Fine-tuned Topic Model for instructor_comments column

6823b0a verified 22 days ago

19.8 kB


	---
	tags:
	- bertopic
	library_name: bertopic
	pipeline_tag: text-classification
	---

	# before_covid_distance_learning_instructor_comments

	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_distance_learning_instructor_comments")

	topic_model.get_topic_info()
	```

	## Topic overview

	* Number of topics: 70
	* Number of training documents: 12273

	<details>
	<summary>Click here for an overview of all topics.</summary>

	\| Topic ID \| Topic Keywords \| Topic Frequency \| Label \|
	\|----------\|----------------\|-----------------\|-------\|
	\| 0 \| lecture - lectures - online class - professors - classes \| 8743 \| 0_lecture_lectures_online class_professors \|
	\| 1 \| online instructors faculty - opinion professors encountered - far best professors - best instructors - responsive instructors \| 157 \| 1_online instructors faculty_opinion professors encountered_far best professors_best instructors \|
	\| 2 \| gremlin - pick gremlin - plane cute gremlin - plane cute gremlin catch - pick gremlin plane cute \| 148 \| 2_gremlin_pick gremlin_plane cute gremlin_plane cute gremlin catch \|
	\| 3 \| project quality - project constitutes final - project prepared class project - project exam - project exam details \| 83 \| 3_project quality_project constitutes final_project prepared class project_project exam \|
	\| 4 \| moodle syllabus - moodle assignments - moodle students benefit - moodle quizzes improvement needed - assignments moodle \| 82 \| 4_moodle syllabus_moodle assignments_moodle students benefit_moodle quizzes improvement needed \|
	\| 5 \| thank great semester thank - respect thank great semester - thank great semester thanks - thank great semester - semester truly appreciate class \| 73 \| 5_thank great semester thank_respect thank great semester_thank great semester thanks_thank great semester \|
	\| 6 \| person class wish teach - matts class future - pick matts class future - offer classes want teacher - matts class future definetly \| 71 \| 6_person class wish teach_matts class future_pick matts class future_offer classes want teacher \|
	\| 7 \| material peofessor eric organized - material extremely knowledgeable craft - motivated work knows material - knows material - outstanding knows history \| 68 \| 7_material peofessor eric organized_material extremely knowledgeable craft_motivated work knows material_knows material \|
	\| 8 \| questions appreciated took time - providing thought provoking discussion - questions appreciated took - providing thought provoking - provoking discussion exercises study \| 68 \| 8_questions appreciated took time_providing thought provoking discussion_questions appreciated took_providing thought provoking \|
	\| 9 \| programming problems unnecessary - programming problems unnecessary ta - problems unnecessary - problems rely self resources - reconfiguring environment seek remedies \| 67 \| 9_programming problems unnecessary_programming problems unnecessary ta_problems unnecessary_problems rely self resources \|
	\| 10 \| resource writing lab reports - resource help coding - resource help coding important - project tutorials great question - provided guidance java \| 67 \| 10_resource writing lab reports_resource help coding_resource help coding important_project tutorials great question \|
	\| 11 \| pitiful communication awful reply - responds emails - respond emails - misreads email - mute fact rude emailing \| 66 \| 11_pitiful communication awful reply_responds emails_respond emails_misreads email \|
	\| 12 \| subject deep programming assignments - concepts programming - video lectures focused concepts - programming assignments - lectures focused concepts \| 65 \| 12_subject deep programming assignments_concepts programming_video lectures focused concepts_programming assignments \|
	\| 13 \| unbelievably disorganized idea properly - unbelievably disorganized idea - poorly told wrong improved - poorly told wrong - unable communicate clearly \| 65 \| 13_unbelievably disorganized idea properly_unbelievably disorganized idea_poorly told wrong improved_poorly told wrong \|
	\| 14 \| moodle students - class moodle offered - classes moodle - questions moodle students questions - posted moodle teach moodle \| 63 \| 14_moodle students_class moodle offered_classes moodle_questions moodle students questions \|
	\| 15 \| powerpoint lectures - slides powerpoint lectures - professors lectures powerpoint informative - powerpoints professors lectures - taught using power point \| 62 \| 15_powerpoint lectures_slides powerpoint lectures_professors lectures powerpoint informative_powerpoints professors lectures \|
