Fine-tuned Topic Model for aspects_to_improve column

c9a6a8e verified 2 months ago

14.7 kB


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

	# after_covid_face_to_face_aspects_to_improve

	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_face_to_face_aspects_to_improve")

	topic_model.get_topic_info()
	```

	## Topic overview

	* Number of topics: 60
	* Number of training documents: 76623

	<details>
	<summary>Click here for an overview of all topics.</summary>

	\| Topic ID \| Topic Keywords \| Topic Frequency \| Label \|
	\|----------\|----------------\|-----------------\|-------\|
	\| 0 \| practice problems - grading - common exams - grades - improve \| 53887 \| 0_practice problems_grading_common exams_grades \|
	\| 1 \| lab reports - lab assignments - labs class - lab reports lab - class labs \| 3550 \| 1_lab reports_lab assignments_labs class_lab reports lab \|
	\| 2 \| ramblings cheers dallas - ramblings cheers dallas cowboys - cheers dallas cowboys year - lectures ramblings cheers dallas - cheers dallas cowboys \| 522 \| 2_ramblings cheers dallas_ramblings cheers dallas cowboys_cheers dallas cowboys year_lectures ramblings cheers dallas \|
	\| 3 \| class everything - class needs structure - helpful class way - purpose class - class needs \| 508 \| 3_class everything_class needs structure_helpful class way_purpose class \|
	\| 4 \| web development - softwares - technologies - implementation - data analytics \| 503 \| 4_web development_softwares_technologies_implementation \|
	\| 5 \| way misunderstands deliverable approach - misunderstands deliverable approach - way misunderstands deliverable - misunderstands deliverable - having entire role unfair \| 486 \| 5_way misunderstands deliverable approach_misunderstands deliverable approach_way misunderstands deliverable_misunderstands deliverable \|
	\| 6 \| research create highquality - case studies - economics ethics actual engineering - research - research create highquality scientificallyaccurate \| 464 \| 6_research create highquality_case studies_economics ethics actual engineering_research \|
	\| 7 \| calculators - calculator - calculations formulas - formula sheets - math formulas \| 457 \| 7_calculators_calculator_calculations formulas_formula sheets \|
	\| 8 \| teach matlab - teaching matlab - matlab taught class - students matlab - matlab taught \| 445 \| 8_teach matlab_teaching matlab_matlab taught class_students matlab \|
	\| 9 \| using creo - software - mylab mandatory installing - different software - vmware \| 426 \| 9_using creo_software_mylab mandatory installing_different software \|
	\| 10 \| material difficult - material challenging - materials better - approach materials - material needs \| 393 \| 10_material difficult_material challenging_materials better_approach materials \|
	\| 11 \| maybe movies - films - maybe mention oddities - maybe mention oddities life - film \| 385 \| 11_maybe movies_films_maybe mention oddities_maybe mention oddities life \|
	\| 12 \| class review exams - class review - review material exams - class review sessions - exam reviews \| 383 \| 12_class review exams_class review_review material exams_class review sessions \|
	\| 13 \| grade conclude keeps hostage - understand lab activity - understand lab activity approached - mentioned assigned lab activities - microscopes need repaired \| 382 \| 13_grade conclude keeps hostage_understand lab activity_understand lab activity approached_mentioned assigned lab activities \|
	\| 14 \| lab equipment outdated - better lab equipment - lab equipment better - equipment better lab - lab equipment old \| 382 \| 14_lab equipment outdated_better lab equipment_lab equipment better_equipment better lab \|
	\| 15 \| schedule felt disrespectful availability - schedule felt disrespectful - release schedule felt disrespectful - felt disrespectful availability advisor - disrespectful availability advisor \| 381 \| 15_schedule felt disrespectful availability_schedule felt disrespectful_release schedule felt disrespectful_felt disrespectful availability advisor \|
	\| 16 \| instructor studio critic - studio curriculum - studio classes - studio difficult - studio students \| 379 \| 16_instructor studio critic_studio curriculum_studio classes_studio difficult \|
	\| 17 \| prototyping - drawings projects - drawings class - model making - cad drawings \| 378 \| 17_prototyping_drawings projects_drawings class_model making \|
	\| 18 \| questions requires paying attention - understanding everything - understand asking based - understand asking based wording - homework problem word arbitrary \| 373 \| 18_questions requires paying attention_understanding everything_understand asking based_understand asking based wording \|
