ShivamSrng's picture
Fine-tuned Topic Model for instructor_comments column
e514f97 verified
metadata
tags:
  - bertopic
library_name: bertopic
pipeline_tag: text-classification

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