Fine-tuned Topic Model for best_features column

README.md

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+
+---
+tags:
+- bertopic
+library_name: bertopic
+pipeline_tag: text-classification
+---
+
+# before_covid_distance_learning_best_features
+
+This is a [BERTopic](https://github.com/MaartenGr/BERTopic) model. 
+BERTopic is a flexible and modular topic modeling framework that allows for the generation of easily interpretable topics from large datasets. 
+
+## Usage 
+
+To use this model, please install BERTopic:
+
+```
+pip install -U bertopic
+```
+
+You can use the model as follows:
+
+```python
+from bertopic import BERTopic
+topic_model = BERTopic.load("ShivamSrng/before_covid_distance_learning_best_features")
+
+topic_model.get_topic_info()
+```
+
+## Topic overview
+
+* Number of topics: 64
+* Number of training documents: 13320
+
+<details>
+  <summary>Click here for an overview of all topics.</summary>
+  
+  | 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 |
+  
+</details>
+
+## 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

config.json

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+{
+  "calculate_probabilities": false,
+  "language": null,
+  "low_memory": false,
+  "min_topic_size": 10,
+  "n_gram_range": [
+    1,
+    1
+  ],
+  "nr_topics": "auto",
+  "seed_topic_list": null,
+  "top_n_words": 7,
+  "verbose": true,
+  "zeroshot_min_similarity": 0.7,
+  "zeroshot_topic_list": null
+}

ctfidf.safetensors

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+size 4145076

topic_embeddings.safetensors

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