	\| 19 \| students software - students stay current remote - students access - provide students - available students \| 371 \| 19_students software_students stay current remote_students access_provide students \|
	\| 20 \| examples needs - examples help - examples help understand - examples helpful - need examples \| 366 \| 20_examples needs_examples help_examples help understand_examples helpful \|
	\| 21 \| class hard understand professor - everything class hard understand - everything professor - enjoyed class - great professor class \| 362 \| 21_class hard understand professor_everything class hard understand_everything professor_enjoyed class \|
	\| 22 \| vocareum terrible feedback wrong - vocareum terrible feedback - feedback wrong simply - having warning set instructor - simply having warning set \| 358 \| 22_vocareum terrible feedback wrong_vocareum terrible feedback_feedback wrong simply_having warning set instructor \|
	\| 23 \| industry projects - students looking internships jobs - career development - students looking internships - resumes \| 356 \| 23_industry projects_students looking internships jobs_career development_students looking internships \|
	\| 24 \| writing essays engineering - writing essays engineering topics - essays engineering topics - essays engineering - involved writing essays engineering \| 354 \| 24_writing essays engineering_writing essays engineering topics_essays engineering topics_essays engineering \|
	\| 25 \| architecture students - architecture taught - design courses - engineering design courses - design students \| 353 \| 25_architecture students_architecture taught_design courses_engineering design courses \|
	\| 26 \| office hours having time - office hours - office hours having - office hours nice independent - office hour \| 353 \| 26_office hours having time_office hours_office hours having_office hours nice independent \|
	\| 27 \| suggestions - suggestions think - suggestions right - suggestions right suggestions right - think suggestions \| 347 \| 27_suggestions_suggestions think_suggestions right_suggestions right suggestions right \|
	\| 28 \| physics classes - physics courses - mastering physics - students physics - physics class \| 337 \| 28_physics classes_physics courses_mastering physics_students physics \|
	\| 29 \| concepts realworld applications - examples realworld applications - real world application - practical examples - applications concepts \| 335 \| 29_concepts realworld applications_examples realworld applications_real world application_practical examples \|
	\| 30 \| class attendance policy - attendance policy - students attendance - way attendance taken - taking attendance \| 331 \| 30_class attendance policy_attendance policy_students attendance_way attendance taken \|
	\| 31 \| information felt waste time - information content - information felt waste - information harder - dense uninteresting \| 331 \| 31_information felt waste time_information content_information felt waste_information harder \|
	\| 32 \| chapter practice - learn chapters - learning chapters - learn chapter - homework chapters \| 328 \| 32_chapter practice_learn chapters_learning chapters_learn chapter \|
	\| 33 \| instruction manual needs clear - instructions manual - manual needs clear clearly - instruction manual - diagrams lab manual \| 323 \| 33_instruction manual needs clear_instructions manual_manual needs clear clearly_instruction manual \|
	\| 34 \| overwhelming workload - work workload - workload overwhelming - workload decrease - work load work \| 319 \| 34_overwhelming workload_work workload_workload overwhelming_workload decrease \|
	\| 35 \| respond classmates postings - forcing discussion - respond classmates postings following - think discussion - discussion posts \| 318 \| 35_respond classmates postings_forcing discussion_respond classmates postings following_think discussion \|
	\| 36 \| pearson online homework - pearson homework feel - pearson textbook - students pearson - homework assignments pearson \| 317 \| 36_pearson online homework_pearson homework feel_pearson textbook_students pearson \|
	\| 37 \| lecture hall difficult - lecture room - students room - class room - lecture hall class \| 311 \| 37_lecture hall difficult_lecture room_students room_class room \|
	\| 38 \| ebnf simply expanded years - simply expanded years pas - expanded years pas different - ebnf simply expanded - research ebnf simply expanded \| 305 \| 38_ebnf simply expanded years_simply expanded years pas_expanded years pas different_ebnf simply expanded \|
	\| 39 \| reading assignments week - multiple reading assignments week - reading assignments - readings boring - having multiple reading assignments \| 304 \| 39_reading assignments week_multiple reading assignments week_reading assignments_readings boring \|
