after_covid_distance_learning_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_distance_learning_instructor_comments")

topic_model.get_topic_info()

Topic overview

• Number of topics: 63
• Number of training documents: 4673

Click here for an overview of all topics.

Topic ID	Topic Keywords	Topic Frequency	Label
0	lecture - lectures - class - classes - online class	3612	0_lecture_lectures_class_classes
1	needs consideration students canvas - organized canvas discussion students - canvas announcement - canvas needs - needs revise canvas	58	1_needs consideration students canvas_organized canvas discussion students_canvas announcement_canvas needs
2	negatively week general feedback - need improvement returned feedback - improvement returned feedback benefitted - inconsistent posting material feedback - posting material feedback thorough	33	2_negatively week general feedback_need improvement returned feedback_improvement returned feedback benefitted_inconsistent posting material feedback
3	reading documentation watching youtube - learning basically - novice subject matter felt - python code learning - online related topics class	28	3_reading documentation watching youtube_learning basically_novice subject matter felt_python code learning
4	provides responses - respond emails lin - respond day - nonresponsive questions - messages intend submit complaint	28	4_provides responses_respond emails lin_respond day_nonresponsive questions
5	portion discussion students - pushed discussion questions students - portion discussion students copied - students effectively summarize - posts students effectively summarize	27	5_portion discussion students_pushed discussion questions students_portion discussion students copied_students effectively summarize
6	quick respond knowledgeable - kind helpful excellent constructive - personality willing work knowledgeable - knowledgeable interested subject - provides resources answers emails	27	6_quick respond knowledgeable_kind helpful excellent constructive_personality willing work knowledgeable_knowledgeable interested subject
7	group projects - participated group work - worst group projects educational - group project - participated group work enforced	27	7_group projects_participated group work_worst group projects educational_group project
8	proctoring software - realizing different proctoring software - scrap paper online exam - scrap paper exams - proctoring software protectu	25	8_proctoring software_realizing different proctoring software_scrap paper online exam_scrap paper exams
9	midterm exam disorganized - prepare midterm exam - midterm exam - midterm exam final exam - prepare midterm	24	9_midterm exam disorganized_prepare midterm exam_midterm exam_midterm exam final exam
10	future students review - health future students review - health future students - opinion student student general - mental health future students	23	10_future students review_health future students review_health future students_opinion student student general
11	weeks breaks courses - weeks breaks courses grab - order weeks breaks courses - great fun enjoyed challenging - fun enjoyed challenging	23	11_weeks breaks courses_weeks breaks courses grab_order weeks breaks courses_great fun enjoyed challenging
12	mba courses groupwork required - practicality student thinking - practicality student - presentations business world career - presentations business world	23	12_mba courses groupwork required_practicality student thinking_practicality student_presentations business world career
13	information hard read - fx difficult learn - information hard read everything - java fx difficult learn - fx difficult learn understand	22	13_information hard read_fx difficult learn_information hard read everything_java fx difficult learn
14	words captured bad experience - investigates disrespectful attend - investigates disrespectful - holistic experience nightmare - investigates disrespectful attend guy	22	14_words captured bad experience_investigates disrespectful attend_investigates disrespectful_holistic experience nightmare
15	mention personal attack intellect - mention personal attack - understanding explanation voice - points rude demeaning emails - losing points rude demeaning	20	15_mention personal attack intellect_mention personal attack_understanding explanation voice_points rude demeaning emails
16	group discussions posted week - good usage weekly discussions - material discussed week - weekly announcement - month group discussions posted	20	16_group discussions posted week_good usage weekly discussions_material discussed week_weekly announcement
17	punctual responding emailed - promptly responds emails - punctual responding emailed questions - needs respond emails faster - students timely manner available	20	17_punctual responding emailed_promptly responds emails_punctual responding emailed questions_needs respond emails faster
18	level decomposition students future - level decomposition students - instructions needed confusion programs - algorithms - needed confusion programs	19	18_level decomposition students future_level decomposition students_instructions needed confusion programs_algorithms
19	provided office hours - reminds students office hours - provided office hours week - office hours improvement - office hours availability	19	19_provided office hours_reminds students office hours_provided office hours week_office hours improvement
20	organization class better - published promptly decent class - offering class little organization - somewhat class runs smoothly - interesting class class	19	20_organization class better_published promptly decent class_offering class little organization_somewhat class runs smoothly
