinkaspid000000000076416pageapproval | 88 | 60_httpitcappscorpenroncomsrrsauthemaillinkaspid000000000076513pageapproval_httpitcappscorpenroncomsrrsauthemaillinkaspid000000000061279pageapproval_httpitcappscorpenroncomsrrsauthemaillinkaspid000000000058213pageapproval_httpitcappscorpenroncomsrrsauthemaillinkaspid000000000067320pageapproval | | 61 | books - book - trader - traders - netco | 85 | 61_books_book_trader_traders | | 62 | drafts - draft - draftdoc - manuscript - enronltsadraftdoc | 84 | 62_drafts_draft_draftdoc_manuscript | | 63 | enron - bankruptcy - creditors - bankrupcy - liquidation | 84 | 63_enron_bankruptcy_creditors_bankrupcy | | 64 | electricity - utility - energy - utilities - electric | 84 | 64_electricity_utility_energy_utilities | | 65 | schedules2002013110txt - schedules2002013010txt - schedules2002011110txt - schedules2002010507txt - schedules2002011414txt | 84 | 65_schedules2002013110txt_schedules2002013010txt_schedules2002011110txt_schedules2002010507txt | | 66 | rtos - rto - ferc - fercs - rtg | 84 | 66_rtos_rto_ferc_fercs | | 67 | interviewed - interviewing - interview - interviews - interviewers | 81 | 67_interviewed_interviewing_interview_interviews | | 68 | enron - executives - encouragement - managementvitality - buddha | 81 | 68_enron_executives_encouragement_managementvitality | | 69 | schedules2001122322txt - schedules2001122820txt - schedules2001122418txt - schedules2001122416txt - schedules2001122002txt | 81 | 69_schedules2001122322txt_schedules2001122820txt_schedules2001122418txt_schedules2001122416txt | | 70 | conference - presentations - symposium - presentation - attend | 80 | 70_conference_presentations_symposium_presentation | | 71 | netco - risktrac - newco - hierarchy - access | 80 | 71_netco_risktrac_newco_hierarchy | | 72 | meeting - meet - houston - vince - email | 80 | 72_meeting_meet_houston_vince | | 73 | agreements - netting - agreement - enroncom - collateral | 77 | 73_agreements_netting_agreement_enroncom | | 74 | udcs - deadline - dasrs - dasr - suspended | 77 | 74_udcs_deadline_dasrs_dasr | | 75 | enron - reuters - dow - tariff - indias | 77 | 75_enron_reuters_dow_tariff | | 76 | edwardsacksenroncom - larryhunterenroncom - sbradfordenroncom - sharencasonenroncom - billhareenroncom | 76 | 76_edwardsacksenroncom_larryhunterenroncom_sbradfordenroncom_sharencasonenroncom | | 77 | authorized - cps - trading - cp - approved | 76 | 77_authorized_cps_trading_cp | | 78 | gtcs - gtc - gta - epc - revised | 75 | 78_gtcs_gtc_gta_epc | | 79 | hourahead - schedules2001101406txt - schedules2001101404txt - schedules2001100504txt - schedules2001101803txt | 75 | 79_hourahead_schedules2001101406txt_schedules2001101404txt_schedules2001100504txt | | 80 | shipping - shipment - delivery - order - ship | 75 | 80_shipping_shipment_delivery_order | | 81 | chairperson - invitation - appointment - calendar - meeting | 74 | 81_chairperson_invitation_appointment_calendar | | 82 | letter - letters - richardsandersenroncom - note - commission | 73 | 82_letter_letters_richardsandersenroncom_note | | 83 | pulpex - market - pulp - production - kraft | 71 | 83_pulpex_market_pulp_production | | 84 | enron - enrons - houston - houstons - ews | 71 | 84_enron_enrons_houston_houstons | | 85 | marriott - hotel - marriottcom - hotels - booking | 71 | 85_marriott_hotel_marriottcom_hotels | | 86 | communicationsenron - waiver - coauthor - warehouse - steel | 70 | 86_communicationsenron_waiver_coauthor_warehouse | | 87 | nokia - motorola - sprint - cellular - phone | 68 | 87_nokia_motorola_sprint_cellular | | 88 | admissions - mba - gmat - admission - applying | 68 | 88_admissions_mba_gmat_admission | | 89 | attachment - inline - exchangeadministratorenroncom - oenronounacnrecipientscncjohnso5 - ebow | 68 | 89_attachment_inline_exchangeadministratorenroncom_oenronounacnrecipientscncjohnso5 | | 90 | revisions - agreements - contracts - contract - agreement | 67 | 90_revisions_agreements_contracts_contract | | 91 | task - schedules2001043002txt - schedulingiso - schedule - subject | 67 | 91_task_schedules2001043002txt_schedulingiso_schedule | | 92 | turbines - turbine - sale - purchase - transfer | 65 | 92_turbines_turbine_sale_purchase | | 93 | schedules2001040112txt - schedules2001022808txt - schedules2001042816txt - schedules2001041404txt - schedules2001030808txt | 65 | 93_schedules2001040112txt_schedules2001022808txt_schedules2001042816txt_schedules2001041404txt | | 94 | merrillhaasenroncom - annwhiteenroncom - geniafitzgeraldenroncom - nonyfloresenroncom - loustolerenroncom | 64 | 94_merrillhaasenroncom_annwhiteenroncom_geniafitzgeraldenroncom_nonyfloresenroncom | | 95 | enrondoc - ryansiurekenroncom - aes - edwardbradyenroncom - jaddoanenroncom | 64 | 95_enrondoc_ryansiurekenroncom_aes_edwardbradyenroncom | | 96 | netware - novellnetwarebdcimailcom - httpwwwnwfusioncomnewslettersnetwareindexhtml - visualwares - httpa676gakamaitechnetf67677360mimagesm0netcatcontenthotwire023spacergif | 64 | 96_netware_novellnetwarebdcimailcom_httpwwwnwfusioncomnewslettersnetwareindexhtml_visualwares | | 97 | enronupdateconcureworkplacecom - expenses - expense - paid - payment | 63 | 97_enronupdateconcureworkplacecom_expenses_expense_paid | | 98 | enron - agreements - agreement - sale - corp | 63 | 98_enron_agreements_agreement_sale | | 99 | office - billwilliamsenroncom - wednesday - monday - laynieeastenroncom | 61 | 99_office_billwilliamsenroncom_wednesday_monday | | 100 | signatures - signature - signed - signing - enron | 61 | 100_signatures_signature_signed_signing | | 101 | trades - deals - eol - prices - total | 61 | 101_trades_deals_eol_prices | | 102 | internship - intern - internships - interns - recruiting | 60 | 102_internship_intern_internships_interns | | 103 | sweepstakes - prizes - prize - jackpot - contest | 60 | 103_sweepstakes_prizes_prize_jackpot | | 104 | easement - property - easements - appraisal - encroachments | 60 | 104_easement_property_easements_appraisal | | 105 | hourahead - hour - crawler - schedule - failed | 60 | 105_hourahead_hour_crawler_schedule | | 106 | schedule - dinner - invitation - lunch - meet | 59 | 106_schedule_dinner_invitation_lunch | | 107 | paso - pasos - el - tariff - ferc | 59 | 107_paso_pasos_el_tariff | | 108 | operating - procedure - iso - procedures - isos | 59 | 108_operating_procedure_iso_procedures | | 109 | airlines - flights - airport - booking - boeing | 58 | 109_airlines_flights_airport_booking | | 110 | storage - storeage - storagebdcimailcom - storagearea - capacity | 58 | 110_storage_storeage_storagebdcimailcom_storagearea | | 111 | eb2601 - eb2834 - eb - eb3259 - eb3268 | 58 | 111_eb2601_eb2834_eb_eb3259 | | 112 | nfl - commissionercom - sportslinecom - league - fantasy | 58 | 112_nfl_commissionercom_sportslinecom_league | | 113 | epowers - epower - erex - westpower - reports | 58 | 113_epowers_epower_erex_westpower | | 114 | ctc - ctcs - edison - edisons - owe | 57 | 114_ctc_ctcs_edison_edisons | | 115 | futures - charts - candlesticks - carr - financial | 57 | 115_futures_charts_candlesticks_carr | | 116 | dwr - dwrs - cdwr - revenue - cdwrs | 57 | 116_dwr_dwrs_cdwr_revenue | | 117 | tw - tws - allocation - capacity - imbalance | 57 | 117_tw_tws_allocation_capacity | | 118 | vince - vinces - vincekaminskienroncom - kaminski - jkaminskienroncom | 57 | 118_vince_vinces_vincekaminskienroncom_kaminski | | 119 | lotus - documents - access - database - notes | 57 | 