before_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/before_covid_distance_learning_best_features")

topic_model.get_topic_info()

Topic overview

• Number of topics: 64
• Number of training documents: 13320

Click here for an overview of all topics.

Topic ID	Topic Keywords	Topic Frequency	Label
0	online class - lecture - lectures - class online - courses	9409	0_online class_lecture_lectures_class online
1	project management learning project - management learning project management - project delivery according - project delivery - project management	345	1_project management learning project_management learning project management_project delivery according_project delivery
2	waste money time - nope waste money time - waste money - recall future rewatching - nope waste money	130	2_waste money time_nope waste money time_waste money_recall future rewatching
3	dbms - learn databases - learning database - useful learn sql - hands experience sql	107	3_dbms_learn databases_learning database_useful learn sql
4	psychology internet aspects thought - psychology internet aspects - psychology related online media - cyberpsychology - psychology related online	97	4_psychology internet aspects thought_psychology internet aspects_psychology related online media_cyberpsychology
5	construction learning - construction learn - learning construction - construction management - looked construction helps developing	93	5_construction learning_construction learn_learning construction_construction management
6	professional writing future class - technical writing important - professional writing technical - technical writing - professional writing technical fields	90	6_professional writing future class_technical writing important_professional writing technical_technical writing
7	learning linux - software learning - softwares learning - learning software - tools learning	89	7_learning linux_software learning_softwares learning_learning software
8	applying ethical theories - practicing applying ethical theories - applying ethical theories scenarios - learning ethics - ethics learning	87	8_applying ethical theories_practicing applying ethical theories_applying ethical theories scenarios_learning ethics
9	programming assignments learning computer - programming assignments learning - programming assignments good - learning code - programming assignments	84	9_programming assignments learning computer_programming assignments learning_programming assignments good_learning code
10	pharmaceutical industry concepts things - pharmaceutical industry concepts - pharmaceutical facility design industry - industry material - product development	77	10_pharmaceutical industry concepts things_pharmaceutical industry concepts_pharmaceutical facility design industry_industry material
11	mark helpful knowledgeable approachable - written work extremely - thoughtful responsive mark - thoughtful responsive - thinking skills listens cares	74	11_mark helpful knowledgeable approachable_written work extremely_thoughtful responsive mark_thoughtful responsive
12	perspectives multiculturalism - perspectives multiculturalism means different - perspectives multiculturalism means - understanding race - perspectives complex ethical	72	12_perspectives multiculturalism_perspectives multiculturalism means different_perspectives multiculturalism means_understanding race
13	moodle online class - moodle site - needed moodle homework assignments - lectures available moodle - moodle lectures	70	13_moodle online class_moodle site_needed moodle homework assignments_lectures available moodle
14	case studies assignments - case studies interesting - helpful case studies - presentation case studies helps - past case studies	70	14_case studies assignments_case studies interesting_helpful case studies_presentation case studies helps
15	reading wall street journal - wall street journal articles - wall street journal - daily wall street journal - read wall street journal	70	15_reading wall street journal_wall street journal articles_wall street journal_daily wall street journal
16	provided helpful study aids - materials required text - semester answer provided - objectives assignments class hw - methods analysis attend	69	16_provided helpful study aids_materials required text_semester answer provided_objectives assignments class hw
17	professor miserable loathed class - worst class taken - professor material challenging midterm - class taken professor - professor ta awful taught	68	17_professor miserable loathed class_worst class taken_professor material challenging midterm_class taken professor
18	explain material - material explain - material explain material - material applicable - help understand material	67	18_explain material_material explain_material explain material_material applicable
19	learn data mining - various data mining - concepts data mining - data mining concepts - different data mining	65	19_learn data mining_various data mining_concepts data mining_data mining concepts
20	knowledgeable cares students - lectures great experience bring - knowledgeable cares students learning - teacher helps students cares - teacher helps students	65	20_knowledgeable cares students_lectures great experience bring_knowledgeable cares students learning_teacher helps students cares
21	protocols wireless communication learn - wireless networks - protocols wireless communication - networking - projects practical application traffic	65	21_protocols wireless communication learn_wireless networks_protocols wireless communication_networking
