after_covid_canvas_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_canvas_instructor_comments")

topic_model.get_topic_info()

Topic overview

• Number of topics: 89
• Number of training documents: 4299

Click here for an overview of all topics.

Topic ID	Topic Keywords	Topic Frequency	Label
0	lecture - lectures - teaching - teaches - teach	2103	0_lecture_lectures_teaching_teaches
1	teach effectively - student - student came - reaches students - earned assignment	330	1_teach effectively_student_student came_reaches students
2	midterm exam - exam class - common exams - exams material - exam topics	139	2_midterm exam_exam class_common exams_exams material
3	posted assignments late additionally - posted assignments late - posted day assignment chore - posted assignments - assignments dates	91	3_posted assignments late additionally_posted assignments late_posted day assignment chore_posted assignments
4	reminds variables equations learned - look solving problems - equations learned past little - equations learned past - equations learned	40	4_reminds variables equations learned_look solving problems_equations learned past little_equations learned past
5	personally problem professors response - personally problem professors - person teaching asynchronous online - person teaching asynchronous - outside classroom emailed responded	38	5_personally problem professors response_personally problem professors_person teaching asynchronous online_person teaching asynchronous
6	presentation helpful students - powerpoints effective communicating - powerpoints effective communicating information - powerpoints good detailed lecture - studies powerpoints effective communicating	35	6_presentation helpful students_powerpoints effective communicating_powerpoints effective communicating information_powerpoints good detailed lecture
7	semester bit chaotic - semester contrary think students - semester bit chaotic class - said difficult department students - semester bit	35	7_semester bit chaotic_semester contrary think students_semester bit chaotic class_said difficult department students
8	problem unfair inconsistent grading - horrid grading based idea - consistent grading - preparation consistent grading - punishing think grading mixed	34	8_problem unfair inconsistent grading_horrid grading based idea_consistent grading_preparation consistent grading
9	appreciative constructive - appreciative - ratio appreciative constructive - live regret - time better encouraging	32	9_appreciative constructive_appreciative_ratio appreciative constructive_live regret
10	lecture slides canvas - online lectures canvas - lecture add slides canvas - online lectures canvas nice - past online lectures canvas	30	10_lecture slides canvas_online lectures canvas_lecture add slides canvas_online lectures canvas nice
11	notes emily comments canvas - posted kept classwork canvas - post grades canvas real - posts canvas help individual - posts canvas	30	11_notes emily comments canvas_posted kept classwork canvas_post grades canvas real_posts canvas help individual
12	physics students frequently states - speaking issues discussed board - lecturing group maybe ability - likes hearing different perspectives - rd essay received quotation	29	12_physics students frequently states_speaking issues discussed board_lecturing group maybe ability_likes hearing different perspectives
13	passionate subject nice person - knowledge effective communicator - knows talking articles picked - knowledge effective communicator think - mark good vibe knowledgeable	28	13_passionate subject nice person_knowledge effective communicator_knows talking articles picked_knowledge effective communicator think
14	purposes networking class - programming purposes networking class - networking class - programming purposes networking - projects scope computer science	27	14_purposes networking class_programming purposes networking class_networking class_programming purposes networking
15	receiving poor grades - involving grade entire semester - receiving poor grades issue - poor grades issue - poor grades	26	15_receiving poor grades_involving grade entire semester_receiving poor grades issue_poor grades issue
16	information missing homework assignments - having homework following class - information missing homework - instructions homework kept vague - hard required students assignments	26	16_information missing homework assignments_having homework following class_information missing homework_instructions homework kept vague
17	keeps talking racist sexist - keeps talking racist - tends speak disjointedly way - tends speak disjointedly - racist sexist	25	17_keeps talking racist sexist_keeps talking racist_tends speak disjointedly way_tends speak disjointedly
18	prepared class november - promise grades dates - project class person - promised date april th - promise grades dates come	24	18_prepared class november_promise grades dates_project class person_promised date april th
19	refresher let tell respectful - respectful manner seriously - rebuttal process mentioned said - respectful manner - rebuttal process mentioned	24	19_refresher let tell respectful_respectful manner seriously_rebuttal process mentioned said_respectful manner
20	professors time utilized email - hard contact teacher - impossible contact outside class - inform grading issue week - professors time utilized	24	20_professors time utilized email_hard contact teacher_impossible contact outside class_inform grading issue week
21	purpose asynchronous lectures - purpose asynchronous lectures approaching - lecture videos - prior issue lecture videos - recording lectures	23	21_purpose asynchronous lectures_purpose asynchronous lectures approaching_lecture videos_prior issue lecture videos
