before_covid_canvas_best_features
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/before_covid_canvas_best_features")
topic_model.get_topic_info()
Topic overview
- Number of topics: 161
- Number of training documents: 444
Click here for an overview of all topics.
| Topic ID | Topic Keywords | Topic Frequency | Label |
|---|---|---|---|
| 0 | canvas lectures - lectures available canvas - lectures canvas - lectures canvas professor - lectures uploaded canvas | 179 | 0_canvas lectures_lectures available canvas_lectures canvas_lectures canvas professor |
| 1 | love interactive professor - studying material professor - professor explains little - material professor knowledgeable - professor clear concise | 21 | 1_love interactive professor_studying material professor_professor explains little_material professor knowledgeable |
| 2 | materials available canvas - material provided canvas - canvas material provided - provided canvas materials - canvas materials | 5 | 2_materials available canvas_material provided canvas_canvas material provided_provided canvas materials |
| 3 | canvas page organized - organized canvas page - canvas organized - canvas organized manner - canvas organized efficient | 5 | 3_canvas page organized_organized canvas page_canvas organized_canvas organized manner |
| 4 | notes posted canvas - canvas notes - canvas page notes - canvas detailed notes - form canvas notes | 4 | 4_notes posted canvas_canvas notes_canvas page notes_canvas detailed notes |
| 5 | appreciate attentive professor - appreciated professor answering - professor answering questions - attention appreciated professor - professor answering | 4 | 5_appreciate attentive professor_appreciated professor answering_professor answering questions_attention appreciated professor |
| 6 | professor available meet - professor available - professor regularly available - professor quickly email - canvas professor regularly | 4 | 6_professor available meet_professor available_professor regularly available_professor quickly email |
| 7 | everything online canvas - canvas everything online - online everything canvas - everything posted canvas - canvas online everything | 4 | 7_everything online canvas_canvas everything online_online everything canvas_everything posted canvas |
| 8 | canvas provided powerpoints - provided powerpoints canvas - canvas powerpoints - powerpoints canvas - powerpoints canvas provided | 4 | 8_canvas provided powerpoints_provided powerpoints canvas_canvas powerpoints_powerpoints canvas |
| 9 | canvas material - material available canvas - materials canvas material - canvas extra material - canvas material canvas | 4 | 9_canvas material_material available canvas_materials canvas material_canvas extra material |
| 10 | concepts taught - understand concepts taught - learning class - class supplemental learning - learning homework | 4 | 10_concepts taught_understand concepts taught_learning class_class supplemental learning |
| 11 | exams liked classes - liked classes - liked classes consisted - homework end weekend - homework prepared exams | 3 | 11_exams liked classes_liked classes_liked classes consisted_homework end weekend |
| 12 | lab reports courses - required material - canvas supplementary information - courses materials - intuitive required material | 3 | 12_lab reports courses_required material_canvas supplementary information_courses materials |
| 13 | canvas organized everything - everything organized canvas - canvas organized - organized everything canvas - amazing canvas organization | 3 | 13_canvas organized everything_everything organized canvas_canvas organized_organized everything canvas |
| 14 | great compared courses - compared courses - compared courses organized - courses organized - courses | 3 | 14_great compared courses_compared courses_compared courses organized_courses organized |
| 15 | example problems lecture - great examples lecture - examples lecture - lecture help exams - problems lecture | 3 | 15_example problems lecture_great examples lecture_examples lecture_lecture help exams |
| 16 | online classes excellent - online classes - person online classes - classes excellent best - classes excellent | 3 | 16_online classes excellent_online classes_person online classes_classes excellent best |
| 17 | studying quizzes exams - helpful studying quizzes - studying quizzes - helpful studying - extremely helpful studying | 3 | 17_studying quizzes exams_helpful studying quizzes_studying quizzes_helpful studying |
| 18 | lab reports canvas - canvas lab - canvas lab home - reports canvas prof - canvas prof | 3 | 18_lab reports canvas_canvas lab_canvas lab home_reports canvas prof |
