Tuags_Webmin

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("rania-alhabsyi/Tuags_Webmin")

topic_model.get_topic_info()

Topic overview

• Number of topics: 148
• Number of training documents: 150952

Click here for an overview of all topics.

Topic ID	Topic Keywords	Topic Frequency	Label
-1	the - of - in - and - to	75	-1_the_of_in_and
0	xray - emission - kev - sources - pulsar	76482	0_xray_emission_kev_sources
1	dark - universe - cosmological - energy - matter	2805	1_dark_universe_cosmological_energy
2	nuclei - nuclear - neutron - calculations - pairing	2627	2_nuclei_nuclear_neutron_calculations
3	quantum - entanglement - classical - states - state	2429	3_quantum_entanglement_classical_states
4	graphene - electronic - materials - magnetic - temperature	2157	4_graphene_electronic_materials_magnetic
5	galaxies - galaxy - halo - formation - halos	2088	5_galaxies_galaxy_halo_formation
6	black - hole - holes - horizon - entropy	1930	6_black_hole_holes_horizon
7	channel - network - wireless - networks - performance	1720	7_channel_network_wireless_networks
8	category - group - groups - prove - varieties	1604	8_category_group_groups_prove
9	higgs - boson - electroweak - bosons - standard	1529	9_higgs_boson_electroweak_bosons
10	inflation - inflaton - inflationary - perturbations - scalar	1495	10_inflation_inflaton_inflationary_perturbations
11	language - text - word - social - translation	1490	11_language_text_word_social
12	neutrino - mixing - seesaw - lepton - neutrinos	1441	12_neutrino_mixing_seesaw_lepton
13	solar - magnetic - coronal - field - reconnection	1351	13_solar_magnetic_coronal_field
14	lattice - quark - quenched - qcd - chiral	1333	14_lattice_quark_quenched_qcd
15	gauge - lattice - propagator - gluon - yangmills	1155	15_gauge_lattice_propagator_gluon
16	image - images - 3d - object - network	1148	16_image_images_3d_object
17	neutrino - oscillation - neutrinos - solar - oscillations	1135	17_neutrino_oscillation_neutrinos_solar
18	phase - quark - qcd - chiral - chemical	1057	18_phase_quark_qcd_chiral
19	detector - detectors - readout - resolution - scintillation	1045	19_detector_detectors_readout_resolution
20	stars - clusters - cluster - metallicity - globular	1024	20_stars_clusters_cluster_metallicity
21	grb - grbs - afterglow - burst - bursts	993	21_grb_grbs_afterglow_burst
22	polymer - liquid - surface - water - stress	935	22_polymer_liquid_surface_water
23	dust - emission - disk - molecular - stars	914	23_dust_emission_disk_molecular
24	collisions - auau - centrality - rhic - gev	903	24_collisions_auau_centrality_rhic
25	planets - planet - planetary - orbital - transit	887	25_planets_planet_planetary_orbital
26	cmb - wmap - microwave - power - cosmic	865	26_cmb_wmap_microwave_power
27	random - stochastic - brownian - process - processes	854	27_random_stochastic_brownian_process
28	optical - photonic - frequency - plasmonic - cavity	852	28_optical_photonic_frequency_plasmonic
29	pi - branching - decays - pm - collected	801	29_pi_branching_decays_pm
30	software - development - code - projects - developers	790	30_software_development_code_projects
31	noncommutative - spacetime - quantum - field - noncommutativity	786	31_noncommutative_spacetime_quantum_field
32	brane - bulk - branes - cosmological - braneworld	709	32_brane_bulk_branes_cosmological
33	lensing - lens - galaxy - microlensing - shear	696	33_lensing_lens_galaxy_microlensing
34	decays - cp - bto - branching - pi	694	34_decays_cp_bto_branching
35	string - s5 - ads5 - bethe - theory	694	35_string_s5_ads5_bethe
36	algebra - lie - algebras - conformal - representations	690	36_algebra_lie_algebras_conformal
