Fine-tuned Topic Model for aspects_to_improve column

README.md

@@ -0,0 +1,187 @@
+
+---
+tags:
+- bertopic
+library_name: bertopic
+pipeline_tag: text-classification
+---
+
+# before_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/before_covid_canvas_aspects_to_improve")
+
+topic_model.get_topic_info()
+```
+
+## Topic overview
+
+* Number of topics: 118
+* Number of training documents: 1533
+
+<details>
+  <summary>Click here for an overview of all topics.</summary>
+  
+  | Topic ID | Topic Keywords | Topic Frequency | Label | 
+|----------|----------------|-----------------|-------| 
+| 0 | grades canvas - canvas professor - class canvas - canvas class - professor canvas | 950 | 0_grades canvas_canvas professor_class canvas_canvas class | 
+| 1 | canvas instead moodle - moodle canvas - moodle prefer canvas - moodle canvas canvas - canvas moodle | 21 | 1_canvas instead moodle_moodle canvas_moodle prefer canvas_moodle canvas canvas | 
+| 2 | think students graded - students graded critically - students graded - grading outcomes - grading unfair | 19 | 2_think students graded_students graded critically_students graded_grading outcomes | 
+| 3 | textbook adequately - textbook thorough book - thorough book provided - manuals reading took - thorough book | 15 | 3_textbook adequately_textbook thorough book_thorough book provided_manuals reading took | 
+| 4 | pre lecture quizzes - students miss quizzes - taking quizzes - quizzes need extra - texts taking quizzes | 13 | 4_pre lecture quizzes_students miss quizzes_taking quizzes_quizzes need extra | 
+| 5 | hard understand material - presented disorganized manner - everything hard understand - hard understand materials - material presented disorganized | 12 | 5_hard understand material_presented disorganized manner_everything hard understand_hard understand materials | 
+| 6 | unfair students routines - students routines interrupted - students routines - time students forced - students forced | 12 | 6_unfair students routines_students routines interrupted_students routines_time students forced | 
+| 7 | slides instructor provided - lecture notes videos - lectures compared slides - slides instructor - instructor provided lecture | 11 | 7_slides instructor provided_lecture notes videos_lectures compared slides_slides instructor | 
+| 8 | students canvas grading - canvas grades penalized - grades canvas locked - week grades canvas - semester students canvas | 11 | 8_students canvas grading_canvas grades penalized_grades canvas locked_week grades canvas | 
+| 9 | frustrating - common complaint - imagine common complaint - common complaint need - time intensive | 10 | 9_frustrating_common complaint_imagine common complaint_common complaint need | 
+| 10 | students miss deadline - assignments late postings - assignments late - homework assignments late - students ability lastminute | 10 | 10_students miss deadline_assignments late postings_assignments late_homework assignments late | 
+| 11 | online courses learn - courses online hope - courses online - nice courses online - classes moved online | 10 | 11_online courses learn_courses online hope_courses online_nice courses online | 
+| 12 | offering individual project - making individual project - individual project - project student hack - project advisor subsequent | 10 | 12_offering individual project_making individual project_individual project_project student hack | 
+| 13 | canvas sends notifications - notifications respond canvas - posted canvas notification - canvas notification appears - canvas wileyplus notifications | 9 | 13_canvas sends notifications_notifications respond canvas_posted canvas notification_canvas notification appears | 
+| 14 | times submitted work - exactly submitted work - submitted work gets - submit tell times - files submission | 9 | 14_times submitted work_exactly submitted work_submitted work gets_submit tell times | 
+| 15 | online classes professor - semester online classes - semester online - professor using website - semester semester online | 9 | 15_online classes professor_semester online classes_semester online_professor using website | 
+| 16 | book explain lab - lectures labs confusing - lab book explain - lab book available - better explanation labs | 9 | 16_book explain lab_lectures labs confusing_lab book explain_lab book available | 
