Fine-tuned Topic Model for aspects_to_improve column

README.md

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+
+---
+tags:
+- bertopic
+library_name: bertopic
+pipeline_tag: text-classification
+---
+
+# after_covid_distance_learning_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_distance_learning_aspects_to_improve")
+
+topic_model.get_topic_info()
+```
+
+## Topic overview
+
+* Number of topics: 78
+* Number of training documents: 5706
+
+<details>
+  <summary>Click here for an overview of all topics.</summary>
+  
+  | Topic ID | Topic Keywords | Topic Frequency | Label | 
+|----------|----------------|-----------------|-------| 
+| 0 | video lectures - assignments - lecture videos - lectures - classes | 3789 | 0_video lectures_assignments_lecture videos_lectures | 
+| 1 | group projects class - group project aspect - group projects - instead group projects - group project | 148 | 1_group projects class_group project aspect_group projects_instead group projects | 
+| 2 | semester large project end - large project end semester - think eliminating final project - project smaller assignments semester - semester large project | 143 | 2_semester large project end_large project end semester_think eliminating final project_project smaller assignments semester | 
+| 3 | discussion posts - post said discussions need - discussion post - post said discussions - posts assignments discussion posts | 78 | 3_discussion posts_post said discussions need_discussion post_post said discussions | 
+| 4 | purchase textbook - pricey textbooks students - pricey textbooks students need - pricey textbooks - textbook | 43 | 4_purchase textbook_pricey textbooks students_pricey textbooks students need_pricey textbooks | 
+| 5 | multi linear regression error - overkill expect pulled way - leeched despite trying - leeched despite trying kids - multi linear regression | 40 | 5_multi linear regression error_overkill expect pulled way_leeched despite trying_leeched despite trying kids | 
+| 6 | read week studying chapters - reading chapters - reading chapters textbook - read annotate study chapters - material taught chapter onwards | 39 | 6_read week studying chapters_reading chapters_reading chapters textbook_read annotate study chapters | 
+| 7 | recorded videos maybe updated - recorded mistakes video content - revision including videos videos - revision including videos - record everything videos better | 39 | 7_recorded videos maybe updated_recorded mistakes video content_revision including videos videos_revision including videos | 
+| 8 | instructions posted severely lacking - better instructions - instructions tutorials - instructions tutorials instruction - instructions working | 39 | 8_instructions posted severely lacking_better instructions_instructions tutorials_instructions tutorials instruction | 
+| 9 | quality lectures audio - quality lectures suspect sound - quality lectures audio quality - quality lecture videos audio - recorded lectures old audio | 38 | 9_quality lectures audio_quality lectures suspect sound_quality lectures audio quality_quality lecture videos audio | 
+| 10 | potential applications empowering - new technology programming sense - new technology programming - practical insights applications deeper - responsibility learn new technology | 38 | 10_potential applications empowering_new technology programming sense_new technology programming_practical insights applications deeper | 
+| 11 | maybe extra credit homework - operations mncs - maybe extra credit - price sold units reason - purpose original explanation | 35 | 11_maybe extra credit homework_operations mncs_maybe extra credit_price sold units reason | 
+| 12 | think improvements required - improvements needs - think improvements needed - think improvements required aspects - improvements needed | 34 | 12_think improvements required_improvements needs_think improvements needed_think improvements required aspects | 
+| 13 | quite confusing material - overwhelming hard comprehend virtually - limited text difficult understand - overwhelming hard comprehend - questions clear confused materials | 33 | 13_quite confusing material_overwhelming hard comprehend virtually_limited text difficult understand_overwhelming hard comprehend | 
+| 14 | technical writing - little readings having essay - writing think need - little content focus topic - paper advance helpful | 33 | 14_technical writing_little readings having essay_writing think need_little content focus topic | 
+| 15 | remember alot information - memorize exams likely - remember alot - memorize exams - memorize exams likely look | 31 | 15_remember alot information_memorize exams likely_remember alot_memorize exams | 
+| 16 | semester let students - semester versus using multiple - semester let students pick - required students inclined - required students inclined complete | 30 | 16_semester let students_semester versus using multiple_semester let students pick_required students inclined | 
+| 17 | technical electives masters civil - level class graduate rutgers - industry contractors classes geared - institution developing future work - industry contractors classes | 29 | 17_technical electives masters civil_level class graduate rutgers_industry contractors classes geared_institution developing future work | 