	\| 16 \| questions communicates everything expects - questions communicates - questions communicates everything - said gets advice precise - properly answer questions want \| 61 \| 16_questions communicates everything expects_questions communicates_questions communicates everything_said gets advice precise \|
	\| 17 \| interesting challenging everything - interesting challenging everything good - challenging - learned aside - great disappointed thoroughly enjoyed \| 60 \| 17_interesting challenging everything_interesting challenging everything good_challenging_learned aside \|
	\| 18 \| discussion forum - discussion forums - online discuss forums - discussion posts - online discussion boards \| 59 \| 18_discussion forum_discussion forums_online discuss forums_discussion posts \|
	\| 19 \| knowledge allows students - knowledge allows students struggling - motivation help students think - motivates improve student evey - life enhance learning \| 59 \| 19_knowledge allows students_knowledge allows students struggling_motivation help students think_motivates improve student evey \|
	\| 20 \| learned new things - material graduate learnt things - enjoyed learning - learned project management helped - material learned tremendous \| 57 \| 20_learned new things_material graduate learnt things_enjoyed learning_learned project management helped \|
	\| 21 \| classes taken far best - classes taken - best classes - class taken - best classes taken \| 57 \| 21_classes taken far best_classes taken_best classes_class taken \|
	\| 22 \| online student need canvas - new canvas platform difficult - canvas page - need canvas updated - online resources canvas \| 57 \| 22_online student need canvas_new canvas platform difficult_canvas page_need canvas updated \|
	\| 23 \| online lecture videos - lecture videos - video lectures - video lecture - reading videos material interesting \| 57 \| 23_online lecture videos_lecture videos_video lectures_video lecture \|
	\| 24 \| online tutorials thorough assignment - tutorials - online tutorials thorough - instruction - provides examples communicates clearly \| 55 \| 24_online tutorials thorough assignment_tutorials_online tutorials thorough_instruction \|
	\| 25 \| method helped learn material - learn material - practice problems instead learning - practice problems instead - opinion help retain learn \| 55 \| 25_method helped learn material_learn material_practice problems instead learning_practice problems instead \|
	\| 26 \| periodic interactive sessions semester - online class group work - online class little interaction - student questions - time students read presentations \| 55 \| 26_periodic interactive sessions semester_online class group work_online class little interaction_student questions \|
	\| 27 \| puzzling maybe interpret content - interpret content wrong way - interpret content wrong - interpret content - page contradicted information \| 51 \| 27_puzzling maybe interpret content_interpret content wrong way_interpret content wrong_interpret content \|
	\| 28 \| wall street journal - reason article - reading dozens irrelevant articles - paper reports felt bombarded - articles \| 51 \| 28_wall street journal_reason article_reading dozens irrelevant articles_paper reports felt bombarded \|
	\| 29 \| instructions clear regarding assignments - lacking assignment instructions - assignment instructions - clarify assignments - instructors notes instructions \| 50 \| 29_instructions clear regarding assignments_lacking assignment instructions_assignment instructions_clarify assignments \|
	\| 30 \| resulting exam needing rescheduled - second exam - mid term exam - quiz exams blindsided - term exam \| 50 \| 30_resulting exam needing rescheduled_second exam_mid term exam_quiz exams blindsided \|
	\| 31 \| paragraph cohesion answer - paragraph cohesion - necessary sufficient paragraph cohesion - paragraph cohesion answer question - phrasal coordination \| 49 \| 31_paragraph cohesion answer_paragraph cohesion_necessary sufficient paragraph cohesion_paragraph cohesion answer question \|
	\| 32 \| posted end semester lecture - class schedule - lectures posted - posted time coursework - posted end semester \| 49 \| 32_posted end semester lecture_class schedule_lectures posted_posted time coursework \|
	\| 33 \| meetings learnt great deal - meetings learnt great - online discussions fewer group - powerpoint slides group chat - online discussions fewer \| 48 \| 33_meetings learnt great deal_meetings learnt great_online discussions fewer group_powerpoint slides group chat \|
	\| 34 \| midterms classes - study midterm - final midterm exam - post mid term graded - midterm week final midterm \| 48 \| 34_midterms classes_study midterm_final midterm exam_post mid term graded \|
	\| 35 \| big box problem - midterm exam calculation questions - tables provide solutions idea - box problem - tables provide solutions \| 48 \| 35_big box problem_midterm exam calculation questions_tables provide solutions idea_box problem \|
