before_covid_face_to_face_best_features

This is a BERTopic model. BERTopic is a flexible and modular topic modeling framework that allows for the generation of easily interpretable topics from large datasets.

Usage

To use this model, please install BERTopic:

pip install -U bertopic

You can use the model as follows:

from bertopic import BERTopic
topic_model = BERTopic.load("ShivamSrng/before_covid_face_to_face_best_features")

topic_model.get_topic_info()

Topic overview

• Number of topics: 141
• Number of training documents: 124395

Click here for an overview of all topics.

Topic ID	Topic Keywords	Topic Frequency	Label
0	helpful professor - professor helpful - amazing professor - great professor - interesting professor	19847	0_helpful professor_professor helpful_amazing professor_great professor
1	courses best - courses - courses best feature - courses taken - class interesting	8745	1_courses best_courses_courses best feature_courses taken
2	lab experience - hands experience lab - hands experience labs - working lab - learn lab	3844	2_lab experience_hands experience lab_hands experience labs_working lab
3	class engaging - enjoyed class - fun class - class fun - class participation	2764	3_class engaging_enjoyed class_fun class_class fun
4	lectures interesting - enjoyed lectures - lectures engaging - interesting lectures - helpful lectures	2536	4_lectures interesting_enjoyed lectures_lectures engaging_interesting lectures
5	open book exams - exams open book - book exams - class exams - exam quizzes	2135	5_open book exams_exams open book_book exams_class exams
6	career development - resumes - resume building - interview skills - career fair	2088	6_career development_resumes_resume building_interview skills
7	covers wide range topics - wide variety topics - wide range topics - interesting topics covered - topics covered	1810	7_covers wide range topics_wide variety topics_wide range topics_interesting topics covered
8	exams homeworks - better assignments - learn homework - regular homework - exams assignments	1785	8_exams homeworks_better assignments_learn homework_regular homework
9	genuinely cares students - professor enjoyed - teaches - encourages students - teacher	1684	9_genuinely cares students_professor enjoyed_teaches_encourages students
10	teacher good instructor - instructor good teacher - knowledgeable instructor - instructor knowledgeable - helpful teacher	1592	10_teacher good instructor_instructor good teacher_knowledgeable instructor_instructor knowledgeable
11	helped improve writing - helps improve writing - writing classes - writing class - writing learning	1375	11_helped improve writing_helps improve writing_writing classes_writing class
12	enjoys teaching - enthusiastic teach - class good teacher - teaching style - excellent teacher	1172	12_enjoys teaching_enthusiastic teach_class good teacher_teaching style
13	projects learning - learn project - projects students - learning microsoft project - project assignments	1150	13_projects learning_learn project_projects students_learning microsoft project
14	shares practice experience - explains concepts - teaches - teaches examples - lectures	1048	14_shares practice experience_explains concepts_teaches_teaches examples
15	good pacing content - good pacing content starting - pacing content starting - pacing content starting slow - good pacing	1011	15_good pacing content_good pacing content starting_pacing content starting_pacing content starting slow
16	understand physics concepts - understand physics - understanding physics - helps understand physics - real life physics	940	16_understand physics concepts_understand physics_understanding physics_helps understand physics
17	learned important things - learned interesting things - learned new things - learned valuable knowledge - learned lots	940	17_learned important things_learned interesting things_learned new things_learned valuable knowledge
18	study powerpoint - powerpoint lectures - powerpoint presentations - powerpoints powerpoint slides - presentations powerpoints	923	18_study powerpoint_powerpoint lectures_powerpoint presentations_powerpoints powerpoint slides
19	courses computer science - cs courses - courses computer - computer science majors - useful computer science	889	19_courses computer science_cs courses_courses computer_computer science majors
20	class discussions - class discussions class discussions - discussion class discussions - discussions class discussions - class discussions interesting	887	20_class discussions_class discussions class discussions_discussion class discussions_discussions class discussions
21	projects teaches - helps students - teaches important - future jobs teaches - teaches basic concepts	885	21_projects teaches_helps students_teaches important_future jobs teaches
22	exams best feature - instructor best feature - exam best feature - teacher best feature - lecture best feature	847	22_exams best feature_instructor best feature_exam best feature_teacher best feature
23	transition online classes - online students - online online class - online class best - online classes	767	23_transition online classes_online students_online online class_online class best
24	learning basics taught - concepts taught - students learn - information taught - important information taught	766	24_learning basics taught_concepts taught_students learn_information taught
25	allows students learn - helps students better - helps students develop - allows students better - learning allows students	761	25_allows students learn_helps students better_helps students develop_allows students better
26	allows think outside - thinking informs - helps writing - helps improve writing - helps understand things	761	26_allows think outside_thinking informs_helps writing_helps improve writing
27	approachable helpful office hours - great coordinator - approachable helpful office - office hours great available - helpful pushing best work	759	27_approachable helpful office hours_great coordinator_approachable helpful office_office hours great available
