stackex_chemistry

mldr.datasets::get.mldr("stackex_chemistry")

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Full dataset

MULAN/MEKA (.arff) MULAN (.xml) LibSVM KEEL mldr

Partitions: select your desired partitioning strategy, validation and format

	Random	Stratified	Iterative stratified
Hold out	MULAN MEKA LibSVM KEEL mldr	MULAN MEKA LibSVM KEEL mldr	MULAN MEKA LibSVM KEEL mldr
2x5-fold cross validation	MULAN MEKA LibSVM KEEL mldr	MULAN MEKA LibSVM KEEL mldr	MULAN MEKA LibSVM KEEL mldr
10-fold cross validation	MULAN MEKA LibSVM KEEL mldr	MULAN MEKA LibSVM KEEL mldr	MULAN MEKA LibSVM KEEL mldr

Summary

Instances	6961
Attributes	715
Inputs	540
Labels	175
Labelsets	3032
Single labelsets	2331
Max frequency	318
Cardinality	2.1093
Density	0.0121
Mean IR	56.8779
SCUMBLE	0.1867
TCS	19.4733

Citation

Charte, Francisco; Rivera, Antonio J.; del Jesus, Maria J.; Herrera, Francisco (2015). QUINTA: A question tagging assistant to improve the answering ratio in electronic forums. In EUROCON 2015 - International Conference on Computer as a Tool (EUROCON), IEEE, 1-6.

@inproceedings{,
  title="QUINTA: A question tagging assistant to improve the answering ratio in electronic forums",
  author="Charte, Francisco and Rivera, Antonio J. and del Jesus, Maria J. and Herrera, Francisco",
  booktitle="EUROCON 2015 - International Conference on Computer as a Tool (EUROCON), IEEE",
  year="2015",
  pages="1-6",
  month="Sept"
}

Concurrence plot

In this concurrence plot, sectors represent labels and links between them depict label co-occurrences. SCUMBLE is a measure designed to assess the concurrence among imbalanced labels.

Attributes

all attributes labels

numeric absorb numeric accept numeric accur numeric acet numeric acid numeric act numeric activ numeric actual numeric add numeric addit numeric advanc numeric affect numeric agent numeric air numeric alcohol numeric altern numeric ammonia numeric amount numeric amp numeric analysi numeric angl numeric anion numeric anod numeric answer numeric appar numeric appear numeric appli numeric applic numeric appreci numeric approach numeric approxim numeric aqueous numeric area numeric arent numeric articl numeric ask numeric assum numeric atmospher numeric atom numeric attach numeric attack numeric attempt numeric attract numeric back numeric balanc numeric base numeric basic numeric begin numeric benzen numeric bit numeric bodi numeric boil numeric bond numeric book numeric bottl numeric break. numeric burn numeric calcul numeric call numeric carbon numeric carboxyl numeric case numeric catalyst numeric cathod numeric cation numeric caus numeric cdot numeric cecl numeric ceco numeric ceh numeric cehcl numeric ceho numeric cell numeric cenaoh numeric ceo numeric ceoh numeric chain numeric chang numeric charg numeric check numeric chemic numeric chemist numeric chemistri numeric chlorid numeric chlorin numeric claim numeric class numeric clean numeric clear numeric close numeric coeffici numeric color numeric combin numeric combust numeric common numeric compar numeric complet numeric complex numeric compon numeric compound numeric comput numeric concentr numeric concept numeric condit numeric conduct numeric configur numeric confus numeric conjug numeric connect numeric consid numeric consist numeric constant numeric contain numeric continu numeric convert numeric cool numeric copper numeric correct numeric couldnt numeric coupl numeric coval numeric creat numeric crystal numeric curious numeric current numeric data numeric day numeric decid numeric decreas numeric defin numeric definit numeric degre numeric delta numeric densiti numeric depend numeric deriv numeric describ numeric detail numeric determin numeric diagram numeric differ numeric difficult numeric dilut numeric dioxid numeric direct numeric dissoci numeric dissolv numeric distil numeric donat numeric doubl numeric draw numeric dri numeric drop numeric due numeric easi numeric easili numeric edit numeric effect numeric electr numeric electrod numeric electrolysi numeric electron numeric electroneg numeric element numeric end numeric energi numeric enthalpi numeric entropi numeric equal numeric equat numeric equilibrium numeric equival numeric ethanol numeric evapor numeric exact numeric exampl numeric excess numeric exist numeric expect numeric experi numeric experiment numeric explain numeric explan numeric express numeric extract numeric fact numeric factor numeric feel numeric field numeric figur numeric fill numeric final numeric find numeric forc numeric form numeric format numeric formula numeric found numeric free numeric fuel