| 19 | exams helped study - helped study exams - tests helped study - helped study - study exams | 3 | 19_exams helped study_helped study exams_tests helped study_helped study |
| 20 | lectures engaging inspiring - lectures engaging - actual class lectures - posts lecture notes - digital design courses | 2 | 20_lectures engaging inspiring_lectures engaging_actual class lectures_posts lecture notes |
| 21 | powerpoints professor helpful - powerpoints professor - professor viewing powerpoints - powerpoints professor viewing - viewing powerpoints professor | 2 | 21_powerpoints professor helpful_powerpoints professor_professor viewing powerpoints_powerpoints professor viewing |
| 22 | teaches available canvas - feature records lectures - records lectures - lectures posts recordings - recordings canvas | 2 | 22_teaches available canvas_feature records lectures_records lectures_lectures posts recordings |
| 23 | professor answers questions - class professor answers - professor answers - outside class professor - class professor | 2 | 23_professor answers questions_class professor answers_professor answers_outside class professor |
| 24 | videos canvas - videos submitted canvas - uploaded videos canvas - videos canvas thorough - uploaded videos | 2 | 24_videos canvas_videos submitted canvas_uploaded videos canvas_videos canvas thorough |
| 25 | rewatch lectures - rewatched lectures - understanding rewatch lectures - rewatch lectures time - rewatched lectures time | 2 | 25_rewatch lectures_rewatched lectures_understanding rewatch lectures_rewatch lectures time |
| 26 | xiong great instructor - prof xiong great - instructor prof xiong - prof xiong best - prof xiong | 2 | 26_xiong great instructor_prof xiong great_instructor prof xiong_prof xiong best |
| 27 | canvas succeed - resources canvas - resources canvas succeed - canvas resources canvas - reach canvas | 2 | 27_canvas succeed_resources canvas_resources canvas succeed_canvas resources canvas |
| 28 | lecture notes canvas - canvas online - notes canvas online - canvas online videos - notes canvas | 2 | 28_lecture notes canvas_canvas online_notes canvas online_canvas online videos |
| 29 | professor ersin altin - professor altin - altin delight professor - delight professor altin - professor altin quick | 2 | 29_professor ersin altin_professor altin_altin delight professor_delight professor altin |
| 30 | liked canvas discussions - canvas discussions - discussions canvas - canvas discussions mention - discussions canvas help | 2 | 30_liked canvas discussions_canvas discussions_discussions canvas_canvas discussions mention |
| 31 | answers questions clearly - answers questions - helps - questions clearly understand - writing truly interests | 2 | 31_answers questions clearly_answers questions_helps_questions clearly understand |
| 32 | webex meetings professor - webex meetings - depth webex meetings - great depth webex - webex sessions | 2 | 32_webex meetings professor_webex meetings_depth webex meetings_great depth webex |
| 33 | canvas online platform - canvas online - information canvas online - mastered canvas webex - information canvas | 2 | 33_canvas online platform_canvas online_information canvas online_mastered canvas webex |
| 34 | organized logically easy - organized logically - organized effective way - assignments everything organized - everything organized logically | 2 | 34_organized logically easy_organized logically_organized effective way_assignments everything organized |
| 35 | powerpoints informative canvas - powerpoints canvas guide - powerpoints informative - best powerpoints canvas - best powerpoints | 2 | 35_powerpoints informative canvas_powerpoints canvas guide_powerpoints informative_best powerpoints canvas |
| 36 | modules easy understanding - structured canvas easy - modules easy - easy understanding canvas - structured canvas | 2 | 36_modules easy understanding_structured canvas easy_modules easy_easy understanding canvas |
| 37 | easier track everything - track everything - easier track - easier - everything | 2 | 37_easier track everything_track everything_easier track_easier |
| 38 | encourage students speak - encourage students - seriously encourage students - speak class good - speak class | 2 | 38_encourage students speak_encourage students_seriously encourage students_speak class good |
| 39 | access slides canvas - slides canvas class - slides canvas - access slides - class access slides | 2 | 39_access slides canvas_slides canvas class_slides canvas_access slides |
| 40 | quizzes frequent homework - review material quizzes - frequent homework review - frequent homework - material quizzes frequent | 2 | 40_quizzes frequent homework_review material quizzes_frequent homework review_frequent homework |
