after_covid_distance_learning_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/after_covid_distance_learning_best_features")

topic_model.get_topic_info()

Topic overview

• Number of topics: 116
• Number of training documents: 5201

Click here for an overview of all topics.

Topic ID	Topic Keywords	Topic Frequency	Label
0	material professor - professor helpful - class professor - lecture - lectures	2449	0_material professor_professor helpful_class professor_lecture
1	discussion helpful - assignments discussion boards - student discussions - class discussion posts - discussions best	174	1_discussion helpful_assignments discussion boards_student discussions_class discussion posts
2	liked lecture videos - lectures helpful video - recorded lectures helpful video - lecture videos - lecture videos posted	152	2_liked lecture videos_lectures helpful video_recorded lectures helpful video_lecture videos
3	ethical analysis - ethics computing - ethical dilemmas - understand ethical - learning ethical	102	3_ethical analysis_ethics computing_ethical dilemmas_understand ethical
4	new web development skills - overview web development - web development - learn web - new web development	68	4_new web development skills_overview web development_web development_learn web
5	computer science classes - programming assignments projects learn - programming assignments good - practice concepts learned programming - enjoyed programming assignments	52	5_computer science classes_programming assignments projects learn_programming assignments good_practice concepts learned programming
6	writing skills interesting helpful - multiple points view benefit - participate motivates - participate motivates contribute - provides information utilize	44	6_writing skills interesting helpful_multiple points view benefit_participate motivates_participate motivates contribute
7	material somewhat interesting subject - interesting topics subjects covered - material topics interesting - interesting material somewhat interesting - material topics interesting topics	44	7_material somewhat interesting subject_interesting topics subjects covered_material topics interesting_interesting material somewhat interesting
8	worst courses far - worst courses far afraid - instructor neatly outlined enjoyed - instructor neatly outlined - instructor neatly	42	8_worst courses far_worst courses far afraid_instructor neatly outlined enjoyed_instructor neatly outlined
9	learning sql databases database - learning sql databases - learning sql database - sql learning sql database - learning sql queries database	41	9_learning sql databases database_learning sql databases_learning sql database_sql learning sql database
10	instructions clear easy understand - online resources easy understand - easy follow learn - instructions easy follow navigate - instructions easy navigate	40	10_instructions clear easy understand_online resources easy understand_easy follow learn_instructions easy follow navigate
11	materials helpful material - materials helpful material good - material proved useful easy - material simple understandable - material understandable	38	11_materials helpful material_materials helpful material good_material proved useful easy_material simple understandable
12	project group work - group work - group project - work group - practical experience group work	38	12_project group work_group work_group project_work group
13	professor powerpoints provide - professor powerpoints provide example - presentations professor material - presentations professor material educational - provided professor powerpoints provide	34	13_professor powerpoints provide_professor powerpoints provide example_presentations professor material_presentations professor material educational
14	creating business - plan construct startup learning - initiating business venture - learning entrepreneurship - plan business startup provides	34	14_creating business_plan construct startup learning_initiating business venture_learning entrepreneurship
15	learned new topics tons - enjoyed learning - long time enjoyed learning - learned new topics - love learning	33	15_learned new topics tons_enjoyed learning_long time enjoyed learning_learned new topics
16	project management learn - project management - project management concerns - project management concerns project - project management design	31	16_project management learn_project management_project management concerns_project management concerns project
17	semesters material boring generally - semesters material boring - previous semesters material boring - professor sucks way taught - lessons way class construed	31	17_semesters material boring generally_semesters material boring_previous semesters material boring_professor sucks way taught
18	provides helpful feedback - participates discussions prepared midterm - manner responds questions great - participates discussions prepared - provides feedback	30	18_provides helpful feedback_participates discussions prepared midterm_manner responds questions great_participates discussions prepared
19	interesting useful good content - industry content interesting - industry content interesting content - interesting content fun learn - content useful	30	19_interesting useful good content_industry content interesting_industry content interesting content_interesting content fun learn
