Fine-tuned Topic Model for best_features column

README.md

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+
+---
+tags:
+- bertopic
+library_name: bertopic
+pipeline_tag: text-classification
+---
+
+# after_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/after_covid_distance_learning_best_features")
+
+topic_model.get_topic_info()
+```
+
+## Topic overview
+
+* Number of topics: 116
+* Number of training documents: 5201
+
+<details>
+  <summary>Click here for an overview of all topics.</summary>
+  
+  | Topic ID | Topic Keywords | Topic Frequency | Label | 
+|----------|----------------|-----------------|-------| 
+| 0 | material professor - professor helpful - class professor - lecture - lectures | 2449 | 0_material professor_professor helpful_class professor_lecture | 
+| 1 | discussion helpful - assignments discussion boards - student discussions - class discussion posts - discussions best | 174 | 1_discussion helpful_assignments discussion boards_student discussions_class discussion posts | 
+| 2 | liked lecture videos - lectures helpful video - recorded lectures helpful video - lecture videos - lecture videos posted | 152 | 2_liked lecture videos_lectures helpful video_recorded lectures helpful video_lecture videos | 
+| 3 | ethical analysis - ethics computing - ethical dilemmas - understand ethical - learning ethical | 102 | 3_ethical analysis_ethics computing_ethical dilemmas_understand ethical | 
+| 4 | new web development skills - overview web development - web development - learn web - new web development | 68 | 4_new web development skills_overview web development_web development_learn web | 
+| 5 | computer science classes - programming assignments projects learn - programming assignments good - practice concepts learned programming - enjoyed programming assignments | 52 | 5_computer science classes_programming assignments projects learn_programming assignments good_practice concepts learned programming | 
+| 6 | writing skills interesting helpful - multiple points view benefit - participate motivates - participate motivates contribute - provides information utilize | 44 | 6_writing skills interesting helpful_multiple points view benefit_participate motivates_participate motivates contribute | 
+| 7 | material somewhat interesting subject - interesting topics subjects covered - material topics interesting - interesting material somewhat interesting - material topics interesting topics | 44 | 7_material somewhat interesting subject_interesting topics subjects covered_material topics interesting_interesting material somewhat interesting | 
+| 8 | worst courses far - worst courses far afraid - instructor neatly outlined enjoyed - instructor neatly outlined - instructor neatly | 42 | 8_worst courses far_worst courses far afraid_instructor neatly outlined enjoyed_instructor neatly outlined | 
+| 9 | learning sql databases database - learning sql databases - learning sql database - sql learning sql database - learning sql queries database | 41 | 9_learning sql databases database_learning sql databases_learning sql database_sql learning sql database | 
+| 10 | instructions clear easy understand - online resources easy understand - easy follow learn - instructions easy follow navigate - instructions easy navigate | 40 | 10_instructions clear easy understand_online resources easy understand_easy follow learn_instructions easy follow navigate | 
+| 11 | materials helpful material - materials helpful material good - material proved useful easy - material simple understandable - material understandable | 38 | 11_materials helpful material_materials helpful material good_material proved useful easy_material simple understandable | 
+| 12 | project group work - group work - group project - work group - practical experience group work | 38 | 12_project group work_group work_group project_work group | 
+| 13 | professor powerpoints provide - professor powerpoints provide example - presentations professor material - presentations professor material educational - provided professor powerpoints provide | 34 | 13_professor powerpoints provide_professor powerpoints provide example_presentations professor material_presentations professor material educational | 
+| 14 | creating business - plan construct startup learning - initiating business venture - learning entrepreneurship - plan business startup provides | 34 | 14_creating business_plan construct startup learning_initiating business venture_learning entrepreneurship | 
+| 15 | learned new topics tons - enjoyed learning - long time enjoyed learning - learned new topics - love learning | 33 | 15_learned new topics tons_enjoyed learning_long time enjoyed learning_learned new topics | 
+| 16 | project management learn - project management - project management concerns - project management concerns project - project management design | 31 | 16_project management learn_project management_project management concerns_project management concerns project | 
+| 17 | semesters material boring generally - semesters material boring - previous semesters material boring - professor sucks way taught - lessons way class construed | 31 | 17_semesters material boring generally_semesters material boring_previous semesters material boring_professor sucks way taught | 
+| 18 | provides helpful feedback - participates discussions prepared midterm - manner responds questions great - participates discussions prepared - provides feedback | 30 | 18_provides helpful feedback_participates discussions prepared midterm_manner responds questions great_participates discussions prepared | 
