metadata

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

after_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/after_covid_face_to_face_best_features")

topic_model.get_topic_info()

Topic overview

Number of topics: 130
Number of training documents: 76916

Click here for an overview of all topics.

Topic ID	Topic Keywords	Topic Frequency	Label
0	fun class - class interesting - material taught - lecture - lectures	12321	0_fun class_class interesting_material taught_lecture
1	professor good teaching - good professor - great professor - professor teaches - amazing professor	10018	1_professor good teaching_good professor_great professor_professor teaches
2	lab reports - labs helpful understanding - enjoyed labs - labs fun engaging - lab activities	2082	2_lab reports_labs helpful understanding_enjoyed labs_labs fun engaging
3	helpful studying - helps students - concepts taught - students learn - study material	1961	3_helpful studying_helps students_concepts taught_students learn
4	projects assignments - project management - project topics - project class - project allows students	1777	4_projects assignments_project management_project topics_project class
5	math classes - math courses - math learning - learning math - math concepts	1154	5_math classes_math courses_math learning_learning math
6	teaching style - great teacher - teaches - students understand - teaching	1065	6_teaching style_great teacher_teaches_students understand
7	material useful interesting - material interesting informative - useful material - concepts interesting - material informative	1056	7_material useful interesting_material interesting informative_useful material_concepts interesting
8	collaboration students - group work collaboration - groupwork - group projects - group work	972	8_collaboration students_group work collaboration_groupwork_group projects
9	physics concepts learned - physics courses - concepts learned physics - learning physics - concepts learn physics	919	9_physics concepts learned_physics courses_concepts learned physics_learning physics
10	exams helpful - exams challenging - exams difficult - exam helpful - exams similar	858	10_exams helpful_exams challenging_exams difficult_exam helpful
11	good instructor - helpful instructor - excellent instructor - instructor excellent - knowledgeable instructor	848	11_good instructor_helpful instructor_excellent instructor_instructor excellent
12	helpful slides - study slides - slides helpful - informative slides - slides informative	738	12_helpful slides_study slides_slides helpful_informative slides
13	discussions students - class discussions - class discussions interesting - class discussion - class discussion good	728	13_discussions students_class discussions_class discussions interesting_class discussion
14	learn newark - valuable information regarding - history newark - resources offer - resources offered	690	14_learn newark_valuable information regarding_history newark_resources offer
15	having quizzes - having weekly quizzes - class quizzes - quizzes help prepare - weekly quizzes helped	653	15_having quizzes_having weekly quizzes_class quizzes_quizzes help prepare
16	truly cares students - genuinely help students - teaches class - caring students - passionate teaching	622	16_truly cares students_genuinely help students_teaches class_caring students
17	real life examples professor - examples lessons - examples professor provides - professor good examples - practice examples	608	17_real life examples professor_examples lessons_examples professor provides_professor good examples
18	courses - best handson instructing helping - instructing helping prepare upcoming - best handson instructing - instructing helping prepare	568	18_courses_best handson instructing helping_instructing helping prepare upcoming_best handson instructing
19	architecture history - history architecture - architectural history - architecture taught - architectural thinking	568	19_architecture history_history architecture_architectural history_architecture taught
20	informative lectures - lectures interactive - lecture content - class lectures interesting - engaging lectures	523	20_informative lectures_lectures interactive_lecture content_class lectures interesting
21	helped second guessing career - provided excellent skills furthered - helped understand behavior self - helped improve writing - helped understand behavior	523	21_helped second guessing career_provided excellent skills furthered_helped understand behavior self_helped improve writing
22	writing learning - writing skills - writing exercises - writing class - writing classes	508	22_writing learning_writing skills_writing exercises_writing class
23	assignments helpful - assignments useful - writing assignments - assignments material interesting - assignments interesting	495	23_assignments helpful_assignments useful_writing assignments_assignments material interesting
24	wide variety topics covered - wide range topics covered - wide range topics - wide variety topics - topics covered	478	24_wide variety topics covered_wide range topics covered_wide range topics_wide variety topics
25	useful lectures - helpful lectures - interesting engaging lectures - good informative lectures - good lectures	471	25_useful lectures_helpful lectures_interesting engaging lectures_good informative lectures
26	learning code - programming learning - programming language learning - programming learning code - understanding programming	469	26_learning code_programming learning_programming language learning_programming learning code
27	lectures best feature - lecture best feature - teaching best feature - best feature lecture - best feature best teacher	467	27_lectures best feature_lecture best feature_teaching best feature_best feature lecture