37	gravity - quantum - theory - spacetime - foam	653	37_gravity_quantum_theory_spacetime
38	logic - workshop - semantics - logics - reasoning	648	38_logic_workshop_semantics_logics
39	holographic - qcd - dual - quark - adscft	637	39_holographic_qcd_dual_quark
40	compactifications - moduli - calabiyau - fluxes - string	588	40_compactifications_moduli_calabiyau_fluxes
41	hamiltonian - hamiltonians - quantum - oscillator - nonhermitian	585	41_hamiltonian_hamiltonians_quantum_oscillator
42	graph - graphs - vertices - every - number	557	42_graph_graphs_vertices_every
43	dark - matter - neutralino - relic - higgs	553	43_dark_matter_neutralino_relic
44	dwarfs - dwarf - white - stars - binary	552	44_dwarfs_dwarf_white_stars
45	reaction - photoproduction - eta - cross - resonance	541	45_reaction_photoproduction_eta_cross
46	polarized - parton - asymmetries - transverse - asymmetry	538	46_polarized_parton_asymmetries_transverse
47	estimator - regression - estimators - estimation - bayesian	528	47_estimator_regression_estimators_estimation
48	string - tachyon - theory - open - dbranes	525	48_string_tachyon_theory_open
49	spaces - operators - operator - prove - measure	511	49_spaces_operators_operator_prove
50	neutron - stars - matter - star - quark	502	50_neutron_stars_matter_star
51	unification - gauge - mediation - breaking - su5	485	51_unification_gauge_mediation_breaking
52	numerical - method - schemes - methods - element	433	52_numerical_method_schemes_methods
53	learning - robot - reinforcement - policy - rl	422	53_learning_robot_reinforcement_policy
54	casimir - force - plates - boundary - piston	420	54_casimir_force_plates_boundary
55	baryons - quark - states - baryon - mesons	405	55_baryons_quark_states_baryon
56	dark - matter - annihilation - dm - gammaray	395	56_dark_matter_annihilation_dm
57	speech - audio - speaker - music - recognition	393	57_speech_audio_speaker_music
58	bethe - integrable - boundary - chain - ansatz	390	58_bethe_integrable_boundary_chain
59	privacy - security - attacks - data - private	389	59_privacy_security_attacks_data
60	neutrino - neutrinos - icecube - flux - cosmic	370	60_neutrino_neutrinos_icecube_flux
61	ising - critical - spin - entanglement - model	363	61_ising_critical_spin_entanglement
62	top - quark - events - ttbar - tevatron	361	62_top_quark_events_ttbar
63	gravitational - lisa - detectors - signals - ligo	356	63_gravitational_lisa_detectors_signals
64	superfluid - fermi - boseeinstein - gas - vortex	350	64_superfluid_fermi_boseeinstein_gas
65	sn - sne - ia - supernovae - supernova	349	65_sn_sne_ia_supernovae
66	telescope - optics - wavefront - telescopes - imaging	334	66_telescope_optics_wavefront_telescopes
67	solutions - regularity - existence - boundary - solution	334	67_solutions_regularity_existence_boundary
68	corrections - cross - production - nlo - lhc	330	68_corrections_cross_production_nlo
69	cloud - computing - performance - resource - resources	323	69_cloud_computing_performance_resource
70	neutrino - neutrinos - bbn - sterile - nucleosynthesis	320	70_neutrino_neutrinos_bbn_sterile
71	codes - decoding - coding - code - channel	313	71_codes_decoding_coding_code
72	quasars - quasar - absorption - absorbers - redshift	312	72_quasars_quasar_absorption_absorbers
73	renormalization - theory - phi4 - field - noncommutative	311	73_renormalization_theory_phi4_field
74	neutron - stars - gravitational - star - rotating	302	74_neutron_stars_gravitational_star
75	collapse - fluid - solutions - singularity - spherically	302	75_collapse_fluid_solutions_singularity