22	learnt topics corporate finance - learning economics applies - finance - corporate finance - learn finance	62	22_learnt topics corporate finance_learning economics applies_finance_corporate finance
23	playing programs creative enjoyed - miniprojects great investment simulator - mode teaching great - projects learning - plus miniprojects	62	23_playing programs creative enjoyed_miniprojects great investment simulator_mode teaching great_projects learning
24	enjoy learning experience - information enjoy learning experience - enjoy learning - information enjoy learning - learning things	62	24_enjoy learning experience_information enjoy learning experience_enjoy learning_information enjoy learning
25	material learning fundermental html - learn web development - way learn web development - making website learning - learning html	62	25_material learning fundermental html_learn web development_way learn web development_making website learning
26	online learning tools convenient - online learning tools - program helps learning - program helps learning process - online ebook connect mcgraw	61	26_online learning tools convenient_online learning tools_program helps learning_program helps learning process
27	online aspect offered online - fact online offered online - online online aspect offered - online offered online fact - online ability online fact	61	27_online aspect offered online_fact online offered online_online online aspect offered_online offered online fact
28	webex lectures - professor webex lessons class - professor webex meeting week - professor think webex sessions - professor webex lessons	59	28_webex lectures_professor webex lessons class_professor webex meeting week_professor think webex sessions
29	weeks lecture test knowledge - weeks lecture test - problems good practice exams - exams assignments - exam questions	59	29_weeks lecture test knowledge_weeks lecture test_problems good practice exams_exams assignments
30	group projects - group work - group project - members group projects - work group	59	30_group projects_group work_group project_members group projects
31	perspective typical technical courses - prepares job industry classes - njitrutgers purchased material book - online class useful - njitrutgers purchased material	59	31_perspective typical technical courses_prepares job industry classes_njitrutgers purchased material book_online class useful
32	quizes module helpful studying - quizzes frequent quizzes assessments - quizzes help learn topics - quizzes help learn - quiztests semester quizzes exams	58	32_quizes module helpful studying_quizzes frequent quizzes assessments_quizzes help learn topics_quizzes help learn
33	matlab lessons intuitive - matlab exercises interesting practical - matlab lessons intuitive provide - matlab lessons - matlab implementation office	56	33_matlab lessons intuitive_matlab exercises interesting practical_matlab lessons intuitive provide_matlab lessons
34	material useful information resources - practical information helpful life - plethora information topic - resources available - presented information resources refer	54	34_material useful information resources_practical information helpful life_plethora information topic_resources available
35	plan involved learn business - business plan - learning business - learning businesses - opportunity develop business plan	52	35_plan involved learn business_business plan_learning business_learning businesses
36	power engineer learning - materials power engineer learning - engineering - materials power engineer - power engineer	51	36_power engineer learning_materials power engineer learning_engineering_materials power engineer
37	reasonable workload difficult - limited work load - workload manageable - load reasonable work - workloads helps understand	49	37_reasonable workload difficult_limited work load_workload manageable_load reasonable work
38	pace learn material - learning pace - pace style learn - pace learning pace straightforward - pace freedom learn	49	38_pace learn material_learning pace_pace style learn_pace learning pace straightforward
39	distance learning content - distance learning content available - online assignments online materials - resources distance learning - online learning ease access	48	39_distance learning content_distance learning content available_online assignments online materials_resources distance learning
40	skills work online pace - tasks pace work time - time online complete work - tasks pace work - skills work online	47	40_skills work online pace_tasks pace work time_time online complete work_tasks pace work
41	professor responsive email genuinely - reachable email professor amazing - quick response emails professor - professor responsive emails questions - professor responsive emails	47	41_professor responsive email genuinely_reachable email professor amazing_quick response emails professor_professor responsive emails questions
42	information present easy useful - hectic schedules ease access - understand ease access - tasks information present easy - information present easy	47	42_information present easy useful_hectic schedules ease access_understand ease access_tasks information present easy
43	office hours class meetings - meeting time class entire - lectures office hours hold - office hours form lecture - lectures office hours	46	43_office hours class meetings_meeting time class entire_lectures office hours hold_office hours form lecture
