after_covid_canvas_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_canvas_aspects_to_improve")

topic_model.get_topic_info()

Topic overview

• Number of topics: 94
• Number of training documents: 3201

Click here for an overview of all topics.

Topic ID	Topic Keywords	Topic Frequency	Label
0	lecture - lectures - exams - teaching - semester	1958	0_lecture_lectures_exams_teaching
1	exams little difficult - midterm quite different - lab exams little difficult - poorly real midterm - exams little difficult pinpoint	51	1_exams little difficult_midterm quite different_lab exams little difficult_poorly real midterm
2	grade percentages - recommend following assignment graded - assignments graded - grading - honors section cutoff	36	2_grade percentages_recommend following assignment graded_assignments graded_grading
3	policy semester professor absent - professors grade end semester - multiple times classes canceled - midway semester update - minutes late compensated professor	29	3_policy semester professor absent_professors grade end semester_multiple times classes canceled_midway semester update
4	ridiculous movie watching english - reviews ridiculous movie watching - ridiculous movie watching - movie reviews ridiculous - movie watching english contradicts	26	4_ridiculous movie watching english_reviews ridiculous movie watching_ridiculous movie watching_movie reviews ridiculous
5	instructors disorganized - instructors disorganized day - instructors disorganized day canvas - liked homework rushed efficiently - project assignment felt bsing	26	5_instructors disorganized_instructors disorganized day_instructors disorganized day canvas_liked homework rushed efficiently
6	notes available canvas convenient - canvas notes available - notes available canvas better - notes canvas allows - notes available canvas	25	6_notes available canvas convenient_canvas notes available_notes available canvas better_notes canvas allows
7	provide support dealing team - provide actual assistance instead - provide support dealing - responsibilities best managers knew - produce evidence claims peers	24	7_provide support dealing team_provide actual assistance instead_provide support dealing_responsibilities best managers knew
8	organized busy student work - relevant project management time - schoolwork weekend difficult planpredict - project takes work - working final project	22	8_organized busy student work_relevant project management time_schoolwork weekend difficult planpredict_project takes work
9	maybe having canvas page - possibly canvas easily - making canvas question worth - canvas wish things posted - wished canvas canvas future	19	9_maybe having canvas page_possibly canvas easily_making canvas question worth_canvas wish things posted
10	assignment different unless ta - think assignments - harder supposed additionally assignments - presented new assignment different - form clearly think assignments	19	10_assignment different unless ta_think assignments_harder supposed additionally assignments_presented new assignment different
11	projector classroom - projector classroom student - projector break class room - projector classroom student mall - room computers class	18	11_projector classroom_projector classroom student_projector break class room_projector classroom student mall
12	matlab slow using program - matlab slow using - maybe having unitypackage files - run code copied word - matlab slow	18	12_matlab slow using program_matlab slow using_maybe having unitypackage files_run code copied word
13	time seminar long class - time class difficult lectures - professor talk time classes - time class difficult - time classes long	18	13_time seminar long class_time class difficult lectures_professor talk time classes_time class difficult
14	professor private message - listen students - private message professors need - listen students opinions nearly - professor private message professors	17	14_professor private message_listen students_private message professors need_listen students opinions nearly
15	quiz issues exams returned - missed homework assignments - record grades homework assignments - mistakes learned homeworks graded - quiz grades decrease	17	15_quiz issues exams returned_missed homework assignments_record grades homework assignments_mistakes learned homeworks graded
16	professionals fair expect student - provide student opportunity properly - requires management standpoint students - university policy educational - university equally culpable allowing	17	16_professionals fair expect student_provide student opportunity properly_requires management standpoint students_university policy educational
17	deadlines posted solutions - pass deadlines posted solutions - deadlines posted solutions access - pass deadlines posted - submissions pass deadlines posted	16	17_deadlines posted solutions_pass deadlines posted solutions_deadlines posted solutions access_pass deadlines posted