+| 17 | assignments vague - assignments vague organization - assignments told working - assignments different - requirements expectations assignments | 9 | 17_assignments vague_assignments vague organization_assignments told working_assignments different | 
+| 18 | tutorials instructions outofdate - mentor tools located - trying follow instructions - follow instructions obtain - tutorials instructions | 8 | 18_tutorials instructions outofdate_mentor tools located_trying follow instructions_follow instructions obtain | 
+| 19 | record webex meeting - professor record webex - webex class meeting - recording webex meets - chat webex meetings | 8 | 19_record webex meeting_professor record webex_webex class meeting_recording webex meets | 
+| 20 | everything needs improved - improved everything needs - needs improved everything - needs improved improvement - needs improved | 8 | 20_everything needs improved_improved everything needs_needs improved everything_needs improved improvement | 
+| 21 | typed class notes - class notes formatted - understand professors handwriting - professors notes uploaded - notes formatted canvas | 8 | 21_typed class notes_class notes formatted_understand professors handwriting_professors notes uploaded | 
+| 22 | online exam format - online exam - exam format - exam format needs - updated access exam | 7 | 22_online exam format_online exam_exam format_exam format needs | 
+| 23 | tophat instead canvas - tophat teacher uses - usage canvas tophat - canvas tophat teacher - teacher uses tophat | 7 | 23_tophat instead canvas_tophat teacher uses_usage canvas tophat_canvas tophat teacher | 
+| 24 | lectures help little - learn material lectures - lectures help - strategy taking notes - material lectures help | 7 | 24_lectures help little_learn material lectures_lectures help_strategy taking notes | 
+| 25 | professor understand webex - lecture webex great - lecture webex - professor handle webex - webex chat lectures | 7 | 25_professor understand webex_lecture webex great_lecture webex_professor handle webex | 
+| 26 | labs confusing students - lab assignments took - engaging lab reports - lab assignments - labs time talk | 7 | 26_labs confusing students_lab assignments took_engaging lab reports_lab assignments | 
+| 27 | helps students refer - students refer material - exams better assignments - save time students - class helps students | 7 | 27_helps students refer_students refer material_exams better assignments_save time students | 
+| 28 | semester grade - semester grade end - entire semester grade - grade expect - grade | 6 | 28_semester grade_semester grade end_entire semester grade_grade expect | 
+| 29 | lecture having webcam - students low connections - online learning hard - lectures hard follow - issues professors audio | 6 | 29_lecture having webcam_students low connections_online learning hard_lectures hard follow | 
+| 30 | report pdf file - report pdf - submit report pdf - syllabus said reports - syllabus says submit | 6 | 30_report pdf file_report pdf_submit report pdf_syllabus said reports | 
+| 31 | old update material - update material years - years old update - resources dated - years date contents | 6 | 31_old update material_update material years_years old update_resources dated | 
+| 32 | grades quicker - grade posted talks - return grades quicker - grades quicker single - class told times | 6 | 32_grades quicker_grade posted talks_return grades quicker_grades quicker single | 
+| 33 | perform stage class - stage class - plays discuss class - learn stage - read plays stage | 6 | 33_perform stage class_stage class_plays discuss class_learn stage | 
+| 34 | correct things exam - questions marked incorrect - quiz questions marked - questions correct - things exam said | 6 | 34_correct things exam_questions marked incorrect_quiz questions marked_questions correct | 
+| 35 | instructors usage canvas - necessary mistakes teaching - mistakes teaching - solutions students quickly - involvement students | 6 | 35_instructors usage canvas_necessary mistakes teaching_mistakes teaching_solutions students quickly | 
+| 36 | strongly disagree proctor - disagree proctor felt - way tests awful - tests awful takes - disagree proctor | 6 | 36_strongly disagree proctor_disagree proctor felt_way tests awful_tests awful takes | 