44	material good useful enjoyed - material good useful - liked practicality material covered - materials covered great - material easy follow material	45	44_material good useful enjoyed_material good useful_liked practicality material covered_materials covered great
45	good content interesting applicable - online content relevant interesting - great content easy access - interesting current online content - online content relevant	45	45_good content interesting applicable_online content relevant interesting_great content easy access_interesting current online content
46	marketing research learning various - learning marketing - marketing research learning - marketing learning - marketing showing basic concepts	45	46_marketing research learning various_learning marketing_marketing research learning_marketing learning
47	requirements engineering - learning concepts requirements engineering - methodologies describing - learning various cases designing - business process	43	47_requirements engineering_learning concepts requirements engineering_methodologies describing_learning various cases designing
48	management skills best feature - feature online best feature - best feature - best feature getting - best feature online	43	48_management skills best feature_feature online best feature_best feature_best feature getting
49	class useful - involved class great classes - feature class love - feature class useful - new platforms class beneficial	43	49_class useful_involved class great classes_feature class love_feature class useful
50	environmental law - environmental laws - njspecific remediation topics - njspecific remediation topics lsrp - new jersey statelevel regulationstopics	43	50_environmental law_environmental laws_njspecific remediation topics_njspecific remediation topics lsrp
51	quickly professor responds - professor responds quickly - quickly professor responded students - quickly professor responds emails - professors quick response time	42	51_quickly professor responds_professor responds quickly_quickly professor responded students_quickly professor responds emails
52	patient assistance received project - pharmaceutical industry phenomenal educator - patient assistance received - patient assistance - material longo great professor	42	52_patient assistance received project_pharmaceutical industry phenomenal educator_patient assistance received_patient assistance
53	informative structured material organized - notes organized online - organized assignments communicated - organized informative structured material - online notes organized online	41	53_informative structured material organized_notes organized online_organized assignments communicated_organized informative structured material
54	homework time finish assignments - time finish assignments - homeworks time usually online - lots time finish assignments - assignments time	39	54_homework time finish assignments_time finish assignments_homeworks time usually online_lots time finish assignments
55	practical information security auditing - information security auditing - opportunity learn computer auditing - security auditing - network security helps analyse	38	55_practical information security auditing_information security auditing_opportunity learn computer auditing_security auditing
56	pace important freedom work - instead having deadlines flexibility - complete work pace - manner allows work pace - instead having deadlines	38	56_pace important freedom work_instead having deadlines flexibility_complete work pace_manner allows work pace
57	methods involved decision analysis - methodology decision analysis - operations research - managers decisionmakers helpful calculate - decision analysis	36	57_methods involved decision analysis_methodology decision analysis_operations research_managers decisionmakers helpful calculate
58	requires critical thinking student - critical thinking - questions essays approach required - questions essays - questions essays approach	36	58_requires critical thinking student_critical thinking_questions essays approach required_questions essays
59	taking learned totally worthless - learned totally worthless good - learned totally worthless - educational value learn value - taking learned totally	36	59_taking learned totally worthless_learned totally worthless good_learned totally worthless_educational value learn value
60	subpar audio visual quality - quality subpar audio visual - audio visual quality subpar - subpar audio visual - visual quality subpar audio	26	60_subpar audio visual quality_quality subpar audio visual_audio visual quality subpar_subpar audio visual
61	learn important data structure - improving data structure concepts - important data structure concepts - mainly data structures - data structures	23	61_learn important data structure_improving data structure concepts_important data structure concepts_mainly data structures
62	professors reasons lose - professors reasons governor - professor expected evident supervised - professor obviously extremely knowledgeable - professors professors reasons lose	22	62_professors reasons lose_professors reasons governor_professor expected evident supervised_professor obviously extremely knowledgeable
63	biomedical ethics - good articles ethics biomedical - field opened ethics pertaining - learned history issues medical - field opened ethics	21	63_biomedical ethics_good articles ethics biomedical_field opened ethics pertaining_learned history issues medical

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