Fine-tuned Topic Model for aspects_to_improve column

README.md

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+
+---
+tags:
+- bertopic
+library_name: bertopic
+pipeline_tag: text-classification
+---
+
+# after_covid_canvas_aspects_to_improve
+
+This is a [BERTopic](https://github.com/MaartenGr/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:
+
+```python
+from bertopic import BERTopic
+topic_model = BERTopic.load("ShivamSrng/after_covid_canvas_aspects_to_improve")
+
+topic_model.get_topic_info()
+```
+
+## Topic overview
+
+* Number of topics: 94
+* Number of training documents: 3201
+
+<details>
+  <summary>Click here for an overview of all topics.</summary>
+  
+  | Topic ID | Topic Keywords | Topic Frequency | Label | 
+|----------|----------------|-----------------|-------| 
+| 0 | lecture - lectures - exams - teaching - semester | 1958 | 0_lecture_lectures_exams_teaching | 
+| 1 | exams little difficult - midterm quite different - lab exams little difficult - poorly real midterm - exams little difficult pinpoint | 51 | 1_exams little difficult_midterm quite different_lab exams little difficult_poorly real midterm | 
+| 2 | grade percentages - recommend following assignment graded - assignments graded - grading - honors section cutoff | 36 | 2_grade percentages_recommend following assignment graded_assignments graded_grading | 
+| 3 | policy semester professor absent - professors grade end semester - multiple times classes canceled - midway semester update - minutes late compensated professor | 29 | 3_policy semester professor absent_professors grade end semester_multiple times classes canceled_midway semester update | 
+| 4 | ridiculous movie watching english - reviews ridiculous movie watching - ridiculous movie watching - movie reviews ridiculous - movie watching english contradicts | 26 | 4_ridiculous movie watching english_reviews ridiculous movie watching_ridiculous movie watching_movie reviews ridiculous | 
+| 5 | instructors disorganized - instructors disorganized day - instructors disorganized day canvas - liked homework rushed efficiently - project assignment felt bsing | 26 | 5_instructors disorganized_instructors disorganized day_instructors disorganized day canvas_liked homework rushed efficiently | 
+| 6 | notes available canvas convenient - canvas notes available - notes available canvas better - notes canvas allows - notes available canvas | 25 | 6_notes available canvas convenient_canvas notes available_notes available canvas better_notes canvas allows | 
+| 7 | provide support dealing team - provide actual assistance instead - provide support dealing - responsibilities best managers knew - produce evidence claims peers | 24 | 7_provide support dealing team_provide actual assistance instead_provide support dealing_responsibilities best managers knew | 
+| 8 | organized busy student work - relevant project management time - schoolwork weekend difficult planpredict - project takes work - working final project | 22 | 8_organized busy student work_relevant project management time_schoolwork weekend difficult planpredict_project takes work | 
+| 9 | maybe having canvas page - possibly canvas easily - making canvas question worth - canvas wish things posted - wished canvas canvas future | 19 | 9_maybe having canvas page_possibly canvas easily_making canvas question worth_canvas wish things posted | 
+| 10 | assignment different unless ta - think assignments - harder supposed additionally assignments - presented new assignment different - form clearly think assignments | 19 | 10_assignment different unless ta_think assignments_harder supposed additionally assignments_presented new assignment different | 
+| 11 | projector classroom - projector classroom student - projector break class room - projector classroom student mall - room computers class | 18 | 11_projector classroom_projector classroom student_projector break class room_projector classroom student mall | 
+| 12 | matlab slow using program - matlab slow using - maybe having unitypackage files - run code copied word - matlab slow | 18 | 12_matlab slow using program_matlab slow using_maybe having unitypackage files_run code copied word | 
+| 13 | time seminar long class - time class difficult lectures - professor talk time classes - time class difficult - time classes long | 18 | 13_time seminar long class_time class difficult lectures_professor talk time classes_time class difficult | 
+| 14 | professor private message - listen students - private message professors need - listen students opinions nearly - professor private message professors | 17 | 14_professor private message_listen students_private message professors need_listen students opinions nearly | 
+| 15 | quiz issues exams returned - missed homework assignments - record grades homework assignments - mistakes learned homeworks graded - quiz grades decrease | 17 | 15_quiz issues exams returned_missed homework assignments_record grades homework assignments_mistakes learned homeworks graded | 
+| 16 | professionals fair expect student - provide student opportunity properly - requires management standpoint students - university policy educational - university equally culpable allowing | 17 | 16_professionals fair expect student_provide student opportunity properly_requires management standpoint students_university policy educational | 