22	order information essay different - information essay different - points order information essay - information essay - information think critique relevant	23	22_order information essay different_information essay different_points order information essay_information essay
23	organization assignments good teaching - liked class material - practice class extremely helpful - materials learning craft - lectures posted canvas students	23	23_organization assignments good teaching_liked class material_practice class extremely helpful_materials learning craft
24	readings class students - reading assignments professors prepare - professors prepare digestible information - reviewed class students learn - refer syllabus assuming clear	23	24_readings class students_reading assignments professors prepare_professors prepare digestible information_reviewed class students learn
25	selfteaching learn concepts - mention self learning - selfteaching learn - self taught unacceptable learned - self taught unacceptable	23	25_selfteaching learn concepts_mention self learning_selfteaching learn_self taught unacceptable learned
26	ridiculously easy allows creativity - reason projects stand ai - reason projects - reason feels work wastes - projects stand ai	22	26_ridiculously easy allows creativity_reason projects stand ai_reason projects_reason feels work wastes
27	projects page easy read - projects page easy - projects page - page easy read - keys big assignments projects	22	27_projects page easy read_projects page easy_projects page_page easy read
28	ridiculous wrote knowledge subject - instructional video gave class - youtube ridiculous wrote - ridiculous wrote knowledge - spent entire class talking	21	28_ridiculous wrote knowledge subject_instructional video gave class_youtube ridiculous wrote_ridiculous wrote knowledge
29	issues simply post pdf - pdf asked multiple times - pdf asked - links longer exist writing - posted numerous assignments actual	21	29_issues simply post pdf_pdf asked multiple times_pdf asked_links longer exist writing
30	class participation - lecture halls miserable - lecture class students - participation encouraged night class - lectures issue attendance	21	30_class participation_lecture halls miserable_lecture class students_participation encouraged night class
31	notifying topic upcoming quizzes - announcements canvas - announcement canvas - posting announcement canvas - notifications posts homework	21	31_notifying topic upcoming quizzes_announcements canvas_announcement canvas_posting announcement canvas
32	lots reading homework usually - reading writing adhd things - struggle reading writing adhd - reading writing adhd - reading homework usually	21	32_lots reading homework usually_reading writing adhd things_struggle reading writing adhd_reading writing adhd
33	grades submitted days drop - grades timely fashion wait - month submission received grades - grades timely fashion - period promised release grades	21	33_grades submitted days drop_grades timely fashion wait_month submission received grades_grades timely fashion
34	midterm evaluates hours - hours bad balancing classes - points taken class length - midterm evaluates hours bad - immediate grading exception students	21	34_midterm evaluates hours_hours bad balancing classes_points taken class length_midterm evaluates hours bad
35	piatek clear explaining concepts - manual better teacher way - practice problems available canvas - having covered corequisite calc - manual better teacher	21	35_piatek clear explaining concepts_manual better teacher way_practice problems available canvas_having covered corequisite calc
36	prerequisitescorequisites lecture notes uploaded - prerequisitescorequisites lecture - prerequisitescorequisites lecture notes - questions unrelated lecture notes - problems syllabus	20	36_prerequisitescorequisites lecture notes uploaded_prerequisitescorequisites lecture_prerequisitescorequisites lecture notes_questions unrelated lecture notes
37	poorly taught class terrible - lack true teaching class - poorly taught class - math poorly taught class - waste class class sucks	20	37_poorly taught class terrible_lack true teaching class_poorly taught class_math poorly taught class
38	later clearly thinks lying - reasons follows job - lying alarm comment - reasons follows job weather - originally complete falsehood	20	38_later clearly thinks lying_reasons follows job_lying alarm comment_reasons follows job weather
39	overseas trip ended covid - severely sick coming overseas - sick coming overseas - shipping company years supervisor - trip ended covid	19	39_overseas trip ended covid_severely sick coming overseas_sick coming overseas_shipping company years supervisor
40	responds emails reason - respond emails unresponsive emails - responds emails reason simply - respond emails unresponsive - probably documented respond	19	40_responds emails reason_respond emails unresponsive emails_responds emails reason simply_respond emails unresponsive
41	remotely class time - online required attened taking - learning coursera courses attend - online student - online student feedback delay	19	41_remotely class time_online required attened taking_learning coursera courses attend_online student
42	poor test grade offered - problems needed complete exam - led attempt new exam - poor test grade - exam	19	42_poor test grade offered_problems needed complete exam_led attempt new exam_poor test grade
43	important points suggesting improvements - improvements items need fixed - improvements items need - hope improvements forward - improvements forward	18	43_important points suggesting improvements_improvements items need fixed_improvements items need_hope improvements forward