20	online allows easier - offered online online - offered online online format - usual online online easy - planned best online	29	20_online allows easier_offered online online_offered online online format_usual online online easy
21	prepare exam textbook quizzes - preparation exam quizzes - prepare exam questions - preparation exam quizzes opportunity - questions prepare quizzes	29	21_prepare exam textbook quizzes_preparation exam quizzes_prepare exam questions_preparation exam quizzes opportunity
22	lecture materials linking fields - organized lecture materials - organized lecture materials linking - lecture materials - lecture materials linking	29	22_lecture materials linking fields_organized lecture materials_organized lecture materials linking_lecture materials
23	programs create useful working - new tech products useful - projects flexibility programs create - milestones attention little details - proposals company great tools	28	23_programs create useful working_new tech products useful_projects flexibility programs create_milestones attention little details
24	enjoyed listening death podcast - liked podcast mindmaps - liked podcast listen things - liked podcast - loved podcasts	27	24_enjoyed listening death podcast_liked podcast mindmaps_liked podcast listen things_liked podcast
25	learning different software methods - learning different software - learning different techniques data - data analytics - techniquesmethods learned interesting useful	27	25_learning different software methods_learning different software_learning different techniques data_data analytics
26	later industry teaches - industry teaches - real world improves work - perspective economics works corporate - prove useful teaches valuable	27	26_later industry teaches_industry teaches_real world improves work_perspective economics works corporate
27	modules great learning experience - modules great learning - modules effectively way professor - modules easy follow - modules great	27	27_modules great learning experience_modules great learning_modules effectively way professor_modules easy follow
28	online component helps students - pro virtual internship best - homework extraordinary convenience - online useful applications think - helps students work	26	28_online component helps students_pro virtual internship best_homework extraordinary convenience_online useful applications think
29	projects developing building function - practicing architecture provides technical - practicing architecture provides - new aspects seeing architecture - projects developing building	26	29_projects developing building function_practicing architecture provides technical_practicing architecture provides_new aspects seeing architecture
30	material reading stuff - useful information relevent interesting - material helpful information useful - material online material reading - material helpful information	26	30_material reading stuff_useful information relevent interesting_material helpful information useful_material online material reading
31	data science - involves students world data - regarding data visualization teaches - job exposing data science - big data technology	25	31_data science_involves students world data_regarding data visualization teaches_job exposing data science
32	case studies discussions - interpret said case studies - different case studies - problems case studies interesting - revolves case studies powerful	25	32_case studies discussions_interpret said case studies_different case studies_problems case studies interesting
33	presence great extremely knowledgable - helpful assignments answering - office hours appreciate - office hours appreciate keeps - hope available office hours	25	33_presence great extremely knowledgable_helpful assignments answering_office hours appreciate_office hours appreciate keeps
34	using real world examples - apply real life - material applicable real world - practical application topic real - real world work applies	24	34_using real world examples_apply real life_material applicable real world_practical application topic real
35	having cash flows teaches - corporate finance - finance - material economics class learning - nonfinance focused students understand	24	35_having cash flows teaches_corporate finance_finance_material economics class learning
36	practical applications regression analysis - insights using ibm spss - methods techniques data - analytics - statistics	24	36_practical applications regression analysis_insights using ibm spss_methods techniques data_analytics
37	marketing evaluate case studies - marketing concepts applications - past marketing experience understand - marketing evaluate - marketing experience understand	24	37_marketing evaluate case studies_marketing concepts applications_past marketing experience understand_marketing evaluate
38	readings interesting - read readings class fantastic - interesting readings - overwhelming readings interesting - reading evaluations good	24	38_readings interesting_read readings class fantastic_interesting readings_overwhelming readings interesting
39	weekly discussion posts helpful - weekly discussion posts discussion - weekly discussion posts - weekly discussion - posts weekly discussion posts	23	39_weekly discussion posts helpful_weekly discussion posts discussion_weekly discussion posts_weekly discussion
