after_covid_face_to_face_aspects_to_improve

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("ShivamSrng/after_covid_face_to_face_aspects_to_improve")

topic_model.get_topic_info()

Topic overview

• Number of topics: 60
• Number of training documents: 76623

Click here for an overview of all topics.

Topic ID	Topic Keywords	Topic Frequency	Label
0	practice problems - grading - common exams - grades - improve	53887	0_practice problems_grading_common exams_grades
1	lab reports - lab assignments - labs class - lab reports lab - class labs	3550	1_lab reports_lab assignments_labs class_lab reports lab
2	ramblings cheers dallas - ramblings cheers dallas cowboys - cheers dallas cowboys year - lectures ramblings cheers dallas - cheers dallas cowboys	522	2_ramblings cheers dallas_ramblings cheers dallas cowboys_cheers dallas cowboys year_lectures ramblings cheers dallas
3	class everything - class needs structure - helpful class way - purpose class - class needs	508	3_class everything_class needs structure_helpful class way_purpose class
4	web development - softwares - technologies - implementation - data analytics	503	4_web development_softwares_technologies_implementation
5	way misunderstands deliverable approach - misunderstands deliverable approach - way misunderstands deliverable - misunderstands deliverable - having entire role unfair	486	5_way misunderstands deliverable approach_misunderstands deliverable approach_way misunderstands deliverable_misunderstands deliverable
6	research create highquality - case studies - economics ethics actual engineering - research - research create highquality scientificallyaccurate	464	6_research create highquality_case studies_economics ethics actual engineering_research
7	calculators - calculator - calculations formulas - formula sheets - math formulas	457	7_calculators_calculator_calculations formulas_formula sheets
8	teach matlab - teaching matlab - matlab taught class - students matlab - matlab taught	445	8_teach matlab_teaching matlab_matlab taught class_students matlab
9	using creo - software - mylab mandatory installing - different software - vmware	426	9_using creo_software_mylab mandatory installing_different software
10	material difficult - material challenging - materials better - approach materials - material needs	393	10_material difficult_material challenging_materials better_approach materials
11	maybe movies - films - maybe mention oddities - maybe mention oddities life - film	385	11_maybe movies_films_maybe mention oddities_maybe mention oddities life
12	class review exams - class review - review material exams - class review sessions - exam reviews	383	12_class review exams_class review_review material exams_class review sessions
13	grade conclude keeps hostage - understand lab activity - understand lab activity approached - mentioned assigned lab activities - microscopes need repaired	382	13_grade conclude keeps hostage_understand lab activity_understand lab activity approached_mentioned assigned lab activities
14	lab equipment outdated - better lab equipment - lab equipment better - equipment better lab - lab equipment old	382	14_lab equipment outdated_better lab equipment_lab equipment better_equipment better lab
15	schedule felt disrespectful availability - schedule felt disrespectful - release schedule felt disrespectful - felt disrespectful availability advisor - disrespectful availability advisor	381	15_schedule felt disrespectful availability_schedule felt disrespectful_release schedule felt disrespectful_felt disrespectful availability advisor
16	instructor studio critic - studio curriculum - studio classes - studio difficult - studio students	379	16_instructor studio critic_studio curriculum_studio classes_studio difficult
17	prototyping - drawings projects - drawings class - model making - cad drawings	378	17_prototyping_drawings projects_drawings class_model making
18	questions requires paying attention - understanding everything - understand asking based - understand asking based wording - homework problem word arbitrary	373	18_questions requires paying attention_understanding everything_understand asking based_understand asking based wording
19	students software - students stay current remote - students access - provide students - available students	371	19_students software_students stay current remote_students access_provide students
20	examples needs - examples help - examples help understand - examples helpful - need examples	366	20_examples needs_examples help_examples help understand_examples helpful
21	class hard understand professor - everything class hard understand - everything professor - enjoyed class - great professor class	362	21_class hard understand professor_everything class hard understand_everything professor_enjoyed class
22	vocareum terrible feedback wrong - vocareum terrible feedback - feedback wrong simply - having warning set instructor - simply having warning set	358	22_vocareum terrible feedback wrong_vocareum terrible feedback_feedback wrong simply_having warning set instructor
23	industry projects - students looking internships jobs - career development - students looking internships - resumes	356	23_industry projects_students looking internships jobs_career development_students looking internships
24	writing essays engineering - writing essays engineering topics - essays engineering topics - essays engineering - involved writing essays engineering	354	24_writing essays engineering_writing essays engineering topics_essays engineering topics_essays engineering
25	architecture students - architecture taught - design courses - engineering design courses - design students	353	25_architecture students_architecture taught_design courses_engineering design courses
26	office hours having time - office hours - office hours having - office hours nice independent - office hour	353	26_office hours having time_office hours_office hours having_office hours nice independent
27	suggestions - suggestions think - suggestions right - suggestions right suggestions right - think suggestions	347	27_suggestions_suggestions think_suggestions right_suggestions right suggestions right
28	physics classes - physics courses - mastering physics - students physics - physics class	337	28_physics classes_physics courses_mastering physics_students physics
29	concepts realworld applications - examples realworld applications - real world application - practical examples - applications concepts	335	29_concepts realworld applications_examples realworld applications_real world application_practical examples