76	x3872 - decay - charmonium - mesons - state	301	76_x3872_decay_charmonium_mesons
77	turbulence - flow - reynolds - turbulent - flows	301	77_turbulence_flow_reynolds_turbulent
78	networks - network - community - social - communities	293	78_networks_network_community_social
79	segmentation - images - image - medical - cancer	293	79_segmentation_images_image_medical
80	black - binary - hole - postnewtonian - gravitational	287	80_black_binary_hole_postnewtonian
81	gene - species - genes - genetic - fitness	272	81_gene_species_genes_genetic
82	polynomials - numbers - functions - zeta - series	267	82_polynomials_numbers_functions_zeta
83	spin - hall - liquid - topological - quantum	261	83_spin_hall_liquid_topological
84	amplitudes - mhv - n4 - yangmills - amplitude	260	84_amplitudes_mhv_n4_yangmills
85	neutrino - cross - quasielastic - pion - sections	258	85_neutrino_cross_quasielastic_pion
86	supergravity - superspace - multiplet - supersymmetric - n4	241	86_supergravity_superspace_multiplet_supersymmetric
87	air - shower - showers - fluorescence - cosmic	241	87_air_shower_showers_fluorescence
88	market - financial - risk - portfolio - optimal	240	88_market_financial_risk_portfolio
89	elastic - polarization - deuteron - q2 - scattering	237	89_elastic_polarization_deuteron_q2
90	quantum - cosmology - loop - bounce - wheelerdewitt	234	90_quantum_cosmology_loop_bounce
91	students - learning - education - teaching - courses	231	91_students_learning_education_teaching
92	beam - laser - emittance - beams - electron	229	92_beam_laser_emittance_beams
93	diffractive - dijet - cross - hera - jet	222	93_diffractive_dijet_cross_hera
94	selfforce - numerical - black - puncture - equations	221	94_selfforce_numerical_black_puncture
95	evolution - bfkl - gluon - saturation - pomeron	217	95_evolution_bfkl_gluon_saturation
96	climate - earthquakes - imaging - earthquake - seismic	213	96_climate_earthquakes_imaging_earthquake
97	systems - control - system - stability - lyapunov	198	97_systems_control_system_stability
98	causal - trials - treatment - metaanalysis - data	193	98_causal_trials_treatment_metaanalysis
99	cosmic - rays - uhecrs - auger - arrival	192	99_cosmic_rays_uhecrs_auger
100	neutrino - supernova - neutrinos - flavor - corecollapse	191	100_neutrino_supernova_neutrinos_flavor
101	integrals - feynman - master - oneloop - diagrams	187	101_integrals_feynman_master_oneloop
102	algorithm - optimization - algorithms - search - problem	187	102_algorithm_optimization_algorithms_search
103	clusters - cluster - gas - xray - cooling	182	103_clusters_cluster_gas_xray
104	noise - interferometer - lisa - laser - sensitivity	182	104_noise_interferometer_lisa_laser
105	topological - dirac - operator - chiral - overlap	181	105_topological_dirac_operator_chiral
106	epidemic - disease - infection - covid19 - infected	180	106_epidemic_disease_infection_covid19
107	wormhole - wormholes - throat - traversable - solutions	174	107_wormhole_wormholes_throat_traversable
108	vortices - vortex - moduli - nonabelian - lattice	163	108_vortices_vortex_moduli_nonabelian
109	curvature - surfaces - riemannian - surface - manifolds	162	109_curvature_surfaces_riemannian_surface
110	synchronization - oscillators - systems - reaction - networks	158	110_synchronization_oscillators_systems_reaction
111	fields - gauge - spin - massless - lagrangian	157	111_fields_gauge_spin_massless
112	axion - axions - axionlike - photons - axionphoton	152	112_axion_axions_axionlike_photons
113	pi0 - branching - decay - kl - gamma	145	113_pi0_branching_decay_kl