18	mapreduce code - write mapreduce - hadoop - professor links documentation hadoop - links documentation hadoop	16	18_mapreduce code_write mapreduce_hadoop_professor links documentation hadoop
19	required syllabus - required syllabus syllabus - school resume bulding syllabus - offers study material class - teach interact ec servers	16	19_required syllabus_required syllabus syllabus_school resume bulding syllabus_offers study material class
20	key points useful - maybe lessen work load - project organized - key points useful sustainability - maker space venture	16	20_key points useful_maybe lessen work load_project organized_key points useful sustainability
21	rest money wasted - money wasted - rest money wasted fortunate - upcoming assignments rest money - wasted day time writing	16	21_rest money wasted_money wasted_rest money wasted fortunate_upcoming assignments rest money
22	project creo models - project creo models week - pm sundays creo training - project look times - models week clear	16	22_project creo models_project creo models week_pm sundays creo training_project look times
23	professor communicate canvas better - new professor organized canvas - professor communicate canvas - professor maybe slide shows - professor organized canvas	16	23_professor communicate canvas better_new professor organized canvas_professor communicate canvas_professor maybe slide shows
24	assignments discussion - assignments assignments discussion - assignments assignments group assignments - assignments assignments discussion peers - assignments discussion peers	16	24_assignments discussion_assignments assignments discussion_assignments assignments group assignments_assignments assignments discussion peers
25	materials somewhat outdatednot - outdatednot effective videos terrible - issues include hardly true - reference moodle horrible quality - somewhat outdatednot effective videos	15	25_materials somewhat outdatednot_outdatednot effective videos terrible_issues include hardly true_reference moodle horrible quality
26	issue grading - labs grade changing - lab reports graded inconsistantly - labs exams creates issues - laboratory guidelines considered unprofessional	15	26_issue grading_labs grade changing_lab reports graded inconsistantly_labs exams creates issues
27	professor unclear assignments project - project professor expects - project professor expects deliver - project requirements professor unable - professor unclear assignments	15	27_professor unclear assignments project_project professor expects_project professor expects deliver_project requirements professor unable
28	website clock module enjoyed - website expensive - website clock module - website everything understand - website everything	14	28_website clock module enjoyed_website expensive_website clock module_website everything understand
29	problems related exams quizzes - quizzes blatant mistakes - quiz quizzes blatant mistakes - quiz quizzes blatant - quiz quizzes	14	29_problems related exams quizzes_quizzes blatant mistakes_quiz quizzes blatant mistakes_quiz quizzes blatant
30	reached professor class syllabus - professors email posted - syllabus professors email posted - reached professor class - professor class syllabus	14	30_reached professor class syllabus_professors email posted_syllabus professors email posted_reached professor class
31	regulations implemented real world - significance regulations important - regulations implemented - regulations important - textbook easy material	14	31_regulations implemented real world_significance regulations important_regulations implemented_regulations important
32	missing instructions confusing review - missing instructions confusing - lectures material taken - professor said common exam - method different book anyways	14	32_missing instructions confusing review_missing instructions confusing_lectures material taken_professor said common exam
33	way grading provide feedback - mistakes grading - office hours grading awful - hours grading awful takes - instead hands papers grades	14	33_way grading provide feedback_mistakes grading_office hours grading awful_hours grading awful takes
34	mandatory attendance negative effect - let students early - miss class improvement - let students early feel - mandatory attendance	14	34_mandatory attendance negative effect_let students early_miss class improvement_let students early feel
35	quiz mandatory leads kids - time frame students test - probably easier graders quizzes - letting students pick - quizzes fall monday day	14	35_quiz mandatory leads kids_time frame students test_probably easier graders quizzes_letting students pick
36	midterm exams crazy write - midterm exams crazy - poor instructions midterm exams - moodle homeworks nightmare - learning frustrating	14	36_midterm exams crazy write_midterm exams crazy_poor instructions midterm exams_moodle homeworks nightmare