40	insight gained regarding - perspective valuable todays interconnected - key concepts presented - offered diverse perspectives - insight gained regarding international	23	40_insight gained regarding_perspective valuable todays interconnected_key concepts presented_offered diverse perspectives
41	implement algorithms - throwing different algorithms students - algorithms - homework represented algorithms application - homework represented algorithms	23	41_implement algorithms_throwing different algorithms students_algorithms_homework represented algorithms application
42	professional writing preparing - professional writing useful - professional writing useful real - professional writing techniques - teaching professional writing useful	22	42_professional writing preparing_professional writing useful_professional writing useful real_professional writing techniques
43	implement security - learning vulnerability threats work - practices handle digital crimes - incredibly useful cybersecurity - hackers maneuver learning hacking	22	43_implement security_learning vulnerability threats work_practices handle digital crimes_incredibly useful cybersecurity
44	learn cloud computing subject - learn cloud computing - learn cloud - learning cloud computing technology - learning basic cloud	22	44_learn cloud computing subject_learn cloud computing_learn cloud_learning cloud computing technology
45	quality work easy understand - workload neatly planned - workload fair expectations quality - initially thought workload excessive - quality work easy	22	45_quality work easy understand_workload neatly planned_workload fair expectations quality_initially thought workload excessive
46	labs helpful learning - lectures helpful enjoy labs - labs helpful learning understanding - lectures correspond labs best - labs understand learning idea	22	46_labs helpful learning_lectures helpful enjoy labs_labs helpful learning understanding_lectures correspond labs best
47	online convenience online everything - online convenience - online convenience online - online ability online fact - online fact online convenience	22	47_online convenience online everything_online convenience_online convenience online_online ability online fact
48	online work - work time online environment - work time online work - online applicable work - online asynchronous deadlines week	22	48_online work_work time online environment_work time online work_online applicable work
49	attend class convince online - offered online recorded lectures - learning online professor understands - grading explained beginning online - online subject	22	49_attend class convince online_offered online recorded lectures_learning online professor understands_grading explained beginning online
50	online professor understands classes - online class professor lectures - professor available class online - professor conducts hour online - online professor	22	50_online professor understands classes_online class professor lectures_professor available class online_professor conducts hour online
51	paced way students - paced students - taught self paced - taught self paced self - paced way students control	21	51_paced way students_paced students_taught self paced_taught self paced self
52	principles underlying information systems - information systems - practical applications information systems - perspective information systems function - perspective information systems	21	52_principles underlying information systems_information systems_practical applications information systems_perspective information systems function
53	wide range topics - topics interesting allows study - indepth different topics covered - research ability choose topics - practicality topics easy topics	21	53_wide range topics_topics interesting allows study_indepth different topics covered_research ability choose topics
54	learning concepts career practical - learning managment skills - useful prospective career learning - learning concepts career - learning managment	20	54_learning concepts career practical_learning managment skills_useful prospective career learning_learning concepts career
55	learning engineering economics - learning engineering economics project - learn engineering management engineering - management important engineering - engineering management	20	55_learning engineering economics_learning engineering economics project_learn engineering management engineering_management important engineering
56	learning management accounting allows - learning management accounting - management accountings - management accountings main objective - management accounting introduces management	20	56_learning management accounting allows_learning management accounting_management accountings_management accountings main objective
57	learning experience weekly discussions - sessions weekly class discussions - material engaging weekly discussions - modules weekly discussions teacher - material discussions week	20	57_learning experience weekly discussions_sessions weekly class discussions_material engaging weekly discussions_modules weekly discussions teacher