28	way material taught - taught class way material - class way material taught - topics taught way - concepts taught	467	28_way material taught_taught class way material_class way material taught_topics taught way
29	lectures favorite leave labs - simulations favorite class - class lab activities - virtual simulations favorite class - lectures favorite	457	29_lectures favorite leave labs_simulations favorite class_class lab activities_virtual simulations favorite class
30	liked lab portion - learner liked lab portion - liked lab portion different - enjoyed subject - enjoyed material	448	30_liked lab portion_learner liked lab portion_liked lab portion different_enjoyed subject
31	liked grading - liked assignments - liked exams - liked homework - loved homework	445	31_liked grading_liked assignments_liked exams_liked homework
32	difficult courses - class difficult - difficult class - difficult learn - easy understand practiced assignment	445	32_difficult courses_class difficult_difficult class_difficult learn
33	worst class taken - waste time valuable class - worst class taken far - class sucks - pass class	443	33_worst class taken_waste time valuable class_worst class taken far_class sucks
34	business research - business models - business learning - concepts business - learning business	437	34_business research_business models_business learning_concepts business
35	professor explains everything - prof explains everything - professor explained everything - explains everything professor explains - professor explains everything professor	426	35_professor explains everything_prof explains everything_professor explained everything_explains everything professor explains
36	music - memes - coordinator - biased - understand come	421	36_music_memes_coordinator_biased
37	design process - design build aspect - design concepts - design project - create design	421	37_design process_design build aspect_design concepts_design project
38	insight industry guest lecturers - alot insight industry guest - future career work - industry experience - careers	414	38_insight industry guest lecturers_alot insight industry guest_future career work_industry experience
39	architectural education - architecture teaches - architecture students - architecture field - students architecture	411	39_architectural education_architecture teaches_architecture students_architecture field
40	practice homework - engaging homework - understanding homework - homework exams - practice homework homework	407	40_practice homework_engaging homework_understanding homework_homework exams
41	replication genes dftd - dna replication genes dftd - translation covid dna replication - transcription translation covid - transcription translation covid dna	407	41_replication genes dftd_dna replication genes dftd_translation covid dna replication_transcription translation covid
42	professional knew material - way teaches - professor gatley - info midst everything learning - understood material	406	42_professional knew material_way teaches_professor gatley_info midst everything learning
43	examples real world applications - applications real world - real world examples applications - application real world applications - real world applications	404	43_examples real world applications_applications real world_real world examples applications_application real world applications
44	material learned valuable - learn important concepts - learn important concepts taking - useful information learned - learn valuable information	400	44_material learned valuable_learn important concepts_learn important concepts taking_useful information learned
45	textbook online - understand textbook - textbook online free - textbook helpful - textbook useful	393	45_textbook online_understand textbook_textbook online free_textbook helpful
46	lecture class labs - class labs - physical lab - best lab assignments - class lab	391	46_lecture class labs_class labs_physical lab_best lab assignments
47	engineering learning - engineer learning - engineering learn - engineering learning different - engineering students	389	47_engineering learning_engineer learning_engineering learn_engineering learning different
48	helpful patient - helpful accommodating - making competent helped - answers questions - george answering questions	384	48_helpful patient_helpful accommodating_making competent helped_answers questions
49	teaches programs beneficial drawings - programs beneficial drawings teaches - beneficial drawings teaches - looking broader picture implementation - implemented college life	379	49_teaches programs beneficial drawings_programs beneficial drawings teaches_beneficial drawings teaches_looking broader picture implementation
50	projects best feature - best feature learn little - best feature - engineering best feature - applications best feature	377	50_projects best feature_best feature learn little_best feature_engineering best feature
51	increases critical thinking - increases critical thinking skills - boosts ideas knowledge - allows think - things helps remember things	374	51_increases critical thinking_increases critical thinking skills_boosts ideas knowledge_allows think
52	easy follow easy understand - easy understand material easy - easy understand material - straight forward easy follow - easy follow straight forward	374	52_easy follow easy understand_easy understand material easy_easy understand material_straight forward easy follow
53	explanations thorough teacher cares - thorough teacher cares students - understand teacher - class teacher - teacher cares students	369	53_explanations thorough teacher cares_thorough teacher cares students_understand teacher_class teacher