37	assignments related interchanged - class difference assignment shown - cases assignments related interchanged - cases assignments related - understand cr need allocated	14	37_assignments related interchanged_class difference assignment shown_cases assignments related interchanged_cases assignments related
38	retake coming study material - teaching style exam material - study material posted - posted explaining topics exams - material posted midterm retake	14	38_retake coming study material_teaching style exam material_study material posted_posted explaining topics exams
39	summaries articles provide value - overview previous topics starting - overview previous topics - summaries articles provide - think importance having review	14	39_summaries articles provide value_overview previous topics starting_overview previous topics_summaries articles provide
40	method enforced students grades - students pay grade - students grades - grading earlier class program - means assessing student performance	13	40_method enforced students grades_students pay grade_students grades_grading earlier class program
41	job involves coding - pursue job involves coding - useless future students - universities useless - precalc stupider accepted majors	13	41_job involves coding_pursue job involves coding_useless future students_universities useless
42	programming learning - computer programming learning - mech computer programming learning - learning circuit boards turned - learning engineer coding	13	42_programming learning_computer programming learning_mech computer programming learning_learning circuit boards turned
43	notes hand allow students - lectures slow drag written - notes slides professor - quizzes exams lectures - taking notes	13	43_notes hand allow students_lectures slow drag written_notes slides professor_quizzes exams lectures
44	track grades notes onlines - track grades notes - notes cheat sheets - notes onlines - notes onlines helping chapter	12	44_track grades notes onlines_track grades notes_notes cheat sheets_notes onlines
45	changed electronically confusing weeks - announcements dates changed - change announcements dates changed - work notices date changed - notices date changed	12	45_changed electronically confusing weeks_announcements dates changed_change announcements dates changed_work notices date changed
46	lectures need solely focused - portions topic discussed lectures - lectures research paper - lectures research paper write - lectures need solely	12	46_lectures need solely focused_portions topic discussed lectures_lectures research paper_lectures research paper write
47	professor respond emails unresponsive - unresponsive emails phone calls - weeks later professor respond - unresponsive - respond emails unresponsive emails	12	47_professor respond emails unresponsive_unresponsive emails phone calls_weeks later professor respond_unresponsive
48	personally teaching concepts - soft skills taught powerpoints - learning personally teaching concepts - learning personally teaching - skills taught powerpoints discussions	12	48_personally teaching concepts_soft skills taught powerpoints_learning personally teaching concepts_learning personally teaching
49	college class work elective - students work group projects - project designed groups students - material value work students - value work students	12	49_college class work elective_students work group projects_project designed groups students_material value work students
50	easier grasp information presented - textbook information means - textbook information means miss - way information easier grasp - information easier	12	50_easier grasp information presented_textbook information means_textbook information means miss_way information easier grasp
51	exam question joke jfc - action exam question joke - exam question joke - joke jfc prof kontouras - prof kontouras oscars talked	11	51_exam question joke jfc_action exam question joke_exam question joke_joke jfc prof kontouras
52	university resolve issues - level education feel cheated - hard study campus - online student feel treated - online student feel	11	52_university resolve issues_level education feel cheated_hard study campus_online student feel treated
53	reading book timeline clearly - book timeline clearly - personally fell reading - fell reading book timeline - personally fell reading book	11	53_reading book timeline clearly_book timeline clearly_personally fell reading_fell reading book timeline
54	instructive material canvas awful - issues come canvas material - issues come canvas - unacceptable materials canvas honest - canvas unacceptable materials	11	54_instructive material canvas awful_issues come canvas material_issues come canvas_unacceptable materials canvas honest
55	schedule said final exam - class day aspect - final exam schedule said - final exam schedule - syllabus followed save weeks	11	55_schedule said final exam_class day aspect_final exam schedule said_final exam schedule