58	way experience coding tackle - new way experience coding - way experience coding - new way experience - scenarios vbnet great skill	19	58_way experience coding tackle_new way experience coding_way experience coding_new way experience
59	successful grading - grading fairly - skill sets successful grading - grading rubric - grading opportunities	19	59_successful grading_grading fairly_skill sets successful grading_grading rubric
60	labs handson experience - modern relevant technologies labs - handson projects provided practical - projects provided practical experience - lab work hands experience	19	60_labs handson experience_modern relevant technologies labs_handson projects provided practical_projects provided practical experience
61	programmers educates students latest - major topics related - major topics related cyber - programmers educates students - important topic study	19	61_programmers educates students latest_major topics related_major topics related cyber_programmers educates students
62	understanding math everything applied - solid understanding working formulas - detailed explanations new concepts - understanding math everything - understanding working formulas	19	62_understanding math everything applied_solid understanding working formulas_detailed explanations new concepts_understanding math everything
63	week weekly material - weeks chapters structure progression - weekly material - week weekly layout - weekly material interesting	18	63_week weekly material_weeks chapters structure progression_weekly material_week weekly layout
64	best best feature - best feature practical - networks best feature - say good feature best - good feature best	18	64_best best feature_best feature practical_networks best feature_say good feature best
65	linux learning - learning linux learning - linux concepts useful courses - linux learn topics - linux learning work	18	65_linux learning_learning linux learning_linux concepts useful courses_linux learn topics
66	interesting asynchronous content think - work time asynchronous means - interesting asynchronous content - work asynchronous easy - lectures pace asynchronous	18	66_interesting asynchronous content think_work time asynchronous means_interesting asynchronous content_work asynchronous easy
67	knowledge regarding project construction - planning methods construction project - learning construction management involved - construction management - learning construction management applications	18	67_knowledge regarding project construction_planning methods construction project_learning construction management involved_construction management
68	industry professor relate real - industry professor relate - industry material instructor - lecture beneficial offered - industry prof	18	68_industry professor relate real_industry professor relate_industry material instructor_lecture beneficial offered
69	provided powerpoints recorded sessions - provided powerpoints recorded - time finish assignments gave - recorded sessions review - work paper time	18	69_provided powerpoints recorded sessions_provided powerpoints recorded_time finish assignments gave_recorded sessions review
70	reallife examples perspectives professor - life example professor provides - taught related real life - life example professor - student apply real life	17	70_reallife examples perspectives professor_life example professor provides_taught related real life_life example professor
71	online ones pace - online ones pace online - want online pace - work pace want online - want online pace online	17	71_online ones pace_online ones pace online_want online pace_work pace want online
72	professor responsive answers emails - quickly professor responsive emails - professor super fast responding - professor responsive emails - promptly instructor answers emails	17	72_professor responsive answers emails_quickly professor responsive emails_professor super fast responding_professor responsive emails
73	organizational behavior educates - organizational behavior improve skills - learning organizational - organizational behavior educates learn - learn organization work life	17	73_organizational behavior educates_organizational behavior improve skills_learning organizational_organizational behavior educates learn
74	infotech audit field learned - infotech audit field - information systems auditing - learn auditing field - learn different concepts auditing	17	74_infotech audit field learned_infotech audit field_information systems auditing_learn auditing field
75	provided lots information examples - videos examples provided examples - resources provided provided examples - provided examples resources - provided provided examples resources	16	75_provided lots information examples_videos examples provided examples_resources provided provided examples_provided examples resources
76	opportunities materials provided umass - research opportunities - opportunities introduced researchers learning - mba stem - options undergraduates	16	76_opportunities materials provided umass_research opportunities_opportunities introduced researchers learning_mba stem
77	principles protocols technologies internet - internet protocols feautures - internet protocols feautures internet - protocols feautures internet higher - internet protocols	15	77_principles protocols technologies internet_internet protocols feautures_internet protocols feautures internet_protocols feautures internet higher
