Fine-tuned Topic Model for aspects_to_improve column

.gitattributes

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README.md

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+
+---
+tags:
+- bertopic
+library_name: bertopic
+pipeline_tag: text-classification
+---
+
+# before_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/before_covid_face_to_face_aspects_to_improve")
+
+topic_model.get_topic_info()
+```
+
+## Topic overview
+
+* Number of topics: 46
+* Number of training documents: 143043
+
+<details>
+  <summary>Click here for an overview of all topics.</summary>
+  
+  | Topic ID | Topic Keywords | Topic Frequency | Label | 
+|----------|----------------|-----------------|-------| 
+| 0 | lecture - lectures - classes - class time - teaching | 116120 | 0_lecture_lectures_classes_class time | 
+| 1 | improvements needed - improvements needs - improvement needs - improvements needs improved - improvement needs improved | 1568 | 1_improvements needed_improvements needs_improvement needs_improvements needs improved | 
+| 2 | feel - entire week model feels - week model feels - magnitude plot - character | 1279 | 2_feel_entire week model feels_week model feels_magnitude plot | 
+| 3 | needs addressed - executive team needs - understand situation covid - think unfair - understand situation | 919 | 3_needs addressed_executive team needs_understand situation covid_think unfair | 
+| 4 | way material presented - way material presented material - material way material presented - material presented material - material better explanation material | 913 | 4_way material presented_way material presented material_material way material presented_material presented material | 
+| 5 | research roadmap - research roadmaps - topics - topic - engineering ethics | 881 | 5_research roadmap_research roadmaps_topics_topic | 
+| 6 | ta teaches - teach ta - ta students - tas teaching - teacher ta | 868 | 6_ta teaches_teach ta_ta students_tas teaching | 
+| 7 | schedule timing - office hours - mandatory office hours - scheduling - time slots | 846 | 7_schedule timing_office hours_mandatory office hours_scheduling | 
+| 8 | group work groups - groups group work - group work difficult - group work class - group work | 793 | 8_group work groups_groups group work_group work difficult_group work class | 
+| 9 | software - software home - program - webex - access | 773 | 9_software_software home_program_webex | 
+| 10 | teacher - rude students - students class - attitude students - teaching | 769 | 10_teacher_rude students_students class_attitude students | 
+| 11 | technical issues - program work - software - work properly - working properly | 744 | 11_technical issues_program work_software_work properly | 
+| 12 | teaching write essays - essays writing - class writing - writing assignments - writing class | 713 | 12_teaching write essays_essays writing_class writing_writing assignments | 
+| 13 | rutgers students - best directed educational platform - students - problems chapter worthless study - tried best directed educational | 712 | 13_rutgers students_best directed educational platform_students_problems chapter worthless study | 
+| 14 | moodle students - moodle syllabus - moodle class - moodle homeworks - moodle assignments | 701 | 14_moodle students_moodle syllabus_moodle class_moodle homeworks | 
+| 15 | cad software lab - cad software lab introduced - cad class - engineering drawings - cad drawings | 674 | 15_cad software lab_cad software lab introduced_cad class_engineering drawings | 
+| 16 | taking notes class - class notes - lecture notes - read notes - notes class | 670 | 16_taking notes class_class notes_lecture notes_read notes | 
+| 17 | business major - design majors - internships - help careers - digital design majors | 662 | 17_business major_design majors_internships_help careers | 
+| 18 | enjoyed class - structure taught professor interesting - structure taught professor - everything class poorly - best classes taken | 647 | 18_enjoyed class_structure taught professor interesting_structure taught professor_everything class poorly | 
+| 19 | students points - student mistake - points students - mistake points - points mistake | 582 | 19_students points_student mistake_points students_mistake points | 
+| 20 | work load needs - work difficult - work overwhelming - work load - workload work | 558 | 20_work load needs_work difficult_work overwhelming_work load | 
+| 21 | final research paper - research paper research - semester research paper - paper research - paper research paper | 550 | 21_final research paper_research paper research_semester research paper_paper research | 
+| 22 | plant tours - plant tour - class field trips - trips campus - field trips construction | 549 | 22_plant tours_plant tour_class field trips_trips campus | 
