metadata
tags:
- bertopic
library_name: bertopic
pipeline_tag: text-classification
before_covid_face_to_face_aspects_to_improve
This is a 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:
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
Click here for an overview of all topics.
| 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 |
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