78	work pace ability work - work work pace ability - work pace ability - work pace independence work - work pace ability time	15	78_work pace ability work_work work pace ability_work pace ability_work pace independence work
79	soon thought good strategy - good strategy - strategy glad - strategy - strategy glad time	15	79_soon thought good strategy_good strategy_strategy glad_strategy
80	learning rlanguage - learning rlanguage different - learning rlanguage different rlanguage - rlanguage - learned code useful	15	80_learning rlanguage_learning rlanguage different_learning rlanguage different rlanguage_rlanguage
81	opportunity oneself better - getting ahead assignments - oneself better supposed compare - wanted possibility getting ahead - opportunity oneself better supposed	15	81_opportunity oneself better_getting ahead assignments_oneself better supposed compare_wanted possibility getting ahead
82	networking network classes taken - networking class good - network classes taken - networking class good assignments - network classes taken level	15	82_networking network classes taken_networking class good_network classes taken_networking class good assignments
83	softwares different applications learning - software real world applications - software learning new software - widely applied software - work learning new tools	15	83_softwares different applications learning_software real world applications_software learning new software_widely applied software
84	final having semester - entire semester leads final - semester leads final - semester leads final paper - final project replace exam	15	84_final having semester_entire semester leads final_semester leads final_semester leads final paper
85	legal aspects environmental science - environmental laws - legal aspects environmental - understanding environmental preservation various - understanding environmental preservation	14	85_legal aspects environmental science_environmental laws_legal aspects environmental_understanding environmental preservation various
86	physical properties materials taught - properties materials taught - properties materials taught past - provided learn physical properties - material easy understand theoretical	14	86_physical properties materials taught_properties materials taught_properties materials taught past_provided learn physical properties
87	interacting ideas students best - perspectives best feature students - students best discussion posts - introspective enjoyable collaborative point - point view best feature	14	87_interacting ideas students best_perspectives best feature students_students best discussion posts_introspective enjoyable collaborative point
88	professors personalized feedback homework - students feedback professor clearly - students feedback professor - instructor feedback professor - professor feedback quizzes feel	13	88_professors personalized feedback homework_students feedback professor clearly_students feedback professor_instructor feedback professor
89	projects group presentations feedback - projects group presentations - presentations feedback - practical applications collaborative projects - proper documents team presentation	13	89_projects group presentations feedback_projects group presentations_presentations feedback_practical applications collaborative projects
90	free time complete assignments - usually assignments end week - complete assignments time everything - assignments time everything - complete assignments time	13	90_free time complete assignments_usually assignments end week_complete assignments time everything_assignments time everything
91	specifics corporate culture - management effective talent - management effective talent management - organization culture help understand - organization culture help	13	91_specifics corporate culture_management effective talent_management effective talent management_organization culture help understand
92	love interactive retake quizzes - interactive retake quizzes helped - quizzes helps learn exams - quizzes helps learn - retake quizzes helped learn	13	92_love interactive retake quizzes_interactive retake quizzes helped_quizzes helps learn exams_quizzes helps learn
93	informative weekly readings - weekly readings good - weekly readings exciting - weekly readings good informative - readings weekly readings good	13	93_informative weekly readings_weekly readings good_weekly readings exciting_weekly readings good informative
94	valuable writing class - necessary valuable writing class - technical writing different classes - valuable writing class taken - writing class	12	94_valuable writing class_necessary valuable writing class_technical writing different classes_valuable writing class taken
95	learning cost construction methods - learning cost construction - understanding cost problems estimation - understanding cost estimation - project material cost estimation	12	95_learning cost construction methods_learning cost construction_understanding cost problems estimation_understanding cost estimation