54	learning software - learning programs - zybooks software - learning application - software learn	369	54_learning software_learning programs_zybooks software_learning application
55	skills learning different - learning new skills - skills learning different material - learning skills - learning new techniques	364	55_skills learning different_learning new skills_skills learning different material_learning skills
56	providing material students - small presentations instructor provide - interactive fun puts students - providing material students collect - students think box creative	361	56_providing material students_small presentations instructor provide_interactive fun puts students_providing material students collect
57	class best feature - class structure good - way class structured - class best feature class - class requires coding good	361	57_class best feature_class structure good_way class structured_class best feature class
58	participate engineering activities - participate engineering - learn engineering experiences educational - physically participate engineering - learn engineering experiences	359	58_participate engineering activities_participate engineering_learn engineering experiences educational_physically participate engineering
59	enjoyed group work - enjoyed group - love field trips took - great experience - experience engaging	358	59_enjoyed group work_enjoyed group_love field trips took_great experience
60	quiz grades - class grading - grading exam - exam grade - grade consist exam quiz	358	60_quiz grades_class grading_grading exam_exam grade
61	public speaking learning - practice public speaking - experience public speaking - public speaking skills - improving public speaking	356	61_public speaking learning_practice public speaking_experience public speaking_public speaking skills
62	technology covers basics related - covers basics related - major applications - concepts presented - new concepts presented	356	62_technology covers basics related_covers basics related_major applications_concepts presented
63	research interesting instructor caring - professors ability teach material - improved understanding material professor - professors ability - class professors	355	63_research interesting instructor caring_professors ability teach material_improved understanding material professor_professors ability
64	creative fun - enjoy way thought scheduling - enjoyable challenge - fun - satisfying extremely	354	64_creative fun_enjoy way thought scheduling_enjoyable challenge_fun
65	class homeworks allows practice - graded assignments allow - graded assignments allow different - graded assignments - homeworks allows practice better	351	65_class homeworks allows practice_graded assignments allow_graded assignments allow different_graded assignments
66	future biology classes - concepts biology best - biology classes - biology courses - learning biology	349	66_future biology classes_concepts biology best_biology classes_biology courses
67	online classes - online class online - classes online - online class - classes online class	348	67_online classes_online class online_classes online_online class
68	discussion topics - interactive discussion topics - group discussions - topics discussions - group discussion	346	68_discussion topics_interactive discussion topics_group discussions_topics discussions
69	nearly hour class - gather nearly hour class - length lectures participation class - hours class - class times	345	69_nearly hour class_gather nearly hour class_length lectures participation class_hours class
70	learn big data - big data class - data science major - big data applications - big data using	345	70_learn big data_big data class_data science major_big data applications
71	lots information value - useful information - information simple easy digest - information useful - information information useful	340	71_lots information value_useful information_information simple easy digest_information useful
72	learning homework helpful - homework beneficial learning - homeworks designed - homework beneficial - homework helpful exams	338	72_learning homework helpful_homework beneficial learning_homeworks designed_homework beneficial
73	hybrid helps study better - hybrid helps study - allows students time focus - hybrid commuter student comfortable - students time focus	337	73_hybrid helps study better_hybrid helps study_allows students time focus_hybrid commuter student comfortable
74	learned new topics - learning new stuff - love learning new - old topics learned - old topics learned freshman	334	74_learned new topics_learning new stuff_love learning new_old topics learned
75	experimental methods - performing experiments - conducting experiments - techniques basic laboratory - perform experiments	334	75_experimental methods_performing experiments_conducting experiments_techniques basic laboratory
76	air force having enthusiastic - learn useful skills - history principles air force - career learn new - career learn	332	76_air force having enthusiastic_learn useful skills_history principles air force_career learn new
77	class notes - notes taken class - notes teaching - professor notes - study notes	331	77_class notes_notes taken class_notes teaching_professor notes
78	assignments time - time finish assignments - time complete assignments - time homework assignments - work assignments time	328	78_assignments time_time finish assignments_time complete assignments_time homework assignments