+| 17 | deadlines posted solutions - pass deadlines posted solutions - deadlines posted solutions access - pass deadlines posted - submissions pass deadlines posted | 16 | 17_deadlines posted solutions_pass deadlines posted solutions_deadlines posted solutions access_pass deadlines posted | 
+| 18 | mapreduce code - write mapreduce - hadoop - professor links documentation hadoop - links documentation hadoop | 16 | 18_mapreduce code_write mapreduce_hadoop_professor links documentation hadoop | 
+| 19 | required syllabus - required syllabus syllabus - school resume bulding syllabus - offers study material class - teach interact ec servers | 16 | 19_required syllabus_required syllabus syllabus_school resume bulding syllabus_offers study material class | 
+| 20 | key points useful - maybe lessen work load - project organized - key points useful sustainability - maker space venture | 16 | 20_key points useful_maybe lessen work load_project organized_key points useful sustainability | 
+| 21 | rest money wasted - money wasted - rest money wasted fortunate - upcoming assignments rest money - wasted day time writing | 16 | 21_rest money wasted_money wasted_rest money wasted fortunate_upcoming assignments rest money | 
+| 22 | project creo models - project creo models week - pm sundays creo training - project look times - models week clear | 16 | 22_project creo models_project creo models week_pm sundays creo training_project look times | 
+| 23 | professor communicate canvas better - new professor organized canvas - professor communicate canvas - professor maybe slide shows - professor organized canvas | 16 | 23_professor communicate canvas better_new professor organized canvas_professor communicate canvas_professor maybe slide shows | 
+| 24 | assignments discussion - assignments assignments discussion - assignments assignments group assignments - assignments assignments discussion peers - assignments discussion peers | 16 | 24_assignments discussion_assignments assignments discussion_assignments assignments group assignments_assignments assignments discussion peers | 
+| 25 | materials somewhat outdatednot - outdatednot effective videos terrible - issues include hardly true - reference moodle horrible quality - somewhat outdatednot effective videos | 15 | 25_materials somewhat outdatednot_outdatednot effective videos terrible_issues include hardly true_reference moodle horrible quality | 
+| 26 | issue grading - labs grade changing - lab reports graded inconsistantly - labs exams creates issues - laboratory guidelines considered unprofessional | 15 | 26_issue grading_labs grade changing_lab reports graded inconsistantly_labs exams creates issues | 
+| 27 | professor unclear assignments project - project professor expects - project professor expects deliver - project requirements professor unable - professor unclear assignments | 15 | 27_professor unclear assignments project_project professor expects_project professor expects deliver_project requirements professor unable | 
+| 28 | website clock module enjoyed - website expensive - website clock module - website everything understand - website everything | 14 | 28_website clock module enjoyed_website expensive_website clock module_website everything understand | 
+| 29 | problems related exams quizzes - quizzes blatant mistakes - quiz quizzes blatant mistakes - quiz quizzes blatant - quiz quizzes | 14 | 29_problems related exams quizzes_quizzes blatant mistakes_quiz quizzes blatant mistakes_quiz quizzes blatant | 
+| 30 | reached professor class syllabus - professors email posted - syllabus professors email posted - reached professor class - professor class syllabus | 14 | 30_reached professor class syllabus_professors email posted_syllabus professors email posted_reached professor class | 
+| 31 | regulations implemented real world - significance regulations important - regulations implemented - regulations important - textbook easy material | 14 | 31_regulations implemented real world_significance regulations important_regulations implemented_regulations important | 
+| 32 | missing instructions confusing review - missing instructions confusing - lectures material taken - professor said common exam - method different book anyways | 14 | 32_missing instructions confusing review_missing instructions confusing_lectures material taken_professor said common exam | 
+| 33 | way grading provide feedback - mistakes grading - office hours grading awful - hours grading awful takes - instead hands papers grades | 14 | 33_way grading provide feedback_mistakes grading_office hours grading awful_hours grading awful takes | 
+| 34 | mandatory attendance negative effect - let students early - miss class improvement - let students early feel - mandatory attendance | 14 | 34_mandatory attendance negative effect_let students early_miss class improvement_let students early feel | 
+| 35 | quiz mandatory leads kids - time frame students test - probably easier graders quizzes - letting students pick - quizzes fall monday day | 14 | 35_quiz mandatory leads kids_time frame students test_probably easier graders quizzes_letting students pick | 
+| 36 | midterm exams crazy write - midterm exams crazy - poor instructions midterm exams - moodle homeworks nightmare - learning frustrating | 14 | 36_midterm exams crazy write_midterm exams crazy_poor instructions midterm exams_moodle homeworks nightmare | 
