before_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/before_covid_canvas_aspects_to_improve")

topic_model.get_topic_info()

Topic overview

• Number of topics: 118
• Number of training documents: 1533

Click here for an overview of all topics.

Topic ID	Topic Keywords	Topic Frequency	Label
0	grades canvas - canvas professor - class canvas - canvas class - professor canvas	950	0_grades canvas_canvas professor_class canvas_canvas class
1	canvas instead moodle - moodle canvas - moodle prefer canvas - moodle canvas canvas - canvas moodle	21	1_canvas instead moodle_moodle canvas_moodle prefer canvas_moodle canvas canvas
2	think students graded - students graded critically - students graded - grading outcomes - grading unfair	19	2_think students graded_students graded critically_students graded_grading outcomes
3	textbook adequately - textbook thorough book - thorough book provided - manuals reading took - thorough book	15	3_textbook adequately_textbook thorough book_thorough book provided_manuals reading took
4	pre lecture quizzes - students miss quizzes - taking quizzes - quizzes need extra - texts taking quizzes	13	4_pre lecture quizzes_students miss quizzes_taking quizzes_quizzes need extra
5	hard understand material - presented disorganized manner - everything hard understand - hard understand materials - material presented disorganized	12	5_hard understand material_presented disorganized manner_everything hard understand_hard understand materials
6	unfair students routines - students routines interrupted - students routines - time students forced - students forced	12	6_unfair students routines_students routines interrupted_students routines_time students forced
7	slides instructor provided - lecture notes videos - lectures compared slides - slides instructor - instructor provided lecture	11	7_slides instructor provided_lecture notes videos_lectures compared slides_slides instructor
8	students canvas grading - canvas grades penalized - grades canvas locked - week grades canvas - semester students canvas	11	8_students canvas grading_canvas grades penalized_grades canvas locked_week grades canvas
9	frustrating - common complaint - imagine common complaint - common complaint need - time intensive	10	9_frustrating_common complaint_imagine common complaint_common complaint need
10	students miss deadline - assignments late postings - assignments late - homework assignments late - students ability lastminute	10	10_students miss deadline_assignments late postings_assignments late_homework assignments late
11	online courses learn - courses online hope - courses online - nice courses online - classes moved online	10	11_online courses learn_courses online hope_courses online_nice courses online
12	offering individual project - making individual project - individual project - project student hack - project advisor subsequent	10	12_offering individual project_making individual project_individual project_project student hack
13	canvas sends notifications - notifications respond canvas - posted canvas notification - canvas notification appears - canvas wileyplus notifications	9	13_canvas sends notifications_notifications respond canvas_posted canvas notification_canvas notification appears
14	times submitted work - exactly submitted work - submitted work gets - submit tell times - files submission	9	14_times submitted work_exactly submitted work_submitted work gets_submit tell times
15	online classes professor - semester online classes - semester online - professor using website - semester semester online	9	15_online classes professor_semester online classes_semester online_professor using website
16	book explain lab - lectures labs confusing - lab book explain - lab book available - better explanation labs	9	16_book explain lab_lectures labs confusing_lab book explain_lab book available
17	assignments vague - assignments vague organization - assignments told working - assignments different - requirements expectations assignments	9	17_assignments vague_assignments vague organization_assignments told working_assignments different
18	tutorials instructions outofdate - mentor tools located - trying follow instructions - follow instructions obtain - tutorials instructions	8	18_tutorials instructions outofdate_mentor tools located_trying follow instructions_follow instructions obtain
19	record webex meeting - professor record webex - webex class meeting - recording webex meets - chat webex meetings	8	19_record webex meeting_professor record webex_webex class meeting_recording webex meets
20	everything needs improved - improved everything needs - needs improved everything - needs improved improvement - needs improved	8	20_everything needs improved_improved everything needs_needs improved everything_needs improved improvement
