after_covid_canvas_best_features

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_best_features")

topic_model.get_topic_info()

Topic overview

• Number of topics: 51
• Number of training documents: 1123

Click here for an overview of all topics.

Topic ID	Topic Keywords	Topic Frequency	Label
0	lectures canvas - lecture videos - canvas professor - lecture notes - lecture slides	933	0_lectures canvas_lecture videos_canvas professor_lecture notes
1	labs easy understand - labs class person helpful - labs designed educational - labs interesting - learning lab having	18	1_labs easy understand_labs class person helpful_labs designed educational_labs interesting
2	project process web developers - web developers developing - visual studio code languages - process web developers developing - studio code languages coding	7	2_project process web developers_web developers developing_visual studio code languages_process web developers developing
3	data projects - projects apply learn classroom - projects apply learn - raw data projects - raw data projects apply	7	3_data projects_projects apply learn classroom_projects apply learn_raw data projects
4	regarding concepts covered - regarding concepts covered book - concepts covered book - book depth topics psychology - concepts covered book depth	7	4_regarding concepts covered_regarding concepts covered book_concepts covered book_book depth topics psychology
5	follow class - miss class useful - class useful - useful feature - allows catch students class	6	5_follow class_miss class useful_class useful_useful feature
6	quality materials gave plenty - materials gave plenty - result feel accomplished documentaries - feel accomplished documentaries viewed - interesting informative rewatched multiple	6	6_quality materials gave plenty_materials gave plenty_result feel accomplished documentaries_feel accomplished documentaries viewed
7	lenient grading homework quizzes - grades leniently - lenient grading - students lenient grading - students lenient grading homework	6	7_lenient grading homework quizzes_grades leniently_lenient grading_students lenient grading
8	explaining software works videos - easy understand videos - videos explain past instructions - tutorials helpful - detailed easy understand videos	6	8_explaining software works videos_easy understand videos_videos explain past instructions_tutorials helpful
9	code html php mysql - showed program answers text - showed program answers - code html php - code html	5	9_code html php mysql_showed program answers text_showed program answers_code html php
10	answer emails respond - emails respond short response - simply answer emails respond - answer emails respond short - say simply answer emails	5	10_answer emails respond_emails respond short response_simply answer emails respond_answer emails respond short
11	exams loved formula sheets - loved formula sheets exams - utilize formula sheet exams - exams formula sheet quizzes - formula sheet quizzes exams	5	11_exams loved formula sheets_loved formula sheets exams_utilize formula sheet exams_exams formula sheet quizzes
12	engages students class students - engages students class - class students feel engaged - students participate class discussions - students feel engaged dynamic	5	12_engages students class students_engages students class_class students feel engaged_students participate class discussions
13	section discord helpful organized - discord helpful organized layout - discord helpful organized - team section discord helpful - groupteam oriented	5	13_section discord helpful organized_discord helpful organized layout_discord helpful organized_team section discord helpful
14	improvements cares - provides - listed improvements cares - follow listed improvements cares - improvements cares mistake forget	4	14_improvements cares_provides_listed improvements cares_follow listed improvements cares
15	topics discussed class - inregards topic presented class - topics discussed class multiple - basic understand different aspects - understand different aspects	4	15_topics discussed class_inregards topic presented class_topics discussed class multiple_basic understand different aspects
16	liked templates report presentation - examples content straightforward explored - content straightforward explored financial - examples content straightforward - nice discussion questions explained	4	16_liked templates report presentation_examples content straightforward explored_content straightforward explored financial_examples content straightforward
17	understandable students approachable willing - understandable students approachable - understandable students - students approachable willing help - memorizes students	4	17_understandable students approachable willing_understandable students approachable_understandable students_students approachable willing help
18	concepts applicable field - learned apply civil engineering - everyday life engineering field - apply civil engineering practice - apply civil engineering	4	18_concepts applicable field_learned apply civil engineering_everyday life engineering field_apply civil engineering practice
19	feedback helps young writers - writing skills best include - students technical writing skills - students technical writing - writing skills	4	19_feedback helps young writers_writing skills best include_students technical writing skills_students technical writing
20	homework doable wellwritten instructions - assignment homeworks doable - assignment homeworks doable matlab - homeworks doable - completing assignment homeworks doable	4	20_homework doable wellwritten instructions_assignment homeworks doable_assignment homeworks doable matlab_homeworks doable
21	lab days plenty time - prepare lab days plenty - lab days time prepare - time prepare lab days - prepare lab days	4	21_lab days plenty time_prepare lab days plenty_lab days time prepare_time prepare lab days
22	think challenge necessary growth - industry avoid future problems - challenge necessary growth - development indicates important - industry avoid future	4	22_think challenge necessary growth_industry avoid future problems_challenge necessary growth_development indicates important
23	stanko constantly offering help - clarity understood stanko constantly - understood stanko constantly - help topic stanko constantly - topic stanko constantly	3	23_stanko constantly offering help_clarity understood stanko constantly_understood stanko constantly_help topic stanko constantly
24	teaching quizzes end class - end class regular quizzes - exam concise teaching quizzes - quizzes end class - class regular quizzes	3	24_teaching quizzes end class_end class regular quizzes_exam concise teaching quizzes_quizzes end class