| 41 | professor zhang - problems professor wang - professor wang - professor wang patient - professor zhang fair | 2 | 41_professor zhang_problems professor wang_professor wang_professor wang patient |
| 42 | canvas online textbook - online textbook link - online textbook - textbook link provided - textbook assignments canvas | 2 | 42_canvas online textbook_online textbook link_online textbook_textbook link provided |
| 43 | lecture notes - print lecture - easier print lecture - canvas easier students - print lecture notes | 2 | 43_lecture notes_print lecture_easier print lecture_canvas easier students |
| 44 | calculus material taught - calculus professor ro - struggle calculus professor - calculus professor - compared calculus material | 2 | 44_calculus material taught_calculus professor ro_struggle calculus professor_calculus professor |
| 45 | summaries textbook - question summaries textbook - possible readings posted - corresponding moduleweek reading - moduleweek reading | 2 | 45_summaries textbook_question summaries textbook_possible readings posted_corresponding moduleweek reading |
| 46 | everything canvas dates - canvas dates everything - canvas dates - assignments posted clearly - canvas clear dates | 2 | 46_everything canvas dates_canvas dates everything_canvas dates_assignments posted clearly |
| 47 | notes recitation posted - notes available canvas - study notes - notes recitation - study notes recitation | 2 | 47_notes recitation posted_notes available canvas_study notes_notes recitation |
| 48 | assignment quiz easily - assignments - assignments assignment quiz - assignments assignment - quiz easily | 2 | 48_assignment quiz easily_assignments_assignments assignment quiz_assignments assignment |
| 49 | information powerpoints posted - powerpoints posted online - powerpoints posted - review information powerpoints - powerpoints | 2 | 49_information powerpoints posted_powerpoints posted online_powerpoints posted_review information powerpoints |
| 50 | regularly updates students - offices hoursthe professor - hoursthe professor - updates students - hoursthe professor post | 2 | 50_regularly updates students_offices hoursthe professor_hoursthe professor_updates students |
| 51 | lecture notes provides - lecture super clear - provides good guidance - lecture notes - good guidance homework | 2 | 51_lecture notes provides_lecture super clear_provides good guidance_lecture notes |
| 52 | questions participate caring - participate caring - caring encouraged questions - participate caring encouraged - caring encouraged | 2 | 52_questions participate caring_participate caring_caring encouraged questions_participate caring encouraged |
| 53 | liked professor started - professor started summaries - formulas lecture professor - professor concepts later - lecture | 2 | 53_liked professor started_professor started summaries_formulas lecture professor_professor concepts later |
| 54 | easy navigate canvas - navigate canvas appreciate - navigate canvas - canvas horrible navigate - appreciate canvas | 2 | 54_easy navigate canvas_navigate canvas appreciate_navigate canvas_canvas horrible navigate |
| 55 | structure class organized - structure class - class organized - organized lays class - class canvas detailed | 2 | 55_structure class organized_structure class_class organized_organized lays class |
| 56 | objectives learned - learning - material learning - material learning objectives - learning objectives | 2 | 56_objectives learned_learning_material learning_material learning objectives |
| 57 | teacher knows canvas - canvas better - ability canvas - teachers ability canvas - online textbooks teacher | 2 | 57_teacher knows canvas_canvas better_ability canvas_teachers ability canvas |
| 58 | introduction spas modeler - spas modeler - introduction spas - lectures introduction spas - spas | 1 | 58_introduction spas modeler_spas modeler_introduction spas_lectures introduction spas |
| 59 | redeeming factors - redeeming - factors - - | 1 | 59_redeeming factors_redeeming_factors_ |
| 60 | certainly helped exams - understand certainly helped - explanations easy understand - helped exams - easy understand certainly | 1 | 60_certainly helped exams_understand certainly helped_explanations easy understand_helped exams |
| 61 | classes - rest classes - stood rest classes - stood - stood rest | 1 | 61_classes_rest classes_stood rest classes_stood |
| 62 | class organized canvas - canvas module - organized canvas module - canvas module set - class organized | 1 | 62_class organized canvas_canvas module_organized canvas module_canvas module set |
| 63 | illuminance analysis tools - tools plugin rhinod - getting learn illuminance - paneling tools - paneling tools plugin | 1 | 63_illuminance analysis tools_tools plugin rhinod_getting learn illuminance_paneling tools |
