after_covid_face_to_face_instructor_comments

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_instructor_comments")

topic_model.get_topic_info()

Topic overview

• Number of topics: 87
• Number of training documents: 75839

Click here for an overview of all topics.

Topic ID	Topic Keywords	Topic Frequency	Label
0	best professors - professors - teacher - great teacher - teaches	47691	0_best professors_professors_teacher_great teacher
1	class practice problems - practice problems class - practice problems - think practice problems - example problems class	831	1_class practice problems_practice problems class_practice problems_think practice problems
2	exams difficult - exams straightforward - exam style - exam easier - exam structure	667	2_exams difficult_exams straightforward_exam style_exam easier
3	desk critiques - studio - communicate - feedback - talking architecture	588	3_desk critiques_studio_communicate_feedback
4	discrimination - racism - insults - false questions - minority marginalized	538	4_discrimination_racism_insults_false questions
5	paint fumes night thankful - paint fumes - paint fumes night - eating - regret taking	511	5_paint fumes night thankful_paint fumes_paint fumes night_eating
6	excellent teacher - knowledgable teaching - knowledgeable subjects teaches - lee knowledgeable field - subjects teaches	486	6_excellent teacher_knowledgable teaching_knowledgeable subjects teaches_lee knowledgeable field
7	inconsistent grading - grading extremely inconsistent - grading inconsistent - grading policy - issue grading	480	7_inconsistent grading_grading extremely inconsistent_grading inconsistent_grading policy
8	class quizzes - quizzes classes - students quizzes - quizzes students - lecture quizzes	460	8_class quizzes_quizzes classes_students quizzes_quizzes students
9	better understanding lab - explaining lab - lab explained - beginning lab things - lab instructions	449	9_better understanding lab_explaining lab_lab explained_beginning lab things
10	explaining confusing - questions expects - understand point - knowledge enthusiasm - expects material	441	10_explaining confusing_questions expects_understand point_knowledge enthusiasm
11	hes - arrogant - talks way - point using slurs racial - narcissistic	433	11_hes_arrogant_talks way_point using slurs racial
12	teach code - coding class - learning code - computer science class - programming class	432	12_teach code_coding class_learning code_computer science class
13	lt col carter genuine - lt col carter - col carter genuine - col carter - carter genuine	430	13_lt col carter genuine_lt col carter_col carter genuine_col carter
14	lectures difficult - informative lectures - lectures little boring - lectures engaging - lecture style	424	14_lectures difficult_informative lectures_lectures little boring_lectures engaging
15	simple concepts - difficult concepts simple - understand instead - difficult understand times - concepts better	420	15_simple concepts_difficult concepts simple_understand instead_difficult understand times
16	keeps students engaged - helps students feel - motivates students - fostered positive learning - helping students achieve	420	16_keeps students engaged_helps students feel_motivates students_fostered positive learning
17	design students - students design - architecture students - semester architecture - architecture student	417	17_design students_students design_architecture students_semester architecture
18	thank efforts - thank patient - knowledge thank - thank understanding thank - thank experience	410	18_thank efforts_thank patient_knowledge thank_thank understanding thank
19	lab instructors - lab teacher - great teacher lab - lab knowledgeable - teacher lab	405	19_lab instructors_lab teacher_great teacher lab_lab knowledgeable
20	mentor eishah splendid - mentor eishah splendid job - silvia - mentor eishah - maria	397	20_mentor eishah splendid_mentor eishah splendid job_silvia_mentor eishah
21	caused students - class assignments - assignments ridiculously - students midterm - semester understand	392	21_caused students_class assignments_assignments ridiculously_students midterm
22	exams improvements - making exams - curriculum difficult - harder class material - students work problems	390	22_exams improvements_making exams_curriculum difficult_harder class material
23	gets annoyed - questions gets mad - gets mad - questions gets upset - gets upset	388	23_gets annoyed_questions gets mad_gets mad_questions gets upset
24	encourages students - encourages students work - understand class fun - helps students - allows learn	373	24_encourages students_encourages students work_understand class fun_helps students
25	knows material knowledgeable subject - knowledgeable passionate subject matter - knowledgeable subject matter - knows material knowledgeable - clearly experienced knowledgeable	365	25_knows material knowledgeable subject_knowledgeable passionate subject matter_knowledgeable subject matter_knows material knowledgeable
26	deadlines students - late assignments - homework dates - deadlines assignments - assignments dates	356	26_deadlines students_late assignments_homework dates_deadlines assignments
27	think study guides helpful - study guides helpful - reading textbook effective - study guides - study guides helpful questions	355	27_think study guides helpful_study guides helpful_reading textbook effective_study guides
28	helpful knowledgeable - friendly helpful - professional helpful - patient knowledgeable - provides good feedback	351	28_helpful knowledgeable_friendly helpful_professional helpful_patient knowledgeable