(515 more attributes)

tag_acid-base SCUMBLE 0.1711 tag_adsorption SCUMBLE 0.2518 tag_alcohol SCUMBLE 0.4884 tag_alloy SCUMBLE 0.3096 tag_analytical-chemistry SCUMBLE 0.2127 tag_applied-chemistry SCUMBLE 0.3748 tag_aqueous-solution SCUMBLE 0.1778 tag_aromatic-compounds SCUMBLE 0.4066 tag_atmospheric-chemistry SCUMBLE 0.5299 tag_atomic-radius SCUMBLE 0.3646 tag_atoms SCUMBLE 0.1818 tag_biochemistry SCUMBLE 0.219 tag_boiling-point SCUMBLE 0.3111 tag_bond SCUMBLE 0.2223 tag_books SCUMBLE 0.2539 tag_carbocation SCUMBLE 0.7058 tag_carbon-allotropes SCUMBLE 0.3518 tag_carbonyl-compounds SCUMBLE 0.4811 tag_catalysis SCUMBLE 0.3855 tag_chemical-biology SCUMBLE 0.3386 tag_cheminformatics SCUMBLE 0.438 tag_chirality SCUMBLE 0.4263 tag_chromatography SCUMBLE 0.2347 tag_classification SCUMBLE 0.5486 tag_cleaning SCUMBLE 0.4641 tag_colloids SCUMBLE 0.3795 tag_color SCUMBLE 0.2592 tag_combustion SCUMBLE 0.2501 tag_computational-chemistry SCUMBLE 0.1643 tag_concentration SCUMBLE 0.2512 tag_conductivity SCUMBLE 0.3313 tag_conformers SCUMBLE 0.3796 tag_cooking SCUMBLE 0.3498 tag_coordination-compounds SCUMBLE 0.2387 tag_covalent-compounds SCUMBLE 0.2629 tag_crystal-structure SCUMBLE 0.207 tag_cyclohexane SCUMBLE 0.4862 tag_density-functional-theory SCUMBLE 0.3478 tag_dipole SCUMBLE 0.5791 tag_drugs SCUMBLE 0.423 tag_electricity SCUMBLE 0.3238 tag_electrochemistry SCUMBLE 0.1555 tag_electrolysis SCUMBLE 0.1554 tag_electromagnetic-radiation SCUMBLE 0.6431 tag_electron-affinity SCUMBLE 0.3872 tag_electronegativity SCUMBLE 0.346 tag_electronic-configuration SCUMBLE 0.1366 tag_electrons SCUMBLE 0.1859 tag_elements SCUMBLE 0.1728 tag_energy SCUMBLE 0.211 tag_enthalpy SCUMBLE 0.2516 tag_entropy SCUMBLE 0.3921 tag_environmental-chemistry SCUMBLE 0.4126 tag_enzymes SCUMBLE 0.493 tag_equilibrium SCUMBLE 0.1459 tag_everyday-chemistry SCUMBLE 0.193 tag_experimental-chemistry SCUMBLE 0.2184 tag_explosives SCUMBLE 0.5609 tag_extraction SCUMBLE 0.3786 tag_filtering SCUMBLE 0.5826 tag_food-chemistry SCUMBLE 0.2827 tag_formal-charge SCUMBLE 0.4701 tag_free-energy SCUMBLE 0.333 tag_fuel SCUMBLE 0.3645 tag_gas-laws SCUMBLE 0.2111 tag_geochemistry SCUMBLE 0.4388 tag_geometrical-isomerism SCUMBLE 0.3847 tag_geometry SCUMBLE 0.2617 tag_glassware SCUMBLE 0.3145 tag_green-chemistry SCUMBLE 0.3943 tag_group-theory SCUMBLE 0.2752 tag_halides SCUMBLE 0.5314 tag_heat SCUMBLE 0.2358 tag_history-of-chemistry SCUMBLE 0.2108 tag_home-experiment SCUMBLE 0.168 tag_homework SCUMBLE 0.2758 tag_hybridization SCUMBLE 0.2397 tag_hydrogen SCUMBLE 0.2052 tag_hydrolysis SCUMBLE 0.679 tag_identification SCUMBLE 0.4531 tag_inorganic-chemistry SCUMBLE 0.243 tag_intermolecular-forces SCUMBLE 0.2567 tag_ionic-compounds SCUMBLE 0.2283 tag_ionization-energy SCUMBLE 0.3767 tag_ions SCUMBLE 0.1567 tag_isomers SCUMBLE 0.6108 tag_isotope SCUMBLE 0.3031 