| 64 | talk belittle - professor point talk - belittle - point talk belittle - professor point | 1 | 64_talk belittle_professor point talk_belittle_point talk belittle |
| 65 | canvas modules - different canvas modules - different canvas - ontop different canvas - pass long stay | 1 | 65_canvas modules_different canvas modules_different canvas_ontop different canvas |
| 66 | class professor industry - excited class professor - class professor - professor industry experience - professor industry | 1 | 66_class professor industry_excited class professor_class professor_professor industry experience |
| 67 | lecture quizzes okay - lecture quizzes - quizzes okay - quizzes okay help - lecture | 1 | 67_lecture quizzes okay_lecture quizzes_quizzes okay_quizzes okay help |
| 68 | module videos canvas - videos canvas page - module videos - videos canvas - canvas page | 1 | 68_module videos canvas_videos canvas page_module videos_videos canvas |
| 69 | produce work effectively - produce work - work pace produce - work effectively - pace produce work | 1 | 69_produce work effectively_produce work_work pace produce_work effectively |
| 70 | disappointed recorded lectures - recorded lectures - lectures recording merely - recorded lectures recording - lectures recording | 1 | 70_disappointed recorded lectures_recorded lectures_lectures recording merely_recorded lectures recording |
| 71 | webex canvas - great webex canvas - webex - great webex - | 1 | 71_webex canvas_great webex canvas_webex_great webex |
| 72 | powerpoint - word powerpoint - word word powerpoint - powerpoint adding little - word powerpoint adding | 1 | 72_powerpoint_word powerpoint_word word powerpoint_powerpoint adding little |
| 73 | handson practice coding - practice coding assignments - coding assignments projects - practice coding - coding assignments | 1 | 73_handson practice coding_practice coding assignments_coding assignments projects_practice coding |
| 74 | discrete mathematics provides - knowledge discrete mathematics - class available - provides personal tutoring - professor possesses | 1 | 74_discrete mathematics provides_knowledge discrete mathematics_class available_provides personal tutoring |
| 75 | work pace submit - submit anytime - pace submit anytime - submit - pace submit | 1 | 75_work pace submit_submit anytime_pace submit anytime_submit |
| 76 | tutorials simple easy - tutorials simple - simple easy learn - tutorials - easy learn | 1 | 76_tutorials simple easy_tutorials simple_simple easy learn_tutorials |
| 77 | different parts machine - parts machine - create different parts - teaches create - parts | 1 | 77_different parts machine_parts machine_create different parts_teaches create |
| 78 | data science field - subject data science - data science journey - data science - helpful data science | 1 | 78_data science field_subject data science_data science journey_data science |
| 79 | small videos subtopic - videos subtopic - video materials divided - divided small videos - video materials | 1 | 79_small videos subtopic_videos subtopic_video materials divided_divided small videos |
| 80 | homework organized clear - homework organized - homework - organized clear - organized | 1 | 80_homework organized clear_homework organized_homework_organized clear |
| 81 | announcements gave brief - professors announcements gave - professors announcements - announcements - announcements gave | 1 | 81_announcements gave brief_professors announcements gave_professors announcements_announcements |
| 82 | accessibility - accessibility key learning - accessibility key - learning - key learning | 1 | 82_accessibility_accessibility key learning_accessibility key_learning |
| 83 | slides canvas timely - notes slides canvas - having notes slides - canvas timely manner - canvas timely | 1 | 83_slides canvas timely_notes slides canvas_having notes slides_canvas timely manner |
| 84 | professor time accommodate - accommodate everybody time - time submit homework - time accommodate everybody - time accommodate | 1 | 84_professor time accommodate_accommodate everybody time_time submit homework_time accommodate everybody |
| 85 | time studying weekends - studying weekends - spend time studying - time studying - studying | 1 | 85_time studying weekends_studying weekends_spend time studying_time studying |
| 86 | math - bad math times - math times grasp - bad math - math times | 1 | 86_math_bad math times_math times grasp_bad math |
| 87 | math department keeps - putting exams - exams - keeps putting exams - math department | 1 | 87_math department keeps_putting exams_exams_keeps putting exams |