	\| 40 \| opportunities active duty operations - active duty operations - opportunities active duty - duty operations person commissioning - operations person commissioning \| 302 \| 40_opportunities active duty operations_active duty operations_opportunities active duty_duty operations person commissioning \|
	\| 41 \| students notes - notes exams - class better notes - class notes - semester notes \| 299 \| 41_students notes_notes exams_class better notes_class notes \|
	\| 42 \| videos beneficial - video lectures - lesson videos - videos lectures - tutorial videos \| 297 \| 42_videos beneficial_video lectures_lesson videos_videos lectures \|
	\| 43 \| ideas discussed agreed jury - design ideas discussed agreed - ideas discussed - ideas discussed agreed - enjoyed everything \| 297 \| 43_ideas discussed agreed jury_design ideas discussed agreed_ideas discussed_ideas discussed agreed \|
	\| 44 \| time management - time spent section - minutes instead - minutes - minutes questions \| 289 \| 44_time management_time spent section_minutes instead_minutes \|
	\| 45 \| difficult difficulty level - difficult difficulty - tedious time consuming - difficult time easier - difficult \| 287 \| 45_difficult difficulty level_difficult difficulty_tedious time consuming_difficult time easier \|
	\| 46 \| design process - final critiques interior designers - design development - design work - design project \| 287 \| 46_design process_final critiques interior designers_design development_design work \|
	\| 47 \| paper research - choose research paper - write research paper - research writing - research paper write \| 276 \| 47_paper research_choose research paper_write research paper_research writing \|
	\| 48 \| nj making students feel - requirements nj making students - covering naab requirements nj - nj making students - covering naab requirements \| 268 \| 48_nj making students feel_requirements nj making students_covering naab requirements nj_nj making students \|
	\| 49 \| underneath studio desk avoid - dirty dusty students - studio spaces - studio space - underneath studio desk \| 258 \| 49_underneath studio desk avoid_dirty dusty students_studio spaces_studio space \|
	\| 50 \| chem taught - learning chem - chemistry students - courses chem - taking chemistry \| 253 \| 50_chem taught_learning chem_chemistry students_courses chem \|
	\| 51 \| pacing felt little fast - think pacing better - pacing little bit slow - bit quick pacing - possible pacing \| 244 \| 51_pacing felt little fast_think pacing better_pacing little bit slow_bit quick pacing \|
	\| 52 \| everything great - think everything great - everything everything great - everything alright - everything alright everything \| 235 \| 52_everything great_think everything great_everything everything great_everything alright \|
	\| 53 \| midterm using practice exam - prepare midterm - midterm using practice - assessments midterm format learn - practice midterm \| 225 \| 53_midterm using practice exam_prepare midterm_midterm using practice_assessments midterm format learn \|
	\| 54 \| recitation assignments taught - recitation assignments relate lecture - recitation class recitation - recitation teaching - recitation class \| 216 \| 54_recitation assignments taught_recitation assignments relate lecture_recitation class recitation_recitation teaching \|
	\| 55 \| think way opinion think - think way great - think works way - great way think - way great way think \| 206 \| 55_think way opinion think_think way great_think works way_great way think \|
	\| 56 \| critiques - nice far material review - nitpicking experience great - opinion aspects milano beautiful - opinion review nice \| 182 \| 56_critiques_nice far material review_nitpicking experience great_opinion aspects milano beautiful \|
	\| 57 \| pearson homework terrible - using pearson - using pearson homework - pearson homeworks - pearson homework horrible \| 178 \| 57_pearson homework terrible_using pearson_using pearson homework_pearson homeworks \|
	\| 58 \| personally change - think change best personally - change personally - change everything - personally change change \| 173 \| 58_personally change_think change best personally_change personally_change everything \|
	\| 59 \| current state think great - right think opinion great - right think great - think opinion great - think coruse great \| 88 \| 59_current state think great_right think opinion great_right think great_think opinion great \|

	</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


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

	# after_covid_face_to_face_aspects_to_improve

	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_face_to_face_aspects_to_improve")

	topic_model.get_topic_info()
	```

