BERTopic-gemini-keywords

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:

from bertopic import BERTopic
topic_model = BERTopic.load("nataliecastro/BERTopic-gemini-keywords")

topic_model.get_topic_info()

Topic overview

• Number of topics: 90
• Number of training documents: 4040

Click here for an overview of all topics.

Topic ID	Topic Keywords	Topic Frequency	Label
-1	board - school - policy - covid19 - meeting	10	-1_board_school_policy_covid19
0	revenue - expenditures - budget - finance - funding	1210	0_revenue_expenditures_budget_finance
1	bond - projects - construction - issue - renovations	196	1_bond_projects_construction_issue
2	community - involvement - awards - appreciation - events	155	2_community_involvement_awards_appreciation
3	westminster - public - meeting - of - red	111	3_westminster_public_meeting_of
4	technology - internet - chromebooks - cell - devices	78	4_technology_internet_chromebooks_cell
5	growth - performance - data - scores - test	76	5_growth_performance_data_scores
6	construction - projects - building - costs - project	75	6_construction_projects_building_costs
7	diversity - racism - inclusion - equity - hiring	74	7_diversity_racism_inclusion_equity
8	mental - health - trauma - suicide - support	68	8_mental_health_trauma_suicide
9	sports - athletics - athletic - athletes - coach	58	9_sports_athletics_athletic_athletes
10	mask - mandates - mandate - parental - concerns	57	10_mask_mandates_mandate_parental
11	transportation - bus - drivers - routes - buses	54	11_transportation_bus_drivers_routes
12	family - parent - engagement - involvement - partnerships	52	12_family_parent_engagement_involvement
13	comment - comments - public - procedures - board	51	13_comment_comments_public_procedures
14	salary - negotiations - contract - compensation - teacher	48	14_salary_negotiations_contract_compensation
15	audit - financial - statements - pension - internal	43	15_audit_financial_statements_pension
16	greeley - evans - west - proclamation - scholarship	39	16_greeley_evans_west_proclamation
17	partnerships - community - engagement - collaboration - success	38	17_partnerships_community_engagement_collaboration
18	bullying - prevention - contest - poster - discipline	37	18_bullying_prevention_contest_poster
19	reopening - covid19 - safety - measures - guidelines	37	19_reopening_covid19_safety_measures
20	preschool - early - childhood - kindergarten - fullday	37	20_preschool_early_childhood_kindergarten
21	rate - dropout - graduation - rates - attendance	36	21_rate_dropout_graduation_rates
22	mill - levy - expenditures - charter - finance	36	22_mill_levy_expenditures_charter
23	thompson - staff - introductions - recognition - dr	35	23_thompson_staff_introductions_recognition
24	bilingual - language - translation - seal - bilingualism	35	24_bilingual_language_translation_seal
25	mask - masks - mandate - health - safety	33	25_mask_masks_mandate_health
26	charter - classical - complaint - values - policy	32	26_charter_classical_complaint_values
27	special - services - education - iep - staffing	32	27_special_services_education_iep
28	sro - sros - police - resource - discipline	31	28_sro_sros_police_resource
29	emotional - socialemotional - social - learning - sel	31	29_emotional_socialemotional_social_learning
30	lgbtq - transgender - identity - gender - rights	30	30_lgbtq_transgender_identity_gender
31	colorado - bills - amendment - funding - legislative	30	31_colorado_bills_amendment_funding
32	impact - covid19 - act - cares - budget	29	32_impact_covid19_act_cares
33	covid19 - response - recognition - challenges - covid	29	33_covid19_response_recognition_challenges
34	closure - closures - capacity - cuts - master	28	34_closure_closures_capacity_cuts
35	remote - learning - digital - schedules - online	28	35_remote_learning_digital_schedules
36	security - safety - measures - drills - communication	28	36_security_safety_measures_drills
37	cte - career - pathways - workbased - and	27	37_cte_career_pathways_workbased
38	adoption - curriculum - studies - resources - pilot	27	38_adoption_curriculum_studies_resources
39	literacy - math - reading - mathematics - assessments	26	39_literacy_math_reading_mathematics
40	valley - boulder - participation - superintendent - report	26	40_valley_boulder_participation_superintendent
41	agenda - consent - session - legislative - meeting	26	41_agenda_consent_session_legislative
42	leadership - transformation - outcomes - turnaround - leader	25	42_leadership_transformation_outcomes_turnaround
43	equity - visas - council - honor - national	25	43_equity_visas_council_honor