+| 19 | interesting useful good content - industry content interesting - industry content interesting content - interesting content fun learn - content useful | 30 | 19_interesting useful good content_industry content interesting_industry content interesting content_interesting content fun learn | 
+| 20 | online allows easier - offered online online - offered online online format - usual online online easy - planned best online | 29 | 20_online allows easier_offered online online_offered online online format_usual online online easy | 
+| 21 | prepare exam textbook quizzes - preparation exam quizzes - prepare exam questions - preparation exam quizzes opportunity - questions prepare quizzes | 29 | 21_prepare exam textbook quizzes_preparation exam quizzes_prepare exam questions_preparation exam quizzes opportunity | 
+| 22 | lecture materials linking fields - organized lecture materials - organized lecture materials linking - lecture materials - lecture materials linking | 29 | 22_lecture materials linking fields_organized lecture materials_organized lecture materials linking_lecture materials | 
+| 23 | programs create useful working - new tech products useful - projects flexibility programs create - milestones attention little details - proposals company great tools | 28 | 23_programs create useful working_new tech products useful_projects flexibility programs create_milestones attention little details | 
+| 24 | enjoyed listening death podcast - liked podcast mindmaps - liked podcast listen things - liked podcast - loved podcasts | 27 | 24_enjoyed listening death podcast_liked podcast mindmaps_liked podcast listen things_liked podcast | 
+| 25 | learning different software methods - learning different software - learning different techniques data - data analytics - techniquesmethods learned interesting useful | 27 | 25_learning different software methods_learning different software_learning different techniques data_data analytics | 
+| 26 | later industry teaches - industry teaches - real world improves work - perspective economics works corporate - prove useful teaches valuable | 27 | 26_later industry teaches_industry teaches_real world improves work_perspective economics works corporate | 
+| 27 | modules great learning experience - modules great learning - modules effectively way professor - modules easy follow - modules great | 27 | 27_modules great learning experience_modules great learning_modules effectively way professor_modules easy follow | 
+| 28 | online component helps students - pro virtual internship best - homework extraordinary convenience - online useful applications think - helps students work | 26 | 28_online component helps students_pro virtual internship best_homework extraordinary convenience_online useful applications think | 
+| 29 | projects developing building function - practicing architecture provides technical - practicing architecture provides - new aspects seeing architecture - projects developing building | 26 | 29_projects developing building function_practicing architecture provides technical_practicing architecture provides_new aspects seeing architecture | 
+| 30 | material reading stuff - useful information relevent interesting - material helpful information useful - material online material reading - material helpful information | 26 | 30_material reading stuff_useful information relevent interesting_material helpful information useful_material online material reading | 
+| 31 | data science - involves students world data - regarding data visualization teaches - job exposing data science - big data technology | 25 | 31_data science_involves students world data_regarding data visualization teaches_job exposing data science | 
+| 32 | case studies discussions - interpret said case studies - different case studies - problems case studies interesting - revolves case studies powerful | 25 | 32_case studies discussions_interpret said case studies_different case studies_problems case studies interesting | 
+| 33 | presence great extremely knowledgable - helpful assignments answering - office hours appreciate - office hours appreciate keeps - hope available office hours | 25 | 33_presence great extremely knowledgable_helpful assignments answering_office hours appreciate_office hours appreciate keeps | 
+| 34 | using real world examples - apply real life - material applicable real world - practical application topic real - real world work applies | 24 | 34_using real world examples_apply real life_material applicable real world_practical application topic real | 
+| 35 | having cash flows teaches - corporate finance - finance - material economics class learning - nonfinance focused students understand | 24 | 35_having cash flows teaches_corporate finance_finance_material economics class learning | 
+| 36 | practical applications regression analysis - insights using ibm spss - methods techniques data - analytics - statistics | 24 | 36_practical applications regression analysis_insights using ibm spss_methods techniques data_analytics | 
+| 37 | marketing evaluate case studies - marketing concepts applications - past marketing experience understand - marketing evaluate - marketing experience understand | 24 | 37_marketing evaluate case studies_marketing concepts applications_past marketing experience understand_marketing evaluate | 
+| 38 | readings interesting - read readings class fantastic - interesting readings - overwhelming readings interesting - reading evaluations good | 24 | 38_readings interesting_read readings class fantastic_interesting readings_overwhelming readings interesting | 
