before_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/before_covid_face_to_face_aspects_to_improve")

topic_model.get_topic_info()

Topic overview

• Number of topics: 46
• Number of training documents: 143043

Click here for an overview of all topics.

Topic ID	Topic Keywords	Topic Frequency	Label
0	lecture - lectures - classes - class time - teaching	116120	0_lecture_lectures_classes_class time
1	improvements needed - improvements needs - improvement needs - improvements needs improved - improvement needs improved	1568	1_improvements needed_improvements needs_improvement needs_improvements needs improved
2	feel - entire week model feels - week model feels - magnitude plot - character	1279	2_feel_entire week model feels_week model feels_magnitude plot
3	needs addressed - executive team needs - understand situation covid - think unfair - understand situation	919	3_needs addressed_executive team needs_understand situation covid_think unfair
4	way material presented - way material presented material - material way material presented - material presented material - material better explanation material	913	4_way material presented_way material presented material_material way material presented_material presented material
5	research roadmap - research roadmaps - topics - topic - engineering ethics	881	5_research roadmap_research roadmaps_topics_topic
6	ta teaches - teach ta - ta students - tas teaching - teacher ta	868	6_ta teaches_teach ta_ta students_tas teaching
7	schedule timing - office hours - mandatory office hours - scheduling - time slots	846	7_schedule timing_office hours_mandatory office hours_scheduling
8	group work groups - groups group work - group work difficult - group work class - group work	793	8_group work groups_groups group work_group work difficult_group work class
9	software - software home - program - webex - access	773	9_software_software home_program_webex
10	teacher - rude students - students class - attitude students - teaching	769	10_teacher_rude students_students class_attitude students
11	technical issues - program work - software - work properly - working properly	744	11_technical issues_program work_software_work properly
12	teaching write essays - essays writing - class writing - writing assignments - writing class	713	12_teaching write essays_essays writing_class writing_writing assignments
13	rutgers students - best directed educational platform - students - problems chapter worthless study - tried best directed educational	712	13_rutgers students_best directed educational platform_students_problems chapter worthless study
14	moodle students - moodle syllabus - moodle class - moodle homeworks - moodle assignments	701	14_moodle students_moodle syllabus_moodle class_moodle homeworks
15	cad software lab - cad software lab introduced - cad class - engineering drawings - cad drawings	674	15_cad software lab_cad software lab introduced_cad class_engineering drawings
16	taking notes class - class notes - lecture notes - read notes - notes class	670	16_taking notes class_class notes_lecture notes_read notes
17	business major - design majors - internships - help careers - digital design majors	662	17_business major_design majors_internships_help careers
18	enjoyed class - structure taught professor interesting - structure taught professor - everything class poorly - best classes taken	647	18_enjoyed class_structure taught professor interesting_structure taught professor_everything class poorly
19	students points - student mistake - points students - mistake points - points mistake	582	19_students points_student mistake_points students_mistake points
20	work load needs - work difficult - work overwhelming - work load - workload work	558	20_work load needs_work difficult_work overwhelming_work load
21	final research paper - research paper research - semester research paper - paper research - paper research paper	550	21_final research paper_research paper research_semester research paper_paper research
22	plant tours - plant tour - class field trips - trips campus - field trips construction	549	22_plant tours_plant tour_class field trips_trips campus
23	enjoyed aspects - tad difficult different critics - difficult different critics - content felt - different critics	542	23_enjoyed aspects_tad difficult different critics_difficult different critics_content felt
24	chapters covered class - class chapters - chapters spend time - learning chapters - covering chapters	526	24_chapters covered class_class chapters_chapters spend time_learning chapters
25	assigned readings - readings readings difficult understand - reading assignments - readings class readings - assigning readings	511	25_assigned readings_readings readings difficult understand_reading assignments_readings class readings
26	equipment outdated - outdated equipment - replaced equipment - equipment replaced - broken equipment	510	26_equipment outdated_outdated equipment_replaced equipment_equipment replaced
27	wastes time - useful waste time - waste time money - massive waste time - total waste time	507	27_wastes time_useful waste time_waste time money_massive waste time
28	think everything great - everything great think - everything great - everything great everything - everything great think everything	500	28_think everything great_everything great think_everything great_everything great everything
29	modern films - documentaries - certain films - movies shown - films	485	29_modern films_documentaries_certain films_movies shown
30	dbms - advanced database - learning sql - database software - database systems	483	30_dbms_advanced database_learning sql_database software
31	studio courses - schools understanding collaborative studio - studio classes - studio experience - understand studio	477	31_studio courses_schools understanding collaborative studio_studio classes_studio experience
32	pace little slower - bit slower pace - slightly slower pace - pace bit slower - slower pace	474	32_pace little slower_bit slower pace_slightly slower pace_pace bit slower
33	recitation extra work - recitation work - recitation useless - recitation class - recitation pointless	440	33_recitation extra work_recitation work_recitation useless_recitation class
34	everything - everything aspects - complaints - everything great - everything say	435	34_everything_everything aspects_complaints_everything great
35	feels awkward online opposed - feels awkward online - awkward online opposed - possible feels awkward online - transition possible feels awkward	435	35_feels awkward online opposed_feels awkward online_awkward online opposed_possible feels awkward online
36	teach matlab - matlab students - teaching matlab - students matlab - matlab taught	428	36_teach matlab_matlab students_teaching matlab_students matlab
37	difficult mentally exhausting - excessively difficult - learning curve - difficult annoying - easy difficult	406	37_difficult mentally exhausting_excessively difficult_learning curve_difficult annoying
38	practice matlab - learn matlab - matlab using - matlabs - instead matlab	382	38_practice matlab_learn matlab_matlab using_matlabs
39	way think way great - think way great - think way way great - way think great - perfectly way	378	39_way think way great_think way great_think way way great_way think great
40	class recitations - recitation class - recitation needs - recitation classes - class recitation	361	40_class recitations_recitation class_recitation needs_recitation classes
41	microphones said argument - feel microphones said argument - microphones said argument help - participants microphone - professor microphone	343	41_microphones said argument_feel microphones said argument_microphones said argument help_participants microphone
42	commons difficult - commons unnecessarily difficult - commons unnecessarily - study commons - grading commons unfair	310	42_commons difficult_commons unnecessarily difficult_commons unnecessarily_study commons
43	suggestions - think think suggestions - think suggestions - think think think suggestions - think suggestions time think	264	43_suggestions_think think suggestions_think suggestions_think think think suggestions
44	think list far - think list - think think list far - presently - think presently	209	44_think list far_think list_think think list far_presently
45	personally change - change personally - honest want changed - change everything - change personally change	146	45_personally change_change personally_honest want changed_change everything

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