25	enjoyed project semester - enjoyed project semester following - semesterlong project - enjoyed project report - enjoyed project report doable	3	25_enjoyed project semester_enjoyed project semester following_semesterlong project_enjoyed project report
26	professor encouraged feedback - professor encouraged feedback ashamed - understanding project professor - aid understanding project professor - professor past projects	3	26_professor encouraged feedback_professor encouraged feedback ashamed_understanding project professor_aid understanding project professor
27	zybooks expensive amazing textbookoriented - zybooks expensive amazing zybooks - zybooks expensive amazing - amazing zybooks expensive - zybooks	3	27_zybooks expensive amazing textbookoriented_zybooks expensive amazing zybooks_zybooks expensive amazing_amazing zybooks expensive
28	prof quite unbearable - unbearable prof - prof quite unbearable prof - unbearable prof quite unbearable - quite unbearable prof	3	28_prof quite unbearable_unbearable prof_prof quite unbearable prof_unbearable prof quite unbearable
29	bad emailing answering students - exam labs oh god - emailing answering students - bad emailing answering - bad emailing	3	29_bad emailing answering students_exam labs oh god_emailing answering students_bad emailing answering
30	lots deadlines different assignments - assignments day week - structure assignments day week - deadlines different assignments - class calendar remember assignment	3	30_lots deadlines different assignments_assignments day week_structure assignments day week_deadlines different assignments
31	flipped classes idea - flipped classes idea coding - classes idea coding interesting - coding interesting - classes idea	3	31_flipped classes idea_flipped classes idea coding_classes idea coding interesting_coding interesting
32	teacher availability help students - availability help students - availability help students hybrid - availability tutoring - help students hybrid availability	3	32_teacher availability help students_availability help students_availability help students hybrid_availability tutoring
33	class appreciate professor - appreciate professor solutions check - succeed class appreciate professor - appreciate professor solutions - appreciate professor	3	33_class appreciate professor_appreciate professor solutions check_succeed class appreciate professor_appreciate professor solutions
34	professor provided formula sheets - exams professor provided formula - sheet provided professor beginning - sheet provided professor - appreciated formulae sheet	3	34_professor provided formula sheets_exams professor provided formula_sheet provided professor beginning_sheet provided professor
35	canvas discussions wonderful helpful - canvas discussions wonderful - canvas discussions - canvas canvas discussions wonderful - canvas canvas discussions	2	35_canvas discussions wonderful helpful_canvas discussions wonderful_canvas discussions_canvas canvas discussions wonderful
36	slides wellmade easy follow - slides wellmade easy - slides easy understand - easy follow slides easy - wellmade easy follow slides	2	36_slides wellmade easy follow_slides wellmade easy_slides easy understand_easy follow slides easy
37	everything additional resources powerpoints - additional resources powerpoints - resources powerpoints - extra explanations examples videos - powerpoints	2	37_everything additional resources powerpoints_additional resources powerpoints_resources powerpoints_extra explanations examples videos
38	socialize students appreciate - socialize students - students appreciate time meet - classes ability socialize students - socialize students appreciate time	2	38_socialize students appreciate_socialize students_students appreciate time meet_classes ability socialize students
39	review quizzes section canvas - quizzes section canvas - weekly updates canvas separate - assignments review quizzes - weekly updates canvas	2	39_review quizzes section canvas_quizzes section canvas_weekly updates canvas separate_assignments review quizzes
40	easy access - easy access couple minutes - anyways easy access - confused anyways easy access - difficult lost resources labmates	2	40_easy access_easy access couple minutes_anyways easy access_confused anyways easy access
41	recitation session recorded posted - recitation session recorded - recitation session - recorded posted canvas practice - recitation problem solving videos	2	41_recitation session recorded posted_recitation session recorded_recitation session_recorded posted canvas practice
42	weekly quizzes discussions manageable - quizzes discussions manageable everything - weekly quizzes - weekly quizzes discussions - manageable everything organized week	2	42_weekly quizzes discussions manageable_quizzes discussions manageable everything_weekly quizzes_weekly quizzes discussions
43	helpful - helps - helps helpful - -	2	43_helpful_helps_helps helpful_
44	monthly calendar schedules - appreciate monthly calendar schedules - quizzes weeks - sounds weird quizzes weeks - monthly calendar	2	44_monthly calendar schedules_appreciate monthly calendar schedules_quizzes weeks_sounds weird quizzes weeks
45	easier manage - extra time hands easier - work ahead time - work ahead time extra - work	2	45_easier manage_extra time hands easier_work ahead time_work ahead time extra
46	assignments reports date - later posts assignments reports - posts assignments reports date - posts assignments reports - project work days submission	2	46_assignments reports date_later posts assignments reports_posts assignments reports date_posts assignments reports
47	content presented explained easy - content presented explained - presented explained easy way - content presented - presented explained easy	2	47_content presented explained easy_content presented explained_presented explained easy way_content presented
48	textbook submit labs canvas - labs canvas classes need - classes need read textbook - read textbook submit labs - textbook submit labs	2	48_textbook submit labs canvas_labs canvas classes need_classes need read textbook_read textbook submit labs
49	professors notes posted online - professors notes posted - professors notes - notes posted online - posted online	1	49_professors notes posted online_professors notes posted_professors notes_notes posted online
50	information sources available canvas - boring useful information sources - useful information sources - useful information sources available - boring useful information	1	50_information sources available canvas_boring useful information sources_useful information sources_useful information sources available

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