114	clouds - formation - cloud - star - molecular	145	114_clouds_formation_cloud_star
115	viscosity - hydrodynamic - collisions - hydrodynamics - relativistic	143	115_viscosity_hydrodynamic_collisions_hydrodynamics
116	convex - problems - convergence - optimization - proximal	138	116_convex_problems_convergence_optimization
117	citation - journals - journal - research - scientific	137	117_citation_journals_journal_research
118	chiral - nn - effective - scattering - exchange	137	118_chiral_nn_effective_scattering
119	sparse - recovery - sensing - signal - compressed	133	119_sparse_recovery_sensing_signal
120	power - renewable - electricity - storage - system	130	120_power_renewable_electricity_storage
121	holographic - superconductors - superconductor - critical - conductivity	129	121_holographic_superconductors_superconductor_critical
122	points - permutations - set - tilings - partitions	119	122_points_permutations_set_tilings
123	susy - lhc - gluino - mass - mt2	115	123_susy_lhc_gluino_mass
124	muon - amu - anomalous - moment - hadronic	114	124_muon_amu_anomalous_moment
125	pioneer - spacecraft - anomaly - orbital - precessions	111	125_pioneer_spacecraft_anomaly_orbital
126	jet - collisions - medium - quenching - loss	109	126_jet_collisions_medium_quenching
127	classification - classifiers - feature - learning - selection	108	127_classification_classifiers_feature_learning
128	antibrst - brst - nilpotent - transformations - superfield	108	128_antibrst_brst_nilpotent_transformations
129	bh - black - mbh - galaxies - luminosity	105	129_bh_black_mbh_galaxies
130	agn - emission - starburst - ulirgs - galaxies	105	130_agn_emission_starburst_ulirgs
131	shock - shocks - acceleration - magnetic - instability	105	131_shock_shocks_acceleration_magnetic
132	jet - event - jets - shower - shapes	101	132_jet_event_jets_shower
133	superpotential - n1 - gauge - matrix - adjoint	99	133_superpotential_n1_gauge_matrix
134	shock - neutrino - explosion - sasi - corecollapse	92	134_shock_neutrino_explosion_sasi
135	clustering - kmeans - algorithm - data - clusters	91	135_clustering_kmeans_algorithm_data
136	laser - pair - electronpositron - pulse - production	89	136_laser_pair_electronpositron_pulse
137	spacetimes - weyl - tensor - killing - null	89	137_spacetimes_weyl_tensor_killing
138	dark - rotation - matter - curves - galactic	87	138_dark_rotation_matter_curves
139	blockchain - iot - smart - security - blockchainbased	86	139_blockchain_iot_smart_security
140	compton - virtual - dvcs - scattering - deeply	85	140_compton_virtual_dvcs_scattering
141	jpsi - psi2s - branching - besii - pm	82	141_jpsi_psi2s_branching_besii
142	handwritten - recognition - characters - character - text	81	142_handwritten_recognition_characters_character
143	fractional - schemes - numerical - tempered - derivative	79	143_fractional_schemes_numerical_tempered
144	top - asymmetry - tevatron - forwardbackward - couplings	78	144_top_asymmetry_tevatron_forwardbackward
145	amplitudes - helicity - recursion - gluons - oneloop	78	145_amplitudes_helicity_recursion_gluons
146	wimp - wimps - recoils - dark - experiment	78	146_wimp_wimps_recoils_dark

Training hyperparameters

• calculate_probabilities: False
• language: english
• low_memory: False
• min_topic_size: 10
• n_gram_range: (1, 1)
• nr_topics: None
• seed_topic_list: None
• top_n_words: 10
• verbose: True
• zeroshot_min_similarity: 0.7
• zeroshot_topic_list: None

Framework versions

• Numpy: 1.26.4
• HDBSCAN: 0.8.40
• UMAP: 0.5.7
• Pandas: 2.2.3
• Scikit-Learn: 1.6.1
• Sentence-transformers: 3.4.1
• Transformers: 4.51.3
• Numba: 0.60.0
• Plotly: 5.24.1
• Python: 3.11.12