after_covid_distance_learning_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_distance_learning_aspects_to_improve")

topic_model.get_topic_info()

Topic overview

• Number of topics: 78
• Number of training documents: 5706

Click here for an overview of all topics.

Topic ID	Topic Keywords	Topic Frequency	Label
0	video lectures - assignments - lecture videos - lectures - classes	3789	0_video lectures_assignments_lecture videos_lectures
1	group projects class - group project aspect - group projects - instead group projects - group project	148	1_group projects class_group project aspect_group projects_instead group projects
2	semester large project end - large project end semester - think eliminating final project - project smaller assignments semester - semester large project	143	2_semester large project end_large project end semester_think eliminating final project_project smaller assignments semester
3	discussion posts - post said discussions need - discussion post - post said discussions - posts assignments discussion posts	78	3_discussion posts_post said discussions need_discussion post_post said discussions
4	purchase textbook - pricey textbooks students - pricey textbooks students need - pricey textbooks - textbook	43	4_purchase textbook_pricey textbooks students_pricey textbooks students need_pricey textbooks
5	multi linear regression error - overkill expect pulled way - leeched despite trying - leeched despite trying kids - multi linear regression	40	5_multi linear regression error_overkill expect pulled way_leeched despite trying_leeched despite trying kids
6	read week studying chapters - reading chapters - reading chapters textbook - read annotate study chapters - material taught chapter onwards	39	6_read week studying chapters_reading chapters_reading chapters textbook_read annotate study chapters
7	recorded videos maybe updated - recorded mistakes video content - revision including videos videos - revision including videos - record everything videos better	39	7_recorded videos maybe updated_recorded mistakes video content_revision including videos videos_revision including videos
8	instructions posted severely lacking - better instructions - instructions tutorials - instructions tutorials instruction - instructions working	39	8_instructions posted severely lacking_better instructions_instructions tutorials_instructions tutorials instruction
9	quality lectures audio - quality lectures suspect sound - quality lectures audio quality - quality lecture videos audio - recorded lectures old audio	38	9_quality lectures audio_quality lectures suspect sound_quality lectures audio quality_quality lecture videos audio
10	potential applications empowering - new technology programming sense - new technology programming - practical insights applications deeper - responsibility learn new technology	38	10_potential applications empowering_new technology programming sense_new technology programming_practical insights applications deeper
11	maybe extra credit homework - operations mncs - maybe extra credit - price sold units reason - purpose original explanation	35	11_maybe extra credit homework_operations mncs_maybe extra credit_price sold units reason
12	think improvements required - improvements needs - think improvements needed - think improvements required aspects - improvements needed	34	12_think improvements required_improvements needs_think improvements needed_think improvements required aspects
13	quite confusing material - overwhelming hard comprehend virtually - limited text difficult understand - overwhelming hard comprehend - questions clear confused materials	33	13_quite confusing material_overwhelming hard comprehend virtually_limited text difficult understand_overwhelming hard comprehend
14	technical writing - little readings having essay - writing think need - little content focus topic - paper advance helpful	33	14_technical writing_little readings having essay_writing think need_little content focus topic
15	remember alot information - memorize exams likely - remember alot - memorize exams - memorize exams likely look	31	15_remember alot information_memorize exams likely_remember alot_memorize exams
16	semester let students - semester versus using multiple - semester let students pick - required students inclined - required students inclined complete	30	16_semester let students_semester versus using multiple_semester let students pick_required students inclined
17	technical electives masters civil - level class graduate rutgers - industry contractors classes geared - institution developing future work - industry contractors classes	29	17_technical electives masters civil_level class graduate rutgers_industry contractors classes geared_institution developing future work
18	students workload reasonable work - student taking workload - students workload - needs respectful students workload - student taking workload needs	28	18_students workload reasonable work_student taking workload_students workload_needs respectful students workload
19	organize pacing feels disjointed - organizing everything - organizing everything digitally mins - organized feels material content - organizing everything digitally	28	19_organize pacing feels disjointed_organizing everything_organizing everything digitally mins_organized feels material content
20	programs encourage bad programming - learn provides educational value - mistakes learning - mistakes learning learned school - point students learn learn	27	20_programs encourage bad programming_learn provides educational value_mistakes learning_mistakes learning learned school
21	software install - required software learn - software easily accessible - software - related computer software	25	21_software install_required software learn_software easily accessible_software
22	new technologies include reference - reflect current industry practices - practical regular updates curriculum - recent information supplementary materials - recent developments occasionally	25	22_new technologies include reference_reflect current industry practices_practical regular updates curriculum_recent information supplementary materials
23	labs easy understand - labs easy understand think - labs learned form labs - labs maybe labs involving - labs information	25	23_labs easy understand_labs easy understand think_labs learned form labs_labs maybe labs involving
24	business plan - new business process ideas - offer example assignment rubric - page business plan - new business process	25	24_business plan_new business process ideas_offer example assignment rubric_page business plan