+| 37 | weekly discussion posts - separate thread week - weekly discussion - thread week effective - easier follow weekly | 6 | 37_weekly discussion posts_separate thread week_weekly discussion_thread week effective | 
+| 38 | hurried homework reason - homework reason - hurried homework - homework explicitly explanations - homework reason taking | 6 | 38_hurried homework reason_homework reason_hurried homework_homework explicitly explanations | 
+| 39 | luckily reminded assignments - emailing assignments left - assignments emails - emailing assignments - reminded assignments class | 6 | 39_luckily reminded assignments_emailing assignments left_assignments emails_emailing assignments | 
+| 40 | corrected exam - corrected future courses - corrected exam passed - module corrected exam - module corrected | 5 | 40_corrected exam_corrected future courses_corrected exam passed_module corrected exam | 
+| 41 | breaks improved time - improved time repeating - utilize announcements time - improved time - improved time hope | 5 | 41_breaks improved time_improved time repeating_utilize announcements time_improved time | 
+| 42 | labs procedure different - labs procedure - labs labs procedure - labs measuring things - different example lab | 5 | 42_labs procedure different_labs procedure_labs labs procedure_labs measuring things | 
+| 43 | material lessons recorded - ro remember homework - remember homework - errors material lessons - clear assigned homework | 5 | 43_material lessons recorded_ro remember homework_remember homework_errors material lessons | 
+| 44 | slides video tutorials - powerpoint slides video - learn lecture slides - slides video - video tutorials | 5 | 44_slides video tutorials_powerpoint slides video_learn lecture slides_slides video | 
+| 45 | professor grade timely - late homework professor - timely manner professor - professor slow responding - grade timely manner | 5 | 45_professor grade timely_late homework professor_timely manner professor_professor slow responding | 
+| 46 | nitpick terrible omission - terrible omission - minor nitpick - terrible omission grief - omission | 5 | 46_nitpick terrible omission_terrible omission_minor nitpick_terrible omission grief | 
+| 47 | teach matlab stated - teach matlab - matlab assignments taught - taught matlab - need teach matlab | 5 | 47_teach matlab stated_teach matlab_matlab assignments taught_taught matlab | 
+| 48 | professor complaints - guys professor complaints - professor complaints students - complaints students professor - worst professor complaints | 5 | 48_professor complaints_guys professor complaints_professor complaints students_complaints students professor | 
+| 49 | communication want - want communication - communication - communication want communication - communication syllabus | 5 | 49_communication want_want communication_communication_communication want communication | 
+| 50 | better skype bit - better skype - aspect better skype - purpose week skype - skype bit outdated | 5 | 50_better skype bit_better skype_aspect better skype_purpose week skype | 
+| 51 | canvas links needed - canvas app lack - refer files canvas - canvas app - files canvas app | 5 | 51_canvas links needed_canvas app lack_refer files canvas_canvas app | 
+| 52 | ethics interesting - ethics - classmates ethics interesting - classroom abused animals - outraged took projects | 4 | 52_ethics interesting_ethics_classmates ethics interesting_classroom abused animals | 
+| 53 | disruptions caused covid - question understand covid - covid outbreak pandemic - understand covid - pandemic effect courses | 4 | 53_disruptions caused covid_question understand covid_covid outbreak pandemic_understand covid | 
+| 54 | study guide provided - syllabus study guide - study guide - syllabus study - ago syllabus study | 4 | 54_study guide provided_syllabus study guide_study guide_syllabus study | 
+| 55 | dropbox files work - dropbox files - files opened dropbox - opened dropbox files - files work servers | 4 | 55_dropbox files work_dropbox files_files opened dropbox_opened dropbox files | 