30	class attendance policy - attendance policy - students attendance - way attendance taken - taking attendance	331	30_class attendance policy_attendance policy_students attendance_way attendance taken
31	information felt waste time - information content - information felt waste - information harder - dense uninteresting	331	31_information felt waste time_information content_information felt waste_information harder
32	chapter practice - learn chapters - learning chapters - learn chapter - homework chapters	328	32_chapter practice_learn chapters_learning chapters_learn chapter
33	instruction manual needs clear - instructions manual - manual needs clear clearly - instruction manual - diagrams lab manual	323	33_instruction manual needs clear_instructions manual_manual needs clear clearly_instruction manual
34	overwhelming workload - work workload - workload overwhelming - workload decrease - work load work	319	34_overwhelming workload_work workload_workload overwhelming_workload decrease
35	respond classmates postings - forcing discussion - respond classmates postings following - think discussion - discussion posts	318	35_respond classmates postings_forcing discussion_respond classmates postings following_think discussion
36	pearson online homework - pearson homework feel - pearson textbook - students pearson - homework assignments pearson	317	36_pearson online homework_pearson homework feel_pearson textbook_students pearson
37	lecture hall difficult - lecture room - students room - class room - lecture hall class	311	37_lecture hall difficult_lecture room_students room_class room
38	ebnf simply expanded years - simply expanded years pas - expanded years pas different - ebnf simply expanded - research ebnf simply expanded	305	38_ebnf simply expanded years_simply expanded years pas_expanded years pas different_ebnf simply expanded
39	reading assignments week - multiple reading assignments week - reading assignments - readings boring - having multiple reading assignments	304	39_reading assignments week_multiple reading assignments week_reading assignments_readings boring
40	opportunities active duty operations - active duty operations - opportunities active duty - duty operations person commissioning - operations person commissioning	302	40_opportunities active duty operations_active duty operations_opportunities active duty_duty operations person commissioning
41	students notes - notes exams - class better notes - class notes - semester notes	299	41_students notes_notes exams_class better notes_class notes
42	videos beneficial - video lectures - lesson videos - videos lectures - tutorial videos	297	42_videos beneficial_video lectures_lesson videos_videos lectures
43	ideas discussed agreed jury - design ideas discussed agreed - ideas discussed - ideas discussed agreed - enjoyed everything	297	43_ideas discussed agreed jury_design ideas discussed agreed_ideas discussed_ideas discussed agreed
44	time management - time spent section - minutes instead - minutes - minutes questions	289	44_time management_time spent section_minutes instead_minutes
45	difficult difficulty level - difficult difficulty - tedious time consuming - difficult time easier - difficult	287	45_difficult difficulty level_difficult difficulty_tedious time consuming_difficult time easier
46	design process - final critiques interior designers - design development - design work - design project	287	46_design process_final critiques interior designers_design development_design work
47	paper research - choose research paper - write research paper - research writing - research paper write	276	47_paper research_choose research paper_write research paper_research writing
48	nj making students feel - requirements nj making students - covering naab requirements nj - nj making students - covering naab requirements	268	48_nj making students feel_requirements nj making students_covering naab requirements nj_nj making students
49	underneath studio desk avoid - dirty dusty students - studio spaces - studio space - underneath studio desk	258	49_underneath studio desk avoid_dirty dusty students_studio spaces_studio space
50	chem taught - learning chem - chemistry students - courses chem - taking chemistry	253	50_chem taught_learning chem_chemistry students_courses chem
51	pacing felt little fast - think pacing better - pacing little bit slow - bit quick pacing - possible pacing	244	51_pacing felt little fast_think pacing better_pacing little bit slow_bit quick pacing
52	everything great - think everything great - everything everything great - everything alright - everything alright everything	235	52_everything great_think everything great_everything everything great_everything alright
53	midterm using practice exam - prepare midterm - midterm using practice - assessments midterm format learn - practice midterm	225	53_midterm using practice exam_prepare midterm_midterm using practice_assessments midterm format learn
54	recitation assignments taught - recitation assignments relate lecture - recitation class recitation - recitation teaching - recitation class	216	54_recitation assignments taught_recitation assignments relate lecture_recitation class recitation_recitation teaching
55	think way opinion think - think way great - think works way - great way think - way great way think	206	55_think way opinion think_think way great_think works way_great way think
56	critiques - nice far material review - nitpicking experience great - opinion aspects milano beautiful - opinion review nice	182	56_critiques_nice far material review_nitpicking experience great_opinion aspects milano beautiful
57	pearson homework terrible - using pearson - using pearson homework - pearson homeworks - pearson homework horrible	178	57_pearson homework terrible_using pearson_using pearson homework_pearson homeworks
58	personally change - think change best personally - change personally - change everything - personally change change	173	58_personally change_think change best personally_change personally_change everything
59	current state think great - right think opinion great - right think great - think opinion great - think coruse great	88	59_current state think great_right think opinion great_right think great_think opinion great

Training hyperparameters

• calculate_probabilities: False
• language: None
• low_memory: False
• min_topic_size: 10
• n_gram_range: (1, 1)
• nr_topics: auto
• seed_topic_list: None
• top_n_words: 7
• verbose: True
• zeroshot_min_similarity: 0.7
• zeroshot_topic_list: None

Framework versions

• Numpy: 1.26.4
• HDBSCAN: 0.8.39
• UMAP: 0.5.7
• Pandas: 2.2.3
• Scikit-Learn: 1.5.2
• Sentence-transformers: 3.2.1
• Transformers: 4.46.2
• Numba: 0.60.0
• Plotly: 5.24.1
• Python: 3.10.11