25	practical cases ideas case - practical cases ideas - problems examples ideas projects - maybe real life examples - projects need pratical application	25	25_practical cases ideas case_practical cases ideas_problems examples ideas projects_maybe real life examples
26	proper setups coding project - projects application implemented - projects application - project setting development environment - ide	24	26_proper setups coding project_projects application implemented_projects application_project setting development environment
27	met teacher midterm review - listens students - met teacher midterm - midterm taught gave - listens students concerns	24	27_met teacher midterm review_listens students_met teacher midterm_midterm taught gave
28	raise students awareness ethical - minds students think ethical - ethical analysis - project assignment ethical analyses - understanding biomedical ethics	24	28_raise students awareness ethical_minds students think ethical_ethical analysis_project assignment ethical analyses
29	papers subject developed traffic - lectures provides material - lectures provides material reads - regulations details - lectures provides	24	29_papers subject developed traffic_lectures provides material_lectures provides material reads_regulations details
30	notes internet access online - notes internet access - online section online service - online service costs additional - online mishaps understand	24	30_notes internet access online_notes internet access_online section online service_online service costs additional
31	old material considered outdated - material considered outdated - outdated relevant material outdated - outdated relevant material - old material quite outdated	23	31_old material considered outdated_material considered outdated_outdated relevant material outdated_outdated relevant material
32	way think everything great - think everything great - feel modified great think - think great - way think great	23	32_way think everything great_think everything great_feel modified great think_think great
33	suggestions - suggestions current - recommendations - suggestions think - think suggestions current	23	33_suggestions_suggestions current_recommendations_suggestions think
34	learning materials provided insufficient - educational material provided - material provided learn - learning materials provided - educational material	23	34_learning materials provided insufficient_educational material provided_material provided learn_learning materials provided
35	review week modules - weekly discussions - review week modules posted - materials discussion week repetitive - weekly discussion	22	35_review week modules_weekly discussions_review week modules posted_materials discussion week repetitive
36	quiz times flexible - quiz provided time anticipation - quizzes hour period - quizzes entire week - quizzes entire week instead	21	36_quiz times flexible_quiz provided time anticipation_quizzes hour period_quizzes entire week
37	office hour accommodate - office hours effective way - recommend switch office hours - office hours easy - office hours certain times	21	37_office hour accommodate_office hours effective way_recommend switch office hours_office hours easy
38	maybe concepts involving finances - math frequently focus business - mathematics suited managers using - mathematics suited managers - maybe concepts involving	21	38_maybe concepts involving finances_math frequently focus business_mathematics suited managers using_mathematics suited managers
39	modules informative - modules class modules informative - modules informative wish - maybe split modules instead - maybe split modules	21	39_modules informative_modules class modules informative_modules informative wish_maybe split modules instead
40	programming type helpful videos - little tutorials quake having - little tutorials - little tutorials quake - programmer throw novice youtube	20	40_programming type helpful videos_little tutorials quake having_little tutorials_little tutorials quake
41	learned professor enjoyed - loved hear professor experiences - professor class great - professor enjoyed professor class - loved material professor	20	41_learned professor enjoyed_loved hear professor experiences_professor class great_professor enjoyed professor class
42	poor slides presentations old - slides outdated - slides outdated engaging - slides outdated content - slides need updated	20	42_poor slides presentations old_slides outdated_slides outdated engaging_slides outdated content
43	little detailed explanation formulas - helpful calculating - indepth explanations statistical formulas - formulas - calculating	19	43_little detailed explanation formulas_helpful calculating_indepth explanations statistical formulas_formulas
44	major problem solving - problem solving - midterm work problems provided - major problem solving questions - solving instead	19	44_major problem solving_problem solving_midterm work problems provided_major problem solving questions
45	meant engineers doctoral class - perspective topics related engineering - topics oriented logistics chapters - engineering - meant engineers doctoral	19	45_meant engineers doctoral class_perspective topics related engineering_topics oriented logistics chapters_engineering
46	students posting response answering - student responses students posting - students posting response - student responses students - students saying reply takes	18	46_students posting response answering_student responses students posting_students posting response_student responses students
47	modern cloud - old acceptable cloud computing - modern cloud computing possible - cloud computing - modern cloud computing	18	47_modern cloud_old acceptable cloud computing_modern cloud computing possible_cloud computing
48	using proctoru exams - proctoru exams incredibly annoying - proctoru exams annoying - proctoru different proctoring software - proctoru exams incredibly	18	48_using proctoru exams_proctoru exams incredibly annoying_proctoru exams annoying_proctoru different proctoring software
49	materials need updatingneed revisiting - material applicable lacked - material applicable lacked examples - materials need updatingneed - material posted example	18	49_materials need updatingneed revisiting_material applicable lacked_material applicable lacked examples_materials need updatingneed
50	new databases need exercises - new databases need - programming understand database - databases - rdbms	16	50_new databases need exercises_new databases need_programming understand database_databases
51	risky sensitive info computer - remote control experience - sensitive info computer - feels risky sensitive info - risky sensitive info	16	51_risky sensitive info computer_remote control experience_sensitive info computer_feels risky sensitive info