+| 56 | moodle helpful supplements - moodle helpful - issues moodle helpful - confusing helpful moodle - helpful moodle | 4 | 56_moodle helpful supplements_moodle helpful_issues moodle helpful_confusing helpful moodle | 
+| 57 | avoiding ee undergraduate - ee undergraduate - engineering colleges scare - ee undergraduate program - students actively employed | 4 | 57_avoiding ee undergraduate_ee undergraduate_engineering colleges scare_ee undergraduate program | 
+| 58 | approach using aspen - using aspen helpful - using aspen - software contour integration - contour integration | 4 | 58_approach using aspen_using aspen helpful_using aspen_software contour integration | 
+| 59 | liked way clarity - better beginning - lap trying hype - way clarity thought - way clarity | 4 | 59_liked way clarity_better beginning_lap trying hype_way clarity thought | 
+| 60 | schedule confusing students - outside class time - class time save - schedule confusing - class time professor | 4 | 60_schedule confusing students_outside class time_class time save_schedule confusing | 
+| 61 | helps easy tracking - easy tracking - tracking ways things - everything organized - impression everything organized | 4 | 61_helps easy tracking_easy tracking_tracking ways things_everything organized | 
+| 62 | scores zero techinicalty - techinicalty annoying assignment - higher scores zero - techinicalty annoying zero - zero techinicalty annoying | 4 | 62_scores zero techinicalty_techinicalty annoying assignment_higher scores zero_techinicalty annoying zero | 
+| 63 | check pearson day - day stats annoying - stats annoying - stats annoying regard - check pearson | 4 | 63_check pearson day_day stats annoying_stats annoying_stats annoying regard | 
+| 64 | courses horrible aside - courses horrible - gets courses horrible - courses horrible rarely - rarely gets courses | 4 | 64_courses horrible aside_courses horrible_gets courses horrible_courses horrible rarely | 
+| 65 | improvement lockdown browser - respondus lockdown browser - lockdown browser webex - lockdown browser - browser webex proctoring | 4 | 65_improvement lockdown browser_respondus lockdown browser_lockdown browser webex_lockdown browser | 
+| 66 | technical school mechanical - school mechanical engineering - school mechanical - engineering dept - technical school | 4 | 66_technical school mechanical_school mechanical engineering_school mechanical_engineering dept | 
+| 67 | grade semester unable - recover bad grade - semester grades grade - semester grades - semester unable study | 4 | 67_grade semester unable_recover bad grade_semester grades grade_semester grades | 
+| 68 | hour class - hour class time - classes week half - classes week - class time meeting | 3 | 68_hour class_hour class time_classes week half_classes week | 
+| 69 | online hat book - hat online site - hat book - hat book everything - online hat | 3 | 69_online hat book_hat online site_hat book_hat book everything | 
+| 70 | professor actual grading - grading syllabus - structured grading syllabus - frustrating professor rubric - rubric assignments grades | 3 | 70_professor actual grading_grading syllabus_structured grading syllabus_frustrating professor rubric | 
+| 71 | homework pearsonlab - pearsonlab far helpful - problems homework pearsonlab - homework pearsonlab far - pearsonlab | 3 | 71_homework pearsonlab_pearsonlab far helpful_problems homework pearsonlab_homework pearsonlab far | 
+| 72 | learn pay tuition - paying money learn - learn - money learn paying - learn paying | 3 | 72_learn pay tuition_paying money learn_learn_money learn paying | 
+| 73 | needed clear structure - begin concept - structure - clear structure - examples explanation difficult | 3 | 73_needed clear structure_begin concept_structure_clear structure | 
+| 74 | homework assignments pearsonlab - pearson homework unnecessarily - probably pearson homework - pearsonlab - pearsonlab possible | 3 | 74_homework assignments pearsonlab_pearson homework unnecessarily_probably pearson homework_pearsonlab | 
+| 75 | canvas notes oral - organized notes - notes canvas - organization notes canvas - canvas notes | 3 | 75_canvas notes oral_organized notes_notes canvas_organization notes canvas | 
+| 76 | physics class - physics class mae - class mae physics - far physics class - physics lab | 3 | 76_physics class_physics class mae_class mae physics_far physics class | 