tag_kinetics SCUMBLE 0.1871 tag_lewis-structure SCUMBLE 0.2656 tag_magnetism SCUMBLE 0.2902 tag_mass-spectrometry SCUMBLE 0.2214 tag_materials SCUMBLE 0.1852 tag_medicinal-chemistry SCUMBLE 0.3767 tag_melting-point SCUMBLE 0.2702 tag_metal SCUMBLE 0.183 tag_metallurgy SCUMBLE 0.2457 tag_mixtures SCUMBLE 0.3492 tag_model SCUMBLE 0.4111 tag_mole SCUMBLE 0.3011 tag_molecular-orbital-theory SCUMBLE 0.2084 tag_molecules SCUMBLE 0.2098 tag_nanotechnology SCUMBLE 0.2936 tag_nmr SCUMBLE 0.2232 tag_noble-gases SCUMBLE 0.4197 tag_nomenclature SCUMBLE 0.3038 tag_notation SCUMBLE 0.1886 tag_nuclear SCUMBLE 0.1924 tag_optical-properties SCUMBLE 0.3495 tag_orbitals SCUMBLE 0.1478 tag_organic-chemistry SCUMBLE 0.3195 tag_organometallic-compounds SCUMBLE 0.5099 tag_osmosis SCUMBLE 0.4371 tag_oxidation-state SCUMBLE 0.2532 tag_ozone SCUMBLE 0.5011 tag_periodic-table SCUMBLE 0.1555 tag_periodic-trends SCUMBLE 0.2378 tag_ph SCUMBLE 0.1898 tag_pharmacology SCUMBLE 0.5623 tag_phase SCUMBLE 0.3052 tag_photochemistry SCUMBLE 0.3188 tag_physical-chemistry SCUMBLE 0.2585 tag_plastics SCUMBLE 0.2439 tag_polarity SCUMBLE 0.3098 tag_polymers SCUMBLE 0.1811 tag_precipitation SCUMBLE 0.601 tag_protons SCUMBLE 0.5174 tag_purification SCUMBLE 0.3883 tag_quantum-chemistry SCUMBLE 0.1527 tag_radicals SCUMBLE 0.4559 tag_reaction SCUMBLE 0.2293 tag_reaction-control SCUMBLE 0.6317 tag_reaction-coordinate SCUMBLE 0.6596 tag_reaction-mechanism SCUMBLE 0.2301 tag_reactivity SCUMBLE 0.4768 tag_recrystallization SCUMBLE 0.4459 tag_redox SCUMBLE 0.1516 tag_reduction-potential SCUMBLE 0.5325 tag_reference-request SCUMBLE 0.2331 tag_resonance SCUMBLE 0.3342 tag_safety SCUMBLE 0.1884 tag_silver SCUMBLE 0.5227 tag_software SCUMBLE 0.1493 tag_solid-state-chemistry SCUMBLE 0.1965 tag_solubility SCUMBLE 0.1878 tag_solutions SCUMBLE 0.1885 tag_solvents SCUMBLE 0.2084 tag_spectrophotometry SCUMBLE 0.3536 tag_spectroscopy SCUMBLE 0.224 tag_spin SCUMBLE 0.4077 tag_stability SCUMBLE 0.3241 tag_stereochemistry SCUMBLE 0.3508 tag_stereoisomerism SCUMBLE 0.2562 tag_stoichiometry SCUMBLE 0.2389 tag_structural-biology SCUMBLE 0.3754 tag_structural-diagrams SCUMBLE 0.4043 tag_surface-chemistry SCUMBLE 0.3151 tag_surfactants SCUMBLE 0.5205 tag_symmetry SCUMBLE 0.2371 tag_synthesis SCUMBLE 0.3034 tag_taste SCUMBLE 0.5319 tag_teaching-lab SCUMBLE 0.4271 tag_temperature SCUMBLE 0.2561 tag_terminology SCUMBLE 0.199 tag_textbook-erratum SCUMBLE 0.6441 tag_theoretical-chemistry SCUMBLE 0.1682 tag_thermodynamics SCUMBLE 0.2058 tag_titration SCUMBLE 0.2893 tag_toxicity SCUMBLE 0.2667 tag_transition-metals SCUMBLE 0.2211 tag_valence-bond-theory SCUMBLE 0.2246 tag_vapor-pressure SCUMBLE 0.3124 tag_viscosity SCUMBLE 0.5085 tag_vsepr-theory SCUMBLE 0.2753 tag_water SCUMBLE 0.1735 tag_x-ray-diffraction SCUMBLE 0.4617

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