+| 18 | students workload reasonable work - student taking workload - students workload - needs respectful students workload - student taking workload needs | 28 | 18_students workload reasonable work_student taking workload_students workload_needs respectful students workload | 
+| 19 | organize pacing feels disjointed - organizing everything - organizing everything digitally mins - organized feels material content - organizing everything digitally | 28 | 19_organize pacing feels disjointed_organizing everything_organizing everything digitally mins_organized feels material content | 
+| 20 | programs encourage bad programming - learn provides educational value - mistakes learning - mistakes learning learned school - point students learn learn | 27 | 20_programs encourage bad programming_learn provides educational value_mistakes learning_mistakes learning learned school | 
+| 21 | software install - required software learn - software easily accessible - software - related computer software | 25 | 21_software install_required software learn_software easily accessible_software | 
+| 22 | new technologies include reference - reflect current industry practices - practical regular updates curriculum - recent information supplementary materials - recent developments occasionally | 25 | 22_new technologies include reference_reflect current industry practices_practical regular updates curriculum_recent information supplementary materials | 
+| 23 | labs easy understand - labs easy understand think - labs learned form labs - labs maybe labs involving - labs information | 25 | 23_labs easy understand_labs easy understand think_labs learned form labs_labs maybe labs involving | 
+| 24 | business plan - new business process ideas - offer example assignment rubric - page business plan - new business process | 25 | 24_business plan_new business process ideas_offer example assignment rubric_page business plan | 
+| 25 | practical cases ideas case - practical cases ideas - problems examples ideas projects - maybe real life examples - projects need pratical application | 25 | 25_practical cases ideas case_practical cases ideas_problems examples ideas projects_maybe real life examples | 
+| 26 | proper setups coding project - projects application implemented - projects application - project setting development environment - ide | 24 | 26_proper setups coding project_projects application implemented_projects application_project setting development environment | 
+| 27 | met teacher midterm review - listens students - met teacher midterm - midterm taught gave - listens students concerns | 24 | 27_met teacher midterm review_listens students_met teacher midterm_midterm taught gave | 
+| 28 | raise students awareness ethical - minds students think ethical - ethical analysis - project assignment ethical analyses - understanding biomedical ethics | 24 | 28_raise students awareness ethical_minds students think ethical_ethical analysis_project assignment ethical analyses | 
+| 29 | papers subject developed traffic - lectures provides material - lectures provides material reads - regulations details - lectures provides | 24 | 29_papers subject developed traffic_lectures provides material_lectures provides material reads_regulations details | 
+| 30 | notes internet access online - notes internet access - online section online service - online service costs additional - online mishaps understand | 24 | 30_notes internet access online_notes internet access_online section online service_online service costs additional | 
+| 31 | old material considered outdated - material considered outdated - outdated relevant material outdated - outdated relevant material - old material quite outdated | 23 | 31_old material considered outdated_material considered outdated_outdated relevant material outdated_outdated relevant material | 
+| 32 | way think everything great - think everything great - feel modified great think - think great - way think great | 23 | 32_way think everything great_think everything great_feel modified great think_think great | 
+| 33 | suggestions - suggestions current - recommendations - suggestions think - think suggestions current | 23 | 33_suggestions_suggestions current_recommendations_suggestions think | 
+| 34 | learning materials provided insufficient - educational material provided - material provided learn - learning materials provided - educational material | 23 | 34_learning materials provided insufficient_educational material provided_material provided learn_learning materials provided | 
+| 35 | review week modules - weekly discussions - review week modules posted - materials discussion week repetitive - weekly discussion | 22 | 35_review week modules_weekly discussions_review week modules posted_materials discussion week repetitive | 
+| 36 | quiz times flexible - quiz provided time anticipation - quizzes hour period - quizzes entire week - quizzes entire week instead | 21 | 36_quiz times flexible_quiz provided time anticipation_quizzes hour period_quizzes entire week | 
+| 37 | office hour accommodate - office hours effective way - recommend switch office hours - office hours easy - office hours certain times | 21 | 37_office hour accommodate_office hours effective way_recommend switch office hours_office hours easy | 