+| 37 | assignments related interchanged - class difference assignment shown - cases assignments related interchanged - cases assignments related - understand cr need allocated | 14 | 37_assignments related interchanged_class difference assignment shown_cases assignments related interchanged_cases assignments related | 
+| 38 | retake coming study material - teaching style exam material - study material posted - posted explaining topics exams - material posted midterm retake | 14 | 38_retake coming study material_teaching style exam material_study material posted_posted explaining topics exams | 
+| 39 | summaries articles provide value - overview previous topics starting - overview previous topics - summaries articles provide - think importance having review | 14 | 39_summaries articles provide value_overview previous topics starting_overview previous topics_summaries articles provide | 
+| 40 | method enforced students grades - students pay grade - students grades - grading earlier class program - means assessing student performance | 13 | 40_method enforced students grades_students pay grade_students grades_grading earlier class program | 
+| 41 | job involves coding - pursue job involves coding - useless future students - universities useless - precalc stupider accepted majors | 13 | 41_job involves coding_pursue job involves coding_useless future students_universities useless | 
+| 42 | programming learning - computer programming learning - mech computer programming learning - learning circuit boards turned - learning engineer coding | 13 | 42_programming learning_computer programming learning_mech computer programming learning_learning circuit boards turned | 
+| 43 | notes hand allow students - lectures slow drag written - notes slides professor - quizzes exams lectures - taking notes | 13 | 43_notes hand allow students_lectures slow drag written_notes slides professor_quizzes exams lectures | 
+| 44 | track grades notes onlines - track grades notes - notes cheat sheets - notes onlines - notes onlines helping chapter | 12 | 44_track grades notes onlines_track grades notes_notes cheat sheets_notes onlines | 
+| 45 | changed electronically confusing weeks - announcements dates changed - change announcements dates changed - work notices date changed - notices date changed | 12 | 45_changed electronically confusing weeks_announcements dates changed_change announcements dates changed_work notices date changed | 
+| 46 | lectures need solely focused - portions topic discussed lectures - lectures research paper - lectures research paper write - lectures need solely | 12 | 46_lectures need solely focused_portions topic discussed lectures_lectures research paper_lectures research paper write | 
+| 47 | professor respond emails unresponsive - unresponsive emails phone calls - weeks later professor respond - unresponsive - respond emails unresponsive emails | 12 | 47_professor respond emails unresponsive_unresponsive emails phone calls_weeks later professor respond_unresponsive | 
+| 48 | personally teaching concepts - soft skills taught powerpoints - learning personally teaching concepts - learning personally teaching - skills taught powerpoints discussions | 12 | 48_personally teaching concepts_soft skills taught powerpoints_learning personally teaching concepts_learning personally teaching | 
+| 49 | college class work elective - students work group projects - project designed groups students - material value work students - value work students | 12 | 49_college class work elective_students work group projects_project designed groups students_material value work students | 
+| 50 | easier grasp information presented - textbook information means - textbook information means miss - way information easier grasp - information easier | 12 | 50_easier grasp information presented_textbook information means_textbook information means miss_way information easier grasp | 
+| 51 | exam question joke jfc - action exam question joke - exam question joke - joke jfc prof kontouras - prof kontouras oscars talked | 11 | 51_exam question joke jfc_action exam question joke_exam question joke_joke jfc prof kontouras | 
+| 52 | university resolve issues - level education feel cheated - hard study campus - online student feel treated - online student feel | 11 | 52_university resolve issues_level education feel cheated_hard study campus_online student feel treated | 
+| 53 | reading book timeline clearly - book timeline clearly - personally fell reading - fell reading book timeline - personally fell reading book | 11 | 53_reading book timeline clearly_book timeline clearly_personally fell reading_fell reading book timeline | 
+| 54 | instructive material canvas awful - issues come canvas material - issues come canvas - unacceptable materials canvas honest - canvas unacceptable materials | 11 | 54_instructive material canvas awful_issues come canvas material_issues come canvas_unacceptable materials canvas honest | 
+| 55 | schedule said final exam - class day aspect - final exam schedule said - final exam schedule - syllabus followed save weeks | 11 | 55_schedule said final exam_class day aspect_final exam schedule said_final exam schedule | 
+| 56 | material past exams - homework handouts posted beneath - reading material centralized - material past exams having - reading material centralized place | 11 | 56_material past exams_homework handouts posted beneath_reading material centralized_material past exams having | 