+| 39 | weekly discussion posts helpful - weekly discussion posts discussion - weekly discussion posts - weekly discussion - posts weekly discussion posts | 23 | 39_weekly discussion posts helpful_weekly discussion posts discussion_weekly discussion posts_weekly discussion | 
+| 40 | insight gained regarding - perspective valuable todays interconnected - key concepts presented - offered diverse perspectives - insight gained regarding international | 23 | 40_insight gained regarding_perspective valuable todays interconnected_key concepts presented_offered diverse perspectives | 
+| 41 | implement algorithms - throwing different algorithms students - algorithms - homework represented algorithms application - homework represented algorithms | 23 | 41_implement algorithms_throwing different algorithms students_algorithms_homework represented algorithms application | 
+| 42 | professional writing preparing - professional writing useful - professional writing useful real - professional writing techniques - teaching professional writing useful | 22 | 42_professional writing preparing_professional writing useful_professional writing useful real_professional writing techniques | 
+| 43 | implement security - learning vulnerability threats work - practices handle digital crimes - incredibly useful cybersecurity - hackers maneuver learning hacking | 22 | 43_implement security_learning vulnerability threats work_practices handle digital crimes_incredibly useful cybersecurity | 
+| 44 | learn cloud computing subject - learn cloud computing - learn cloud - learning cloud computing technology - learning basic cloud | 22 | 44_learn cloud computing subject_learn cloud computing_learn cloud_learning cloud computing technology | 
+| 45 | quality work easy understand - workload neatly planned - workload fair expectations quality - initially thought workload excessive - quality work easy | 22 | 45_quality work easy understand_workload neatly planned_workload fair expectations quality_initially thought workload excessive | 
+| 46 | labs helpful learning - lectures helpful enjoy labs - labs helpful learning understanding - lectures correspond labs best - labs understand learning idea | 22 | 46_labs helpful learning_lectures helpful enjoy labs_labs helpful learning understanding_lectures correspond labs best | 
+| 47 | online convenience online everything - online convenience - online convenience online - online ability online fact - online fact online convenience | 22 | 47_online convenience online everything_online convenience_online convenience online_online ability online fact | 
+| 48 | online work - work time online environment - work time online work - online applicable work - online asynchronous deadlines week | 22 | 48_online work_work time online environment_work time online work_online applicable work | 
+| 49 | attend class convince online - offered online recorded lectures - learning online professor understands - grading explained beginning online - online subject | 22 | 49_attend class convince online_offered online recorded lectures_learning online professor understands_grading explained beginning online | 
+| 50 | online professor understands classes - online class professor lectures - professor available class online - professor conducts hour online - online professor | 22 | 50_online professor understands classes_online class professor lectures_professor available class online_professor conducts hour online | 
+| 51 | paced way students - paced students - taught self paced - taught self paced self - paced way students control | 21 | 51_paced way students_paced students_taught self paced_taught self paced self | 
+| 52 | principles underlying information systems - information systems - practical applications information systems - perspective information systems function - perspective information systems | 21 | 52_principles underlying information systems_information systems_practical applications information systems_perspective information systems function | 
+| 53 | wide range topics - topics interesting allows study - indepth different topics covered - research ability choose topics - practicality topics easy topics | 21 | 53_wide range topics_topics interesting allows study_indepth different topics covered_research ability choose topics | 
+| 54 | learning concepts career practical - learning managment skills - useful prospective career learning - learning concepts career - learning managment | 20 | 54_learning concepts career practical_learning managment skills_useful prospective career learning_learning concepts career | 
+| 55 | learning engineering economics - learning engineering economics project - learn engineering management engineering - management important engineering - engineering management | 20 | 55_learning engineering economics_learning engineering economics project_learn engineering management engineering_management important engineering | 
+| 56 | learning management accounting allows - learning management accounting - management accountings - management accountings main objective - management accounting introduces management | 20 | 56_learning management accounting allows_learning management accounting_management accountings_management accountings main objective | 
+| 57 | learning experience weekly discussions - sessions weekly class discussions - material engaging weekly discussions - modules weekly discussions teacher - material discussions week | 20 | 57_learning experience weekly discussions_sessions weekly class discussions_material engaging weekly discussions_modules weekly discussions teacher | 