79	economics useful everyday life - economics useful everyday - financial literacy - learning finance - finance	327	79_economics useful everyday life_economics useful everyday_financial literacy_learning finance
80	recorded lectures helpful - recorded lectures - class recorded lectures - lecture videos - lectures recorded	325	80_recorded lectures helpful_recorded lectures_class recorded lectures_lecture videos
81	learning cad software - introduction cad - basics cad - cad program - using cad	325	81_learning cad software_introduction cad_basics cad_cad program
82	professionals learning aspects - software hands experience - developing designs projects - experience working professionals learning - learn hands projects	320	82_professionals learning aspects_software hands experience_developing designs projects_experience working professionals learning
83	films learning - graphic novels - films watching - film making - filmmaking	317	83_films learning_graphic novels_films watching_film making
84	engineering ethics - ethical theories - ethical analysis - ethical cases - ethical analyses	315	84_engineering ethics_ethical theories_ethical analysis_ethical cases
85	future learning major - learning major want future - computer science - interesting topic related major - major learning interesting topic	315	85_future learning major_learning major want future_computer science_interesting topic related major
86	learning networking - learn networking - networking learning - practical networking - introduction cyber	314	86_learning networking_learn networking_networking learning_practical networking
87	introduction college - helpful students starting college - things happening campus - year students accustomed college - firstyear students	303	87_introduction college_helpful students starting college_things happening campus_year students accustomed college
88	web development learning - web development learning web - web development learn - learning web development - development learning web	303	88_web development learning_web development learning web_web development learn_learning web development
89	research paper learning write - properly write research paper - learning write research paper - creating research paper - writing research paper	302	89_research paper learning write_properly write research paper_learning write research paper_creating research paper
90	understanding operating systems - operating systems learning - operating systems taught - learning operating systems - overview operating systems	301	90_understanding operating systems_operating systems learning_operating systems taught_learning operating systems
91	hands experience lab equipment - lab experience - lab handson experience - experience lab equipment - hands lab experience	299	91_hands experience lab equipment_lab experience_lab handson experience_experience lab equipment
92	different types engineering learning - learning real life construction - learning different types engineering - learning solidworks - types engineering learning	299	92_different types engineering learning_learning real life construction_learning different types engineering_learning solidworks
93	material science - understanding materials - material explained material - material fundamental - material explained	298	93_material science_understanding materials_material explained material_material fundamental
94	learning github - learning unity building - learning unity - github - unity development	295	94_learning github_learning unity building_learning unity_github
95	material useful - material easy understand material - material easy understand - easily accessible material - material easy understand easily	294	95_material useful_material easy understand material_material easy understand_easily accessible material
96	feedback students - class feedback - feedback writing - feedback critics - critiques studio valuable	292	96_feedback students_class feedback_feedback writing_feedback critics
97	instructor ta extremely helpful - professor ta helpful professor - professor ta helpful - ta helpful professor - professor ta helpful ta	291	97_instructor ta extremely helpful_professor ta helpful professor_professor ta helpful_ta helpful professor
98	good introduction database management - learn databases - dbms - learning databases - sql introduction	290	98_good introduction database management_learn databases_dbms_learning databases
99	chemistry allows learn chemistry - understanding chemical engineering - chemical engineering - allows learn chemistry - understanding chemistry	289	99_chemistry allows learn chemistry_understanding chemical engineering_chemical engineering_allows learn chemistry
100	hands learning applied study - handson learning experiences - classroom handson - handson learning experience - hands class engaging interesting	286	100_hands learning applied study_handson learning experiences_classroom handson_handson learning experience
101	history enjoyed learning - history learning - learning history - history class - history learn	281	101_history enjoyed learning_history learning_learning history_history class
102	computer science introduction - computer science topics - algorithms taught - important topic computer science - math computer science	277	102_computer science introduction_computer science topics_algorithms taught_important topic computer science
103	various leadership skills recognize - various leadership skills - recognize various leadership skills - leadership skills - leadership skills recognize effective	265	103_various leadership skills recognize_various leadership skills_recognize various leadership skills_leadership skills
104	equipment lab - manufacturing device researching - manufacturing device researching improve - equipment industry - industry standards	263	104_equipment lab_manufacturing device researching_manufacturing device researching improve_equipment industry