+| 57 | lessons associated labs covered - lessons associated labs - written lab sufficient - lab reports better instructions - labs needed calss better | 11 | 57_lessons associated labs covered_lessons associated labs_written lab sufficient_lab reports better instructions | 
+| 58 | weekly discussion deadlines - helpful weekly sessions recorded - pinned commentsorganization discord faq - discord faq channel - presentation assignments discord | 11 | 58_weekly discussion deadlines_helpful weekly sessions recorded_pinned commentsorganization discord faq_discord faq channel | 
+| 59 | unorganized information causes confusion - everything different places instead - unorganized information causes - everything different places - unorganized information | 11 | 59_unorganized information causes confusion_everything different places instead_unorganized information causes_everything different places | 
+| 60 | multiple choice accepted wrong - times answered multiple choice - points taken based things - multiple question answers - points taken based | 11 | 60_multiple choice accepted wrong_times answered multiple choice_points taken based things_multiple question answers | 
+| 61 | professor okay tas reasoning - professor said okay ta - assignments ta showed said - think learn better professor - professor assumes dumb slow | 10 | 61_professor okay tas reasoning_professor said okay ta_assignments ta showed said_think learn better professor | 
+| 62 | dates helps stay track - stay track requires - stay track - accurate dates helps stay - piece information online lost | 10 | 62_dates helps stay track_stay track requires_stay track_accurate dates helps stay | 
+| 63 | professor dyer responsive - notes posts canvas poor - notes posts canvas - needs major overhaul notes - page needs major overhaul | 10 | 63_professor dyer responsive_notes posts canvas poor_notes posts canvas_needs major overhaul notes | 
+| 64 | issues courses - courses material covered - design inconvenient - courses material covered way - examples design inconvenient | 10 | 64_issues courses_courses material covered_design inconvenient_courses material covered way | 
+| 65 | edition textbook maybe - quite confusing textbook - getting different textbook - textbook maybe - textbook | 10 | 65_edition textbook maybe_quite confusing textbook_getting different textbook_textbook maybe | 
+| 66 | stumped responses - spending hours trying code - stumped responses basically - stumped responses basically care - try tas help explanations | 10 | 66_stumped responses_spending hours trying code_stumped responses basically_stumped responses basically care | 
+| 67 | online students possibly discussions - interaction students structured forums - helpful interaction students - organized helpful interaction students - helpful interaction students structured | 10 | 67_online students possibly discussions_interaction students structured forums_helpful interaction students_organized helpful interaction students | 
+| 68 | syllabus lacked - syllabus lacked information - syllabus lacked information projects - paper additionally syllabus lacked - projects final exam incomplete | 10 | 68_syllabus lacked_syllabus lacked information_syllabus lacked information projects_paper additionally syllabus lacked | 
+| 69 | multi answer questions - school work info organized - answer questions partial credit - multi answer - info organized away | 10 | 69_multi answer questions_school work info organized_answer questions partial credit_multi answer | 
+| 70 | professor believes paper - paper supposed page research - page research paper refuses - paper refuses - supposed page research paper | 10 | 70_professor believes paper_paper supposed page research_page research paper refuses_paper refuses | 
+| 71 | furthermore handwriting difficult read - furthermore handwriting difficult - navigate overly written - hard navigate furthermore handwriting - navigate furthermore handwriting difficult | 9 | 71_furthermore handwriting difficult read_furthermore handwriting difficult_navigate overly written_hard navigate furthermore handwriting | 
+| 72 | responses communicated unknown - communicated unknown - heard answer emails usually - respond responses communicated unknown - heard answer emails | 9 | 72_responses communicated unknown_communicated unknown_heard answer emails usually_respond responses communicated unknown | 
+| 73 | word documents - think word documents - microsoft word free resource - pages microsoft word free - word documents lots text | 9 | 73_word documents_think word documents_microsoft word free resource_pages microsoft word free | 
+| 74 | matlab code posted - instruction matlab code posted - matlab code - instruction matlab code - instruction matlab | 9 | 74_matlab code posted_instruction matlab code posted_matlab code_instruction matlab code | 
+| 75 | class calculate grade - class calculate grade class - grade class calculate grade - calculate grade class currently - received grade grade class | 9 | 75_class calculate grade_class calculate grade class_grade class calculate grade_calculate grade class currently | 
+| 76 | professor attempt rerecord videos - overloaded outdate lecture - videos online book professor - overloaded outdate lecture material - miss hours worth lecture | 9 | 76_professor attempt rerecord videos_overloaded outdate lecture_videos online book professor_overloaded outdate lecture material | 