+| 23 | enjoyed aspects - tad difficult different critics - difficult different critics - content felt - different critics | 542 | 23_enjoyed aspects_tad difficult different critics_difficult different critics_content felt | 
+| 24 | chapters covered class - class chapters - chapters spend time - learning chapters - covering chapters | 526 | 24_chapters covered class_class chapters_chapters spend time_learning chapters | 
+| 25 | assigned readings - readings readings difficult understand - reading assignments - readings class readings - assigning readings | 511 | 25_assigned readings_readings readings difficult understand_reading assignments_readings class readings | 
+| 26 | equipment outdated - outdated equipment - replaced equipment - equipment replaced - broken equipment | 510 | 26_equipment outdated_outdated equipment_replaced equipment_equipment replaced | 
+| 27 | wastes time - useful waste time - waste time money - massive waste time - total waste time | 507 | 27_wastes time_useful waste time_waste time money_massive waste time | 
+| 28 | think everything great - everything great think - everything great - everything great everything - everything great think everything | 500 | 28_think everything great_everything great think_everything great_everything great everything | 
+| 29 | modern films - documentaries - certain films - movies shown - films | 485 | 29_modern films_documentaries_certain films_movies shown | 
+| 30 | dbms - advanced database - learning sql - database software - database systems | 483 | 30_dbms_advanced database_learning sql_database software | 
+| 31 | studio courses - schools understanding collaborative studio - studio classes - studio experience - understand studio | 477 | 31_studio courses_schools understanding collaborative studio_studio classes_studio experience | 
+| 32 | pace little slower - bit slower pace - slightly slower pace - pace bit slower - slower pace | 474 | 32_pace little slower_bit slower pace_slightly slower pace_pace bit slower | 
+| 33 | recitation extra work - recitation work - recitation useless - recitation class - recitation pointless | 440 | 33_recitation extra work_recitation work_recitation useless_recitation class | 
+| 34 | everything - everything aspects - complaints - everything great - everything say | 435 | 34_everything_everything aspects_complaints_everything great | 
+| 35 | feels awkward online opposed - feels awkward online - awkward online opposed - possible feels awkward online - transition possible feels awkward | 435 | 35_feels awkward online opposed_feels awkward online_awkward online opposed_possible feels awkward online | 
+| 36 | teach matlab - matlab students - teaching matlab - students matlab - matlab taught | 428 | 36_teach matlab_matlab students_teaching matlab_students matlab | 
+| 37 | difficult mentally exhausting - excessively difficult - learning curve - difficult annoying - easy difficult | 406 | 37_difficult mentally exhausting_excessively difficult_learning curve_difficult annoying | 
+| 38 | practice matlab - learn matlab - matlab using - matlabs - instead matlab | 382 | 38_practice matlab_learn matlab_matlab using_matlabs | 
+| 39 | way think way great - think way great - think way way great - way think great - perfectly way | 378 | 39_way think way great_think way great_think way way great_way think great | 
+| 40 | class recitations - recitation class - recitation needs - recitation classes - class recitation | 361 | 40_class recitations_recitation class_recitation needs_recitation classes | 
+| 41 | microphones said argument - feel microphones said argument - microphones said argument help - participants microphone - professor microphone | 343 | 41_microphones said argument_feel microphones said argument_microphones said argument help_participants microphone | 
+| 42 | commons difficult - commons unnecessarily difficult - commons unnecessarily - study commons - grading commons unfair | 310 | 42_commons difficult_commons unnecessarily difficult_commons unnecessarily_study commons | 
+| 43 | suggestions - think think suggestions - think suggestions - think think think suggestions - think suggestions time think | 264 | 43_suggestions_think think suggestions_think suggestions_think think think suggestions | 
+| 44 | think list far - think list - think think list far - presently - think presently | 209 | 44_think list far_think list_think think list far_presently | 
+| 45 | personally change - change personally - honest want changed - change everything - change personally change | 146 | 45_personally change_change personally_honest want changed_change everything |
+  
+</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 40845856

ctfidf_config.json

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topic_embeddings.safetensors

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