+| 77 | calls replies desire - calls replies - continue conversation - want continue conversation - schedule calls replies | 3 | 77_calls replies desire_calls replies_continue conversation_want continue conversation | 
+| 78 | moodle canvas website - sites moodle canvas - canvas website lms - sources moodle canvas - website canvas site | 3 | 78_moodle canvas website_sites moodle canvas_canvas website lms_sources moodle canvas | 
+| 79 | professor reachable respond - question professor reachable - professor reachable - tried email directly - tried email | 3 | 79_professor reachable respond_question professor reachable_professor reachable_tried email directly | 
+| 80 | concepts modern engaging - modern engaging discussion - brief description topic - modules section maybe - week brief | 3 | 80_concepts modern engaging_modern engaging discussion_brief description topic_modules section maybe | 
+| 81 | class credit technical - finally regarding project - regarding project - technical elective - technical elective clearly | 3 | 81_class credit technical_finally regarding project_regarding project_technical elective | 
+| 82 | discouraging - general observation comment - discouraging comment - discouraging comment geared - general observation | 3 | 82_discouraging_general observation comment_discouraging comment_discouraging comment geared | 
+| 83 | material understand work - final project closely - better understand material - understand material understand - project closely | 3 | 83_material understand work_final project closely_better understand material_understand material understand | 
+| 84 | online section - online - asynchronous online - asynchronous online section - internet end asynchronous | 3 | 84_online section_online_asynchronous online_asynchronous online section | 
+| 85 | rudimentary linux skills - rudimentary linux - linux skills - mosis rudimentary linux - linux | 3 | 85_rudimentary linux skills_rudimentary linux_linux skills_mosis rudimentary linux | 
+| 86 | apps write - text editor come - computer text - apps write wastes - text editor | 3 | 86_apps write_text editor come_computer text_apps write wastes | 
+| 87 | semester bad covid - semester normal covid - obviously semester normal - semester - semester obviously | 3 | 87_semester bad covid_semester normal covid_obviously semester normal_semester | 
+| 88 | webex held regularly - participate webexs - webex technology - participate webexs tough - webex held | 3 | 88_webex held regularly_participate webexs_webex technology_participate webexs tough | 
+| 89 | professor contradicts - professor contradicts figure - problems - contradicts - notebook | 3 | 89_professor contradicts_professor contradicts figure_problems_contradicts | 
+| 90 | graded instructors perspective - grade fairly - graded instructors - think graded instructors - graded think introduction | 3 | 90_graded instructors perspective_grade fairly_graded instructors_think graded instructors | 
+| 91 | absolute worst everything - worst everything opinion - worst everything - absolute worst - everything opinion | 3 | 91_absolute worst everything_worst everything opinion_worst everything_absolute worst | 
+| 92 | elderly computer elderly - computer elderly computer - computer elderly - elderly computer - elderly | 2 | 92_elderly computer elderly_computer elderly computer_computer elderly_elderly computer | 
+| 93 | tame criticism - try tame criticism - tame - try tame - mercy try tame | 2 | 93_tame criticism_try tame criticism_tame_try tame | 
+| 94 | migration moodle canvas - moodle canvas difficulty - moodle canvas - change moodle canvas - moodle canvas change | 2 | 94_migration moodle canvas_moodle canvas difficulty_moodle canvas_change moodle canvas | 
+| 95 | come outside research - outside research - team engineers including - multidisciplinary team engineers - outside research time | 2 | 95_come outside research_outside research_team engineers including_multidisciplinary team engineers | 
+| 96 | using actuarial textbooks - teaching using actuarial - actuarial textbooks uses - actuarial textbooks - using actuarial | 2 | 96_using actuarial textbooks_teaching using actuarial_actuarial textbooks uses_actuarial textbooks | 