	\| 36 \| probably respond email - provides cryptic terse responses - probably respond email said - knowing probably respond email - lack response sends email \| 47 \| 36_probably respond email_provides cryptic terse responses_probably respond email said_knowing probably respond email \|
	\| 37 \| points assignments lost - points exam example reason - points deducted stated powerpoint - points assignments lost points - points deducted quizzes \| 47 \| 37_points assignments lost_points exam example reason_points deducted stated powerpoint_points assignments lost points \|
	\| 38 \| felt experience achieved discouraging - honesty material interesting - honesty material interesting maybe - felt experience achieved - incredibly dull \| 46 \| 38_felt experience achieved discouraging_honesty material interesting_honesty material interesting maybe_felt experience achieved \|
	\| 39 \| promptly difficult time contacting - reread email - person email communications - reread email emailed meeting - reread email emailed \| 46 \| 39_promptly difficult time contacting_reread email_person email communications_reread email emailed meeting \|
	\| 40 \| plan outright fired incredibly - job exactly - nepotism influenced - outright fired incredibly - office hours solution shit \| 46 \| 40_plan outright fired incredibly_job exactly_nepotism influenced_outright fired incredibly \|
	\| 41 \| overwhelming student syllabus changed - questions midterm felt similarly - programming questions midterm felt - overwhelming student syllabus - repetitive semester things \| 45 \| 41_overwhelming student syllabus changed_questions midterm felt similarly_programming questions midterm felt_overwhelming student syllabus \|
	\| 42 \| feedback improve work - work feedback - improvement feedback - feedback improve - feedback provided \| 44 \| 42_feedback improve work_work feedback_improvement feedback_feedback improve \|
	\| 43 \| pages probably appropriate paper - page critique long think - think half page paragraph - paper assignment minimum pages - page critique long \| 44 \| 43_pages probably appropriate paper_page critique long think_think half page paragraph_paper assignment minimum pages \|
	\| 44 \| prompt feedback difficult - receive prompt feedback difficult - prompt feedback difficult evaluate - poor job communicating - receive prompt feedback \| 44 \| 44_prompt feedback difficult_receive prompt feedback difficult_prompt feedback difficult evaluate_poor job communicating \|
	\| 45 \| webex meetings - schools start webex meetings - webex meeting - record webex meetings - record webex meetings despite \| 44 \| 45_webex meetings_schools start webex meetings_webex meeting_record webex meetings \|
	\| 46 \| reply questions bit curt - request worth explaining - request worth explaining conveying - questions bit curt answers - posts felt interactive \| 43 \| 46_reply questions bit curt_request worth explaining_request worth explaining conveying_questions bit curt answers \|
	\| 47 \| mechanical engineering difficult institutions - understanding obstacles engineers face - engineering - engineering student - management program civil engineering \| 43 \| 47_mechanical engineering difficult institutions_understanding obstacles engineers face_engineering_engineering student \|
	\| 48 \| online proctoring - online proctoring services intrusive - online proctoring services - lockdown browser - old lockdown browser bit \| 42 \| 48_online proctoring_online proctoring services intrusive_online proctoring services_lockdown browser \|
	\| 49 \| reading discussed week assign - read book assignments posted - read book assignments - reading chapters assigned - question related reading week \| 41 \| 49_reading discussed week assign_read book assignments posted_read book assignments_reading chapters assigned \|
	\| 50 \| improvement responding emails work - response time emails - improvement responding emails - needs respond emails quicker - questions emails extremely \| 40 \| 50_improvement responding emails work_response time emails_improvement responding emails_needs respond emails quicker \|
	\| 51 \| problems demonstrate student learning - problems lectures example - problems lectures example homework - problems lectures - problems demonstrate student \| 40 \| 51_problems demonstrate student learning_problems lectures example_problems lectures example homework_problems lectures \|
	\| 52 \| response email emails - returned emails - reply email sent frustrating - response response week later - responded email assignment issues \| 39 \| 52_response email emails_returned emails_reply email sent frustrating_response response week later \|