119_lotus_documents_access_database | | 120 | variances - variance - schedule - schedules - schedtype | 56 | 120_variances_variance_schedule_schedules | | 121 | unsubscribe - offersondemand - offermailboundary - advertisement - email | 56 | 121_unsubscribe_offersondemand_offermailboundary_advertisement | | 122 | meteorological - weather - temperatures - weathernet - temperature | 56 | 122_meteorological_weather_temperatures_weathernet | | 123 | wedding - brides - married - carolines - hotel | 56 | 123_wedding_brides_married_carolines | | 124 | wines - winery - wine - sauvignon - winecom | 54 | 124_wines_winery_wine_sauvignon | | 125 | enron - ena - enas - futures - exemption | 54 | 125_enron_ena_enas_futures | | 126 | permits - permit - az - permitting - epa | 54 | 126_permits_permit_az_permitting | | 127 | azps - pnpkaps230 - reservation - pnpk - oasis502apsccom | 53 | 127_azps_pnpkaps230_reservation_pnpk | | 128 | outage - sap - notificationiscenroncom - enronlistenroncom - enronusersenroncom | 53 | 128_outage_sap_notificationiscenroncom_enronlistenroncom | | 129 | nyisotechexchange - nyiso - prices - hours - 18002000 | 53 | 129_nyisotechexchange_nyiso_prices_hours | | 130 | pira - forecast - piras - demand - weekly | 52 | 130_pira_forecast_piras_demand | | 131 | irs - taxes - filing - tax - 1099 | 52 | 131_irs_taxes_filing_tax | | 132 | office - mailtoimceanotes22rivest2c20anabeth22203crivest40gmpvt2ecom3e40 - assistant - mail - ext | 51 | 132_office_mailtoimceanotes22rivest2c20anabeth22203crivest40gmpvt2ecom3e40_assistant_mail | | 133 | cap - caps - markets - market - prices | 51 | 133_cap_caps_markets_market | | 134 | tickets - astros - ticket - enron - seats | 51 | 134_tickets_astros_ticket_enron | | 135 | ceo - vice - promotion - oprah - chairman | 51 | 135_ceo_vice_promotion_oprah | | 136 | recount - ballots - electors - recounts - florida | 51 | 136_recount_ballots_electors_recounts | | 137 | sweaters - sweater - shirts - tuxedo - shopping | 51 | 137_sweaters_sweater_shirts_tuxedo | | 138 | ercot - ercots - oomc - clientrelationsercotcom - oomcoome | 51 | 138_ercot_ercots_oomc_clientrelationsercotcom | | 139 | epmicalpool - bethperlmanenroncom - ebs - dfs - esc | 50 | 139_epmicalpool_bethperlmanenroncom_ebs_dfs | | 140 | variances - variance - schedules - schedtype - schedule | 50 | 140_variances_variance_schedules_schedtype | | 141 | exchange - transfer - membership - member - exchangeinfonymexcom | 50 | 141_exchange_transfer_membership_member | | 142 | mortgage - refinancing - refinance - mortgages - loans | 50 | 142_mortgage_refinancing_refinance_mortgages | | 143 | marketer - recruiter - trading - opportunities - resume | 50 | 143_marketer_recruiter_trading_opportunities | | 144 | smtp - mail - messageid - esmtp - xmsmailpriority | 50 | 144_smtp_mail_messageid_esmtp | | 145 | gifts - gift - giftamazoncom - shopping - purchase | 49 | 145_gifts_gift_giftamazoncom_shopping | | 146 | bandwidth - broadband - communicationsenron - telecommunications - telecom | 49 | 146_bandwidth_broadband_communicationsenron_telecommunications | | 147 | earn - income - opportunities - financial - work | 49 | 147_earn_income_opportunities_financial | | 148 | dbcaps97data - schedules2002011801txt - schedules2002011816txt - schedules2002011815txt - schedules2002011824txt | 48 | 148_dbcaps97data_schedules2002011801txt_schedules2002011816txt_schedules2002011815txt | | 149 | nyisotechexchange - nyisotechexchangeglobal2000net - marketrelationsnyisocom - bulletin - nyiso | 48 | 149_nyisotechexchange_nyisotechexchangeglobal2000net_marketrelationsnyisocom_bulletin | | 150 | fee - invoice - demand - reimbursement - amount | 48 | 150_fee_invoice_demand_reimbursement | | 151 | httpitcappscorpenroncomsrrsauthemaillinkaspid000000000007876page - httpitcappscorpenroncomsrrsauthemaillinkaspid000000000078934pageapproval - httpitcappscorpenroncomsrrsauthemaillinkaspid000000000080623pageapproval - httpitcappscorpenroncomsrrsauthemaillinkaspid000000000078936pageapproval - httpitcappscorpenroncomsrrsauthemaillinkaspid000000000078937pageapproval | 47 | 151_httpitcappscorpenroncomsrrsauthemaillinkaspid000000000007876page_httpitcappscorpenroncomsrrsauthemaillinkaspid000000000078934pageapproval_httpitcappscorpenroncomsrrsauthemaillinkaspid000000000080623pageapproval_httpitcappscorpenroncomsrrsauthemaillinkaspid000000000078936pageapproval | | 152 | enrons - hfosterenroncom - markguzmanenroncom - michaeldriscollenroncom - aprilhrachenroncom | 47 | 152_enrons_hfosterenroncom_markguzmanenroncom_michaeldriscollenroncom | | 153 | postcard - card - greetingcardscom - cards - cardmember | 47 | 153_postcard_card_greetingcardscom_cards | | 154 | turbines - turbine - curtail200206db - curtailed - wind | 46 | 154_turbines_turbine_curtail200206db_curtailed | | 155 | enron - merger - dynegy - dynegys - enrons | 45 | 155_enron_merger_dynegy_dynegys | | 156 | enrons - feedback - review - reviewer - process | 45 | 156_enrons_feedback_review_reviewer | | 157 | mexico - mexicos - mexican - perez - monterrey | 45 | 157_mexico_mexicos_mexican_perez | | 158 | allencohrsenroncom - kenpowersenroncom - billmangelsenroncom - kenandersonenroncom - stephenherberenroncom | 44 | 158_allencohrsenroncom_kenpowersenroncom_billmangelsenroncom_kenandersonenroncom | | 159 | deals - contract - sitara - price - deal | 44 | 159_deals_contract_sitara_price | | 160 | outage - outages - outagesindustrialinfocom - email - deliveries | 44 | 160_outage_outages_outagesindustrialinfocom_email | | 161 | synchronizing - synchronization - folder - folders - inbox | 44 | 161_synchronizing_synchronization_folder_folders | | 162 | motley - forbescom - stocks - stock - investments | 44 | 162_motley_forbescom_stocks_stock | | 163 | gifts - gift - ebay - fathers - shopping | 44 | 163_gifts_gift_ebay_fathers | | 164 | wharton - enron - symposium - ebusiness - attend | 43 | 164_wharton_enron_symposium_ebusiness | | 165 | surveys - enronfcucom - survey - questionnaire - enronanywhereenroncom | 43 | 165_surveys_enronfcucom_survey_questionnaire | | 166 | seminar - seminars - prices - electricity - price | 43 | 166_seminar_seminars_prices_electricity | | 167 | fantasy - commissionercom - league - nfl - tds | 43 | 167_fantasy_commissionercom_league_nfl | | 168 | ferc - fercs - audit - investigation - commission | 43 | 168_ferc_fercs_audit_investigation | | 169 | houstonchroniclecom - houston - houstons - houstonian - techxans | 43 | 169_houstonchroniclecom_houston_houstons_houstonian | | 170 | enron - enronannouncementsenroncom - mailtoeiaenroncom - sponsor - announcement | 42 | 170_enron_enronannouncementsenroncom_mailtoeiaenroncom_sponsor | | 171 | equityalert - equityalertcom - alert - alerts - ipo | 42 | 171_equityalert_equityalertcom_alert_alerts | | 172 | forex - yens - yen - forexnews - currencies | 42 | 172_forex_yens_yen_forexnews | | 173 | enronupdateconcureworkplacecom - approval - mgr - review - sjm11152001 | 41 | 173_enronupdateconcureworkplacecom_approval_mgr_review | | 174 | swap - swaps - raptor - finalized - transaction | 41 | 174_swap_swaps_raptor_finalized | | 175 | rent - rental - apartment - apartments - tenant | 41 | 175_rent_rental_apartment_apartments | | 176 | pricing - priced - deals - sale - price | 40 | 176_pricing_priced_deals_sale | | 177 | fts - columbias - columbia - capacity - allocations | 39 | 177_fts_columbias_columbia_capacity | | 178 | httpwwwpowermarketerscompmanathtm - httpwwwpowermarketerscompmakrthtm - httpwwwpowermarketerscompmajobshtm - httpwwwpowermarketerscompmaintrhtm - httpwwwpowermarketerscomptraxhtm | 39 | 178_httpwwwpowermarketerscompmanathtm_httpwwwpowermarketerscompmakrthtm_httpwwwpowermarketerscompmajobshtm_httpwwwpowermarketerscompmaintrhtm | | 179 | seawind - rpm - windsea - wind - port | 39 | 179_seawind_rpm_windsea_wind | | 180 | lendingdayahead - deals - buyresale - sell - sales | 38 | 180_lendingdayahead_deals_buyresale_sell | | 181 | socal - socals - socaltopock - socalgas - tws | 38 | 181_socal_socals_socaltopock_socalgas | | 182 | walgreenscom - prescription - walgreens - prescriptions - merckmedcocom | 38 | 182_walgreenscom_prescription_walgreens_prescriptions | | 183 | songs - cds - mp3 - musicmatch - artistdirect | 38 | 183_songs_cds_mp3_musicmatch | | 184 | tennis - play - playing - tournament - weekend | 38 | 184_tennis_play_playing_tournament | | 185 | enron - enrons - kevinhannonenroncom - ehaedickeenroncom - danleffenroncom | 38 | 185_enron_enrons_kevinhannonenroncom_ehaedickeenroncom | | 186 | escrow - signature - certificate - collateral - certificates | 38 | 186_escrow_signature_certificate_collateral | | 187 | ngprice - ng - ngpl - ngdkrs1001 - ngpropt | 38 | 187_ngprice_ng_ngpl_ngdkrs1001 | | 188 | outlook - outlookteamenroncom - appointment - calendar - meetinglynns | 38 | 188_outlook_outlookteamenroncom_appointment_calendar | | 189 | thanksgiving - thankful - celebrating - holiday - holidays | 38 | 189_thanksgiving_thankful_celebrating_holiday | | 190 | powerpoint - presentations - presentation - presentationworking - slides | 38 | 190_powerpoint_presentations_presentation_presentationworking | | 191 | payment - visa - card - paypal - providian | 37 | 191_payment_visa_card_paypal | | 192 | parkingtransportationenroncom - parking - transportationparkingenroncom - transportationcorpenron - park | 37 | 192_parkingtransportationenroncom_parking_transportationparkingenroncom_transportationcorpenron | | 193 | lynneenroncom - billenroncom - 82bruceenroncom - andyenroncom - 80steveenroncom | 37 | 193_lynneenroncom_billenroncom_82bruceenroncom_andyenroncom | | 194 | httpitcappscorpenroncomsrrsauthemaillinkaspid000000000014988page - 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html - srchttpwwwenergycentralcomimagesecdecdxgif - srchttpwwwenergycentralcomimagestransgif - srchttpwwwenergycentralcomimagesiconsdiskicongif | 17 | 426_energy_html_srchttpwwwenergycentralcomimagesecdecdxgif_srchttpwwwenergycentralcomimagestransgif | | 427 | schedules - sf - weekly - ca - francisco | 17 | 427_schedules_sf_weekly_ca | | 428 | nadzieje - andrzej - polska - pisze - ze | 17 | 428_nadzieje_andrzej_polska_pisze | | 429 | scholarships - scholarship - fafsa - fastweb - aidscholarship | 17 | 429_scholarships_scholarship_fafsa_fastweb | | 430 | hourahead - hour - crawler - schedule - failed | 17 | 430_hourahead_hour_crawler_schedule | | 431 | foolcom - foolmotleyfoolcom - fool - foolwatch - fools | 17 | 431_foolcom_foolmotleyfoolcom_fool_foolwatch | | 432 | mailbox - outlook - exchangeadministratorenroncom - journaling - journal | 17 | 432_mailbox_outlook_exchangeadministratorenroncom_journaling | | 433 | pipeline - logistics - pipes - pipe - transports | 17 | 433_pipeline_logistics_pipes_pipe | | 434 | httpitcappscorpenroncomsrrsauthemaillinkaspid000000000037746page - 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charts - spreads - crude - httpwwwcarrfutcomresearchenergy1heatspread25pdf | 11 | 626_futures_charts_spreads_crude | | 627 | dayahead - crawler - schedule - failed - error | 11 | 627_dayahead_crawler_schedule_failed | | 628 | enronfacilitiesenroncom - enroncounterpartyenroncom - fayeellisenroncom - susantrevinoenroncom - scottlytleenroncom | 11 | 628_enronfacilitiesenroncom_enroncounterpartyenroncom_fayeellisenroncom_susantrevinoenroncom | | 629 | receipt - recipient - mail - send - enronmessag | 11 | 629_receipt_recipient_mail_send | | 630 | venture - ventures - venturewire - investors - investments | 11 | 630_venture_ventures_venturewire_investors | | 631 | calculated - contractual - payment - amount - transaction | 11 | 631_calculated_contractual_payment_amount | | 632 | rigzone - newsletterrigzonecom - newsletter - news - httpwwwrigzonecomnewslettershowaspnid201 | 11 | 632_rigzone_newsletterrigzonecom_newsletter_news | | 633 | solarc - sappi - garetshawenroncom - reports - billcaseyenroncom | 11 | 633_solarc_sappi_garetshawenroncom_reports | | 634 | danleffenroncom - martysundeenroncom - robertjohnsonenroncom - powerplants - neilbresnanenroncom | 11 | 634_danleffenroncom_martysundeenroncom_robertjohnsonenroncom_powerplants | | 635 | forestweb - forest - news - newsbeat - forests | 11 | 635_forestweb_forest_news_newsbeat | | 636 | antiviral - hiv - pharmaceuticals - clinical - treatment | 11 | 636_antiviral_hiv_pharmaceuticals_clinical | | 637 | swap - amended - exchange - enron - termination | 11 | 637_swap_amended_exchange_enron | | 638 | enronmetals - enronnetworks - enrononline - metals - aluminium | 11 | 638_enronmetals_enronnetworks_enrononline_metals | | 639 | esmtp - postmasterenroncom - efittswebtvnet - smtp - smtpin1029bryantwebtvnet | 10 | 639_esmtp_postmasterenroncom_efittswebtvnet_smtp | | 640 | bermudan - bermuda - reinsurance - arbitrage - eb | 10 | 640_bermudan_bermuda_reinsurance_arbitrage | | 641 | soccer - league - canfield - teams - practice | 10 | 641_soccer_league_canfield_teams | | 642 | enron - enrononline - eims - eim - freight | 10 | 642_enron_enrononline_eims_eim | | 643 | send - yahoo - mail - emails - megrogers99yahoocom | 10 | 643_send_yahoo_mail_emails | | 644 | meeting - meet - lunch - tuesday - saturday | 10 | 644_meeting_meet_lunch_tuesday | | 645 | schedule - 10am - cst - thursday - meeting | 10 | 645_schedule_10am_cst_thursday | | 646 | enron - enrons - bankruptcy - bankrupt - savings | 10 | 646_enron_enrons_bankruptcy_bankrupt | | 647 | sell - selling - sale - sold - 25mw | 10 | 647_sell_selling_sale_sold | | 648 | aps - transmission - enronmay2001xls - tranny - congestion | 10 | 648_aps_transmission_enronmay2001xls_tranny | | 649 | bids - marketrelationsnyisocom - nyisotechexchange - bidding - auction | 10 | 649_bids_marketrelationsnyisocom_nyisotechexchange_bidding | | 650 | httpitcappscorpenroncomsrrsauthemaillinkaspid000000000076650pageapproval - httpitcappscorpenroncomsrrsauthemaillinkaspid000000000059231pageapproval - pending - approval - arsystemmailmanenroncom | 10 | 650_httpitcappscorpenroncomsrrsauthemaillinkaspid000000000076650pageapproval_httpitcappscorpenroncomsrrsauthemaillinkaspid000000000059231pageapproval_pending_approval | | 651 | texas - austin - ut - campus - colleges | 10 | 651_texas_austin_ut_campus | | 652 | gamma - optiongrid - gammas - ltoptions - parameters | 10 | 652_gamma_optiongrid_gammas_ltoptions | | 653 | enrononline - ehaedickeenroncom - taylorenroncom - tarasweitzerenroncom - sbradfordenroncom | 10 | 653_enrononline_ehaedickeenroncom_taylorenroncom_tarasweitzerenroncom | | 654 | promotions - manager - althaus - director - vp | 10 | 654_promotions_manager_althaus_director |
## Training hyperparameters * calculate_probabilities: False * language: english * 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: 1.25.2 * HDBSCAN: 0.8.33 * UMAP: 0.5.6 * Pandas: 2.0.3 * Scikit-Learn: 1.2.2 * Sentence-transformers: 2.7.0 * Transformers: 4.40.1 * Numba: 0.58.1 * Plotly: 5.15.0 * Python: 3.10.12