+| 97 | load - way load - load way load - way load way - load way | 2 | 97_load_way load_load way load_way load way | 
+| 98 | load moodle - moodle notify assignment - moodle notify - moodle - materials load moodle | 2 | 98_load moodle_moodle notify assignment_moodle notify_moodle | 
+| 99 | students request professors - professors projects students - professors projects - professors need - request professors | 2 | 99_students request professors_professors projects students_professors projects_professors need | 
+| 100 | initial discussion reply - discussion reply - discussion reply post - initial discussion - discussion | 2 | 100_initial discussion reply_discussion reply_discussion reply post_initial discussion | 
+| 101 | ways talk nice - ways talk - talk nice - feel ways talk - ways | 2 | 101_ways talk nice_ways talk_talk nice_feel ways talk | 
+| 102 | think phenomonal - phenomonal - question think phenomonal - letters fastest gets - letters fastest | 2 | 102_think phenomonal_phenomonal_question think phenomonal_letters fastest gets | 
+| 103 | clear walkthrough - walkthrough mac users - walkthrough mac - clear walkthrough mac - walkthrough | 2 | 103_clear walkthrough_walkthrough mac users_walkthrough mac_clear walkthrough mac | 
+| 104 | nonenjoyable experience - successful demanding tedious - teach need successful - workload nonenjoyable experience - tedious workload nonenjoyable | 2 | 104_nonenjoyable experience_successful demanding tedious_teach need successful_workload nonenjoyable experience | 
+| 105 | preparation required - preparation - preparation required bit - required bit preparation - bit preparation | 2 | 105_preparation required_preparation_preparation required bit_required bit preparation | 
+| 106 | pearson tests - limitation using pearson - pearson tests maybe - using pearson tests - tests canvas instead | 2 | 106_pearson tests_limitation using pearson_pearson tests maybe_using pearson tests | 
+| 107 | influential men newark - interview newark artists - newark work sexist - newark artists - undertones interview newark | 2 | 107_influential men newark_interview newark artists_newark work sexist_newark artists | 
+| 108 | assignments poorly - pl complete assignments - assignments poorly executed - complete assignments poorly - complete assignments | 1 | 108_assignments poorly_pl complete assignments_assignments poorly executed_complete assignments poorly | 
+| 109 | python machine learning - better usage python - python machine - usage python machine - usage python | 1 | 109_python machine learning_better usage python_python machine_usage python machine | 
+| 110 | females - females talked - talked -  -  | 1 | 110_females_females talked_talked_ | 
+| 111 | look microscope - microscope - look -  -  | 1 | 111_look microscope_microscope_look_ | 
+| 112 | unclear weight everything - unclear weight - weight everything - weight - everything | 1 | 112_unclear weight everything_unclear weight_weight everything_weight | 
+| 113 | started middle jumped - started middle - middle jumped - middle - started | 1 | 113_started middle jumped_started middle_middle jumped_middle | 
+| 114 | packaging actual gift - feels christmas present - tons packaging actual - packaging actual - actual gift | 1 | 114_packaging actual gift_feels christmas present_tons packaging actual_packaging actual | 
+| 115 | add actual value - actual value - add actual - value - add | 1 | 115_add actual value_actual value_add actual_value | 
+| 116 | crusty volunteer tutoring - old crusty volunteer - feel old crusty - volunteer tutoring zoom - crusty volunteer | 1 | 116_crusty volunteer tutoring_old crusty volunteer_feel old crusty_volunteer tutoring zoom | 
+| 117 | catalysis think enriched - catalysis think - catalysis - enriched learning experience - think enriched learning | 1 | 117_catalysis think enriched_catalysis think_catalysis_enriched learning experience |
+  
+</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

@@ -0,0 +1,16 @@
+{
+  "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

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:0f6a848a25eeba147da4fc0a9ed6b776afee8a3e7074c499f50c991c85abc829
+size 440808

topic_embeddings.safetensors

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:ca7517b7d1d9451136fdb26d8b8e92ca8170faaef7665c419f1b34bec0563d54
+size 362584