21	typed class notes - class notes formatted - understand professors handwriting - professors notes uploaded - notes formatted canvas	8	21_typed class notes_class notes formatted_understand professors handwriting_professors notes uploaded
22	online exam format - online exam - exam format - exam format needs - updated access exam	7	22_online exam format_online exam_exam format_exam format needs
23	tophat instead canvas - tophat teacher uses - usage canvas tophat - canvas tophat teacher - teacher uses tophat	7	23_tophat instead canvas_tophat teacher uses_usage canvas tophat_canvas tophat teacher
24	lectures help little - learn material lectures - lectures help - strategy taking notes - material lectures help	7	24_lectures help little_learn material lectures_lectures help_strategy taking notes
25	professor understand webex - lecture webex great - lecture webex - professor handle webex - webex chat lectures	7	25_professor understand webex_lecture webex great_lecture webex_professor handle webex
26	labs confusing students - lab assignments took - engaging lab reports - lab assignments - labs time talk	7	26_labs confusing students_lab assignments took_engaging lab reports_lab assignments
27	helps students refer - students refer material - exams better assignments - save time students - class helps students	7	27_helps students refer_students refer material_exams better assignments_save time students
28	semester grade - semester grade end - entire semester grade - grade expect - grade	6	28_semester grade_semester grade end_entire semester grade_grade expect
29	lecture having webcam - students low connections - online learning hard - lectures hard follow - issues professors audio	6	29_lecture having webcam_students low connections_online learning hard_lectures hard follow
30	report pdf file - report pdf - submit report pdf - syllabus said reports - syllabus says submit	6	30_report pdf file_report pdf_submit report pdf_syllabus said reports
31	old update material - update material years - years old update - resources dated - years date contents	6	31_old update material_update material years_years old update_resources dated
32	grades quicker - grade posted talks - return grades quicker - grades quicker single - class told times	6	32_grades quicker_grade posted talks_return grades quicker_grades quicker single
33	perform stage class - stage class - plays discuss class - learn stage - read plays stage	6	33_perform stage class_stage class_plays discuss class_learn stage
34	correct things exam - questions marked incorrect - quiz questions marked - questions correct - things exam said	6	34_correct things exam_questions marked incorrect_quiz questions marked_questions correct
35	instructors usage canvas - necessary mistakes teaching - mistakes teaching - solutions students quickly - involvement students	6	35_instructors usage canvas_necessary mistakes teaching_mistakes teaching_solutions students quickly
36	strongly disagree proctor - disagree proctor felt - way tests awful - tests awful takes - disagree proctor	6	36_strongly disagree proctor_disagree proctor felt_way tests awful_tests awful takes
37	weekly discussion posts - separate thread week - weekly discussion - thread week effective - easier follow weekly	6	37_weekly discussion posts_separate thread week_weekly discussion_thread week effective
38	hurried homework reason - homework reason - hurried homework - homework explicitly explanations - homework reason taking	6	38_hurried homework reason_homework reason_hurried homework_homework explicitly explanations
39	luckily reminded assignments - emailing assignments left - assignments emails - emailing assignments - reminded assignments class	6	39_luckily reminded assignments_emailing assignments left_assignments emails_emailing assignments
40	corrected exam - corrected future courses - corrected exam passed - module corrected exam - module corrected	5	40_corrected exam_corrected future courses_corrected exam passed_module corrected exam
41	breaks improved time - improved time repeating - utilize announcements time - improved time - improved time hope	5	41_breaks improved time_improved time repeating_utilize announcements time_improved time
42	labs procedure different - labs procedure - labs labs procedure - labs measuring things - different example lab	5	42_labs procedure different_labs procedure_labs labs procedure_labs measuring things
43	material lessons recorded - ro remember homework - remember homework - errors material lessons - clear assigned homework	5	43_material lessons recorded_ro remember homework_remember homework_errors material lessons