	\| 53 \| learned julio accent hear - reminds teacher ferris beulers - possibly worst biggest loser - learned julio accent - julio accent hear \| 39 \| 53_learned julio accent hear_reminds teacher ferris beulers_possibly worst biggest loser_learned julio accent \|
	\| 54 \| recorded lectures need addressed - problematic audio lecture - outside noises recorded lectures - recording lectures poor - recording lectures poor potentially \| 39 \| 54_recorded lectures need addressed_problematic audio lecture_outside noises recorded lectures_recording lectures poor \|
	\| 55 \| material relevant examples conceptstheories - need basics extremely advanced - materials provided comprehensive understanding - work helpful sample - topics related \| 37 \| 55_material relevant examples conceptstheories_need basics extremely advanced_materials provided comprehensive understanding_work helpful sample \|
	\| 56 \| kind slow grader extremely - grader helpful lastly personality - helpful lastly personality favorable - kind knowledgeable communicative accommodating - helpful lastly personality \| 36 \| 56_kind slow grader extremely_grader helpful lastly personality_helpful lastly personality favorable_kind knowledgeable communicative accommodating \|
	\| 57 \| known personally nice guy - information forums great guy - great guy - intimidating super understanding knowledgeable - super understanding knowledgeable importantly \| 34 \| 57_known personally nice guy_information forums great guy_great guy_intimidating super understanding knowledgeable \|
	\| 58 \| mid final week notifications - deadlines - receive comments week dragging - result better discussions lateness - nonetheless discussion forums deadlines \| 34 \| 58_mid final week notifications_deadlines_receive comments week dragging_result better discussions lateness \|
	\| 59 \| read lengthy articles need - read lengthy articles - quality content understand subject - read write papers semester - read write papers \| 33 \| 59_read lengthy articles need_read lengthy articles_quality content understand subject_read write papers semester \|
	\| 60 \| loved taking khichis class - taking khichis class - person best professors pleasure - took class karnik available - took class karnik \| 29 \| 60_loved taking khichis class_taking khichis class_person best professors pleasure_took class karnik available \|
	\| 61 \| online section online sessions - purely online sections supposed - online sections supposed - online setting despite - purely online sections \| 29 \| 61_online section online sessions_purely online sections supposed_online sections supposed_online setting despite \|
	\| 62 \| professors willing communicate students - professors class year truly - professors willing communicate - professors far willing - let students experienced knowledgeable \| 28 \| 62_professors willing communicate students_professors class year truly_professors willing communicate_professors far willing \|
	\| 63 \| posts assignments fair weekly - repetitive syllabus weekly questions - posts assignments fair - questions posted students present - posts kinds assignments usual \| 28 \| 63_posts assignments fair weekly_repetitive syllabus weekly questions_posts assignments fair_questions posted students present \|
	\| 64 \| new year happy holidays - excellent dedication extremely thankful - happy new year - holidays happy new year - merry christmas happy \| 28 \| 64_new year happy holidays_excellent dedication extremely thankful_happy new year_holidays happy new year \|
	\| 65 \| knowing class need improve - worry stand class progress - teacher difficult determine learning - knowing class need - passing failing feel \| 27 \| 65_knowing class need improve_worry stand class progress_teacher difficult determine learning_knowing class need \|
	\| 66 \| questions posed students hour - reasonableenjoyable increased quiz time - questions minute test limit - questions week student reasonably - quizzes exams long capped \| 27 \| 66_questions posed students hour_reasonableenjoyable increased quiz time_questions minute test limit_questions week student reasonably \|
	\| 67 \| hard teach ethics - morality professionalism - hard teach ethics ethical - learn ethics - majoring professionalism synonymous ethics \| 23 \| 67_hard teach ethics_morality professionalism_hard teach ethics ethical_learn ethics \|
	\| 68 \| feedback add - add form add - form add - provide feedback add - add form add form \| 21 \| 68_feedback add_add form add_form add_provide feedback add \|
	\| 69 \| powerpoint came book youtube - powerpoints video - powerpoints making hypocritical - recorded lectures powerpoint - recorded lectures powerpoint minute \| 16 \| 69_powerpoint came book youtube_powerpoints video_powerpoints making hypocritical_recorded lectures powerpoint \|