21	complaints negative comments minor - reviews true real complaint - notes complaints perfect - negative comments minor details - complaints negative	19	21_complaints negative comments minor_reviews true real complaint_notes complaints perfect_negative comments minor details
22	learned withdraw class felt - major assignments returned feel - learned withdraw class - knowledge major assignments returned - possibly learned withdraw class	19	22_learned withdraw class felt_major assignments returned feel_learned withdraw class_knowledge major assignments returned
23	feedback discussion - feedback discussion post - posts lectures provide feedback - instructors rare feedback discussion - liked direct feedback discussion	19	23_feedback discussion_feedback discussion post_posts lectures provide feedback_instructors rare feedback discussion
24	valuable worthwhile case studies - understanding technologies gave tools - valuable reading - projects zybooks valuable reading - introduce industry experiencesexamples relate	18	24_valuable worthwhile case studies_understanding technologies gave tools_valuable reading_projects zybooks valuable reading
25	thank great semester thank - thank great semester - thank amazing semester pleasure - thank great semester hope - thank awesome semester	17	25_thank great semester thank_thank great semester_thank amazing semester pleasure_thank great semester hope
26	making tests exams midday - obligations exam days - obligations exam days saturday - open til midnight exam - works tests earlier day	17	26_making tests exams midday_obligations exam days_obligations exam days saturday_open til midnight exam
27	massive dataset images - massive dataset images label - provide images tasks - provide images tasks weeks - provided descriptions bunch images	17	27_massive dataset images_massive dataset images label_provide images tasks_provide images tasks weeks
28	past semester emailed asking - respond emails meet office - respond emails meet - online diligent responses emails - reachable email responses frequently	17	28_past semester emailed asking_respond emails meet office_respond emails meet_online diligent responses emails
29	honest valid shows care - fail demoralizing - means fail demoralizing - xf means fail demoralizing - means fail demoralizing failed	17	29_honest valid shows care_fail demoralizing_means fail demoralizing_xf means fail demoralizing
30	quicker response times emails - replies emails quickly helpful - response times emails appreciated - reason replies emails quickly - takes long time respond	16	30_quicker response times emails_replies emails quickly helpful_response times emails appreciated_reason replies emails quickly
31	paul ranky needs understand - questioned critics personal - understand learn questioned critics - questioned critics - questioned critics personal opinions	16	31_paul ranky needs understand_questioned critics personal_understand learn questioned critics_questioned critics
32	question told read lectures - lectures notes hoping - receive better grade responded - read lectures notes hoping - lectures notes	16	32_question told read lectures_lectures notes hoping_receive better grade responded_read lectures notes hoping
33	offer future ethical analysis - future ethical analysis graded - important ethics society reason - theme thought topics discussed - important ethics	15	33_offer future ethical analysis_future ethical analysis graded_important ethics society reason_theme thought topics discussed
34	review videos week helpful - review videos - software helpful review videos - review videos week - provide powerpoints accompany videos	15	34_review videos week helpful_review videos_software helpful review videos_review videos week
35	lectures unnecessarily long - materials lectures unnecessarily long - lengthy lectures design - lengthy lectures design class - lengthy lectures	15	35_lectures unnecessarily long_materials lectures unnecessarily long_lengthy lectures design_lengthy lectures design class
36	apologize late gratitude - late gratitude thank experience - late gratitude - thankfulness appreciated helpful happy - thank apologize late gratitude	15	36_apologize late gratitude_late gratitude thank experience_late gratitude_thankfulness appreciated helpful happy
37	prevent cheating far excessive - thought process prevent cheating - prevent cheating far - prevent cheating - cheating far excessive	15	37_prevent cheating far excessive_thought process prevent cheating_prevent cheating far_prevent cheating
38	student minute planning lack - job takes priority involvement - student minute planning - office hours work student - rid hire professors daher	15	38_student minute planning lack_job takes priority involvement_student minute planning_office hours work student
39	waiting assignments graded october - notification delay october homeworks - midterm grades takes weeks - october homeworks everything - instead december waiting assignments	14	39_waiting assignments graded october_notification delay october homeworks_midterm grades takes weeks_october homeworks everything
40	skills allowed great learning - learned write better essays - job learned far - learned helps current job - new skills improved writing	14	40_skills allowed great learning_learned write better essays_job learned far_learned helps current job
