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antulik/
BERTopic-enron-5000

bertopic

text-classification

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BERTopic-enron-5000

This is a 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-5000")

topic_model.get_topic_info()

Topic overview

Number of topics: 65
Number of training documents: 5000

Click here for an overview of all topics.

Topic ID	Topic Keywords	Topic Frequency	Label
-1	enron - corp - contract - company - trading	10	-1_enron_corp_contract_company
0	going - meeting - meet - hope - night	2299	0_going_meeting_meet_hope
1	agreements - enron - agreement - contract - documents	481	1_agreements_enron_agreement_contract
2	enron - enrons - companies - company - market	263	2_enron_enrons_companies_company
3	enron - contact - corp - email - recipient	253	3_enron_contact_corp_email
4	telecom - ventures - financial - companies - markets	84	4_telecom_ventures_financial_companies
5	enron - email - recipient - recipients - message	76	5_enron_email_recipient_recipients
6	fares - newark - airlines - flight - miles	58	6_fares_newark_airlines_flight
7	nfl - commissionercom - td - sportslinecom - league	54	7_nfl_commissionercom_td_sportslinecom
8	enron - eov - ashleyworthingenroncom - erv - rho	53	8_enron_eov_ashleyworthingenroncom_erv
9	enron - enrons - bankruptcy - bankrupt - savings	51	9_enron_enrons_bankruptcy_bankrupt
10	outlookmigrationteamenroncom - outlook - outlookteamenroncom - emailcalendar - appointment	46	10_outlookmigrationteamenroncom_outlook_outlookteamenroncom_emailcalendar
11	enron - approver - approval - pending - econnect	46	11_enron_approver_approval_pending
12	schedules2002013118txt - schedules2002020115txt - schedules2002012506txt - schedules2001122507txt - schedules2001122815txt	45	12_schedules2002013118txt_schedules2002020115txt_schedules2002012506txt_schedules2001122507txt
13	pricing - lpg - logistics - freight - metered	44	13_pricing_lpg_logistics_freight
14	request - seeks - up - on - all	43	14_request_seeks_up_on
15	haas - semester - summers - faculty - mba	43	15_haas_semester_summers_faculty
16	federal - california - sacramento - californias - states	42	16_federal_california_sacramento_californias
17	enron - resumes - resume - interview - recruiter	41	17_enron_resumes_resume_interview
18	fontstyle - font - html - bold - sansserif	39	18_fontstyle_font_html_bold
19	enron - deals - trades - deal - tradesxls	37	19_enron_deals_trades_deal
20	pipeline - pipelines - piping - paso - pipe	36	20_pipeline_pipelines_piping_paso
21	enron - eb - contact - mailtobobshultsenroncom - emailed	36	21_enron_eb_contact_mailtobobshultsenroncom
22	outage - outagesindustrialinfocom - outages - rescheduled - scheduled	36	22_outage_outagesindustrialinfocom_outages_rescheduled
23	gifts - gift - holiday - holidays - christmas	36	23_gifts_gift_holiday_holidays
24	nymex - futures - expiration - contract - contracts	31	24_nymex_futures_expiration_contract
25	transmission - transco - translink - ferc - rtos	30	25_transmission_transco_translink_ferc
26	unsubscribe - email - newsletter - mailing - mailmanenroncom	30	26_unsubscribe_email_newsletter_mailing
27	invoices - invoice - enron - billed - reimbursement	29	27_invoices_invoice_enron_billed
28	enron - committee - lobbyist - judiciary - bill	28	28_enron_committee_lobbyist_judiciary
29	refinery - prices - pipeline - oil - price	27	29_refinery_prices_pipeline_oil
30	enron - gas - fuel - logistics - emissions	27	30_enron_gas_fuel_logistics
31	enron - dpc - topockpcb - ebizenroncom - pcb	24	31_enron_dpc_topockpcb_ebizenroncom