44	later announcement canvas assignment - later announcement canvas - canvas announcement - instead announcements canvas - notes promised shared canvas	18	44_later announcement canvas assignment_later announcement canvas_canvas announcement_instead announcements canvas
45	quizzes exams conducted - questions exam halfway - quizzes exams conducted single - questions exam leave - material taught credit problems	18	45_quizzes exams conducted_questions exam halfway_quizzes exams conducted single_questions exam leave
46	project assigned moment angry - project presentation - project expectations final project - project presentation received - project instructions ridiculous	18	46_project assigned moment angry_project presentation_project expectations final project_project presentation received
47	meeting emailed messaged canvas - needs handwriting canvas communication - handwriting canvas communication disorganized - messages canvas followups requests - handwriting canvas communication	18	47_meeting emailed messaged canvas_needs handwriting canvas communication_handwriting canvas communication disorganized_messages canvas followups requests
48	professors input frank - professors input frank point - responsible sequeira cancelled class - professors input - occasion costa canceled class	18	48_professors input frank_professors input frank point_responsible sequeira cancelled class_professors input
49	grading criteria lab - grading criteria lab reports - graded final ethical - searching grading criteria lab - harshly graded final ethical	18	49_grading criteria lab_grading criteria lab reports_graded final ethical_searching grading criteria lab
50	project coordination - project coordination needs - organization preparation - project coordination needs prompt - needs feel professors intentions	17	50_project coordination_project coordination needs_organization preparation_project coordination needs prompt
51	recognized inappropriate tone continued - recognized inappropriate tone - met person strange bit - unprofessional addressing - way calling unprofessional addressing	17	51_recognized inappropriate tone continued_recognized inappropriate tone_met person strange bit_unprofessional addressing
52	open guy kind receptive - kind understanding provides positive - kind understanding - kind receptive - provides positive reinforcement encountered	17	52_open guy kind receptive_kind understanding provides positive_kind understanding_kind receptive
53	unnecessary reasons ultimately stressful - ultimately stressful experience felt - view challenges necessary evil - individual times unnecessary reasons - having wordy questions minutes	17	53_unnecessary reasons ultimately stressful_ultimately stressful experience felt_view challenges necessary evil_individual times unnecessary reasons
54	late class time - late class minutes - late class minutes late - late class time class - minutes late class	17	54_late class time_late class minutes_late class minutes late_late class time class
55	paced class lacks - learn stuff class period - paced class lacks human - liked participate class - midterm liked attending class	17	55_paced class lacks_learn stuff class period_paced class lacks human_liked participate class
56	help group work - organization discord faq - help group work mabye - organization discord - possible enjoyed projects logic	17	56_help group work_organization discord faq_help group work mabye_organization discord
57	office hours clearly - office hours questions lectures - office hours clearly stated - office hours - noshow said office hours	16	57_office hours clearly_office hours questions lectures_office hours clearly stated_office hours
58	properly explain yells instead - similarly vague rude answers - similarly vague rude - required repeat visibly frustrated - mumble difficult topics	16	58_properly explain yells instead_similarly vague rude answers_similarly vague rude_required repeat visibly frustrated
59	students office hour time - students office hour - hours students office hour - lectures week office hours - hours students office	16	59_students office hour time_students office hour_hours students office hour_lectures week office hours
60	textbook exercises - textbook aswell coursera lessons - textbook exercises suggestions post - textbook aswell coursera - textbook resources post	16	60_textbook exercises_textbook aswell coursera lessons_textbook exercises suggestions post_textbook aswell coursera
61	questions basically labs - questions basically labs following - performing lab - performing lab safety - presentations lab demonstration labs	16	61_questions basically labs_questions basically labs following_performing lab_performing lab safety
62	quizzes exams including - quizzes exams values - quiz exams - quiz exams heard sections - quizzes exams including midterms	15	62_quizzes exams including_quizzes exams values_quiz exams_quiz exams heard sections
63	missing numerous assignments - missed homework assignments - important assignments remained - important assignments remained inaccessible - overdue assignments unclear instructions	15	63_missing numerous assignments_missed homework assignments_important assignments remained_important assignments remained inaccessible
64	unable determine class grade - grades assignments semester - homework grades - grade received grades assignments - grades assignments semester midterm	15	64_unable determine class grade_grades assignments semester_homework grades_grade received grades assignments
65	later time email apologizing - pm day unprofessional behavior - mixed schedule followed email - livid sent email expressing - responded hours later saying	15	65_later time email apologizing_pm day unprofessional behavior_mixed schedule followed email_livid sent email expressing