28	business management - industry learning - management - operations management - business learning	758	28_business management_industry learning_management_operations management
29	usefulness applications math problems - usefulness applications math - higher level math - math learning - math useful	751	29_usefulness applications math problems_usefulness applications math_higher level math_math learning
30	different situations face - psychology - covered different situations - ideas improvements - health safety	741	30_different situations face_psychology_covered different situations_ideas improvements
31	helps managing time courses - courses enjoyed - managing time courses hybrid - compared courses - courses	731	31_helps managing time courses_courses enjoyed_managing time courses hybrid_compared courses
32	software practical - learning creo software - learning creo using software - softwares - aspen software	715	32_software practical_learning creo software_learning creo using software_softwares
33	textbook helpful - resources provided instructor - study guides - study materials - textbook resources	714	33_textbook helpful_resources provided instructor_study guides_study materials
34	class teachers - students understand teacher - teacher teaches - class interesting teacher - class teacher	711	34_class teachers_students understand teacher_teacher teaches_class interesting teacher
35	applications taught - class real world applications - real world learning - applications material learned - class practical	705	35_applications taught_class real world applications_real world learning_applications material learned
36	helpful studying - material helpful - learning material - helpful learning material - helpful understanding material	705	36_helpful studying_material helpful_learning material_helpful learning material
37	applicable real life situations - real world situations - applied reallife situations - real life situations - examples real life	705	37_applicable real life situations_real world situations_applied reallife situations_real life situations
38	learn entire design process - learn entire design - design development - learning design - engineering design	704	38_learn entire design process_learn entire design_design development_learning design
39	learning new things - learning things - learning stuff - new useful things learn - learning life	694	39_learning new things_learning things_learning stuff_new useful things learn
40	biology courses - informative biology classes - biology classes - biology field - understanding biology	693	40_biology courses_informative biology classes_biology classes_biology field
41	learning build - learning design - design learning - arduino learning - learning procedural	691	41_learning build_learning design_design learning_arduino learning
42	classes difficult - fairly easy class - difficult class - class fairly easy - class difficult	685	42_classes difficult_fairly easy class_difficult class_class fairly easy
43	effective lecture - lecture material - lecture style - lectures practice - content lectures	684	43_effective lecture_lecture material_lecture style_lectures practice
44	difficult class - class difficult - class extremely difficult - crap class - class waste time	684	44_difficult class_class difficult_class extremely difficult_crap class
45	provide background scientific calculations - concepts applications relevant - concepts useful - useful computer science - background scientific calculations upper	668	45_provide background scientific calculations_concepts applications relevant_concepts useful_useful computer science
46	opportunities learn - learn valuable - learn anatomy physiology human - career learn - learn anatomy physiology	666	46_opportunities learn_learn valuable_learn anatomy physiology human_career learn
47	complete students everything - gave students - students everything - complete students everything planned - students everything planned	662	47_complete students everything_gave students_students everything_complete students everything planned
48	coding teaches - teaches code - coding programming assignments - students programming - teaches coding	660	48_coding teaches_teaches code_coding programming assignments_students programming
49	engineering learning - engineering learning different - learning engineering - engineer learning - engineering learn	659	49_engineering learning_engineering learning different_learning engineering_engineer learning
50	topics covered interesting - topics covered - readings interesting - liked presentations - readings informative	636	50_topics covered interesting_topics covered_readings interesting_liked presentations
51	numerical methods - numerical analysis - partial differential equations - odes - solve physics	634	51_numerical methods_numerical analysis_partial differential equations_odes
52	projects helped learn - enjoyed projects - semester projects - projects enjoyed - liked project	634	52_projects helped learn_enjoyed projects_semester projects_projects enjoyed
53	groups working team - group projects - team work group - work team group - work group project	630	53_groups working team_group projects_team work group_work team group
54	history architecture - architecture history - regarding architecture - learn history architecture - architecture today	623	54_history architecture_architecture history_regarding architecture_learn history architecture
55	open discussions - interesting open discussions - discussion open discussion - open discussions good - open discussion	620	55_open discussions_interesting open discussions_discussion open discussion_open discussions good
56	textbook useful - textbook helpful textbook - study textbook - textbook easy read - good textbook	615	56_textbook useful_textbook helpful textbook_study textbook_textbook easy read
57	feature best class professor - feature class professor - professor best class - best feature professor - best feature professor professor	610	57_feature best class professor_feature class professor_professor best class_best feature professor
