transformers_issues_topics

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("Maitorokku/transformers_issues_topics")

topic_model.get_topic_info()

Topic overview

• Number of topics: 30
• Number of training documents: 9000

Click here for an overview of all topics.

Topic ID	Topic Keywords	Topic Frequency	Label
-1	climate - environmental - research - analysis - study	11	-1_climate_environmental_research_analysis
0	climate - climatic - ecological - environmental - precipitation	2717	0_climate_climatic_ecological_environmental
1	resilience - practices - innovation - preparedness - management	2162	1_resilience_practices_innovation_preparedness
2	ndvi - correlation - vegetation - pearson - formula	642	2_ndvi_correlation_vegetation_pearson
3	study - questionnaire - criteria - respondents - conducted	427	3_study_questionnaire_criteria_respondents
4	software - sustainable - research - researchers - development	394	4_software_sustainable_research_researchers
5	malaria - prevalence - population - mosquitoes - mosquito	309	5_malaria_prevalence_population_mosquitoes
6	pandemic - pandemics - covid19 - crisis - governments	290	6_pandemic_pandemics_covid19_crisis
7	journals - journal - article - articles - bibliometric	252	7_journals_journal_article_articles
8	propolis - antimicrobial - aloe - antibacterial - biofilm	228	8_propolis_antimicrobial_aloe_antibacterial
9	health - millennials - healthy - healthcare - changehealth	216	9_health_millennials_healthy_healthcare
10	deficiency - vitamin - diseases - supplementation - dietary	184	10_deficiency_vitamin_diseases_supplementation
11	quails - quail - insulation - temperatures - heatstress	153	11_quails_quail_insulation_temperatures
12	ethics - ethical - researchers - moral - research	144	12_ethics_ethical_researchers_moral
13	obesity - metabolic - diabetes - circadian - health	140	13_obesity_metabolic_diabetes_circadian
14	poultry - chickens - chicken - livestock - farms	134	14_poultry_chickens_chicken_livestock
15	lightning - incidence - fatalities - bangladesh - deaths	80	15_lightning_incidence_fatalities_bangladesh
16	harassment - gaming - behavior - games - narratives	72	16_harassment_gaming_behavior_games
17	indigenous - knowledge - concept - ik - principles	68	17_indigenous_knowledge_concept_ik
18	kinase - gene - signaling - phosphorylates - phosphorylation	60	18_kinase_gene_signaling_phosphorylates
19	camel - camels - meat - meats - beef	44	19_camel_camels_meat_meats
20	turkey - turkeyeu - turkeys - turkish - ankara	43	20_turkey_turkeyeu_turkeys_turkish
21	wasserwiedernutzung - treibhausgaseffekt - wiedernutzung - beschreibt - khleffekt	41	21_wasserwiedernutzung_treibhausgaseffekt_wiedernutzung_beschreibt
22	locusts - genome - locust - sequencing - genes	41	22_locusts_genome_locust_sequencing
23	chainsaw - noisy - noise - nonchainsaw - earmuffs	37	23_chainsaw_noisy_noise_nonchainsaw
24	evolution - evolved - brains - neuroplasticity - brain	36	24_evolution_evolved_brains_neuroplasticity
25	sinusitis - sinus - sinuses - aplasia - paranasal	31	25_sinusitis_sinus_sinuses_aplasia
26	mandarins - mandarin - citrus - fruits - fruit	16	26_mandarins_mandarin_citrus_fruits
27	hikikomori - otaku - japanese - anime - otakus	16	27_hikikomori_otaku_japanese_anime
28	travel - trips - businesses - business - corporate	12	28_travel_trips_businesses_business

Training hyperparameters

• calculate_probabilities: False
• language: english
• low_memory: False
• min_topic_size: 10
• n_gram_range: (1, 1)
• nr_topics: 30
• seed_topic_list: None
• top_n_words: 10
• verbose: True

Framework versions

• Numpy: 1.22.4
• HDBSCAN: 0.8.29
• UMAP: 0.5.3
• Pandas: 1.5.3
• Scikit-Learn: 1.2.2
• Sentence-transformers: 2.2.2
• Transformers: 4.30.2
• Numba: 0.56.4
• Plotly: 5.13.1
• Python: 3.10.12