+| 58 | way experience coding tackle - new way experience coding - way experience coding - new way experience - scenarios vbnet great skill | 19 | 58_way experience coding tackle_new way experience coding_way experience coding_new way experience | 
+| 59 | successful grading - grading fairly - skill sets successful grading - grading rubric - grading opportunities | 19 | 59_successful grading_grading fairly_skill sets successful grading_grading rubric | 
+| 60 | labs handson experience - modern relevant technologies labs - handson projects provided practical - projects provided practical experience - lab work hands experience | 19 | 60_labs handson experience_modern relevant technologies labs_handson projects provided practical_projects provided practical experience | 
+| 61 | programmers educates students latest - major topics related - major topics related cyber - programmers educates students - important topic study | 19 | 61_programmers educates students latest_major topics related_major topics related cyber_programmers educates students | 
+| 62 | understanding math everything applied - solid understanding working formulas - detailed explanations new concepts - understanding math everything - understanding working formulas | 19 | 62_understanding math everything applied_solid understanding working formulas_detailed explanations new concepts_understanding math everything | 
+| 63 | week weekly material - weeks chapters structure progression - weekly material - week weekly layout - weekly material interesting | 18 | 63_week weekly material_weeks chapters structure progression_weekly material_week weekly layout | 
+| 64 | best best feature - best feature practical - networks best feature - say good feature best - good feature best | 18 | 64_best best feature_best feature practical_networks best feature_say good feature best | 
+| 65 | linux learning - learning linux learning - linux concepts useful courses - linux learn topics - linux learning work | 18 | 65_linux learning_learning linux learning_linux concepts useful courses_linux learn topics | 
+| 66 | interesting asynchronous content think - work time asynchronous means - interesting asynchronous content - work asynchronous easy - lectures pace asynchronous | 18 | 66_interesting asynchronous content think_work time asynchronous means_interesting asynchronous content_work asynchronous easy | 
+| 67 | knowledge regarding project construction - planning methods construction project - learning construction management involved - construction management - learning construction management applications | 18 | 67_knowledge regarding project construction_planning methods construction project_learning construction management involved_construction management | 
+| 68 | industry professor relate real - industry professor relate - industry material instructor - lecture beneficial offered - industry prof | 18 | 68_industry professor relate real_industry professor relate_industry material instructor_lecture beneficial offered | 
+| 69 | provided powerpoints recorded sessions - provided powerpoints recorded - time finish assignments gave - recorded sessions review - work paper time | 18 | 69_provided powerpoints recorded sessions_provided powerpoints recorded_time finish assignments gave_recorded sessions review | 
+| 70 | reallife examples perspectives professor - life example professor provides - taught related real life - life example professor - student apply real life | 17 | 70_reallife examples perspectives professor_life example professor provides_taught related real life_life example professor | 
+| 71 | online ones pace - online ones pace online - want online pace - work pace want online - want online pace online | 17 | 71_online ones pace_online ones pace online_want online pace_work pace want online | 
+| 72 | professor responsive answers emails - quickly professor responsive emails - professor super fast responding - professor responsive emails - promptly instructor answers emails | 17 | 72_professor responsive answers emails_quickly professor responsive emails_professor super fast responding_professor responsive emails | 
+| 73 | organizational behavior educates - organizational behavior improve skills - learning organizational - organizational behavior educates learn - learn organization work life | 17 | 73_organizational behavior educates_organizational behavior improve skills_learning organizational_organizational behavior educates learn | 
+| 74 | infotech audit field learned - infotech audit field - information systems auditing - learn auditing field - learn different concepts auditing | 17 | 74_infotech audit field learned_infotech audit field_information systems auditing_learn auditing field | 
+| 75 | provided lots information examples - videos examples provided examples - resources provided provided examples - provided examples resources - provided provided examples resources | 16 | 75_provided lots information examples_videos examples provided examples_resources provided provided examples_provided examples resources | 
+| 76 | opportunities materials provided umass - research opportunities - opportunities introduced researchers learning - mba stem - options undergraduates | 16 | 76_opportunities materials provided umass_research opportunities_opportunities introduced researchers learning_mba stem | 
+| 77 | principles protocols technologies internet - internet protocols feautures - internet protocols feautures internet - protocols feautures internet higher - internet protocols | 15 | 77_principles protocols technologies internet_internet protocols feautures_internet protocols feautures internet_protocols feautures internet higher | 