58	learning newark - enjoyed learning newark - learn newark - newark learning - history newark	601	58_learning newark_enjoyed learning newark_learn newark_newark learning
59	learning new programming language - new programming language learning - learning new coding language - learning new programming - learning programming language	592	59_learning new programming language_new programming language learning_learning new coding language_learning new programming
60	electrical engineering learning - introduction circuits - circuits teaches - learn circuits - circuitry learn	592	60_electrical engineering learning_introduction circuits_circuits teaches_learn circuits
61	material provided professor - class provide useful materials - material covered lecture lab - lecture lecture notes - professor explain important	589	61_material provided professor_class provide useful materials_material covered lecture lab_lecture lecture notes
62	discussions freshmen seminar helped - interesting group discussions freshmen - freshmen seminar helped - freshmen seminar helped wider - discussions freshmen seminar	587	62_discussions freshmen seminar helped_interesting group discussions freshmen_freshmen seminar helped_freshmen seminar helped wider
63	lectures recitations - recitation lecture - lecture day recitation - lectures recitation - recitation helps understand	584	63_lectures recitations_recitation lecture_lecture day recitation_lectures recitation
64	learning operating systems - computer architecture - operating systems - embedded systems - computer systems	581	64_learning operating systems_computer architecture_operating systems_embedded systems
65	engineering courses - engineering courses class - engineering teaches students - mechanical engineering students - engineering teaches students fundamentals	578	65_engineering courses_engineering courses class_engineering teaches students_mechanical engineering students
66	learning networking - networking learn - networking student - learn networking - learning basics networking	574	66_learning networking_networking learn_networking student_learn networking
67	data mining learning - web mining - mining data - learn data analytics - machine learning data	573	67_data mining learning_web mining_mining data_learn data analytics
68	grading policy - grading policy fair - grading percentages - grading based - grading format	569	68_grading policy_grading policy fair_grading percentages_grading based
69	professor uses real life - professor real world examples - real world application professor - reallife examples professor - real life situations professor	567	69_professor uses real life_professor real world examples_real world application professor_reallife examples professor
70	learning cad software - cad software learn - cad software learning - software learning cad - learning cad	563	70_learning cad software_cad software learn_cad software learning_software learning cad
71	learning history - history learning - history classes - learning th century - historical events learning	561	71_learning history_history learning_history classes_learning th century
72	equipment hands experience - getting hands experience - tools hands experience - hands experience equipment - experience equipment hands	561	72_equipment hands experience_getting hands experience_tools hands experience_hands experience equipment
73	lab experiments interesting - experiments lab - experiment lab experiments - labs experiments - lab experiment experiments	560	73_lab experiments interesting_experiments lab_experiment lab experiments_labs experiments
74	practicing problems class - practice problems class - class practice problems class - practicing problems - practice problems	556	74_practicing problems class_practice problems class_class practice problems class_practicing problems
75	learning experience hands learning - hands teaching - experience hands learning - learning experience hands - hands learning experience	556	75_learning experience hands learning_hands teaching_experience hands learning_learning experience hands
76	everything learned - general concepts learn - general concepts learn relate - everything learn - learn things	555	76_everything learned_general concepts learn_general concepts learn relate_everything learn
77	material science - materials engineering - material sciences - materials science - engineering materials	549	77_material science_materials engineering_material sciences_materials science
78	class twice week - biweekly class - class meets week - class meets week class - meets week class	547	78_class twice week_biweekly class_class meets week_class meets week class
79	new software learning - learning different software - software learning new - learning new software - learn new software	545	79_new software learning_learning different software_software learning new_learning new software
80	active class participation - classroom class participation - class participation - class participation encouraged - participation way professor	543	80_active class participation_classroom class participation_class participation_class participation encouraged
81	concept class great - different classes - class easy understand - class useful - concept class	542	81_concept class great_different classes_class easy understand_class useful
82	complex concepts - concepts related real world - learn theory - analytical thinking - objects principles everyday	542	82_complex concepts_concepts related real world_learn theory_analytical thinking
83	practice examples class - examples lecture - examples lectures examples - practice examples - professor explains examples	540	83_practice examples class_examples lecture_examples lectures examples_practice examples
84	economics learning - economy teaches - learning economics - microeconomics macroeconomics - economics class	534	84_economics learning_economy teaches_learning economics_microeconomics macroeconomics
85	ability everything learned - ability research - skills learned - skills learned ability - ability knowledge	532	85_ability everything learned_ability research_skills learned_skills learned ability