	## Topic overview

	* Number of topics: 60
	* Number of training documents: 76623

	<details>
	<summary>Click here for an overview of all topics.</summary>

	\| Topic ID \| Topic Keywords \| Topic Frequency \| Label \|
	\|----------\|----------------\|-----------------\|-------\|
	\| 0 \| practice problems - grading - common exams - grades - improve \| 53887 \| 0_practice problems_grading_common exams_grades \|
	\| 1 \| lab reports - lab assignments - labs class - lab reports lab - class labs \| 3550 \| 1_lab reports_lab assignments_labs class_lab reports lab \|
	\| 2 \| ramblings cheers dallas - ramblings cheers dallas cowboys - cheers dallas cowboys year - lectures ramblings cheers dallas - cheers dallas cowboys \| 522 \| 2_ramblings cheers dallas_ramblings cheers dallas cowboys_cheers dallas cowboys year_lectures ramblings cheers dallas \|
	\| 3 \| class everything - class needs structure - helpful class way - purpose class - class needs \| 508 \| 3_class everything_class needs structure_helpful class way_purpose class \|
	\| 4 \| web development - softwares - technologies - implementation - data analytics \| 503 \| 4_web development_softwares_technologies_implementation \|
	\| 5 \| way misunderstands deliverable approach - misunderstands deliverable approach - way misunderstands deliverable - misunderstands deliverable - having entire role unfair \| 486 \| 5_way misunderstands deliverable approach_misunderstands deliverable approach_way misunderstands deliverable_misunderstands deliverable \|
	\| 6 \| research create highquality - case studies - economics ethics actual engineering - research - research create highquality scientificallyaccurate \| 464 \| 6_research create highquality_case studies_economics ethics actual engineering_research \|
	\| 7 \| calculators - calculator - calculations formulas - formula sheets - math formulas \| 457 \| 7_calculators_calculator_calculations formulas_formula sheets \|
	\| 8 \| teach matlab - teaching matlab - matlab taught class - students matlab - matlab taught \| 445 \| 8_teach matlab_teaching matlab_matlab taught class_students matlab \|
	\| 9 \| using creo - software - mylab mandatory installing - different software - vmware \| 426 \| 9_using creo_software_mylab mandatory installing_different software \|
	\| 10 \| material difficult - material challenging - materials better - approach materials - material needs \| 393 \| 10_material difficult_material challenging_materials better_approach materials \|
	\| 11 \| maybe movies - films - maybe mention oddities - maybe mention oddities life - film \| 385 \| 11_maybe movies_films_maybe mention oddities_maybe mention oddities life \|
	\| 12 \| class review exams - class review - review material exams - class review sessions - exam reviews \| 383 \| 12_class review exams_class review_review material exams_class review sessions \|
	\| 13 \| grade conclude keeps hostage - understand lab activity - understand lab activity approached - mentioned assigned lab activities - microscopes need repaired \| 382 \| 13_grade conclude keeps hostage_understand lab activity_understand lab activity approached_mentioned assigned lab activities \|
	\| 14 \| lab equipment outdated - better lab equipment - lab equipment better - equipment better lab - lab equipment old \| 382 \| 14_lab equipment outdated_better lab equipment_lab equipment better_equipment better lab \|
	\| 15 \| schedule felt disrespectful availability - schedule felt disrespectful - release schedule felt disrespectful - felt disrespectful availability advisor - disrespectful availability advisor \| 381 \| 15_schedule felt disrespectful availability_schedule felt disrespectful_release schedule felt disrespectful_felt disrespectful availability advisor \|
	\| 16 \| instructor studio critic - studio curriculum - studio classes - studio difficult - studio students \| 379 \| 16_instructor studio critic_studio curriculum_studio classes_studio difficult \|
	\| 17 \| prototyping - drawings projects - drawings class - model making - cad drawings \| 378 \| 17_prototyping_drawings projects_drawings class_model making \|
	\| 18 \| questions requires paying attention - understanding everything - understand asking based - understand asking based wording - homework problem word arbitrary \| 373 \| 18_questions requires paying attention_understanding everything_understand asking based_understand asking based wording \|
	\| 19 \| students software - students stay current remote - students access - provide students - available students \| 371 \| 19_students software_students stay current remote_students access_provide students \|