44	slides video tutorials - powerpoint slides video - learn lecture slides - slides video - video tutorials	5	44_slides video tutorials_powerpoint slides video_learn lecture slides_slides video
45	professor grade timely - late homework professor - timely manner professor - professor slow responding - grade timely manner	5	45_professor grade timely_late homework professor_timely manner professor_professor slow responding
46	nitpick terrible omission - terrible omission - minor nitpick - terrible omission grief - omission	5	46_nitpick terrible omission_terrible omission_minor nitpick_terrible omission grief
47	teach matlab stated - teach matlab - matlab assignments taught - taught matlab - need teach matlab	5	47_teach matlab stated_teach matlab_matlab assignments taught_taught matlab
48	professor complaints - guys professor complaints - professor complaints students - complaints students professor - worst professor complaints	5	48_professor complaints_guys professor complaints_professor complaints students_complaints students professor
49	communication want - want communication - communication - communication want communication - communication syllabus	5	49_communication want_want communication_communication_communication want communication
50	better skype bit - better skype - aspect better skype - purpose week skype - skype bit outdated	5	50_better skype bit_better skype_aspect better skype_purpose week skype
51	canvas links needed - canvas app lack - refer files canvas - canvas app - files canvas app	5	51_canvas links needed_canvas app lack_refer files canvas_canvas app
52	ethics interesting - ethics - classmates ethics interesting - classroom abused animals - outraged took projects	4	52_ethics interesting_ethics_classmates ethics interesting_classroom abused animals
53	disruptions caused covid - question understand covid - covid outbreak pandemic - understand covid - pandemic effect courses	4	53_disruptions caused covid_question understand covid_covid outbreak pandemic_understand covid
54	study guide provided - syllabus study guide - study guide - syllabus study - ago syllabus study	4	54_study guide provided_syllabus study guide_study guide_syllabus study
55	dropbox files work - dropbox files - files opened dropbox - opened dropbox files - files work servers	4	55_dropbox files work_dropbox files_files opened dropbox_opened dropbox files
56	moodle helpful supplements - moodle helpful - issues moodle helpful - confusing helpful moodle - helpful moodle	4	56_moodle helpful supplements_moodle helpful_issues moodle helpful_confusing helpful moodle
57	avoiding ee undergraduate - ee undergraduate - engineering colleges scare - ee undergraduate program - students actively employed	4	57_avoiding ee undergraduate_ee undergraduate_engineering colleges scare_ee undergraduate program
58	approach using aspen - using aspen helpful - using aspen - software contour integration - contour integration	4	58_approach using aspen_using aspen helpful_using aspen_software contour integration
59	liked way clarity - better beginning - lap trying hype - way clarity thought - way clarity	4	59_liked way clarity_better beginning_lap trying hype_way clarity thought
60	schedule confusing students - outside class time - class time save - schedule confusing - class time professor	4	60_schedule confusing students_outside class time_class time save_schedule confusing
61	helps easy tracking - easy tracking - tracking ways things - everything organized - impression everything organized	4	61_helps easy tracking_easy tracking_tracking ways things_everything organized
62	scores zero techinicalty - techinicalty annoying assignment - higher scores zero - techinicalty annoying zero - zero techinicalty annoying	4	62_scores zero techinicalty_techinicalty annoying assignment_higher scores zero_techinicalty annoying zero
63	check pearson day - day stats annoying - stats annoying - stats annoying regard - check pearson	4	63_check pearson day_day stats annoying_stats annoying_stats annoying regard
64	courses horrible aside - courses horrible - gets courses horrible - courses horrible rarely - rarely gets courses	4	64_courses horrible aside_courses horrible_gets courses horrible_courses horrible rarely
65	improvement lockdown browser - respondus lockdown browser - lockdown browser webex - lockdown browser - browser webex proctoring	4	65_improvement lockdown browser_respondus lockdown browser_lockdown browser webex_lockdown browser
66	technical school mechanical - school mechanical engineering - school mechanical - engineering dept - technical school	4	66_technical school mechanical_school mechanical engineering_school mechanical_engineering dept