86	interactions professor students - students interaction professor - professor student interaction - professor interacts students - interactions students professor	531	86_interactions professor students_students interaction professor_professor student interaction_professor interacts students
87	liked seeing depth designing - learning fun - enjoy learning - love learning - new skills computer aided	530	87_liked seeing depth designing_learning fun_enjoy learning_love learning
88	learned organic chemistry - learning organic chemistry - learned general chemistry - organic chemistry class - organic chemistry concepts	526	88_learned organic chemistry_learning organic chemistry_learned general chemistry_organic chemistry class
89	great content valuable information - useful content - informative interesting content - informative content - content useful	521	89_great content valuable information_useful content_informative interesting content_informative content
90	civil engineering learning - civil engineering learn - field civil engineering learn - civil engineering students - civil engineering provides	510	90_civil engineering learning_civil engineering learn_field civil engineering learn_civil engineering students
91	project best feature best - best feature interesting - best feature exposed - best feature - feature best feature	509	91_project best feature best_best feature interesting_best feature exposed_best feature
92	better student critic - student critic - mean student - instead teach concepts thoroughly - assignments cares students	509	92_better student critic_student critic_mean student_instead teach concepts thoroughly
93	material useful - material easy understand - class material - class materials - material easy understand material	497	93_material useful_material easy understand_class material_class materials
94	learning history film - movies learning - films learning - films interesting - films discussing	496	94_learning history film_movies learning_films learning_films interesting
95	experience enjoyed group - enjoyed group - experience field trip good - fun activities - paper airplanes beneficial engaging	495	95_experience enjoyed group_enjoyed group_experience field trip good_fun activities
96	professor ta helpful - professor ta helpful ta - ta helpful professor - helpful ta professor - helpful professor ta	495	96_professor ta helpful_professor ta helpful ta_ta helpful professor_helpful ta professor
97	guest speakers great - great guest speakers - guest speakers amazing - guest speakers come talk - guest speakers	486	97_guest speakers great_great guest speakers_guest speakers amazing_guest speakers come talk
98	understand material material - materials - material difficult - materials content organized material - way material presented	486	98_understand material material_materials_material difficult_materials content organized material
99	technology utilize classroom large - utilize classroom large screens - classroom helpful tech - utilize classroom - classroom interactive	481	99_technology utilize classroom large_utilize classroom large screens_classroom helpful tech_utilize classroom
100	learn write research paper - writing research paper - learning write research paper - process writing research paper - write research paper learning	480	100_learn write research paper_writing research paper_learning write research paper_process writing research paper
101	lecture notes - lectures notes - online lecture notes - notes lectures - instructor notes	480	101_lecture notes_lectures notes_online lecture notes_notes lectures
102	homework solutions - understand homework - understanding content homework - homework helpful understanding - homework helpful preparing	479	102_homework solutions_understand homework_understanding content homework_homework helpful understanding
103	book read class - book readings - readings class - book reading - readings interesting	478	103_book read class_book readings_readings class_book reading
104	easy understand easy follow - easy follow easy understand - easy follow material easy - easy follow understand easy - easy understand material easy	477	104_easy understand easy follow_easy follow easy understand_easy follow material easy_easy follow understand easy
105	matlab skills - proficient matlab - students learn matlab - learn matlab - teaches matlab	473	105_matlab skills_proficient matlab_students learn matlab_learn matlab
106	easy understand concepts - explanation topic - explanation topics - easy understand explains everything - concepts explained simple	472	106_easy understand concepts_explanation topic_explanation topics_easy understand explains everything
107	assignments time - time finish assignments - time complete assignments - assignment schedule - time management	469	107_assignments time_time finish assignments_time complete assignments_assignment schedule
108	having recorded lectures - lectures recorded posted - recorded lectures - class recorded lectures - lectures recorded rewatch	468	108_having recorded lectures_lectures recorded posted_recorded lectures_class recorded lectures
109	stanko great teacher - knowledgable intelligent great lecturer - lubliner advisor - tomkins great professor - lubliner advisor directing	463	109_stanko great teacher_knowledgable intelligent great lecturer_lubliner advisor_tomkins great professor
110	technology today learning technology - technology today learning - today learning technology - technology today - technology everyday	462	110_technology today learning technology_technology today learning_today learning technology_technology today
111	process applied design courses - design courses - design students - teaching design - teaches design	461	111_process applied design courses_design courses_design students_teaching design
112	helpful working alongside real - real client think needs - alongside real client think - real client think - helpful working alongside	449	112_helpful working alongside real_real client think needs_alongside real client think_real client think