+| 38 | maybe concepts involving finances - math frequently focus business - mathematics suited managers using - mathematics suited managers - maybe concepts involving | 21 | 38_maybe concepts involving finances_math frequently focus business_mathematics suited managers using_mathematics suited managers | 
+| 39 | modules informative - modules class modules informative - modules informative wish - maybe split modules instead - maybe split modules | 21 | 39_modules informative_modules class modules informative_modules informative wish_maybe split modules instead | 
+| 40 | programming type helpful videos - little tutorials quake having - little tutorials - little tutorials quake - programmer throw novice youtube | 20 | 40_programming type helpful videos_little tutorials quake having_little tutorials_little tutorials quake | 
+| 41 | learned professor enjoyed - loved hear professor experiences - professor class great - professor enjoyed professor class - loved material professor | 20 | 41_learned professor enjoyed_loved hear professor experiences_professor class great_professor enjoyed professor class | 
+| 42 | poor slides presentations old - slides outdated - slides outdated engaging - slides outdated content - slides need updated | 20 | 42_poor slides presentations old_slides outdated_slides outdated engaging_slides outdated content | 
+| 43 | little detailed explanation formulas - helpful calculating - indepth explanations statistical formulas - formulas - calculating | 19 | 43_little detailed explanation formulas_helpful calculating_indepth explanations statistical formulas_formulas | 
+| 44 | major problem solving - problem solving - midterm work problems provided - major problem solving questions - solving instead | 19 | 44_major problem solving_problem solving_midterm work problems provided_major problem solving questions | 
+| 45 | meant engineers doctoral class - perspective topics related engineering - topics oriented logistics chapters - engineering - meant engineers doctoral | 19 | 45_meant engineers doctoral class_perspective topics related engineering_topics oriented logistics chapters_engineering | 
+| 46 | students posting response answering - student responses students posting - students posting response - student responses students - students saying reply takes | 18 | 46_students posting response answering_student responses students posting_students posting response_student responses students | 
+| 47 | modern cloud - old acceptable cloud computing - modern cloud computing possible - cloud computing - modern cloud computing | 18 | 47_modern cloud_old acceptable cloud computing_modern cloud computing possible_cloud computing | 
+| 48 | using proctoru exams - proctoru exams incredibly annoying - proctoru exams annoying - proctoru different proctoring software - proctoru exams incredibly | 18 | 48_using proctoru exams_proctoru exams incredibly annoying_proctoru exams annoying_proctoru different proctoring software | 
+| 49 | materials need updatingneed revisiting - material applicable lacked - material applicable lacked examples - materials need updatingneed - material posted example | 18 | 49_materials need updatingneed revisiting_material applicable lacked_material applicable lacked examples_materials need updatingneed | 
+| 50 | new databases need exercises - new databases need - programming understand database - databases - rdbms | 16 | 50_new databases need exercises_new databases need_programming understand database_databases | 
+| 51 | risky sensitive info computer - remote control experience - sensitive info computer - feels risky sensitive info - risky sensitive info | 16 | 51_risky sensitive info computer_remote control experience_sensitive info computer_feels risky sensitive info | 
+| 52 | review communication requirements bit - review communication - told receive comments report - report round submission occurred - review communication requirements | 16 | 52_review communication requirements bit_review communication_told receive comments report_report round submission occurred | 
+| 53 | syllabus outlines everything deadlines - syllabus needs - syllabus syllabus outlines everything - making syllabus - syllabus syllabus outlines | 16 | 53_syllabus outlines everything deadlines_syllabus needs_syllabus syllabus outlines everything_making syllabus | 
+| 54 | wrong writing points received - marked wrong writing - mistake example credit - value simple mistake example - mistake example credit correct | 16 | 54_wrong writing points received_marked wrong writing_mistake example credit_value simple mistake example | 
+| 55 | understand exams lockdown browser - think lockdown browser quizzes - lockdown browser quizzes unnecessary - quiz lockdown browser - lockdown browser quizzes | 15 | 55_understand exams lockdown browser_think lockdown browser quizzes_lockdown browser quizzes unnecessary_quiz lockdown browser | 
+| 56 | online face face instead - understand online compared person - offer online sections - online compared person - online compared person prefer | 15 | 56_online face face instead_understand online compared person_offer online sections_online compared person | 
+| 57 | everything great - everything great journey far - great journey far everything - everything thanks professor hanna - everything comment everything great | 14 | 57_everything great_everything great journey far_great journey far everything_everything thanks professor hanna | 