56	material past exams - homework handouts posted beneath - reading material centralized - material past exams having - reading material centralized place	11	56_material past exams_homework handouts posted beneath_reading material centralized_material past exams having
57	lessons associated labs covered - lessons associated labs - written lab sufficient - lab reports better instructions - labs needed calss better	11	57_lessons associated labs covered_lessons associated labs_written lab sufficient_lab reports better instructions
58	weekly discussion deadlines - helpful weekly sessions recorded - pinned commentsorganization discord faq - discord faq channel - presentation assignments discord	11	58_weekly discussion deadlines_helpful weekly sessions recorded_pinned commentsorganization discord faq_discord faq channel
59	unorganized information causes confusion - everything different places instead - unorganized information causes - everything different places - unorganized information	11	59_unorganized information causes confusion_everything different places instead_unorganized information causes_everything different places
60	multiple choice accepted wrong - times answered multiple choice - points taken based things - multiple question answers - points taken based	11	60_multiple choice accepted wrong_times answered multiple choice_points taken based things_multiple question answers
61	professor okay tas reasoning - professor said okay ta - assignments ta showed said - think learn better professor - professor assumes dumb slow	10	61_professor okay tas reasoning_professor said okay ta_assignments ta showed said_think learn better professor
62	dates helps stay track - stay track requires - stay track - accurate dates helps stay - piece information online lost	10	62_dates helps stay track_stay track requires_stay track_accurate dates helps stay
63	professor dyer responsive - notes posts canvas poor - notes posts canvas - needs major overhaul notes - page needs major overhaul	10	63_professor dyer responsive_notes posts canvas poor_notes posts canvas_needs major overhaul notes
64	issues courses - courses material covered - design inconvenient - courses material covered way - examples design inconvenient	10	64_issues courses_courses material covered_design inconvenient_courses material covered way
65	edition textbook maybe - quite confusing textbook - getting different textbook - textbook maybe - textbook	10	65_edition textbook maybe_quite confusing textbook_getting different textbook_textbook maybe
66	stumped responses - spending hours trying code - stumped responses basically - stumped responses basically care - try tas help explanations	10	66_stumped responses_spending hours trying code_stumped responses basically_stumped responses basically care
67	online students possibly discussions - interaction students structured forums - helpful interaction students - organized helpful interaction students - helpful interaction students structured	10	67_online students possibly discussions_interaction students structured forums_helpful interaction students_organized helpful interaction students
68	syllabus lacked - syllabus lacked information - syllabus lacked information projects - paper additionally syllabus lacked - projects final exam incomplete	10	68_syllabus lacked_syllabus lacked information_syllabus lacked information projects_paper additionally syllabus lacked
69	multi answer questions - school work info organized - answer questions partial credit - multi answer - info organized away	10	69_multi answer questions_school work info organized_answer questions partial credit_multi answer
70	professor believes paper - paper supposed page research - page research paper refuses - paper refuses - supposed page research paper	10	70_professor believes paper_paper supposed page research_page research paper refuses_paper refuses
71	furthermore handwriting difficult read - furthermore handwriting difficult - navigate overly written - hard navigate furthermore handwriting - navigate furthermore handwriting difficult	9	71_furthermore handwriting difficult read_furthermore handwriting difficult_navigate overly written_hard navigate furthermore handwriting
72	responses communicated unknown - communicated unknown - heard answer emails usually - respond responses communicated unknown - heard answer emails	9	72_responses communicated unknown_communicated unknown_heard answer emails usually_respond responses communicated unknown
73	word documents - think word documents - microsoft word free resource - pages microsoft word free - word documents lots text	9	73_word documents_think word documents_microsoft word free resource_pages microsoft word free
74	matlab code posted - instruction matlab code posted - matlab code - instruction matlab code - instruction matlab	9	74_matlab code posted_instruction matlab code posted_matlab code_instruction matlab code
75	class calculate grade - class calculate grade class - grade class calculate grade - calculate grade class currently - received grade grade class	9	75_class calculate grade_class calculate grade class_grade class calculate grade_calculate grade class currently