96	weekly lectures topics - selflearning assignments week professor - semester selflearning assignments week - week weekly homeworkforumslabs helps - week lesson structured modules	12	96_weekly lectures topics_selflearning assignments week professor_semester selflearning assignments week_week weekly homeworkforumslabs helps
97	logistics chapters highly educational - materials textbook contemporary logistics - logistics supply - management international logistics - learning material cover logistical	12	97_logistics chapters highly educational_materials textbook contemporary logistics_logistics supply_management international logistics
98	pace self paced want - self paced want - pace self paced - self paced want pace - pace things	12	98_pace self paced want_self paced want_pace self paced_self paced want pace
99	textbook required purchase - required textbook provided helpful - purchase textbook required - textbook provided helpful - textbook required textbook	12	99_textbook required purchase_required textbook provided helpful_purchase textbook required_textbook provided helpful
100	real issues interaction - leaning real issues - real issues - leaning real issues interaction - issues interaction	12	100_real issues interaction_leaning real issues_real issues_leaning real issues interaction
101	asynchronous class classes - perfect having asynchronous class - having asynchronous class helps - asynchronously asynchronous class classes - class mates asynchronously asynchronous	11	101_asynchronous class classes_perfect having asynchronous class_having asynchronous class helps_asynchronously asynchronous class classes
102	learning law different areas - teaches laws learning law - teaches laws learning - teaches laws - perspectives precedent cases learning	11	102_learning law different areas_teaches laws learning law_teaches laws learning_teaches laws
103	topics weekly engage class - mix discussions projects quizzes - projects quizzes - weeks topics homework weekly - homework weekly discussions best	11	103_topics weekly engage class_mix discussions projects quizzes_projects quizzes_weeks topics homework weekly
104	weekly discussions current events - learning current events impact - weekly discussion topic helps - weekly discussions current - topic evolving daily	9	104_weekly discussions current events_learning current events impact_weekly discussion topic helps_weekly discussions current
105	reading medical topics thinking - reading medical topics - material reading medical topics - material reading medical - medical topics thinking	9	105_reading medical topics thinking_reading medical topics_material reading medical topics_material reading medical
106	good burden students issue - held students aware - told hand held students - students easy - students issue	9	106_good burden students issue_held students aware_told hand held students_students easy
107	engineering learned legal topics - understanding legal engineering learned - important learn law engineering - learn law engineering - engineering learned legal	8	107_engineering learned legal topics_understanding legal engineering learned_important learn law engineering_learn law engineering
108	convenient watch lectures - browser required lectures watch - convenient watch lectures time - lectures watch videos - lectures watch videos time	8	108_convenient watch lectures_browser required lectures watch_convenient watch lectures time_lectures watch videos
109	pharmaceutical industry aspects - pharmaceutical industry aspects freda - pharmaceutical standards industry - main concepts pharmaceutical industry - regulations pharmaceutical industry	8	109_pharmaceutical industry aspects_pharmaceutical industry aspects freda_pharmaceutical standards industry_main concepts pharmaceutical industry
110	learned environment humanity save - learned environment humanity - learned different aspects environmental - learning environmental issues - learning environmental issues history	8	110_learned environment humanity save_learned environment humanity_learned different aspects environmental_learning environmental issues
111	everything perfect thanks professor - everything perfect thanks - everything fine - everything fine everything perfect - everything fine everything	8	111_everything perfect thanks professor_everything perfect thanks_everything fine_everything fine everything perfect
112	pace ability learn material - learn material pace allows - allows comfortable pace overwhelmed - desired pace ability learn - learn material pace	7	112_pace ability learn material_learn material pace allows_allows comfortable pace overwhelmed_desired pace ability learn
113	work minimal - bearable perfect work knowledge - work minimal work - self work assignments prefer - busy work minimal	7	113_work minimal_bearable perfect work knowledge_work minimal work_self work assignments prefer
114	learning legal issues - learning legal issues likely - learning legal - law concepts encounter career - learning working ethics laws	6	114_learning legal issues_learning legal issues likely_learning legal_law concepts encounter career
115	online commuting newark second - online commuting newark - entirely online commuting newark - offer classess commuters - nice entirely online commuting	6	115_online commuting newark second_online commuting newark_entirely online commuting newark_offer classess commuters

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