29	project students - group project class - project assignments - project class - project approach	349	29_project students_group project class_project assignments_project class
30	valuable studio time - studio experience - studio work - hours studio - designing	347	30_valuable studio time_studio experience_studio work_hours studio
31	crits semester desk crit - semester desk crit lengthy - desk crits semester - crits semester desk - receive proper desk crit	339	31_crits semester desk crit_semester desk crit lengthy_desk crits semester_crits semester desk
32	teaches physics - teacher physics - teaching physics - physics steve kane - physics teaching	338	32_teaches physics_teacher physics_teaching physics_physics steve kane
33	enjoyed learning different topics - valuable experience - learned new things - enjoyed learning different - enjoyed learning	338	33_enjoyed learning different topics_valuable experience_learned new things_enjoyed learning different
34	desk crits - pay attention hour draining - pay attention hour - patience technical issues content - slower	336	34_desk crits_pay attention hour draining_pay attention hour_patience technical issues content
35	class time spent - semester including homework assignments - including homework assignments - semester including homework - time outside class	336	35_class time spent_semester including homework assignments_including homework assignments_semester including homework
36	chen best professors - class chen best professors - zhang best professors - chen helpful - understanding zhang	331	36_chen best professors_class chen best professors_zhang best professors_chen helpful
37	textbook problems - students answers - complete assignment - class write - feedback assignments	329	37_textbook problems_students answers_complete assignment_class write
38	equation sheet - failing elaborate equations - explaining equations - solution failing elaborate equations - apply formulas	327	38_equation sheet_failing elaborate equations_explaining equations_solution failing elaborate equations
39	grade based exams - students grades - students low grades - grades students - grading exams	323	39_grade based exams_students grades_students low grades_grades students
40	job market - future job - careers - future engineers - knowledge job	323	40_job market_future job_careers_future engineers
41	professors fault tas - professors fault tas fault - teaching tas - class useless ta - tas teaching	323	41_professors fault tas_professors fault tas fault_teaching tas_class useless ta
42	elements software - using software - classifier - software - coding	320	42_elements software_using software_classifier_software
43	hes nice - hes nice guy - friendly guy - guy nice person - person nice understanding	319	43_hes nice_hes nice guy_friendly guy_guy nice person
44	knowledgeable friendly - personable - knowledgeable extremely - respectful professional - friendly willing	312	44_knowledgeable friendly_personable_knowledgeable extremely_respectful professional
45	enjoyed semester critique - semester critique - better semester - enjoyed semester - semester better	310	45_enjoyed semester critique_semester critique_better semester_enjoyed semester
46	accent talks - accent difficult - accent difficult understand - strong accent - understand accent	302	46_accent talks_accent difficult_accent difficult understand_strong accent
47	cares deeply - motivates - process genuinely cares - process genuinely cares grow - appreciate cares	301	47_cares deeply_motivates_process genuinely cares_process genuinely cares grow
48	group work - think group work - collaboration - help group work - working team	299	48_group work_think group work_collaboration_help group work
49	thorough easy understand - explaining material - easy follow great explaining - good job explaining material - topics informative	297	49_thorough easy understand_explaining material_easy follow great explaining_good job explaining material
50	semester grading - students received grades assignments - graded end semester - assignments grades - assignment grades	295	50_semester grading_students received grades assignments_graded end semester_assignments grades
51	class time hours - allotted class time - class time managed - class hour - minutes class	294	51_class time hours_allotted class time_class time managed_class hour
52	topic day - topics - topic - discussions - questions workshops	293	52_topic day_topics_topic_discussions
53	examples help understand - explains difficult concepts - provides good examples - paper explain concept - helpful examples	291	53_examples help understand_explains difficult concepts_provides good examples_paper explain concept
54	exams confusing - quizzes exams fair - exam issue - exams fair - exam format	284	54_exams confusing_quizzes exams fair_exam issue_exams fair
55	lectures canvas - coursework canvas - homework canvas - canvas class - class having canvas page	283	55_lectures canvas_coursework canvas_homework canvas_canvas class
56	great studio critic - favorite critic - liked devan best effective - critic - liked dedication making	280	56_great studio critic_favorite critic_liked devan best effective_critic
57	practice examples class - lesson better making examples - students solve example problems - examples lecture - examples class helpful	280	57_practice examples class_lesson better making examples_students solve example problems_examples lecture
58	watching youtube videos learning - learn everything - youtube videos learning - self teach - class everything learned	277	58_watching youtube videos learning_learn everything_youtube videos learning_self teach