76	professor attempt rerecord videos - overloaded outdate lecture - videos online book professor - overloaded outdate lecture material - miss hours worth lecture	9	76_professor attempt rerecord videos_overloaded outdate lecture_videos online book professor_overloaded outdate lecture material
77	teacher lab manual - lab manual - ridiculous lab manual portion - ridiculous lab manual - physics lab manual instructions	9	77_teacher lab manual_lab manual_ridiculous lab manual portion_ridiculous lab manual
78	notes uploaded canvas furthermore - canvas probably notes posted - posted canvas notes - posted canvas packets notes - uploaded canvas probably notes	9	78_notes uploaded canvas furthermore_canvas probably notes posted_posted canvas notes_posted canvas packets notes
79	learn resources provided - instructions rubric examples slides - resources provided - rubrics everything straight forward - wanted detailed rubrics	9	79_learn resources provided_instructions rubric examples slides_resources provided_rubrics everything straight forward
80	milestone requirements listed canvas - final project submission - final project submission slot - project submission - milestone simply said submitting	8	80_milestone requirements listed canvas_final project submission_final project submission slot_project submission
81	hypothetical engineering project engaging - little interesting project requirements - project engaging problems - interesting project requirements - devising hypothetical engineering project	8	81_hypothetical engineering project engaging_little interesting project requirements_project engaging problems_interesting project requirements
82	exams semester ridiculous - assignments actual studying totally - prepare assignments actual studying - difficult study prepare assignments - exams semester ridiculous quite	8	82_exams semester ridiculous_assignments actual studying totally_prepare assignments actual studying_difficult study prepare assignments
83	weekly readings syllabus schedule - readings syllabus schedule nice - readings syllabus schedule - outline weekly readings syllabus - readings syllabus schedule point	8	83_weekly readings syllabus schedule_readings syllabus schedule nice_readings syllabus schedule_outline weekly readings syllabus
84	video tutorials canvas issues - canvas powerpoint powerpoint videos - youtube tutorials posted canvas - video tutorials canvas - tutorials posted canvas powerpoint	7	84_video tutorials canvas issues_canvas powerpoint powerpoint videos_youtube tutorials posted canvas_video tutorials canvas
85	schedule exam date canvas - exam date canvas - instructor post date canvas - exam date canvas date - exam dates posted canvas	7	85_schedule exam date canvas_exam date canvas_instructor post date canvas_exam date canvas date
86	need improve final assignment - work guidance final project - work guidance final - need improve final - major community service project	7	86_need improve final assignment_work guidance final project_work guidance final_need improve final
87	premeds coding easy person - premeds coding think waste - coding think waste time - coding easy person - premeds coding think	7	87_premeds coding easy person_premeds coding think waste_coding think waste time_coding easy person
88	taking quality notes lecture - think writing notes professor - procrastinate classes writing notes - quality notes lecture hard - notes lecture hard	7	88_taking quality notes lecture_think writing notes professor_procrastinate classes writing notes_quality notes lecture hard
89	improvements needed - improved things needing improvement - improve want things improved - things needing improvement - want things improved improved	6	89_improvements needed_improved things needing improvement_improve want things improved_things needing improvement
90	instructions frequently unclear misunderstood - instructions frequently unclear - presentations instructions frequently unclear - ta unable explain descriptions - lab section confusing presentation	6	90_instructions frequently unclear misunderstood_instructions frequently unclear_presentations instructions frequently unclear_ta unable explain descriptions
91	accessible notes - write notes - hearing times write notes - notes wish accessible notes - wish accessible notes	6	91_accessible notes_write notes_hearing times write notes_notes wish accessible notes
92	qualifications took years ago - professor allowed teach - expect grading - terms exams - professor allowed teach canvas	5	92_qualifications took years ago_professor allowed teach_expect grading_terms exams
93	instead making posting notes - pay attention hiding notes - making posting notes incomplete - posting notes - hiding notes	3	93_instead making posting notes_pay attention hiding notes_making posting notes incomplete_posting notes

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