	</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


	---
	tags:
	- bertopic
	library_name: bertopic
	pipeline_tag: text-classification
	---

	# before_covid_distance_learning_instructor_comments

	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_distance_learning_instructor_comments")

	topic_model.get_topic_info()
	```

	## Topic overview

	* Number of topics: 70
	* Number of training documents: 12273

	<details>
	<summary>Click here for an overview of all topics.</summary>

	\| Topic ID \| Topic Keywords \| Topic Frequency \| Label \|
	\|----------\|----------------\|-----------------\|-------\|
	\| 0 \| lecture - lectures - online class - professors - classes \| 8743 \| 0_lecture_lectures_online class_professors \|
	\| 1 \| online instructors faculty - opinion professors encountered - far best professors - best instructors - responsive instructors \| 157 \| 1_online instructors faculty_opinion professors encountered_far best professors_best instructors \|
	\| 2 \| gremlin - pick gremlin - plane cute gremlin - plane cute gremlin catch - pick gremlin plane cute \| 148 \| 2_gremlin_pick gremlin_plane cute gremlin_plane cute gremlin catch \|
	\| 3 \| project quality - project constitutes final - project prepared class project - project exam - project exam details \| 83 \| 3_project quality_project constitutes final_project prepared class project_project exam \|
	\| 4 \| moodle syllabus - moodle assignments - moodle students benefit - moodle quizzes improvement needed - assignments moodle \| 82 \| 4_moodle syllabus_moodle assignments_moodle students benefit_moodle quizzes improvement needed \|
	\| 5 \| thank great semester thank - respect thank great semester - thank great semester thanks - thank great semester - semester truly appreciate class \| 73 \| 5_thank great semester thank_respect thank great semester_thank great semester thanks_thank great semester \|
	\| 6 \| person class wish teach - matts class future - pick matts class future - offer classes want teacher - matts class future definetly \| 71 \| 6_person class wish teach_matts class future_pick matts class future_offer classes want teacher \|
	\| 7 \| material peofessor eric organized - material extremely knowledgeable craft - motivated work knows material - knows material - outstanding knows history \| 68 \| 7_material peofessor eric organized_material extremely knowledgeable craft_motivated work knows material_knows material \|
	\| 8 \| questions appreciated took time - providing thought provoking discussion - questions appreciated took - providing thought provoking - provoking discussion exercises study \| 68 \| 8_questions appreciated took time_providing thought provoking discussion_questions appreciated took_providing thought provoking \|
	\| 9 \| programming problems unnecessary - programming problems unnecessary ta - problems unnecessary - problems rely self resources - reconfiguring environment seek remedies \| 67 \| 9_programming problems unnecessary_programming problems unnecessary ta_problems unnecessary_problems rely self resources \|
	\| 10 \| resource writing lab reports - resource help coding - resource help coding important - project tutorials great question - provided guidance java \| 67 \| 10_resource writing lab reports_resource help coding_resource help coding important_project tutorials great question \|
	\| 11 \| pitiful communication awful reply - responds emails - respond emails - misreads email - mute fact rude emailing \| 66 \| 11_pitiful communication awful reply_responds emails_respond emails_misreads email \|
	\| 12 \| subject deep programming assignments - concepts programming - video lectures focused concepts - programming assignments - lectures focused concepts \| 65 \| 12_subject deep programming assignments_concepts programming_video lectures focused concepts_programming assignments \|
	\| 13 \| unbelievably disorganized idea properly - unbelievably disorganized idea - poorly told wrong improved - poorly told wrong - unable communicate clearly \| 65 \| 13_unbelievably disorganized idea properly_unbelievably disorganized idea_poorly told wrong improved_poorly told wrong \|
	\| 14 \| moodle students - class moodle offered - classes moodle - questions moodle students questions - posted moodle teach moodle \| 63 \| 14_moodle students_class moodle offered_classes moodle_questions moodle students questions \|
	\| 15 \| powerpoint lectures - slides powerpoint lectures - professors lectures powerpoint informative - powerpoints professors lectures - taught using power point \| 62 \| 15_powerpoint lectures_slides powerpoint lectures_professors lectures powerpoint informative_powerpoints professors lectures \|