52	review communication requirements bit - review communication - told receive comments report - report round submission occurred - review communication requirements	16	52_review communication requirements bit_review communication_told receive comments report_report round submission occurred
53	syllabus outlines everything deadlines - syllabus needs - syllabus syllabus outlines everything - making syllabus - syllabus syllabus outlines	16	53_syllabus outlines everything deadlines_syllabus needs_syllabus syllabus outlines everything_making syllabus
54	wrong writing points received - marked wrong writing - mistake example credit - value simple mistake example - mistake example credit correct	16	54_wrong writing points received_marked wrong writing_mistake example credit_value simple mistake example
55	understand exams lockdown browser - think lockdown browser quizzes - lockdown browser quizzes unnecessary - quiz lockdown browser - lockdown browser quizzes	15	55_understand exams lockdown browser_think lockdown browser quizzes_lockdown browser quizzes unnecessary_quiz lockdown browser
56	online face face instead - understand online compared person - offer online sections - online compared person - online compared person prefer	15	56_online face face instead_understand online compared person_offer online sections_online compared person
57	everything great - everything great journey far - great journey far everything - everything thanks professor hanna - everything comment everything great	14	57_everything great_everything great journey far_great journey far everything_everything thanks professor hanna
58	notes present java todays - searching java docs - lecture notes present java - reflect current java developments - present java todays world	14	58_notes present java todays_searching java docs_lecture notes present java_reflect current java developments
59	clearly dated material sufficient - clearly dated material - moodle clearly dated material - mentions moodle clearly dated - sufficient mentions moodle dated	14	59_clearly dated material sufficient_clearly dated material_moodle clearly dated material_mentions moodle clearly dated
60	math hours personally bothered - math hours personally - math focus - math late feel - math hours	13	60_math hours personally bothered_math hours personally_math focus_math late feel
61	everything great need improvement - goodno need improvements everything - improvements everything great need - need improvements everything great - need improvements everything	12	61_everything great need improvement_goodno need improvements everything_improvements everything great need_need improvements everything great
62	recommend having theme - recommend having theme imporvements - future recommend having theme - health safety underground constructions - theme imporvements need	12	62_recommend having theme_recommend having theme imporvements_future recommend having theme_health safety underground constructions
63	yells emailing replies fake - replies fake means say - replies fake means - emailing replies fake means - extreme yells emailing replies	12	63_yells emailing replies fake_replies fake means say_replies fake means_emailing replies fake means
64	using aws - aws - links helpful understand cloud - project python aws - project python aws cloud	12	64_using aws_aws_links helpful understand cloud_project python aws
65	change change wish - lenient life hard change - wish change love change - say change change wish - change	11	65_change change wish_lenient life hard change_wish change love change_say change change wish
66	optional webex sessions students - requiring students meet webex - webex meeting quizzes students - webex meetings useful - optional webex meeting quizzes	11	66_optional webex sessions students_requiring students meet webex_webex meeting quizzes students_webex meetings useful
67	respond students professor time - professor time limit - prepare lesson professor allow - period respond students professor - professor time limit equal	11	67_respond students professor time_professor time limit_prepare lesson professor allow_period respond students professor
68	unclear instructions capsim simulation - nice capsim simulation confusing - simulation capsim - capsim simulation - simulation capsim integration little	11	68_unclear instructions capsim simulation_nice capsim simulation confusing_simulation capsim_capsim simulation
69	professor feedback submitted works - professor feedback - professor feedback provided professor - professor assignments feedback - lack feedback professor	11	69_professor feedback submitted works_professor feedback_professor feedback provided professor_professor assignments feedback
70	networking tools - protocols network security imprtance - want improvements internet layer - using networking tools - network security imprtance	9	70_networking tools_protocols network security imprtance_want improvements internet layer_using networking tools
71	everything - everything alright far - everything alright - far everything - say everything	9	71_everything_everything alright far_everything alright_far everything
72	years old prerecorded videos - videos year old dates - old prerecorded videos - better videos free things - prerecorded videos return illegal	9	72_years old prerecorded videos_videos year old dates_old prerecorded videos_better videos free things
73	need professor professor michael - courses taken professor best - need professor - need professor professor - best courses taken professor	8	73_need professor professor michael_courses taken professor best_need professor_need professor professor
74	online exams closed - online exams closed book - times online exams - set times online exams - hour exam classes	8	74_online exams closed_online exams closed book_times online exams_set times online exams
75	rehire keith williams forgetful - rehire keith williams - better managed rehire keith - williams forgetful - rehire keith	7	75_rehire keith williams forgetful_rehire keith williams_better managed rehire keith_williams forgetful
76	rude received little feedback - emails explanations feedback discussions - received little feedback forum - recieved rude received little - responses recieved rude received	7	76_rude received little feedback_emails explanations feedback discussions_received little feedback forum_recieved rude received little
77	obsolete chat gpt students - students jobs obsolete chat - tell students google chat - chat gpt - students discord	7	77_obsolete chat gpt students_students jobs obsolete chat_tell students google chat_chat gpt

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