	\| 20 \| examples needs - examples help - examples help understand - examples helpful - need examples \| 366 \| 20_examples needs_examples help_examples help understand_examples helpful \|
	\| 21 \| class hard understand professor - everything class hard understand - everything professor - enjoyed class - great professor class \| 362 \| 21_class hard understand professor_everything class hard understand_everything professor_enjoyed class \|
	\| 22 \| vocareum terrible feedback wrong - vocareum terrible feedback - feedback wrong simply - having warning set instructor - simply having warning set \| 358 \| 22_vocareum terrible feedback wrong_vocareum terrible feedback_feedback wrong simply_having warning set instructor \|
	\| 23 \| industry projects - students looking internships jobs - career development - students looking internships - resumes \| 356 \| 23_industry projects_students looking internships jobs_career development_students looking internships \|
	\| 24 \| writing essays engineering - writing essays engineering topics - essays engineering topics - essays engineering - involved writing essays engineering \| 354 \| 24_writing essays engineering_writing essays engineering topics_essays engineering topics_essays engineering \|
	\| 25 \| architecture students - architecture taught - design courses - engineering design courses - design students \| 353 \| 25_architecture students_architecture taught_design courses_engineering design courses \|
	\| 26 \| office hours having time - office hours - office hours having - office hours nice independent - office hour \| 353 \| 26_office hours having time_office hours_office hours having_office hours nice independent \|
	\| 27 \| suggestions - suggestions think - suggestions right - suggestions right suggestions right - think suggestions \| 347 \| 27_suggestions_suggestions think_suggestions right_suggestions right suggestions right \|
	\| 28 \| physics classes - physics courses - mastering physics - students physics - physics class \| 337 \| 28_physics classes_physics courses_mastering physics_students physics \|
	\| 29 \| concepts realworld applications - examples realworld applications - real world application - practical examples - applications concepts \| 335 \| 29_concepts realworld applications_examples realworld applications_real world application_practical examples \|
	\| 30 \| class attendance policy - attendance policy - students attendance - way attendance taken - taking attendance \| 331 \| 30_class attendance policy_attendance policy_students attendance_way attendance taken \|
	\| 31 \| information felt waste time - information content - information felt waste - information harder - dense uninteresting \| 331 \| 31_information felt waste time_information content_information felt waste_information harder \|
	\| 32 \| chapter practice - learn chapters - learning chapters - learn chapter - homework chapters \| 328 \| 32_chapter practice_learn chapters_learning chapters_learn chapter \|
	\| 33 \| instruction manual needs clear - instructions manual - manual needs clear clearly - instruction manual - diagrams lab manual \| 323 \| 33_instruction manual needs clear_instructions manual_manual needs clear clearly_instruction manual \|
	\| 34 \| overwhelming workload - work workload - workload overwhelming - workload decrease - work load work \| 319 \| 34_overwhelming workload_work workload_workload overwhelming_workload decrease \|
	\| 35 \| respond classmates postings - forcing discussion - respond classmates postings following - think discussion - discussion posts \| 318 \| 35_respond classmates postings_forcing discussion_respond classmates postings following_think discussion \|
	\| 36 \| pearson online homework - pearson homework feel - pearson textbook - students pearson - homework assignments pearson \| 317 \| 36_pearson online homework_pearson homework feel_pearson textbook_students pearson \|
	\| 37 \| lecture hall difficult - lecture room - students room - class room - lecture hall class \| 311 \| 37_lecture hall difficult_lecture room_students room_class room \|
	\| 38 \| ebnf simply expanded years - simply expanded years pas - expanded years pas different - ebnf simply expanded - research ebnf simply expanded \| 305 \| 38_ebnf simply expanded years_simply expanded years pas_expanded years pas different_ebnf simply expanded \|
	\| 39 \| reading assignments week - multiple reading assignments week - reading assignments - readings boring - having multiple reading assignments \| 304 \| 39_reading assignments week_multiple reading assignments week_reading assignments_readings boring \|
