eurlexsm

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

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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	19348
Attributes	5201
Inputs	5000
Labels	201
Labelsets	2504
Single labelsets	1182
Max frequency	1041
Cardinality	2.2133
Density	0.011
Mean IR	536.9761
SCUMBLE	0.182
TCS	21.6461

Citation

Mencia, E. L.; F{ (2008). Efficient pairwise multilabel classification for large-scale problems in the legal domain. In Machine Learning and Knowledge Discovery in Databases, 50--65.

@incollection{,
  title="Efficient pairwise multilabel classification for large-scale problems in the legal domain",
  author="Mencia, E. L. and F{"u}rnkranz, J.",
  booktitle="Machine Learning and Knowledge Discovery in Databases",
  pages="50--65",
  year="2008"
}

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 european numeric articl numeric commun numeric regard numeric council numeric commiss numeric thereof numeric establish numeric member numeric oj numeric state numeric brussel numeric treati numeric provid numeric adopt numeric amend numeric accord numeric committe numeric refer numeric regul numeric measur numeric forc numeric ec numeric applic numeric decis numeric annex numeric offici numeric eec numeric enter numeric appli numeric provis numeric opinion numeric requir numeric journal numeric econom numeric public numeric inform numeric decemb numeric set numeric product numeric made numeric relat numeric order numeric text numeric condit numeric rule numeric dai numeric quot numeric direct numeric june numeric procedur numeric author numeric includ numeric respect numeric address numeric date numeric period numeric laid numeric implement numeric ii numeric presid numeric market numeric case numeric juli numeric effect numeric ensur numeric agreement numeric common numeric account numeric concern numeric gener numeric part numeric year numeric basi numeric time numeric decid numeric relev numeric directli numeric paragraph numeric purpos numeric point numeric union numeric subject numeric specif numeric nation numeric number numeric cover numeric result numeric januari numeric list numeric lai numeric propos numeric limit numeric import numeric make numeric pursuant numeric mean numeric addit numeric oper numeric area numeric countri numeric carri numeric present numeric bind numeric view numeric form numeric notifi numeric submit numeric system numeric request numeric march numeric replac numeric govern numeric publish numeric octob numeric grant numeric detail numeric place numeric trade numeric document numeric level numeric approv numeric determin numeric administr numeric month numeric law numeric develop numeric end numeric manag numeric april numeric intern numeric iii numeric meet numeric entireti numeric act numeric term numeric origin numeric novemb numeric ad numeric technic numeric base numeric consid numeric activ numeric notif numeric parliament numeric compli numeric exist numeric take numeric repres numeric gt numeric control numeric intend numeric object numeric amount numeric work numeric unit numeric entri numeric protect numeric compet numeric defin numeric parti numeric access numeric februari numeric design numeric question numeric tabl numeric respons numeric arrang numeric complet numeric report numeric reason numeric adjust numeric process numeric septemb numeric interest numeric eea numeric continu numeric examin numeric produc numeric authent numeric hereinaft numeric receiv numeric consult numeric section numeric total numeric situat numeric constitut numeric natur numeric financi numeric special numeric republ numeric initi numeric issu numeric action numeric good numeric person numeric standard numeric obtain numeric increas numeric joint

(5001 more attributes)