	\| 16 \| questions communicates everything expects - questions communicates - questions communicates everything - said gets advice precise - properly answer questions want \| 61 \| 16_questions communicates everything expects_questions communicates_questions communicates everything_said gets advice precise \|
	\| 17 \| interesting challenging everything - interesting challenging everything good - challenging - learned aside - great disappointed thoroughly enjoyed \| 60 \| 17_interesting challenging everything_interesting challenging everything good_challenging_learned aside \|
	\| 18 \| discussion forum - discussion forums - online discuss forums - discussion posts - online discussion boards \| 59 \| 18_discussion forum_discussion forums_online discuss forums_discussion posts \|
	\| 19 \| knowledge allows students - knowledge allows students struggling - motivation help students think - motivates improve student evey - life enhance learning \| 59 \| 19_knowledge allows students_knowledge allows students struggling_motivation help students think_motivates improve student evey \|
	\| 20 \| learned new things - material graduate learnt things - enjoyed learning - learned project management helped - material learned tremendous \| 57 \| 20_learned new things_material graduate learnt things_enjoyed learning_learned project management helped \|
	\| 21 \| classes taken far best - classes taken - best classes - class taken - best classes taken \| 57 \| 21_classes taken far best_classes taken_best classes_class taken \|
	\| 22 \| online student need canvas - new canvas platform difficult - canvas page - need canvas updated - online resources canvas \| 57 \| 22_online student need canvas_new canvas platform difficult_canvas page_need canvas updated \|
	\| 23 \| online lecture videos - lecture videos - video lectures - video lecture - reading videos material interesting \| 57 \| 23_online lecture videos_lecture videos_video lectures_video lecture \|
	\| 24 \| online tutorials thorough assignment - tutorials - online tutorials thorough - instruction - provides examples communicates clearly \| 55 \| 24_online tutorials thorough assignment_tutorials_online tutorials thorough_instruction \|
	\| 25 \| method helped learn material - learn material - practice problems instead learning - practice problems instead - opinion help retain learn \| 55 \| 25_method helped learn material_learn material_practice problems instead learning_practice problems instead \|
	\| 26 \| periodic interactive sessions semester - online class group work - online class little interaction - student questions - time students read presentations \| 55 \| 26_periodic interactive sessions semester_online class group work_online class little interaction_student questions \|
	\| 27 \| puzzling maybe interpret content - interpret content wrong way - interpret content wrong - interpret content - page contradicted information \| 51 \| 27_puzzling maybe interpret content_interpret content wrong way_interpret content wrong_interpret content \|
	\| 28 \| wall street journal - reason article - reading dozens irrelevant articles - paper reports felt bombarded - articles \| 51 \| 28_wall street journal_reason article_reading dozens irrelevant articles_paper reports felt bombarded \|
	\| 29 \| instructions clear regarding assignments - lacking assignment instructions - assignment instructions - clarify assignments - instructors notes instructions \| 50 \| 29_instructions clear regarding assignments_lacking assignment instructions_assignment instructions_clarify assignments \|
	\| 30 \| resulting exam needing rescheduled - second exam - mid term exam - quiz exams blindsided - term exam \| 50 \| 30_resulting exam needing rescheduled_second exam_mid term exam_quiz exams blindsided \|
	\| 31 \| paragraph cohesion answer - paragraph cohesion - necessary sufficient paragraph cohesion - paragraph cohesion answer question - phrasal coordination \| 49 \| 31_paragraph cohesion answer_paragraph cohesion_necessary sufficient paragraph cohesion_paragraph cohesion answer question \|
	\| 32 \| posted end semester lecture - class schedule - lectures posted - posted time coursework - posted end semester \| 49 \| 32_posted end semester lecture_class schedule_lectures posted_posted time coursework \|
	\| 33 \| meetings learnt great deal - meetings learnt great - online discussions fewer group - powerpoint slides group chat - online discussions fewer \| 48 \| 33_meetings learnt great deal_meetings learnt great_online discussions fewer group_powerpoint slides group chat \|
	\| 34 \| midterms classes - study midterm - final midterm exam - post mid term graded - midterm week final midterm \| 48 \| 34_midterms classes_study midterm_final midterm exam_post mid term graded \|
	\| 35 \| big box problem - midterm exam calculation questions - tables provide solutions idea - box problem - tables provide solutions \| 48 \| 35_big box problem_midterm exam calculation questions_tables provide solutions idea_box problem \|