41	sense logical perspective unquantifiable - unquantifiable scope knowledge presented - solid foundation complete falsehood - sense logical perspective - unemployment rate struggling clear	14	41_sense logical perspective unquantifiable_unquantifiable scope knowledge presented_solid foundation complete falsehood_sense logical perspective
42	feels weird leave blank - leave blank add feels - weird leave blank - blank using stuff future - blank using stuff	14	42_feels weird leave blank_leave blank add feels_weird leave blank_blank using stuff future
43	needs canvas - needs canvas instead - website listed canvas syllabus - operate canvas knowledge - listed canvas syllabus	13	43_needs canvas_needs canvas instead_website listed canvas syllabus_operate canvas knowledge
44	issues forcing discussion - discussion posts - issues forcing discussion posts - way discussions smoothly opinion - discussion posts feel	13	44_issues forcing discussion_discussion posts_issues forcing discussion posts_way discussions smoothly opinion
45	videos watch supposed teach - videos years ago lecture - years ago lecture videos - resources pushed burden teaching - teach helpful stuff	13	45_videos watch supposed teach_videos years ago lecture_years ago lecture videos_resources pushed burden teaching
46	prompt chat gpt scarily - voicethread students chat gpt - prompt chat - prompt chat gpt - chat gpt	12	46_prompt chat gpt scarily_voicethread students chat gpt_prompt chat_prompt chat gpt
47	personally interacted - interacted class online contact - semester actively messaged personally - smoothly semester liked interact - personally interacted class online	12	47_personally interacted_interacted class online contact_semester actively messaged personally_smoothly semester liked interact
48	sporadically posted day deadline - team members posted - studio taken away - team members posted spoke - recordings shared sessions submit	12	48_sporadically posted day deadline_team members posted_studio taken away_team members posted spoke
49	prompt questions felt misleading - questions felt misleading - questions felt misleading answer - confusing roundabout responses - surprised confusing roundabout responses	12	49_prompt questions felt misleading_questions felt misleading_questions felt misleading answer_confusing roundabout responses
50	reaching regarding issues received - regarding issues received response - regarding issues received - sent emails asking help - tried reaching regarding	12	50_reaching regarding issues received_regarding issues received response_regarding issues received_sent emails asking help
51	great ability communicate deliver - meetings great ability communicate - ultimately effective teaching - lessons promt effective communicating - great ability communicate	12	51_great ability communicate deliver_meetings great ability communicate_ultimately effective teaching_lessons promt effective communicating
52	letters help emphasize point - emphasize point - helps completing homework - capitalized letters help emphasize - help emphasize point	10	52_letters help emphasize point_emphasize point_helps completing homework_capitalized letters help emphasize
53	recorded videos professors class - videos professors class - video lectures includes recorded - provided recorded lectures video - uploaded video lectures	10	53_recorded videos professors class_videos professors class_video lectures includes recorded_provided recorded lectures video
54	time waisted creating website - students supposed create website - supposed create website scratch - website provided build structure - spent hours receive project	9	54_time waisted creating website_students supposed create website_supposed create website scratch_website provided build structure
55	core java covered effective - core java covered - spring version class cybersecurity - version class cybersecurity - spring version	9	55_core java covered effective_core java covered_spring version class cybersecurity_version class cybersecurity
56	thank hard work - thank hard work good - good work sir - great work good work - great work good	9	56_thank hard work_thank hard work good_good work sir_great work good work
57	instruction yoo interacted sharma - sharma knowledge confirmed cheating - comments related directly sharma - related directly sharma yoo - yoo interacted sharma knowledge	9	57_instruction yoo interacted sharma_sharma knowledge confirmed cheating_comments related directly sharma_related directly sharma yoo
58	believe doctor longer instruct - doctor longer instruct think - doctor longer instruct - lipuma interactive kept students - kept students aware	8	58_believe doctor longer instruct_doctor longer instruct think_doctor longer instruct_lipuma interactive kept students
59	employer paying degree enjoy - paying degree enjoy - jobs pay education - paying degree - school work fulltime	8	59_employer paying degree enjoy_paying degree enjoy_jobs pay education_paying degree
60	quality admiration senior engineer - state econ phds compliment - iowa state econ phds - making tenure - tenure track applicable	7	60_quality admiration senior engineer_state econ phds compliment_iowa state econ phds_making tenure
61	discussion post lost points - earn points discussion boards - earn points discussion - word discussion post lost - discussion post lost	6	61_discussion post lost points_earn points discussion boards_earn points discussion_word discussion post lost
62	rebuttal process - rebuttal process mentioned - rebuttal process mentioned said - rebuttal process safeguard - perception rebuttal process safeguard	4	62_rebuttal process_rebuttal process mentioned_rebuttal process mentioned said_rebuttal process safeguard

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