105	calculus courses - fundamentals calculus good - prepares students calculus - calculus comprehensive - prepares calculus	258	105_calculus courses_fundamentals calculus good_prepares students calculus_calculus comprehensive
106	circuits creo chosen major - learn circuits - understand basics circuits creo - circuits creo - basics circuits creo	257	106_circuits creo chosen major_learn circuits_understand basics circuits creo_circuits creo
107	machine learning fundamental - machine learning subject - understanding machine learning - basics machine learning - machine learning concepts	256	107_machine learning fundamental_machine learning subject_understanding machine learning_basics machine learning
108	guest lectures - great guest speakers - guest speakers excellent - guest lecturers - learn guest speakers	255	108_guest lectures_great guest speakers_guest speakers excellent_guest lecturers
109	keeping focused making ready - keeping focused - lucky having good advisor - challenging rewarding - having good advisor	255	109_keeping focused making ready_keeping focused_lucky having good advisor_challenging rewarding
110	evscbiolchem majors introduction python - majors introduction python learned - majors introduction python - python good introduction - learning python	253	110_evscbiolchem majors introduction python_majors introduction python learned_majors introduction python_python good introduction
111	concepts taught ecology - applies concepts taught ecology - sustainability teaches - environmental science - learn environmental	252	111_concepts taught ecology_applies concepts taught ecology_sustainability teaches_environmental science
112	teaches excel - excel teaching - taught excel - practice excel - excel skills	249	112_teaches excel_excel teaching_taught excel_practice excel
113	recitation class - recitation classes - having lecture recitation - recitation lecture - lecture class recitation helpful	247	113_recitation class_recitation classes_having lecture recitation_recitation lecture
114	groups semester enjoyable - semester enjoyable - fellow cadets open environment - choose groups semester enjoyable - honors college meeting	246	114_groups semester enjoyable_semester enjoyable_fellow cadets open environment_choose groups semester enjoyable
115	statistics teaches - teaches statistics - learn statistics - understand statistics - statistical concepts	245	115_statistics teaches_teaches statistics_learn statistics_understand statistics
116	interview skills resume - resume useful - resumes interviews - resume interview - interviews resume building	240	116_interview skills resume_resume useful_resumes interviews_resume interview
117	creativity freedom - projects creative freedom - research freedom choose - research freedom - creative freedom	231	117_creativity freedom_projects creative freedom_research freedom choose_research freedom
118	classes work load - work workload - workload - workload work - heavy workload	230	118_classes work load_work workload_workload_workload work
119	creativity teaches valuable skills - creativity teaches valuable - adding creative abilities - education adding creative - creativity ability	226	119_creativity teaches valuable skills_creativity teaches valuable_adding creative abilities_education adding creative
120	great lecturer - excellent professor - understanding professor - best teacher - amazing teacher	226	120_great lecturer_excellent professor_understanding professor_best teacher
121	chemistry courses - chemical engineering courses - chem classes - chem lectures - cell molec lecture work	223	121_chemistry courses_chemical engineering courses_chem classes_chem lectures
122	matlab projects - learn matlab - matlab experience - learning matlab - matlab applications	219	122_matlab projects_learn matlab_matlab experience_learning matlab
123	drstankos office hours ability - drstankos office hours - office hours ability meet - hours ability meet appointments - meet appointments	215	123_drstankos office hours ability_drstankos office hours_office hours ability meet_hours ability meet appointments
124	class professor best feature - best feature professor understanding - best feature professor professor - class best feature professor - best feature professor helps	214	124_class professor best feature_best feature professor understanding_best feature professor professor_class best feature professor
125	best professor - professor good teacher - learned professor - classmates professor - class material professor	197	125_best professor_professor good teacher_learned professor_classmates professor
126	plus terrible exams think - passed good difficult - learnt provides value - lacking education values - passed good difficult hard	174	126_plus terrible exams think_passed good difficult_learnt provides value_lacking education values
127	think nothin special incredibly - little bit everything noteworthy - think nothin - honesty - positive say answers	159	127_think nothin special incredibly_little bit everything noteworthy_think nothin_honesty
128	learning material pearson - exams pearson homework helpful - practice exams pearson homework - helpful learning material pearson - pearson textbook pearson	150	128_learning material pearson_exams pearson homework helpful_practice exams pearson homework_helpful learning material pearson
129	best feature - say best feature - good feature best - best feature best - good feature best feature	115	129_best feature_say best feature_good feature best_best feature best

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