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ShivamSrng/
before_covid_canvas_best_features

Name: before_covid_canvas_best_features
Rating: 2.5 (5 reviews)

bertopic

text-classification

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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:

python

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