67	grade semester unable - recover bad grade - semester grades grade - semester grades - semester unable study	4	67_grade semester unable_recover bad grade_semester grades grade_semester grades
68	hour class - hour class time - classes week half - classes week - class time meeting	3	68_hour class_hour class time_classes week half_classes week
69	online hat book - hat online site - hat book - hat book everything - online hat	3	69_online hat book_hat online site_hat book_hat book everything
70	professor actual grading - grading syllabus - structured grading syllabus - frustrating professor rubric - rubric assignments grades	3	70_professor actual grading_grading syllabus_structured grading syllabus_frustrating professor rubric
71	homework pearsonlab - pearsonlab far helpful - problems homework pearsonlab - homework pearsonlab far - pearsonlab	3	71_homework pearsonlab_pearsonlab far helpful_problems homework pearsonlab_homework pearsonlab far
72	learn pay tuition - paying money learn - learn - money learn paying - learn paying	3	72_learn pay tuition_paying money learn_learn_money learn paying
73	needed clear structure - begin concept - structure - clear structure - examples explanation difficult	3	73_needed clear structure_begin concept_structure_clear structure
74	homework assignments pearsonlab - pearson homework unnecessarily - probably pearson homework - pearsonlab - pearsonlab possible	3	74_homework assignments pearsonlab_pearson homework unnecessarily_probably pearson homework_pearsonlab
75	canvas notes oral - organized notes - notes canvas - organization notes canvas - canvas notes	3	75_canvas notes oral_organized notes_notes canvas_organization notes canvas
76	physics class - physics class mae - class mae physics - far physics class - physics lab	3	76_physics class_physics class mae_class mae physics_far physics class
77	calls replies desire - calls replies - continue conversation - want continue conversation - schedule calls replies	3	77_calls replies desire_calls replies_continue conversation_want continue conversation
78	moodle canvas website - sites moodle canvas - canvas website lms - sources moodle canvas - website canvas site	3	78_moodle canvas website_sites moodle canvas_canvas website lms_sources moodle canvas
79	professor reachable respond - question professor reachable - professor reachable - tried email directly - tried email	3	79_professor reachable respond_question professor reachable_professor reachable_tried email directly
80	concepts modern engaging - modern engaging discussion - brief description topic - modules section maybe - week brief	3	80_concepts modern engaging_modern engaging discussion_brief description topic_modules section maybe
81	class credit technical - finally regarding project - regarding project - technical elective - technical elective clearly	3	81_class credit technical_finally regarding project_regarding project_technical elective
82	discouraging - general observation comment - discouraging comment - discouraging comment geared - general observation	3	82_discouraging_general observation comment_discouraging comment_discouraging comment geared
83	material understand work - final project closely - better understand material - understand material understand - project closely	3	83_material understand work_final project closely_better understand material_understand material understand
84	online section - online - asynchronous online - asynchronous online section - internet end asynchronous	3	84_online section_online_asynchronous online_asynchronous online section
85	rudimentary linux skills - rudimentary linux - linux skills - mosis rudimentary linux - linux	3	85_rudimentary linux skills_rudimentary linux_linux skills_mosis rudimentary linux
86	apps write - text editor come - computer text - apps write wastes - text editor	3	86_apps write_text editor come_computer text_apps write wastes
87	semester bad covid - semester normal covid - obviously semester normal - semester - semester obviously	3	87_semester bad covid_semester normal covid_obviously semester normal_semester
88	webex held regularly - participate webexs - webex technology - participate webexs tough - webex held	3	88_webex held regularly_participate webexs_webex technology_participate webexs tough
89	professor contradicts - professor contradicts figure - problems - contradicts - notebook	3	89_professor contradicts_professor contradicts figure_problems_contradicts
90	graded instructors perspective - grade fairly - graded instructors - think graded instructors - graded think introduction	3	90_graded instructors perspective_grade fairly_graded instructors_think graded instructors
91	absolute worst everything - worst everything opinion - worst everything - absolute worst - everything opinion	3	91_absolute worst everything_worst everything opinion_worst everything_absolute worst