66	waste time money waste - waste time money - real waste time money - time money waste - real waste time	15	66_waste time money waste_waste time money_real waste time money_time money waste
67	poor responding emails having - poor responding emails - regarding issues received response - reaching regarding issues received - outofclass correspondence emails received	15	67_poor responding emails having_poor responding emails_regarding issues received response_reaching regarding issues received
68	lubliner uploads lecture - uploads lecture - posted old lectures - lubliner uploads lecture videos - lecture videos canvas	14	68_lubliner uploads lecture_uploads lecture_posted old lectures_lubliner uploads lecture videos
69	teaches come board wrong - understand instead making class - instruction frightens - instruction frightens students - teaching device learn later	14	69_teaches come board wrong_understand instead making class_instruction frightens_instruction frightens students
70	feel class helped learn - improved enjoyed class - loved class loved materials - feel class helped - liked feel class helped	14	70_feel class helped learn_improved enjoyed class_loved class loved materials_feel class helped
71	minimal advantage having download - lessons need mlx files - using software instruction - mlx files easily - need mlx files easily	14	71_minimal advantage having download_lessons need mlx files_using software instruction_mlx files easily
72	uses uploaded canvas - hidden file canvas - instead hidden file canvas - hidden file canvas instructions - uses uploaded canvas start	14	72_uses uploaded canvas_hidden file canvas_instead hidden file canvas_hidden file canvas instructions
73	thank providing classroom - naik practically serves class - thank providing classroom environment - santos outside class - smart thank providing classroom	14	73_thank providing classroom_naik practically serves class_thank providing classroom environment_santos outside class
74	scored better students - hope evaluating edel harsh - incompetent areas taught - scored better students sections - incompetent areas taught wrong	14	74_scored better students_hope evaluating edel harsh_incompetent areas taught_scored better students sections
75	remedied probably troublesome unless - feels unfair huge issue - big deal problem rectified - unfair huge issue affected - probably troublesome unless	14	75_remedied probably troublesome unless_feels unfair huge issue_big deal problem rectified_unfair huge issue affected
76	professors absence fair - professors fault fault providing - professors absence - professors fault fault - professors pressed significantly	13	76_professors absence fair_professors fault fault providing_professors absence_professors fault fault
77	quiz class quickly tiresome - quiz class quickly - slow quiz questions - problem quizzes frequent - quizzes frequent	13	77_quiz class quickly tiresome_quiz class quickly_slow quiz questions_problem quizzes frequent
78	white board class writes - saying handwriting issues - paced teaching writing board - lecture notes canvas hard - writing everything board	13	78_white board class writes_saying handwriting issues_paced teaching writing board_lecture notes canvas hard
79	liked quick discussions - improvement liked quick discussions - liked quick discussions spot - maybe discussion canvas instead - quick discussions	12	79_liked quick discussions_improvement liked quick discussions_liked quick discussions spot_maybe discussion canvas instead
80	instead sending emails canvas - email canvas - emails canvas - mobile device email canvas - incredibly responsive canvas email	12	80_instead sending emails canvas_email canvas_emails canvas_mobile device email canvas
81	hard understand times inconsiderate - inferior little child - scheduling exams frustrating day - smiles genuine grades unfairly - scheduling exams frustrating	11	81_hard understand times inconsiderate_inferior little child_scheduling exams frustrating day_smiles genuine grades unfairly
82	answer emails left removed - responds emails office posted - responds emails office - emails times confused assignments - emails left removed	10	82_answer emails left removed_responds emails office posted_responds emails office_emails times confused assignments
83	lab partner directly tas - needs communication agreement - voiced concerns - needs communication agreement alignment - working lab partner	10	83_lab partner directly tas_needs communication agreement_voiced concerns_needs communication agreement alignment
84	semester example assignment notification - topic build semester - topic build semester example - students need write - needs example students need	10	84_semester example assignment notification_topic build semester_topic build semester example_students need write
85	uses students work app - uses students work - remote work staple students - prefer teacher shared screen - onenote allows teachers	10	85_uses students work app_uses students work_remote work staple students_prefer teacher shared screen
86	slides spends time - reading slides speaking - oral presentation skills - slides speaking - simply reading slides speaking	10	86_slides spends time_reading slides speaking_oral presentation skills_slides speaking
87	oftentimes additional information making - required repetitive confusing - required repetitive confusing making - making harder understand - exactly required repetitive confusing	8	87_oftentimes additional information making_required repetitive confusing_required repetitive confusing making_making harder understand
88	love levkov tough unreasonable - levkov tough unreasonable feel - levkov tough unreasonable - love levkov tough - tough love levkov tough	7	88_love levkov tough unreasonable_levkov tough unreasonable feel_levkov tough unreasonable_love levkov tough

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