32	nyisotechexchange - nyisotechexchangeglobal2000net - marketrelationsnyisocom - nyiso - ownernyisotechexchangeliststhebiznet	24	32_nyisotechexchange_nyisotechexchangeglobal2000net_marketrelationsnyisocom_nyiso
33	expense - expenses - enron - enronupdateconcureworkplacecom - receipts	24	33_expense_expenses_enron_enronupdateconcureworkplacecom
34	enron - ebusiness - inquiries - advisory - contact	23	34_enron_ebusiness_inquiries_advisory
35	dbcaps97data - schedules2002011801txt - schedules2002011805txt - schedules2001102112txt - schedules2002011916txt	21	35_dbcaps97data_schedules2002011801txt_schedules2002011805txt_schedules2001102112txt
36	enrononline - trades - trading - deals - eol	20	36_enrononline_trades_trading_deals
37	enron - swaps - swap - exchange - exchanges	20	37_enron_swaps_swap_exchange
38	feedback - reviewers - review - process - reviewer	20	38_feedback_reviewers_review_process
39	powermarketerscom - electricity - energy - utilities - reuters	20	39_powermarketerscom_electricity_energy_utilities
40	tco - columbias - columbia - scheduled - cgt	19	40_tco_columbias_columbia_scheduled
41	curves - curve - data - changes - inactive	19	41_curves_curve_data_changes
42	enron - scheduled - eb3335 - rustybelflowerenroncom - brianredmondenroncom	19	42_enron_scheduled_eb3335_rustybelflowerenroncom
43	enron - executive - ceo - communicationsenron - director	18	43_enron_executive_ceo_communicationsenron
44	alert - alerts - ipo - stock - securities	17	44_alert_alerts_ipo_stock
45	invoice - ipayitenroncom - sapsecurityenroncom - ipayit - ehronline	17	45_invoice_ipayitenroncom_sapsecurityenroncom_ipayit
46	variances - variance - schedules - schedule - schedulingiso	17	46_variances_variance_schedules_schedule
47	futures - charts - carr - financial - 1500	17	47_futures_charts_carr_financial
48	approval - approved - authorized - eisb - tariff	16	48_approval_approved_authorized_eisb
49	fee - credit - express - membership - merchant	15	49_fee_credit_express_membership
50	fee - subscription - billing - discount - monthly	15	50_fee_subscription_billing_discount
51	schedules2001102810txt - schedules2001123103txt - schedules2001030406txt - schedules2002010121txt - schedules2001043008txt	14	51_schedules2001102810txt_schedules2001123103txt_schedules2001030406txt_schedules2002010121txt
52	managementcrd - gd - ets - gasdeskenroncom - sst	14	52_managementcrd_gd_ets_gasdeskenroncom
53	shipping - shipment - order - orders - delivery	14	53_shipping_shipment_order_orders
54	dish - satellite - free - channels - dvds	14	54_dish_satellite_free_channels
55	mailbox - outlook - inbox - exchangeadministratorenroncom - folder	13	55_mailbox_outlook_inbox_exchangeadministratorenroncom
56	netware - visualwares - backoffice - newsletter - file	13	56_netware_visualwares_backoffice_newsletter
57	enronfcucom - survey - enronannouncementsenroncom - ews - service	13	57_enronfcucom_survey_enronannouncementsenroncom_ews
58	pira - forecast - piras - demand - weekly	12	58_pira_forecast_piras_demand
59	pricing - enron - cost - rate - price	12	59_pricing_enron_cost_rate
60	whitening - medication - strength - clinical - doctor	11	60_whitening_medication_strength_clinical
61	enron - industries - ebusiness - industrial - ena	11	61_enron_industries_ebusiness_industrial
62	px - credit - pe - sce - tariff	10	62_px_credit_pe_sce
63	enron - eesi - eemc - assets - nepco	10	63_enron_eesi_eemc_assets

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: [['drug', 'cancer', 'drugs', 'doctor'], ['windows', 'drive', 'dos', 'file'], ['space', 'launch', 'orbit', 'lunar']]
top_n_words: 10
verbose: False
zeroshot_min_similarity: 0.7
zeroshot_topic_list: None

Framework versions

Numpy: 1.23.5
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