+| 78 | work pace ability work - work work pace ability - work pace ability - work pace independence work - work pace ability time | 15 | 78_work pace ability work_work work pace ability_work pace ability_work pace independence work | 
+| 79 | soon thought good strategy - good strategy - strategy glad - strategy - strategy glad time | 15 | 79_soon thought good strategy_good strategy_strategy glad_strategy | 
+| 80 | learning rlanguage - learning rlanguage different - learning rlanguage different rlanguage - rlanguage - learned code useful | 15 | 80_learning rlanguage_learning rlanguage different_learning rlanguage different rlanguage_rlanguage | 
+| 81 | opportunity oneself better - getting ahead assignments - oneself better supposed compare - wanted possibility getting ahead - opportunity oneself better supposed | 15 | 81_opportunity oneself better_getting ahead assignments_oneself better supposed compare_wanted possibility getting ahead | 
+| 82 | networking network classes taken - networking class good - network classes taken - networking class good assignments - network classes taken level | 15 | 82_networking network classes taken_networking class good_network classes taken_networking class good assignments | 
+| 83 | softwares different applications learning - software real world applications - software learning new software - widely applied software - work learning new tools | 15 | 83_softwares different applications learning_software real world applications_software learning new software_widely applied software | 
+| 84 | final having semester - entire semester leads final - semester leads final - semester leads final paper - final project replace exam | 15 | 84_final having semester_entire semester leads final_semester leads final_semester leads final paper | 
+| 85 | legal aspects environmental science - environmental laws - legal aspects environmental - understanding environmental preservation various - understanding environmental preservation | 14 | 85_legal aspects environmental science_environmental laws_legal aspects environmental_understanding environmental preservation various | 
+| 86 | physical properties materials taught - properties materials taught - properties materials taught past - provided learn physical properties - material easy understand theoretical | 14 | 86_physical properties materials taught_properties materials taught_properties materials taught past_provided learn physical properties | 
+| 87 | interacting ideas students best - perspectives best feature students - students best discussion posts - introspective enjoyable collaborative point - point view best feature | 14 | 87_interacting ideas students best_perspectives best feature students_students best discussion posts_introspective enjoyable collaborative point | 
+| 88 | professors personalized feedback homework - students feedback professor clearly - students feedback professor - instructor feedback professor - professor feedback quizzes feel | 13 | 88_professors personalized feedback homework_students feedback professor clearly_students feedback professor_instructor feedback professor | 
+| 89 | projects group presentations feedback - projects group presentations - presentations feedback - practical applications collaborative projects - proper documents team presentation | 13 | 89_projects group presentations feedback_projects group presentations_presentations feedback_practical applications collaborative projects | 
+| 90 | free time complete assignments - usually assignments end week - complete assignments time everything - assignments time everything - complete assignments time | 13 | 90_free time complete assignments_usually assignments end week_complete assignments time everything_assignments time everything | 
+| 91 | specifics corporate culture - management effective talent - management effective talent management - organization culture help understand - organization culture help | 13 | 91_specifics corporate culture_management effective talent_management effective talent management_organization culture help understand | 
+| 92 | love interactive retake quizzes - interactive retake quizzes helped - quizzes helps learn exams - quizzes helps learn - retake quizzes helped learn | 13 | 92_love interactive retake quizzes_interactive retake quizzes helped_quizzes helps learn exams_quizzes helps learn | 
+| 93 | informative weekly readings - weekly readings good - weekly readings exciting - weekly readings good informative - readings weekly readings good | 13 | 93_informative weekly readings_weekly readings good_weekly readings exciting_weekly readings good informative | 
+| 94 | valuable writing class - necessary valuable writing class - technical writing different classes - valuable writing class taken - writing class | 12 | 94_valuable writing class_necessary valuable writing class_technical writing different classes_valuable writing class taken | 
+| 95 | learning cost construction methods - learning cost construction - understanding cost problems estimation - understanding cost estimation - project material cost estimation | 12 | 95_learning cost construction methods_learning cost construction_understanding cost problems estimation_understanding cost estimation | 
+| 96 | weekly lectures topics - selflearning assignments week professor - semester selflearning assignments week - week weekly homeworkforumslabs helps - week lesson structured modules | 12 | 96_weekly lectures topics_selflearning assignments week professor_semester selflearning assignments week_week weekly homeworkforumslabs helps | 