| 88 | notes helped homework - helped homework review - homework review content - felt notes helped - homework review | 1 | 88_notes helped homework_helped homework review_homework review content_felt notes helped |
| 89 | repeats understands problems - understands problems class - repeats understands - understands problems - repeats | 1 | 89_repeats understands problems_understands problems class_repeats understands_understands problems |
| 90 | exams exactly materials - quizzes exams exactly - quizzes exams - exams exactly - exams | 1 | 90_exams exactly materials_quizzes exams exactly_quizzes exams_exams exactly |
| 91 | exams formula sheet - formulas provided quizzes - formula sheet - formulas provided - formulas | 1 | 91_exams formula sheet_formulas provided quizzes_formula sheet_formulas provided |
| 92 | review days - review days super - days super helpful - days - review | 1 | 92_review days_review days super_days super helpful_days |
| 93 | interactive professor randomly - interactive professor - extremely interactive professor - professor randomly pick - professor randomly | 1 | 93_interactive professor randomly_interactive professor_extremely interactive professor_professor randomly pick |
| 94 | informative easy follow - easy follow - informative easy - informative - follow | 1 | 94_informative easy follow_easy follow_informative easy_informative |
| 95 | class follows email - week class - meeting link class - week class follows - guest speaker meeting | 1 | 95_class follows email_week class_meeting link class_week class follows |
| 96 | assignments quizzes manageable - quizzes manageable complete - assignments quizzes - quizzes manageable - manageable complete | 1 | 96_assignments quizzes manageable_quizzes manageable complete_assignments quizzes_quizzes manageable |
| 97 | files section canvas - need files section - section canvas - everything need files - files section | 1 | 97_files section canvas_need files section_section canvas_everything need files |
| 98 | google docs - docs - google - - | 1 | 98_google docs_docs_google_ |
| 99 | samples canvas teacher - canvas teacher availability - canvas teacher - samples canvas - teacher availability | 1 | 99_samples canvas teacher_canvas teacher availability_canvas teacher_samples canvas |
| 100 | assignments canvas modules - explanation assignments canvas - assignments canvas - canvas modules - explanation assignments | 1 | 100_assignments canvas modules_explanation assignments canvas_assignments canvas_canvas modules |
| 101 | sessions quality professors - professors efforts appreciated - sessions quality - professors efforts - sessions | 1 | 101_sessions quality professors_professors efforts appreciated_sessions quality_professors efforts |
| 102 | attend sessions live - sessions live - uploaded link canvas - link canvas - attend sessions | 1 | 102_attend sessions live_sessions live_uploaded link canvas_link canvas |
| 103 | small - - - - | 1 | 103_small___ |
| 104 | professor engaged class - class professor - feature class professor - engaged class - class professor engaged | 1 | 104_professor engaged class_class professor_feature class professor_engaged class |
| 105 | math mathematics equips - prepares students math - mathematical computations field - mathematics equips - students math mathematics | 1 | 105_math mathematics equips_prepares students math_mathematical computations field_mathematics equips |
| 106 | review video post - post canvas good - canvas good - review video - video post canvas | 1 | 106_review video post_post canvas good_canvas good_review video |
| 107 | learning start business - business model canvas - start business using - business using tools - tools business model | 1 | 107_learning start business_business model canvas_start business using_business using tools |
| 108 | complex ideas - complex ideas concepts - concepts applicable real - applicable real world - concepts applicable | 1 | 108_complex ideas_complex ideas concepts_concepts applicable real_applicable real world |
| 109 | teaching collegiate level - teaching collegiate - time teaching collegiate - teaching - time teaching | 1 | 109_teaching collegiate level_teaching collegiate_time teaching collegiate_teaching |
| 110 | canvas planned published - canvas planned - planned published - planned - published | 1 | 110_canvas planned published_canvas planned_planned published_planned |
| 111 | courts taken surpries - courts - courts taken - surpries - taken surpries | 1 | 111_courts taken surpries_courts_courts taken_surpries |
| 112 | easy watch videos - watch videos - watch videos confusion - videos confusion - videos | 1 | 112_easy watch videos_watch videos_watch videos confusion_videos confusion |