+| 77 | teacher lab manual - lab manual - ridiculous lab manual portion - ridiculous lab manual - physics lab manual instructions | 9 | 77_teacher lab manual_lab manual_ridiculous lab manual portion_ridiculous lab manual | 
+| 78 | notes uploaded canvas furthermore - canvas probably notes posted - posted canvas notes - posted canvas packets notes - uploaded canvas probably notes | 9 | 78_notes uploaded canvas furthermore_canvas probably notes posted_posted canvas notes_posted canvas packets notes | 
+| 79 | learn resources provided - instructions rubric examples slides - resources provided - rubrics everything straight forward - wanted detailed rubrics | 9 | 79_learn resources provided_instructions rubric examples slides_resources provided_rubrics everything straight forward | 
+| 80 | milestone requirements listed canvas - final project submission - final project submission slot - project submission - milestone simply said submitting | 8 | 80_milestone requirements listed canvas_final project submission_final project submission slot_project submission | 
+| 81 | hypothetical engineering project engaging - little interesting project requirements - project engaging problems - interesting project requirements - devising hypothetical engineering project | 8 | 81_hypothetical engineering project engaging_little interesting project requirements_project engaging problems_interesting project requirements | 
+| 82 | exams semester ridiculous - assignments actual studying totally - prepare assignments actual studying - difficult study prepare assignments - exams semester ridiculous quite | 8 | 82_exams semester ridiculous_assignments actual studying totally_prepare assignments actual studying_difficult study prepare assignments | 
+| 83 | weekly readings syllabus schedule - readings syllabus schedule nice - readings syllabus schedule - outline weekly readings syllabus - readings syllabus schedule point | 8 | 83_weekly readings syllabus schedule_readings syllabus schedule nice_readings syllabus schedule_outline weekly readings syllabus | 
+| 84 | video tutorials canvas issues - canvas powerpoint powerpoint videos - youtube tutorials posted canvas - video tutorials canvas - tutorials posted canvas powerpoint | 7 | 84_video tutorials canvas issues_canvas powerpoint powerpoint videos_youtube tutorials posted canvas_video tutorials canvas | 
+| 85 | schedule exam date canvas - exam date canvas - instructor post date canvas - exam date canvas date - exam dates posted canvas | 7 | 85_schedule exam date canvas_exam date canvas_instructor post date canvas_exam date canvas date | 
+| 86 | need improve final assignment - work guidance final project - work guidance final - need improve final - major community service project | 7 | 86_need improve final assignment_work guidance final project_work guidance final_need improve final | 
+| 87 | premeds coding easy person - premeds coding think waste - coding think waste time - coding easy person - premeds coding think | 7 | 87_premeds coding easy person_premeds coding think waste_coding think waste time_coding easy person | 
+| 88 | taking quality notes lecture - think writing notes professor - procrastinate classes writing notes - quality notes lecture hard - notes lecture hard | 7 | 88_taking quality notes lecture_think writing notes professor_procrastinate classes writing notes_quality notes lecture hard | 
+| 89 | improvements needed - improved things needing improvement - improve want things improved - things needing improvement - want things improved improved | 6 | 89_improvements needed_improved things needing improvement_improve want things improved_things needing improvement | 
+| 90 | instructions frequently unclear misunderstood - instructions frequently unclear - presentations instructions frequently unclear - ta unable explain descriptions - lab section confusing presentation | 6 | 90_instructions frequently unclear misunderstood_instructions frequently unclear_presentations instructions frequently unclear_ta unable explain descriptions | 
+| 91 | accessible notes - write notes - hearing times write notes - notes wish accessible notes - wish accessible notes | 6 | 91_accessible notes_write notes_hearing times write notes_notes wish accessible notes | 
+| 92 | qualifications took years ago - professor allowed teach - expect grading - terms exams - professor allowed teach canvas | 5 | 92_qualifications took years ago_professor allowed teach_expect grading_terms exams | 
+| 93 | instead making posting notes - pay attention hiding notes - making posting notes incomplete - posting notes - hiding notes | 3 | 93_instead making posting notes_pay attention hiding notes_making posting notes incomplete_posting notes |
+  
+</details>
+
+## 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

config.json

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+{
+  "calculate_probabilities": false,
+  "language": null,
+  "low_memory": false,
+  "min_topic_size": 10,
+  "n_gram_range": [
+    1,
+    1
+  ],
+  "nr_topics": "auto",
+  "seed_topic_list": null,
+  "top_n_words": 7,
+  "verbose": true,
+  "zeroshot_min_similarity": 0.7,
+  "zeroshot_topic_list": null
+}

ctfidf.safetensors

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+size 1458744

topic_embeddings.safetensors

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+version https://git-lfs.github.com/spec/v1
+oid sha256:250295b1cd70790c1d5ebf248fb98c3495dd404fad992a343d6b9cccc550f9e0
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