+| 97 | logistics chapters highly educational - materials textbook contemporary logistics - logistics supply - management international logistics - learning material cover logistical | 12 | 97_logistics chapters highly educational_materials textbook contemporary logistics_logistics supply_management international logistics | 
+| 98 | pace self paced want - self paced want - pace self paced - self paced want pace - pace things | 12 | 98_pace self paced want_self paced want_pace self paced_self paced want pace | 
+| 99 | textbook required purchase - required textbook provided helpful - purchase textbook required - textbook provided helpful - textbook required textbook | 12 | 99_textbook required purchase_required textbook provided helpful_purchase textbook required_textbook provided helpful | 
+| 100 | real issues interaction - leaning real issues - real issues - leaning real issues interaction - issues interaction | 12 | 100_real issues interaction_leaning real issues_real issues_leaning real issues interaction | 
+| 101 | asynchronous class classes - perfect having asynchronous class - having asynchronous class helps - asynchronously asynchronous class classes - class mates asynchronously asynchronous | 11 | 101_asynchronous class classes_perfect having asynchronous class_having asynchronous class helps_asynchronously asynchronous class classes | 
+| 102 | learning law different areas - teaches laws learning law - teaches laws learning - teaches laws - perspectives precedent cases learning | 11 | 102_learning law different areas_teaches laws learning law_teaches laws learning_teaches laws | 
+| 103 | topics weekly engage class - mix discussions projects quizzes - projects quizzes - weeks topics homework weekly - homework weekly discussions best | 11 | 103_topics weekly engage class_mix discussions projects quizzes_projects quizzes_weeks topics homework weekly | 
+| 104 | weekly discussions current events - learning current events impact - weekly discussion topic helps - weekly discussions current - topic evolving daily | 9 | 104_weekly discussions current events_learning current events impact_weekly discussion topic helps_weekly discussions current | 
+| 105 | reading medical topics thinking - reading medical topics - material reading medical topics - material reading medical - medical topics thinking | 9 | 105_reading medical topics thinking_reading medical topics_material reading medical topics_material reading medical | 
+| 106 | good burden students issue - held students aware - told hand held students - students easy - students issue | 9 | 106_good burden students issue_held students aware_told hand held students_students easy | 
+| 107 | engineering learned legal topics - understanding legal engineering learned - important learn law engineering - learn law engineering - engineering learned legal | 8 | 107_engineering learned legal topics_understanding legal engineering learned_important learn law engineering_learn law engineering | 
+| 108 | convenient watch lectures - browser required lectures watch - convenient watch lectures time - lectures watch videos - lectures watch videos time | 8 | 108_convenient watch lectures_browser required lectures watch_convenient watch lectures time_lectures watch videos | 
+| 109 | pharmaceutical industry aspects - pharmaceutical industry aspects freda - pharmaceutical standards industry - main concepts pharmaceutical industry - regulations pharmaceutical industry | 8 | 109_pharmaceutical industry aspects_pharmaceutical industry aspects freda_pharmaceutical standards industry_main concepts pharmaceutical industry | 
+| 110 | learned environment humanity save - learned environment humanity - learned different aspects environmental - learning environmental issues - learning environmental issues history | 8 | 110_learned environment humanity save_learned environment humanity_learned different aspects environmental_learning environmental issues | 
+| 111 | everything perfect thanks professor - everything perfect thanks - everything fine - everything fine everything perfect - everything fine everything | 8 | 111_everything perfect thanks professor_everything perfect thanks_everything fine_everything fine everything perfect | 
+| 112 | pace ability learn material - learn material pace allows - allows comfortable pace overwhelmed - desired pace ability learn - learn material pace | 7 | 112_pace ability learn material_learn material pace allows_allows comfortable pace overwhelmed_desired pace ability learn | 
+| 113 | work minimal - bearable perfect work knowledge - work minimal work - self work assignments prefer - busy work minimal | 7 | 113_work minimal_bearable perfect work knowledge_work minimal work_self work assignments prefer | 
+| 114 | learning legal issues - learning legal issues likely - learning legal - law concepts encounter career - learning working ethics laws | 6 | 114_learning legal issues_learning legal issues likely_learning legal_law concepts encounter career | 
+| 115 | online commuting newark second - online commuting newark - entirely online commuting newark - offer classess commuters - nice entirely online commuting | 6 | 115_online commuting newark second_online commuting newark_entirely online commuting newark_offer classess commuters |
+  
+</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

@@ -0,0 +1,16 @@
+{
+  "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 1850640

topic_embeddings.safetensors

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