| 113 | programming assignments - help programming assignments - programming - assignments - help programming | 1 | 113_programming assignments_help programming assignments_programming_assignments |
| 114 | organized central page - keeping materials organized - central page easier - easier stay organized - materials organized | 1 | 114_organized central page_keeping materials organized_central page easier_easier stay organized |
| 115 | opportunity collaborate classmates - collaborate classmates - great opportunity collaborate - classmates - collaborate | 1 | 115_opportunity collaborate classmates_collaborate classmates_great opportunity collaborate_classmates |
| 116 | enjoyed team projects - team projects - projects - greatly enjoyed team - enjoyed team | 1 | 116_enjoyed team projects_team projects_projects_greatly enjoyed team |
| 117 | watch individual coding - coding sessions week - individual coding sessions - coding sessions - extremely helpful | 1 | 117_watch individual coding_coding sessions week_individual coding sessions_coding sessions |
| 118 | videos shown class - videos - class helped understand - class helped - videos shown | 1 | 118_videos shown class_videos_class helped understand_class helped |
| 119 | organization efforts professor - efforts professor - organization efforts - organization - efforts | 1 | 119_organization efforts professor_efforts professor_organization efforts_organization |
| 120 | articles entirety semester - using articles - analyze material final - learning analyze material - using articles entirety | 1 | 120_articles entirety semester_using articles_analyze material final_learning analyze material |
| 121 | canvas entirety class - using canvas - using canvas entirety - canvas entirety - outside learning tool | 1 | 121_canvas entirety class_using canvas_using canvas entirety_canvas entirety |
| 122 | blogs canvas - blogs canvas listening - canvas listening group - listening group interview - canvas listening | 1 | 122_blogs canvas_blogs canvas listening_canvas listening group_listening group interview |
| 123 | stay connected classmates - connected classmates canvas - classmates canvas - connected classmates - classmates | 1 | 123_stay connected classmates_connected classmates canvas_classmates canvas_connected classmates |
| 124 | everything needed pass - needed pass - everything needed - pass - everything | 1 | 124_everything needed pass_needed pass_everything needed_pass |
| 125 | exam received frame - midterm exam - midterm exam received - study exam - exam | 1 | 125_exam received frame_midterm exam_midterm exam received_study exam |
| 126 | qualifying exam problems - exam problems - qualifying exam - previous qualifying exam - assignments include | 1 | 126_qualifying exam problems_exam problems_qualifying exam_previous qualifying exam |
| 127 | professor provides feedback - provides feedback homework - feedback homework assignments - feedback homework - provides feedback | 1 | 127_professor provides feedback_provides feedback homework_feedback homework assignments_feedback homework |
| 128 | class teaching obstacle - professor class teaching - professor class - learn enjoy class - teaching obstacle | 1 | 128_class teaching obstacle_professor class teaching_professor class_learn enjoy class |
| 129 | taught canvas life - canvas life commute - canvas life - taught canvas - life commute safely | 1 | 129_taught canvas life_canvas life commute_canvas life_taught canvas |
| 130 | canvas mcgraw hill - mcgraw hill great - mcgraw hill - great platforms - platforms | 1 | 130_canvas mcgraw hill_mcgraw hill great_mcgraw hill_great platforms |
| 131 | syllabus posts things - follows syllabus - follows syllabus posts - syllabus - syllabus posts | 1 | 131_syllabus posts things_follows syllabus_follows syllabus posts_syllabus |
| 132 | calmly easily learning - easily learning class - learning class - calmly easily - easily learning | 1 | 132_calmly easily learning_easily learning class_learning class_calmly easily |
| 133 | liked class - liked - - - | 1 | 133_liked class_liked__ |
| 134 | easiest comfortable - comfortable - easiest - - | 1 | 134_easiest comfortable_comfortable_easiest_ |
| 135 | amazing ihlefeld explain - amazing ihlefeld - explain difficult topics - ihlefeld explain difficult - ihlefeld explain | 1 | 135_amazing ihlefeld explain_amazing ihlefeld_explain difficult topics_ihlefeld explain difficult |
| 136 | fallen apart professor - apart professor respond - structure fallen apart - professor respond emails - professor respond | 1 | 136_fallen apart professor_apart professor respond_structure fallen apart_professor respond emails |