44	air - conditioning - cooling - heat - solutions	24	44_air_conditioning_cooling_heat
45	vaccination - case - masking - numbers - vaccines	24	45_vaccination_case_masking_numbers
46	contract - contracts - matters - superintendent - approval	23	46_contract_contracts_matters_superintendent
47	colorado - finance - budget - k12 - economy	23	47_colorado_finance_budget_k12
48	strategic - plan - goals - planning - action	23	48_strategic_plan_goals_planning
49	nutrition - food - meals - pantry - meal	22	49_nutrition_food_meals_pantry
50	remote - learning - covid19 - attendance - inperson	21	50_remote_learning_covid19_attendance
51	quarantine - cases - tracing - quarantines - testing	21	51_quarantine_cases_tracing_quarantines
52	vaccine - mask - mandates - vaccines - mandate	21	52_vaccine_mask_mandates_vaccines
53	literacy - reading - curriculum - recommendations - parton	21	53_literacy_reading_curriculum_recommendations
54	online - enrollment - program - trends - advocacy	20	54_online_enrollment_program_trends
55	adjournment - motions - agenda - meeting - motion	20	55_adjournment_motions_agenda_meeting
56	teachers - students - academy - learning - teaching	20	56_teachers_students_academy_learning
57	fees - course - textbooks - athletic - athletics	19	57_fees_course_textbooks_athletic
58	donations - foundation - hires - day - picnic	19	58_donations_foundation_hires_day
59	professional - development - training - educator - evaluation	18	59_professional_development_training_educator
60	pandemic - safety - covid19 - cases - mou	18	60_pandemic_safety_covid19_cases
61	requirements - technical - fine - graduation - career	17	61_requirements_technical_fine_graduation
62	benefits - insurance - employee - healthcare - cost	17	62_benefits_insurance_employee_healthcare
63	dyslexia - reading - intervention - special - wilson	17	63_dyslexia_reading_intervention_special
64	vaccination - reopening - variants - vaccinations - vaccine	17	64_vaccination_reopening_variants_vaccinations
65	marijuana - medical - vaping - regulation - tax	17	65_marijuana_medical_vaping_regulation
66	cameras - security - privacy - surveillance - raptor	16	66_cameras_security_privacy_surveillance
67	property - mill - levy - assessed - taxes	16	67_property_mill_levy_assessed
68	the - engagement - facility - grace - priorities	16	68_the_engagement_facility_grace
69	sustainability - energy - environment - waste - efficiency	16	69_sustainability_energy_environment_waste
70	funding - opportunities - micro - private - philanthropy	15	70_funding_opportunities_micro_private
71	avid - ib - ap - program - college	15	71_avid_ib_ap_program
72	cultural - proficiency - inclusive - climate - culture	14	72_cultural_proficiency_inclusive_climate
73	gifted - english - language - identification - and	14	73_gifted_english_language_identification
74	geothermal - project - costs - pvc - timeline	14	74_geothermal_project_costs_pvc
75	items - agenda - housekeeping - member - meetings	14	75_items_agenda_housekeeping_member
76	ix - title - harassment - sexual - compliance	14	76_ix_title_harassment_sexual
77	wellness - schoolbased - healthcare - health - sunrise	13	77_wellness_schoolbased_healthcare_health
78	turnover - teacher - shortage - employee - retention	13	78_turnover_teacher_shortage_employee
79	mental - health - impact - covid19 - inperson	13	79_mental_health_impact_covid19
80	reopening - phases - models - teachers - 91	13	80_reopening_phases_models_teachers
81	land - property - purchase - easement - use	13	81_land_property_purchase_easement
82	head - start - childhood - early - assessment	13	82_head_start_childhood_early
83	safety - lead - snow - drinking - experiences	12	83_safety_lead_snow_drinking
84	scholarships - scholarship - teachers - dream - announcements	12	84_scholarships_scholarship_teachers_dream
85	religion - bible - curriculum - god - antiamericanism	11	85_religion_bible_curriculum_god
86	transparency - requests - information - cora - website	11	86_transparency_requests_information_cora
87	one - with - the - legislative - highlighting	11	87_one_with_the_legislative
88	holiday - calendar - greetings - holidays - calendars	10	88_holiday_calendar_greetings_holidays

Training hyperparameters

• calculate_probabilities: True
• 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: True
• zeroshot_min_similarity: 0.7
• zeroshot_topic_list: None

Framework versions

• Numpy: 1.24.3
• HDBSCAN: 0.8.29
• UMAP: 0.5.6
• Pandas: 1.5.3
• Scikit-Learn: 1.2.2
• Sentence-transformers: 3.1.0
• Transformers: 4.44.2
• Numba: 0.57.0
• Plotly: 5.9.0
• Python: 3.10.12