metadata
tags:
- bertopic
library_name: bertopic
pipeline_tag: text-classification
before_covid_distance_learning_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_distance_learning_aspects_to_improve")
topic_model.get_topic_info()
Topic overview
- Number of topics: 35
- Number of training documents: 15572
Click here for an overview of all topics.
| Topic ID | Topic Keywords | Topic Frequency | Label |
|---|---|---|---|
| 0 | online class - lecture - students - student - classes | 13194 | 0_online class_lecture_students_student |
| 1 | moodle students - moodle class - video lectures moodle - lectures moodle - assignments moodle | 236 | 1_moodle students_moodle class_video lectures moodle_lectures moodle |
| 2 | arguments animal - positions weathering storms arguments - arguments animal rights - debate - arguments | 164 | 2_arguments animal_positions weathering storms arguments_arguments animal rights_debate |
| 3 | improvements needed - improvement think needs - improvement think needs improved - think needs improved improved - needs improved improved | 104 | 3_improvements needed_improvement think needs_improvement think needs improved_think needs improved improved |
| 4 | online courses - problem courses - professor conduct online - practice courses - problem courses paying teach | 94 | 4_online courses_problem courses_professor conduct online_practice courses |
| 5 | real time input having - post replies follow interactively - real time input - post reply instead - webcam | 91 | 5_real time input having_post replies follow interactively_real time input_post reply instead |
| 6 | bridge design class - projects bridge design - relevant architecture students taught - projects bridge design help - architecture students taught | 87 | 6_bridge design class_projects bridge design_relevant architecture students taught_projects bridge design help |
| 7 | scheduled webex meetings - webex meetings - weekly webex sessions - webex meeting - webex sessions scheduled | 85 | 7_scheduled webex meetings_webex meetings_weekly webex sessions_webex meeting |
| 8 | presented difficult understand read - read clearly - difficult read - quality paper little unclear - read grade difficult understand | 85 | 8_presented difficult understand read_read clearly_difficult read_quality paper little unclear |
| 9 | pointless unnecessary information interesting - pointless unnecessary information - information - nice branches available explored - plsql covered | 79 | 9_pointless unnecessary information interesting_pointless unnecessary information_information_nice branches available explored |
| 10 | professor teacher creates tricky - professor states help debug - reevaluated teacher - professor states help - poorly explained useless teach | 73 | 10_professor teacher creates tricky_professor states help debug_reevaluated teacher_professor states help |
| 11 | think think currently - think think currently think - think right think time - moment think - time think | 71 | 11_think think currently_think think currently think_think right think time_moment think |
| 12 | post team presentation overly - post team presentation - previous parts program ywcc - issues - deliverables | 70 | 12_post team presentation overly_post team presentation_previous parts program ywcc_issues |
| 13 | report generation nyquist plots - probably improved needed graphing - plots method taking - report generation nyquist - plots method taking porduct | 69 | 13_report generation nyquist plots_probably improved needed graphing_plots method taking_report generation nyquist |
| 14 | tutorials - online tutorials difficult follow - need better tutorial - tutorial - online tutorials difficult | 66 | 14_tutorials_online tutorials difficult follow_need better tutorial_tutorial |
| 15 | needed better materials - material supposed understand material - material difficult - material supposed understand - needed better materials delivery | 66 | 15_needed better materials_material supposed understand material_material difficult_material supposed understand |
| 16 | opinion felt begun - piece fact career fair - opinion felt begun learning - past basics legal - past basics | 66 | 16_opinion felt begun_piece fact career fair_opinion felt begun learning_past basics legal |
| 17 | projects working new glitches - project required synchro trafficsim - proctoruit takes forever - platforms everything run - references certain platforms everything | 66 | 17_projects working new glitches_project required synchro trafficsim_proctoruit takes forever_platforms everything run |
| 18 | readings lengthy elective readings - reading maybe shorter readings - reading demands - readings quizzes - reading assignments rest readings | 65 | 18_readings lengthy elective readings_reading maybe shorter readings_reading demands_readings quizzes |
| 19 | movies required list creepynot - needless say disappointed movies - movies required list - provide movie links - movies | 65 | 19_movies required list creepynot_needless say disappointed movies_movies required list_provide movie links |
| 20 | wall street journal articles - articles read wall street - wall street journal - wall street journal article - journal assignments | 60 | 20_wall street journal articles_articles read wall street_wall street journal_wall street journal article |
| 21 | programming maybe little slower - movies modern little challenging - pace little improve engagement - little improve engagement - overwhelming beginning right movies | 58 | 21_programming maybe little slower_movies modern little challenging_pace little improve engagement_little improve engagement |
| 22 | everything great - great everything far - think everything great - honest everything far complaints - great far far everything | 57 | 22_everything great_great everything far_think everything great_honest everything far complaints |
| 23 | paying tuition regurgitating material - paying guy textbook - students pay - paying guy textbook teach - pay online classes | 56 | 23_paying tuition regurgitating material_paying guy textbook_students pay_paying guy textbook teach |
| 24 | mandatory forum - forum discussions - online forum pointless - forums discussion - forum posts | 56 | 24_mandatory forum_forum discussions_online forum pointless_forums discussion |
| 25 | projects freeloaders repercussions - projects freeloaders repercussions time - projects freeloaders - resume slackers - resume slackers slackers | 51 | 25_projects freeloaders repercussions_projects freeloaders repercussions time_projects freeloaders_resume slackers |
| 26 | everything - gaming everything everything - gaming everything - online gaming everything - online gaming everything everything | 50 | 26_everything_gaming everything everything_gaming everything_online gaming everything |
| 27 | outdated materials better examples - old relevant read current - old date articles - updated material articles - updated articles content dated | 50 | 27_outdated materials better examples_old relevant read current_old date articles_updated material articles |
| 28 | layout want change - changed traditional style - changed traditional style amazing - changes required way things - suggestion according changes required | 47 | 28_layout want change_changed traditional style_changed traditional style amazing_changes required way things |
| 29 | semester maybe major simulations - simulation program improvement - simulation increase simulation work - simulation premise extremely - simulation simulations | 43 | 29_semester maybe major simulations_simulation program improvement_simulation increase simulation work_simulation premise extremely |
| 30 | online aspect bit difficult - online aspect improved - sections online offered online - online section - offputting online section | 37 | 30_online aspect bit difficult_online aspect improved_sections online offered online_online section |
| 31 | material outdated materials disorganized - materials old material - materials disorganized dated - materials fairly poor organization - material recycled substance better | 36 | 31_material outdated materials disorganized_materials old material_materials disorganized dated_materials fairly poor organization |
| 32 | module readings prepared students - module materials learn - module materials learn material - learn material modules engaging - learn material modules | 32 | 32_module readings prepared students_module materials learn_module materials learn material_learn material modules engaging |
| 33 | setup suggestion opinion great - currently setup suggestion opinion - suggestion opinion great - need change think great - suggestion opinion | 24 | 33_setup suggestion opinion great_currently setup suggestion opinion_suggestion opinion great_need change think great |
| 34 | change personally maybe - personally change - change personally maybe spend - personally change eyes - change personally | 19 | 34_change personally maybe_personally change_change personally maybe spend_personally change eyes |
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