| 137 | work adequate learning - adequate learning new - adequate learning - learning new lesson - learning | 1 | 137_work adequate learning_adequate learning new_adequate learning_learning new lesson |
| 138 | promptness responses - relayed students instructor - information relayed students - promptness - students instructor | 1 | 138_promptness responses_relayed students instructor_information relayed students_promptness |
| 139 | professor highly responsive - email canvas posts - email canvas - responsive email canvas - highly responsive email | 1 | 139_professor highly responsive_email canvas posts_email canvas_responsive email canvas |
| 140 | everything online professor - online professor includes - online professor - necessary materials online - materials online | 1 | 140_everything online professor_online professor includes_online professor_necessary materials online |
| 141 | stimulates passion learning - professor stimulates passion - passion learning - examples provided professor - provided professor stimulates | 1 | 141_stimulates passion learning_professor stimulates passion_passion learning_examples provided professor |
| 142 | - - - - | 1 | 142____ |
| 143 | liked best professors - best professors - professors availability office - quarantine liked - quarantine liked best | 1 | 143_liked best professors_best professors_professors availability office_quarantine liked |
| 144 | things circuit board - circuit board - things circuit - curious things circuit - circuit | 1 | 144_things circuit board_circuit board_things circuit_curious things circuit |
| 145 | loved lab - loved lab time - lab time submit - lab - lab time | 1 | 145_loved lab_loved lab time_lab time submit_lab |
| 146 | circuity great explain - circuity - knew circuity great - knew circuity - circuity great | 1 | 146_circuity great explain_circuity_knew circuity great_knew circuity |
| 147 | quiz questions homework - questions homework - quiz questions - quiz - questions | 1 | 147_quiz questions homework_questions homework_quiz questions_quiz |
| 148 | effective professors remote - professors remote learning - professor organized effective - organized effective professors - professors remote | 1 | 148_effective professors remote_professors remote learning_professor organized effective_organized effective professors |
| 149 | labs explained person - labs explained - labs - lab - idea lab | 1 | 149_labs explained person_labs explained_labs_lab |
| 150 | canvas page updated - canvas page - page updated notes - page updated - updated notes | 1 | 150_canvas page updated_canvas page_page updated notes_page updated |
| 151 | online presentations recordings - online presentations - presentations recordings available - presentations recordings - clear online presentations | 1 | 151_online presentations recordings_online presentations_presentations recordings available_presentations recordings |
| 152 | converged learning - best converged learning - byfar best converged - learning - best converged | 1 | 152_converged learning_best converged learning_byfar best converged_learning |
| 153 | online resources teach - knows online resources - professor knows online - resources teach - online resources | 1 | 153_online resources teach_knows online resources_professor knows online_resources teach |
| 154 | webex great - webex - feature webex great - online feature webex - feature webex | 1 | 154_webex great_webex_feature webex great_online feature webex |
| 155 | online textbook assignments - pearson mylab - online textbook - mylab completing online - completing online textbook | 1 | 155_online textbook assignments_pearson mylab_online textbook_mylab completing online |
| 156 | canvas homework quizzes - uses canvas - uses canvas homework - canvas homework - homework quizzes everything | 1 | 156_canvas homework quizzes_uses canvas_uses canvas homework_canvas homework |
| 157 | professor involves students - involves students lesson - students lesson online - involves students - lesson online | 1 | 157_professor involves students_involves students lesson_students lesson online_involves students |
| 158 | class notes canvas - posts class notes - notes canvas - class notes - notes | 1 | 158_class notes canvas_posts class notes_notes canvas_class notes |
| 159 | easier understand material - resources posted - resources posted canvas - understand material - resources | 1 | 159_easier understand material_resources posted_resources posted canvas_understand material |
| 160 | lab book helpful - lab book - book helpful - book helpful nice - nice detailed instructions | 1 | 160_lab book helpful_lab book_book helpful_book helpful nice |
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
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