	\| 36 \| probably respond email - provides cryptic terse responses - probably respond email said - knowing probably respond email - lack response sends email \| 47 \| 36_probably respond email_provides cryptic terse responses_probably respond email said_knowing probably respond email \|
	\| 37 \| points assignments lost - points exam example reason - points deducted stated powerpoint - points assignments lost points - points deducted quizzes \| 47 \| 37_points assignments lost_points exam example reason_points deducted stated powerpoint_points assignments lost points \|
	\| 38 \| felt experience achieved discouraging - honesty material interesting - honesty material interesting maybe - felt experience achieved - incredibly dull \| 46 \| 38_felt experience achieved discouraging_honesty material interesting_honesty material interesting maybe_felt experience achieved \|
	\| 39 \| promptly difficult time contacting - reread email - person email communications - reread email emailed meeting - reread email emailed \| 46 \| 39_promptly difficult time contacting_reread email_person email communications_reread email emailed meeting \|
	\| 40 \| plan outright fired incredibly - job exactly - nepotism influenced - outright fired incredibly - office hours solution shit \| 46 \| 40_plan outright fired incredibly_job exactly_nepotism influenced_outright fired incredibly \|
	\| 41 \| overwhelming student syllabus changed - questions midterm felt similarly - programming questions midterm felt - overwhelming student syllabus - repetitive semester things \| 45 \| 41_overwhelming student syllabus changed_questions midterm felt similarly_programming questions midterm felt_overwhelming student syllabus \|
	\| 42 \| feedback improve work - work feedback - improvement feedback - feedback improve - feedback provided \| 44 \| 42_feedback improve work_work feedback_improvement feedback_feedback improve \|
	\| 43 \| pages probably appropriate paper - page critique long think - think half page paragraph - paper assignment minimum pages - page critique long \| 44 \| 43_pages probably appropriate paper_page critique long think_think half page paragraph_paper assignment minimum pages \|
	\| 44 \| prompt feedback difficult - receive prompt feedback difficult - prompt feedback difficult evaluate - poor job communicating - receive prompt feedback \| 44 \| 44_prompt feedback difficult_receive prompt feedback difficult_prompt feedback difficult evaluate_poor job communicating \|
	\| 45 \| webex meetings - schools start webex meetings - webex meeting - record webex meetings - record webex meetings despite \| 44 \| 45_webex meetings_schools start webex meetings_webex meeting_record webex meetings \|
	\| 46 \| reply questions bit curt - request worth explaining - request worth explaining conveying - questions bit curt answers - posts felt interactive \| 43 \| 46_reply questions bit curt_request worth explaining_request worth explaining conveying_questions bit curt answers \|
	\| 47 \| mechanical engineering difficult institutions - understanding obstacles engineers face - engineering - engineering student - management program civil engineering \| 43 \| 47_mechanical engineering difficult institutions_understanding obstacles engineers face_engineering_engineering student \|
	\| 48 \| online proctoring - online proctoring services intrusive - online proctoring services - lockdown browser - old lockdown browser bit \| 42 \| 48_online proctoring_online proctoring services intrusive_online proctoring services_lockdown browser \|
	\| 49 \| reading discussed week assign - read book assignments posted - read book assignments - reading chapters assigned - question related reading week \| 41 \| 49_reading discussed week assign_read book assignments posted_read book assignments_reading chapters assigned \|
	\| 50 \| improvement responding emails work - response time emails - improvement responding emails - needs respond emails quicker - questions emails extremely \| 40 \| 50_improvement responding emails work_response time emails_improvement responding emails_needs respond emails quicker \|
	\| 51 \| problems demonstrate student learning - problems lectures example - problems lectures example homework - problems lectures - problems demonstrate student \| 40 \| 51_problems demonstrate student learning_problems lectures example_problems lectures example homework_problems lectures \|
	\| 52 \| response email emails - returned emails - reply email sent frustrating - response response week later - responded email assignment issues \| 39 \| 52_response email emails_returned emails_reply email sent frustrating_response response week later \|