59	class online - online class - class better online - online lectures - lecture online	275	59_class online_online class_class better online_online lectures
60	teacher slow - fast lecture hard - slow lecturing - teaches fast - slower lecture	269	60_teacher slow_fast lecture hard_slow lecturing_teaches fast
61	harsh grading lab reports - lab reports grading lab - grading lab reports - labs graded harshly - lab report grades	268	61_harsh grading lab reports_lab reports grading lab_grading lab reports_labs graded harshly
62	improve class - class coding - organized structured class - class promptness - class organized	265	62_improve class_class coding_organized structured class_class promptness
63	grades entire semester - homework grades - grade expect - grade expected - passed class	262	63_grades entire semester_homework grades_grade expect_grade expected
64	board writing - board handwriting - saying writing board - written board hard - understand saying writing board	261	64_board writing_board handwriting_saying writing board_written board hard
65	life focus matters grades - semester failed - bad exam - grades - time study failed nd	260	65_life focus matters grades_semester failed_bad exam_grades
66	needs professors - worst professors - good professors - academic integrity - instructors	257	66_needs professors_worst professors_good professors_academic integrity
67	exam points - points mistakes - mistake results - points students - results points deducted	248	67_exam points_points mistakes_mistake results_points students
68	assignments difficult - writing assignments - assignments needs - assignments class - assignments assignment instructions	247	68_assignments difficult_writing assignments_assignments needs_assignments class
69	constructive criticism - suggestions improvements - feedback - need improvement - criticism	241	69_constructive criticism_suggestions improvements_feedback_need improvement
70	classes canceled - class attendance - students skipped - attendance policy - class canceled	237	70_classes canceled_class attendance_students skipped_attendance policy
71	contact outside class - class hours assistance work - tried contact outside class - class hours assistance - outside class hours assistance	237	71_contact outside class_class hours assistance work_tried contact outside class_class hours assistance
72	homework assignments difficult - completing homework assignments - understanding homework - assigning homework - taught class homework	235	72_homework assignments difficult_completing homework assignments_understanding homework_assigning homework
73	thank wonderful semester - thanks great semester thank - thank great semester - thanks great semester - thank great semester thank	232	73_thank wonderful semester_thanks great semester thank_thank great semester_thanks great semester
74	accent difficult understand lectures - lecture hard hear - lecturing difficult - louder class hard hear - professors speech	230	74_accent difficult understand lectures_lecture hard hear_lecturing difficult_louder class hard hear
75	explain slides - slides helpful - understand slides - slides useful - presentation slides	228	75_explain slides_slides helpful_understand slides_slides useful
76	nice students supportive - helpful students - students good - nice students enthusiastic effective - nice students nice	223	76_nice students supportive_helpful students_students good_nice students enthusiastic effective
77	learn better enjoyed far - mainly difficult scheduling - learn better enjoyed - little outrageous material difficult - knows slow difficult parts	218	77_learn better enjoyed far_mainly difficult scheduling_learn better enjoyed_little outrageous material difficult
78	teacher organic chemistry - best chem teacher - organic chemistry fun learn - best professors chem - desantis great organic chemistry	194	78_teacher organic chemistry_best chem teacher_organic chemistry fun learn_best professors chem
79	enjoyable class - interesting classes taken - classes taken enjoyable - enjoyable class taken - best classes taken	191	79_enjoyable class_interesting classes taken_classes taken enjoyable_enjoyable class taken
80	rarely responds - rarely responds emails - responds emails - preoccupied business understand reply - posts office hours replies	190	80_rarely responds_rarely responds emails_responds emails_preoccupied business understand reply
81	having office hours - office hours - office hours questions - office hours limited - available office hours	185	81_having office hours_office hours_office hours questions_office hours limited
82	hope enjoy summer great - hope enjoy summer - relaxing winter break hope - hope good summer - great winter break	166	82_hope enjoy summer great_hope enjoy summer_relaxing winter break hope_hope good summer
83	emails response - responding emails - response emails - emails - patient complaining emails	153	83_emails response_responding emails_response emails_emails
84	guy deserves raise - deserves pay raise - raise deserves raise truly - deserves raise pay - raise deserves raise	131	84_guy deserves raise_deserves pay raise_raise deserves raise truly_deserves raise pay
85	posted quiz grades canvas - canvas students - post grades canvas - exam grades canvas - quiz grades canvas	130	85_posted quiz grades canvas_canvas students_post grades canvas_exam grades canvas
86	hes hard pay - taking offered chance - knew want future guy - looking forward taking chance - taking offered chance taking	130	86_hes hard pay_taking offered chance_knew want future guy_looking forward taking chance

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