92	elderly computer elderly - computer elderly computer - computer elderly - elderly computer - elderly	2	92_elderly computer elderly_computer elderly computer_computer elderly_elderly computer
93	tame criticism - try tame criticism - tame - try tame - mercy try tame	2	93_tame criticism_try tame criticism_tame_try tame
94	migration moodle canvas - moodle canvas difficulty - moodle canvas - change moodle canvas - moodle canvas change	2	94_migration moodle canvas_moodle canvas difficulty_moodle canvas_change moodle canvas
95	come outside research - outside research - team engineers including - multidisciplinary team engineers - outside research time	2	95_come outside research_outside research_team engineers including_multidisciplinary team engineers
96	using actuarial textbooks - teaching using actuarial - actuarial textbooks uses - actuarial textbooks - using actuarial	2	96_using actuarial textbooks_teaching using actuarial_actuarial textbooks uses_actuarial textbooks
97	load - way load - load way load - way load way - load way	2	97_load_way load_load way load_way load way
98	load moodle - moodle notify assignment - moodle notify - moodle - materials load moodle	2	98_load moodle_moodle notify assignment_moodle notify_moodle
99	students request professors - professors projects students - professors projects - professors need - request professors	2	99_students request professors_professors projects students_professors projects_professors need
100	initial discussion reply - discussion reply - discussion reply post - initial discussion - discussion	2	100_initial discussion reply_discussion reply_discussion reply post_initial discussion
101	ways talk nice - ways talk - talk nice - feel ways talk - ways	2	101_ways talk nice_ways talk_talk nice_feel ways talk
102	think phenomonal - phenomonal - question think phenomonal - letters fastest gets - letters fastest	2	102_think phenomonal_phenomonal_question think phenomonal_letters fastest gets
103	clear walkthrough - walkthrough mac users - walkthrough mac - clear walkthrough mac - walkthrough	2	103_clear walkthrough_walkthrough mac users_walkthrough mac_clear walkthrough mac
104	nonenjoyable experience - successful demanding tedious - teach need successful - workload nonenjoyable experience - tedious workload nonenjoyable	2	104_nonenjoyable experience_successful demanding tedious_teach need successful_workload nonenjoyable experience
105	preparation required - preparation - preparation required bit - required bit preparation - bit preparation	2	105_preparation required_preparation_preparation required bit_required bit preparation
106	pearson tests - limitation using pearson - pearson tests maybe - using pearson tests - tests canvas instead	2	106_pearson tests_limitation using pearson_pearson tests maybe_using pearson tests
107	influential men newark - interview newark artists - newark work sexist - newark artists - undertones interview newark	2	107_influential men newark_interview newark artists_newark work sexist_newark artists
108	assignments poorly - pl complete assignments - assignments poorly executed - complete assignments poorly - complete assignments	1	108_assignments poorly_pl complete assignments_assignments poorly executed_complete assignments poorly
109	python machine learning - better usage python - python machine - usage python machine - usage python	1	109_python machine learning_better usage python_python machine_usage python machine
110	females - females talked - talked - -	1	110_females_females talked_talked_
111	look microscope - microscope - look - -	1	111_look microscope_microscope_look_
112	unclear weight everything - unclear weight - weight everything - weight - everything	1	112_unclear weight everything_unclear weight_weight everything_weight
113	started middle jumped - started middle - middle jumped - middle - started	1	113_started middle jumped_started middle_middle jumped_middle
114	packaging actual gift - feels christmas present - tons packaging actual - packaging actual - actual gift	1	114_packaging actual gift_feels christmas present_tons packaging actual_packaging actual
115	add actual value - actual value - add actual - value - add	1	115_add actual value_actual value_add actual_value
116	crusty volunteer tutoring - old crusty volunteer - feel old crusty - volunteer tutoring zoom - crusty volunteer	1	116_crusty volunteer tutoring_old crusty volunteer_feel old crusty_volunteer tutoring zoom
117	catalysis think enriched - catalysis think - catalysis - enriched learning experience - think enriched learning	1	117_catalysis think enriched_catalysis think_catalysis_enriched learning experience

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