	\| 53 \| learned julio accent hear - reminds teacher ferris beulers - possibly worst biggest loser - learned julio accent - julio accent hear \| 39 \| 53_learned julio accent hear_reminds teacher ferris beulers_possibly worst biggest loser_learned julio accent \|
	\| 54 \| recorded lectures need addressed - problematic audio lecture - outside noises recorded lectures - recording lectures poor - recording lectures poor potentially \| 39 \| 54_recorded lectures need addressed_problematic audio lecture_outside noises recorded lectures_recording lectures poor \|
	\| 55 \| material relevant examples conceptstheories - need basics extremely advanced - materials provided comprehensive understanding - work helpful sample - topics related \| 37 \| 55_material relevant examples conceptstheories_need basics extremely advanced_materials provided comprehensive understanding_work helpful sample \|
	\| 56 \| kind slow grader extremely - grader helpful lastly personality - helpful lastly personality favorable - kind knowledgeable communicative accommodating - helpful lastly personality \| 36 \| 56_kind slow grader extremely_grader helpful lastly personality_helpful lastly personality favorable_kind knowledgeable communicative accommodating \|
	\| 57 \| known personally nice guy - information forums great guy - great guy - intimidating super understanding knowledgeable - super understanding knowledgeable importantly \| 34 \| 57_known personally nice guy_information forums great guy_great guy_intimidating super understanding knowledgeable \|
	\| 58 \| mid final week notifications - deadlines - receive comments week dragging - result better discussions lateness - nonetheless discussion forums deadlines \| 34 \| 58_mid final week notifications_deadlines_receive comments week dragging_result better discussions lateness \|
	\| 59 \| read lengthy articles need - read lengthy articles - quality content understand subject - read write papers semester - read write papers \| 33 \| 59_read lengthy articles need_read lengthy articles_quality content understand subject_read write papers semester \|
	\| 60 \| loved taking khichis class - taking khichis class - person best professors pleasure - took class karnik available - took class karnik \| 29 \| 60_loved taking khichis class_taking khichis class_person best professors pleasure_took class karnik available \|
	\| 61 \| online section online sessions - purely online sections supposed - online sections supposed - online setting despite - purely online sections \| 29 \| 61_online section online sessions_purely online sections supposed_online sections supposed_online setting despite \|
	\| 62 \| professors willing communicate students - professors class year truly - professors willing communicate - professors far willing - let students experienced knowledgeable \| 28 \| 62_professors willing communicate students_professors class year truly_professors willing communicate_professors far willing \|
	\| 63 \| posts assignments fair weekly - repetitive syllabus weekly questions - posts assignments fair - questions posted students present - posts kinds assignments usual \| 28 \| 63_posts assignments fair weekly_repetitive syllabus weekly questions_posts assignments fair_questions posted students present \|
	\| 64 \| new year happy holidays - excellent dedication extremely thankful - happy new year - holidays happy new year - merry christmas happy \| 28 \| 64_new year happy holidays_excellent dedication extremely thankful_happy new year_holidays happy new year \|
	\| 65 \| knowing class need improve - worry stand class progress - teacher difficult determine learning - knowing class need - passing failing feel \| 27 \| 65_knowing class need improve_worry stand class progress_teacher difficult determine learning_knowing class need \|
	\| 66 \| questions posed students hour - reasonableenjoyable increased quiz time - questions minute test limit - questions week student reasonably - quizzes exams long capped \| 27 \| 66_questions posed students hour_reasonableenjoyable increased quiz time_questions minute test limit_questions week student reasonably \|
	\| 67 \| hard teach ethics - morality professionalism - hard teach ethics ethical - learn ethics - majoring professionalism synonymous ethics \| 23 \| 67_hard teach ethics_morality professionalism_hard teach ethics ethical_learn ethics \|
	\| 68 \| feedback add - add form add - form add - provide feedback add - add form add form \| 21 \| 68_feedback add_add form add_form add_provide feedback add \|
	\| 69 \| powerpoint came book youtube - powerpoints video - powerpoints making hypocritical - recorded lectures powerpoint - recorded lectures powerpoint minute \| 16 \| 69_powerpoint came book youtube_powerpoints video_powerpoints making hypocritical_recorded lectures powerpoint \|

	</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