+| 58 | notes present java todays - searching java docs - lecture notes present java - reflect current java developments - present java todays world | 14 | 58_notes present java todays_searching java docs_lecture notes present java_reflect current java developments | 
+| 59 | clearly dated material sufficient - clearly dated material - moodle clearly dated material - mentions moodle clearly dated - sufficient mentions moodle dated | 14 | 59_clearly dated material sufficient_clearly dated material_moodle clearly dated material_mentions moodle clearly dated | 
+| 60 | math hours personally bothered - math hours personally - math focus - math late feel - math hours | 13 | 60_math hours personally bothered_math hours personally_math focus_math late feel | 
+| 61 | everything great need improvement - goodno need improvements everything - improvements everything great need - need improvements everything great - need improvements everything | 12 | 61_everything great need improvement_goodno need improvements everything_improvements everything great need_need improvements everything great | 
+| 62 | recommend having theme - recommend having theme imporvements - future recommend having theme - health safety underground constructions - theme imporvements need | 12 | 62_recommend having theme_recommend having theme imporvements_future recommend having theme_health safety underground constructions | 
+| 63 | yells emailing replies fake - replies fake means say - replies fake means - emailing replies fake means - extreme yells emailing replies | 12 | 63_yells emailing replies fake_replies fake means say_replies fake means_emailing replies fake means | 
+| 64 | using aws - aws - links helpful understand cloud - project python aws - project python aws cloud | 12 | 64_using aws_aws_links helpful understand cloud_project python aws | 
+| 65 | change change wish - lenient life hard change - wish change love change - say change change wish - change | 11 | 65_change change wish_lenient life hard change_wish change love change_say change change wish | 
+| 66 | optional webex sessions students - requiring students meet webex - webex meeting quizzes students - webex meetings useful - optional webex meeting quizzes | 11 | 66_optional webex sessions students_requiring students meet webex_webex meeting quizzes students_webex meetings useful | 
+| 67 | respond students professor time - professor time limit - prepare lesson professor allow - period respond students professor - professor time limit equal | 11 | 67_respond students professor time_professor time limit_prepare lesson professor allow_period respond students professor | 
+| 68 | unclear instructions capsim simulation - nice capsim simulation confusing - simulation capsim - capsim simulation - simulation capsim integration little | 11 | 68_unclear instructions capsim simulation_nice capsim simulation confusing_simulation capsim_capsim simulation | 
+| 69 | professor feedback submitted works - professor feedback - professor feedback provided professor - professor assignments feedback - lack feedback professor | 11 | 69_professor feedback submitted works_professor feedback_professor feedback provided professor_professor assignments feedback | 
+| 70 | networking tools - protocols network security imprtance - want improvements internet layer - using networking tools - network security imprtance | 9 | 70_networking tools_protocols network security imprtance_want improvements internet layer_using networking tools | 
+| 71 | everything - everything alright far - everything alright - far everything - say everything | 9 | 71_everything_everything alright far_everything alright_far everything | 
+| 72 | years old prerecorded videos - videos year old dates - old prerecorded videos - better videos free things - prerecorded videos return illegal | 9 | 72_years old prerecorded videos_videos year old dates_old prerecorded videos_better videos free things | 
+| 73 | need professor professor michael - courses taken professor best - need professor - need professor professor - best courses taken professor | 8 | 73_need professor professor michael_courses taken professor best_need professor_need professor professor | 
+| 74 | online exams closed - online exams closed book - times online exams - set times online exams - hour exam classes | 8 | 74_online exams closed_online exams closed book_times online exams_set times online exams | 
+| 75 | rehire keith williams forgetful - rehire keith williams - better managed rehire keith - williams forgetful - rehire keith | 7 | 75_rehire keith williams forgetful_rehire keith williams_better managed rehire keith_williams forgetful | 
+| 76 | rude received little feedback - emails explanations feedback discussions - received little feedback forum - recieved rude received little - responses recieved rude received | 7 | 76_rude received little feedback_emails explanations feedback discussions_received little feedback forum_recieved rude received little | 
+| 77 | obsolete chat gpt students - students jobs obsolete chat - tell students google chat - chat gpt - students discord | 7 | 77_obsolete chat gpt students_students jobs obsolete chat_tell students google chat_chat gpt |
+  
+</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 2146076

topic_embeddings.safetensors

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