tag_external_relations SCUMBLE 0.3391 tag_nuclear_common_market SCUMBLE 0.2573 tag_transport SCUMBLE 0.1498 tag_commercial_policy SCUMBLE 0.4037 tag_environment SCUMBLE 0.1422 tag_association SCUMBLE 0.2696 tag_cooperation SCUMBLE 0.3967 tag_common_customs_tariff SCUMBLE 0.112 tag_gatt SCUMBLE 0.5424 tag_accession_to_agreement SCUMBLE 0.8134 tag_european_investment_bank SCUMBLE 0.5161 tag_provisions_under_article_235_eec SCUMBLE 0.3458 tag_customs_union SCUMBLE 0.5342 tag_accession SCUMBLE 0.294 tag_non-trade_agreement SCUMBLE 0.759 tag_health_protection SCUMBLE 0.2123 tag_free_movement_of_goods SCUMBLE 0.4539 tag_dissemination_of_information SCUMBLE 0.2904 tag_african_caribbean_and_pacific_states SCUMBLE 0.4502 tag_development_cooperation SCUMBLE 0.3624 tag_sugar SCUMBLE 0.1307 tag_fisheries_policy SCUMBLE 0.0982 tag_wine SCUMBLE 0.1329 tag_state_aids SCUMBLE 0.1135 tag_loans_and_subsidies_-_ecsc SCUMBLE 0.6164 tag_research_and_training SCUMBLE 0.2746 tag_financial_provisions SCUMBLE 0.2378 tag_agriculture SCUMBLE 0.2317 tag_beef_and_veal SCUMBLE 0.1686 tag_milk_products SCUMBLE 0.1513 tag_technology SCUMBLE 0.4284 tag_fruit_and_vegetables SCUMBLE 0.0751 tag_industry SCUMBLE 0.3276 tag_sheepmeat_and_goatmeat SCUMBLE 0.405 tag_cct_:_franchise SCUMBLE 0.1296 tag_quotas_-_third_countries SCUMBLE 0.5234 tag_harmonisation_of_customs_law_:_community_transit SCUMBLE 0.542 tag_health_and_safety SCUMBLE 0.1941 tag_energy SCUMBLE 0.3676 tag_cereals SCUMBLE 0.1241 tag_european_free_trade_association_(efta) SCUMBLE 0.4891 tag_harmonisation_of_customs_law_:_origin_of_goods SCUMBLE 0.5243 tag_steel_industry SCUMBLE 0.396 tag_research_and_technological_development SCUMBLE 0.2857 tag_tropical_timber SCUMBLE 0.9773 tag_food_aid SCUMBLE 0.255 tag_community_transit_systems SCUMBLE 0.7203 tag_textiles SCUMBLE 0.4772 tag_provisions_governing_the_institutions SCUMBLE 0.1294 tag_principles SCUMBLE 0.2274 tag_objectives_and_tasks_of_the_treaties SCUMBLE 0.2274 tag_european_political_cooperation SCUMBLE 0.8457 tag_information_and_verification SCUMBLE 0.1927 tag_scientific_and_technical_information_and_documentation SCUMBLE 0.4321 tag_veterinary_legislation SCUMBLE 0.0905 tag_rabbit_meat_and_farmed_game_meat SCUMBLE 0.6859 tag_internal_market SCUMBLE 0.2228 tag_processed_fruit_and_vegetables SCUMBLE 0.1421 tag_quantitative_restrictions SCUMBLE 0.7775 tag_electronic_data_processing SCUMBLE 0.4153 tag_technical_barriers SCUMBLE 0.1364 tag_european_development_fund SCUMBLE 0.3488 tag_social_provisions SCUMBLE 0.1644 tag_customs_procedures SCUMBLE 0.4734 tag_pigmeat SCUMBLE 0.1398 tag_common_customs_tariff_:_temporary_importation SCUMBLE 0 tag_oils_and_fats SCUMBLE 0.197 tag_eggs_and_poultry SCUMBLE 0.2671 tag_state_monopolies_of_a_commercial_character SCUMBLE 0.4462 tag_dumping SCUMBLE 0.3778 tag_coal SCUMBLE 0.9448 tag_steel SCUMBLE 0.9593 tag_free_movement_of_persons SCUMBLE 0.2209 tag_right_of_establishment SCUMBLE 0.9163 tag_free_movement_of_capital SCUMBLE 0.495 tag_competition SCUMBLE 0.2116 tag_industrial_and_commercial_property SCUMBLE 0.3691 tag_education SCUMBLE 0.3001 tag_vocational_training_and_youth SCUMBLE 0.3001 tag_plant_health_legislation SCUMBLE 0.1625 tag_foodstuffs SCUMBLE 0.1166 tag_consumer_protection SCUMBLE 0.1085 tag_free_movement_of_workers SCUMBLE 0.285 tag_social_security_for_migrant_workers SCUMBLE 0.2091 tag_freedom_of_establishment_and_services SCUMBLE 0.322 tag_telecommunications SCUMBLE 0.4656 tag_public_contracts_of_the_european_communities SCUMBLE 0.7211 tag_provisions_implementing_article_95_-_ecsc SCUMBLE 0.5476 tag_cocoa SCUMBLE 0.964 tag_safety_at_work_and_elsewhere SCUMBLE 0.2233 tag_world_trade_organization SCUMBLE 0.5638 tag_taxation SCUMBLE 0.3034 tag_animal_feedingstuffs SCUMBLE 0.2678 tag_agreements_and_concentrations_-_ecsc SCUMBLE 0.6414 tag_rice SCUMBLE 0.1675 tag_rubber SCUMBLE 0.9702 tag_seeds_and_seedlings SCUMBLE 0.2121 tag_customs_duties_:_suspensions SCUMBLE 0.3638 tag_alcohol SCUMBLE 0.5759 tag_preferential_systems SCUMBLE 0.5175 tag_cct_:_derogations SCUMBLE 0.4012 tag_human_rights SCUMBLE 0.3948 tag_justice_and_home_affairs SCUMBLE 0.1093 tag_assistance SCUMBLE 0.5093 tag_culture SCUMBLE 