	\| 40 \| opportunities active duty operations - active duty operations - opportunities active duty - duty operations person commissioning - operations person commissioning \| 302 \| 40_opportunities active duty operations_active duty operations_opportunities active duty_duty operations person commissioning \|
	\| 41 \| students notes - notes exams - class better notes - class notes - semester notes \| 299 \| 41_students notes_notes exams_class better notes_class notes \|
	\| 42 \| videos beneficial - video lectures - lesson videos - videos lectures - tutorial videos \| 297 \| 42_videos beneficial_video lectures_lesson videos_videos lectures \|
	\| 43 \| ideas discussed agreed jury - design ideas discussed agreed - ideas discussed - ideas discussed agreed - enjoyed everything \| 297 \| 43_ideas discussed agreed jury_design ideas discussed agreed_ideas discussed_ideas discussed agreed \|
	\| 44 \| time management - time spent section - minutes instead - minutes - minutes questions \| 289 \| 44_time management_time spent section_minutes instead_minutes \|
	\| 45 \| difficult difficulty level - difficult difficulty - tedious time consuming - difficult time easier - difficult \| 287 \| 45_difficult difficulty level_difficult difficulty_tedious time consuming_difficult time easier \|
	\| 46 \| design process - final critiques interior designers - design development - design work - design project \| 287 \| 46_design process_final critiques interior designers_design development_design work \|
	\| 47 \| paper research - choose research paper - write research paper - research writing - research paper write \| 276 \| 47_paper research_choose research paper_write research paper_research writing \|
	\| 48 \| nj making students feel - requirements nj making students - covering naab requirements nj - nj making students - covering naab requirements \| 268 \| 48_nj making students feel_requirements nj making students_covering naab requirements nj_nj making students \|
	\| 49 \| underneath studio desk avoid - dirty dusty students - studio spaces - studio space - underneath studio desk \| 258 \| 49_underneath studio desk avoid_dirty dusty students_studio spaces_studio space \|
	\| 50 \| chem taught - learning chem - chemistry students - courses chem - taking chemistry \| 253 \| 50_chem taught_learning chem_chemistry students_courses chem \|
	\| 51 \| pacing felt little fast - think pacing better - pacing little bit slow - bit quick pacing - possible pacing \| 244 \| 51_pacing felt little fast_think pacing better_pacing little bit slow_bit quick pacing \|
	\| 52 \| everything great - think everything great - everything everything great - everything alright - everything alright everything \| 235 \| 52_everything great_think everything great_everything everything great_everything alright \|
	\| 53 \| midterm using practice exam - prepare midterm - midterm using practice - assessments midterm format learn - practice midterm \| 225 \| 53_midterm using practice exam_prepare midterm_midterm using practice_assessments midterm format learn \|
	\| 54 \| recitation assignments taught - recitation assignments relate lecture - recitation class recitation - recitation teaching - recitation class \| 216 \| 54_recitation assignments taught_recitation assignments relate lecture_recitation class recitation_recitation teaching \|
	\| 55 \| think way opinion think - think way great - think works way - great way think - way great way think \| 206 \| 55_think way opinion think_think way great_think works way_great way think \|
	\| 56 \| critiques - nice far material review - nitpicking experience great - opinion aspects milano beautiful - opinion review nice \| 182 \| 56_critiques_nice far material review_nitpicking experience great_opinion aspects milano beautiful \|
	\| 57 \| pearson homework terrible - using pearson - using pearson homework - pearson homeworks - pearson homework horrible \| 178 \| 57_pearson homework terrible_using pearson_using pearson homework_pearson homeworks \|
	\| 58 \| personally change - think change best personally - change personally - change everything - personally change change \| 173 \| 58_personally change_think change best personally_change personally_change everything \|
	\| 59 \| current state think great - right think opinion great - right think great - think opinion great - think coruse great \| 88 \| 59_current state think great_right think opinion great_right think great_think opinion great \|

	</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