113	collaboration students - learning group work - group work class - class group work - group work interactive learning	448	113_collaboration students_learning group work_group work class_class group work
114	work groups helps - working groups helps work - works working groups helps - group work - work groups	445	114_work groups helps_working groups helps work_works working groups helps_group work
115	learning sustainability - learn sustainability - learning environmental - awareness environmental issues - topics environmental	444	115_learning sustainability_learn sustainability_learning environmental_awareness environmental issues
116	helps transition college - helps freshmen - helps adjust college life - helps adjust college - helps prepare future	439	116_helps transition college_helps freshmen_helps adjust college life_helps adjust college
117	useful information important information - information relevant interesting information - lots valuable information - information everyday life - knowledge useful information	437	117_useful information important information_information relevant interesting information_lots valuable information_information everyday life
118	online homework useful - online homework allows - assignments online convenient - online online homework helpful - online homeworks	436	118_online homework useful_online homework allows_assignments online convenient_online online homework helpful
119	calculus teaches - calculus courses - future calculus courses - calculus classes - calculus school	430	119_calculus teaches_calculus courses_future calculus courses_calculus classes
120	resources provided moodle - moodle lecture slides - moodle useful - moodle helpful - resources moodle	429	120_resources provided moodle_moodle lecture slides_moodle useful_moodle helpful
121	workload heavy - hard workload - work load difficult - huge workload - light workload	422	121_workload heavy_hard workload_work load difficult_huge workload
122	courses offered professor - courses offered - hybrid format class integrating - best courses offered - available idea different courses	419	122_courses offered professor_courses offered_hybrid format class integrating_best courses offered
123	positive say courses - say courses - tutor darius positives - waste time money - waste money time	418	123_positive say courses_say courses_tutor darius positives_waste time money
124	construction learning - construction systems - learning construction - building construction - construction management	417	124_construction learning_construction systems_learning construction_building construction
125	professor provides slides - professor provides powerpoints - professor read power point - slides professor provides - professor powerpoints	405	125_professor provides slides_professor provides powerpoints_professor read power point_slides professor provides
126	statistical concepts - comprehend statistical concepts - learning statistics - learn basics statistics - approach easier comprehend statistical	394	126_statistical concepts_comprehend statistical concepts_learning statistics_learn basics statistics
127	learn heat transfer - thermodynamics learning - learn thermodynamics - aspects heat transfer - applications heat transfer	384	127_learn heat transfer_thermodynamics learning_learn thermodynamics_aspects heat transfer
128	learn basics database - learn database - learning databases - learn databases - learning database	363	128_learn basics database_learn database_learning databases_learn databases
129	public speaking practice - oral presentation skills - public speaking skills - presentation skills - public speaking learning	363	129_public speaking practice_oral presentation skills_public speaking skills_presentation skills
130	chemical engineering classes - chemical engineering courses - learning chemical engineering - chemical engineering curriculum - future chemical engineering classes	362	130_chemical engineering classes_chemical engineering courses_learning chemical engineering_chemical engineering curriculum
131	freedom choosing topics - freedom choose topics - topics freedom - creativity freedom - freedom choose topic	340	131_freedom choosing topics_freedom choose topics_topics freedom_creativity freedom
132	web development learning - learning create website - learn web development - website development - learning html	331	132_web development learning_learning create website_learn web development_website development
133	weekly quizzes helpful - weekly quizzes good - quizzes helpful weekly - enjoy weekly quizzes - helpful weekly quizzes	322	133_weekly quizzes helpful_weekly quizzes good_quizzes helpful weekly_enjoy weekly quizzes
134	studio interesting - studio design - studio including structural engineers - studio projects - studio including structural	321	134_studio interesting_studio design_studio including structural engineers_studio projects
135	best helpful feedback professor - best professor - class professor amazing - instructor professor - professor best professor	296	135_best helpful feedback professor_best professor_class professor amazing_instructor professor
136	meet twice week - meets twice week - meets week twice week - times week week meeting - meets week twice	264	136_meet twice week_meets twice week_meets week twice week_times week week meeting
137	learning python great - learn python - learning python - learning python programming - python taught	259	137_learning python great_learn python_learning python_learning python programming
138	zero kind things say - approximately zero kind things - zero kind things - zero kind - kind things	259	138_zero kind things say_approximately zero kind things_zero kind things_zero kind
139	learning excel - excel skills - excel teaches - excel learning excel - learn excel	248	139_learning excel_excel skills_excel teaches_excel learning excel
140	ethics engineering - ethical analysis learning - ethics learning ethics - instruction social responsibility - learning ethical	245	140_ethics engineering_ethical analysis learning_ethics learning ethics_instruction social responsibility

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