0.1719 tag_economic_and_monetary_union SCUMBLE 0.1679 tag_rules_applying_to_undertakings SCUMBLE 0.2542 tag_economic_policy SCUMBLE 0.1824 tag_free_movement_of_services SCUMBLE 0.8622 tag_small_and_medium-sized_enterprises SCUMBLE 0.4674 tag_conjunctural_policy SCUMBLE 0.2944 tag_budget SCUMBLE 0.1578 tag_rules_of_origin SCUMBLE 0.815 tag_customs_duties_:_community_tariff_quotas SCUMBLE 0.317 tag_common_foreign_and_security_policy SCUMBLE 0.0521 tag_monetary_policy SCUMBLE 0.1287 tag_coffee SCUMBLE 0.7281 tag_trans-european_networks SCUMBLE 0.477 tag_approximation_of_laws SCUMBLE 0.2095 tag_tourism SCUMBLE 0.5685 tag_tobacco SCUMBLE 0.1201 tag_immigration_and_asylum_policy SCUMBLE 0.3834 tag_social_policy SCUMBLE 0.7517 tag_agricultural_structures SCUMBLE 0.1104 tag_fuels SCUMBLE 0.3951 tag_levies_and_loans_-_ecsc SCUMBLE 0.2947 tag_financial_provisions_ecsc SCUMBLE 0.3142 tag_prices_-_ecsc SCUMBLE 0.6293 tag_dominant_position SCUMBLE 0.585 tag_balance_of_payments SCUMBLE 0.1545 tag_supply_agency SCUMBLE 0.455 tag_security_system SCUMBLE 0.8213 tag_overseas_countries_and_territories SCUMBLE 0.448 tag_french_overseas_departments SCUMBLE 0.4188 tag_joint_undertakings SCUMBLE 0.5552 tag_harmonisation_of_laws SCUMBLE 0.4881 tag_protective_measures SCUMBLE 0.5053 tag_quantitative_restrictions_and_measures_of_equivalent_effect SCUMBLE 0.7574 tag_flax_and_hemp SCUMBLE 0.2508 tag_eaggf SCUMBLE 0.1242 tag_staff_regulations_and_employment_conditions_-_ec SCUMBLE 0.0298 tag_privileges_and_immunities SCUMBLE 0.0113 tag_harmonisation_of_customs_law_:_various SCUMBLE 0.4856 tag_regional_policy SCUMBLE 0.0931 tag_investments SCUMBLE 0.3876 tag_non-annex_ii_eec_treaty_products SCUMBLE 0.5327 tag_products_from_third_countries SCUMBLE 0.6362 tag_free_circulation SCUMBLE 0.8088 tag_value_added_tax SCUMBLE 0.2694 tag_forestry SCUMBLE 0.6384 tag_plants_and_flowers SCUMBLE 0.2575 tag_own_resources SCUMBLE 0.2016 tag_monetary_measures_in_the_field_of_agriculture SCUMBLE 0.1256 tag_products_of_annex_ii_eec_treaty_and_regulation_no_827/68 SCUMBLE 0.5867 tag_charges_having_an_equivalent_effect SCUMBLE 0.9073 tag_european_social_fund SCUMBLE 0.4875 tag_general_provisions SCUMBLE 0.2869 tag_hops SCUMBLE 0.1412 tag_silkworms SCUMBLE 0.0968 tag_hard_coal SCUMBLE 0.546 tag_eur_foundation_improvement_of_living_and_working_conditions SCUMBLE 0.6219 tag_erdf SCUMBLE 0.2659 tag_potatoes SCUMBLE 0.6124 tag_dry_fodder SCUMBLE 0.2718 tag_harmonisation_of_customs_law_:_inward_processing SCUMBLE 0.9701 tag_harmonisation_of_customs_law_:_customs_territory SCUMBLE 0.6284 tag_loans_contracted_by_the_ecsc SCUMBLE 0.2792 tag_accession_compensatory_amounts SCUMBLE 0.9002 tag_cotton SCUMBLE 0.2709 tag_coordination_of_structural_instruments SCUMBLE 0.0732 tag_adjustment SCUMBLE 0.8903 tag_european_development_fund_(6) SCUMBLE 0.5048 tag_harmonisation_of_customs_law_:_warehouses SCUMBLE 0.9103 tag_free_zones SCUMBLE 0.9103 tag_quotas_between_member_states SCUMBLE 0.7394 tag_production_quotas_-_ecsc SCUMBLE 0.8501 tag_european_development_fund_(5) SCUMBLE 0.7145 tag_ore SCUMBLE 0.8579 tag_economic_and_social_cohesion SCUMBLE 0.0906 tag_integration_of_the_german_democratic_republic_(gdr) SCUMBLE 0.8153 tag_rules_applying_to_undertakings_-_concentrations SCUMBLE 0.4448 tag_european_monetary_institute SCUMBLE 0.6382 tag_european_citizenship SCUMBLE 0.461 tag_common_organization_of_agricultural_markets SCUMBLE 0.6736 tag_cohesion_fund SCUMBLE 0.6739 tag_medium-sized_firms SCUMBLE 0.4777 tag_distributive_trades_and_craft_industries SCUMBLE 0.4777 tag_european_development_fund_(7) SCUMBLE 0.5309 tag_peas_and_field_beans SCUMBLE 0.4351 tag_european_system_of_central_banks SCUMBLE 0.3701 tag_scrap SCUMBLE 0.942 tag_special_steels SCUMBLE 0.9257 tag_european_central_bank SCUMBLE 0.2844 tag_euro SCUMBLE 0.3528 tag_customs_duties_:_national_tariff_quotas SCUMBLE 0.4721 tag_customs_duties_:_speed-up_decisions SCUMBLE 0.9763 tag_cork SCUMBLE 0.943 tag_brussels_convention_of_27_september_1968 SCUMBLE 0.2582 tag_customs_cooperation SCUMBLE 0.9064 tag_concerted_practices SCUMBLE 0.946 tag_industrial_policy SCUMBLE 0.9604

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