langlog - Cometa

langlog

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

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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	1460
Attributes	1079
Inputs	1004
Labels	75
Labelsets	304
Single labelsets	189
Max frequency	207
Cardinality	1.1801
Density	0.0157
Mean IR	39.2669
SCUMBLE	0.051
TCS	16.9463

Citation

Read, Jesse (2010). Scalable multi-label classification.

@phdthesis{,
  title="Scalable multi-label classification",
  author="Read, Jesse",
  year="2010",
  school="University of Waikato"
}

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

binary Errors binary Humor binary Speech_acts binary Prescriptivist_Poppycock binary Phonetics_and_phonology binary Punctuation binary Administration binary Language_and_culture binary This_blogging_life binary Ignorance_of_Linguistics binary HLT binary Announcements binary Syntax binary coordination binary Language_and_the_media binary Uncategorized binary Animal_communication binary Linguification binary Language_and_advertising binary Quizzes binary Snowclones binary Fieldwork binary negation binary Variation binary Language_and_sports binary prepositions binary Obituaries binary Language_planning binary who_whom binary WTF binary Discrimination binary Language_teaching_and_learning binary Linguistics_in_the_comics binary Ethics binary Language_in_the_movies binary The_academic_scene binary Pragmatics binary Semantics binary Linguistic_history binary Awesomeness binary Usage_advice binary ambiguity binary Idioms binary Language_play binary Words_words_words binary agreement binary The_language_of_science binary Language_and_technology binary Gift_ideas binary Taboo_vocabulary binary relative_clauses binary Language_and_the_law binary Lost_in_Translation binary Writing binary Linguistics_in_the_news binary Eggcorns binary Endangered_languages binary Language_on_the_internets binary Links binary Peeving binary Orthography binary Resources binary Names binary Changing_Times binary Language_and_politics binary Psychology_of_language binary Books binary Research_tools binary Writing_Systems binary Language_change binary Style_and_register binary Morphology binary passives binary singular__they binary Computational_Linguistics numeric tok0 numeric tok1 numeric tok2 numeric tok3 numeric tok4 numeric tok5 numeric tok6 numeric tok7 numeric tok8 numeric tok9 numeric tok10 numeric tok11 numeric tok12 numeric tok13 numeric tok14 numeric tok15 numeric tok16 numeric tok17 numeric tok18 numeric tok19 numeric tok20 numeric tok21 numeric tok22 numeric tok23 numeric tok24 numeric tok25 numeric tok26 numeric tok27 numeric tok28 numeric tok29 numeric tok30 numeric tok31 numeric tok32 numeric tok33 numeric tok34 numeric tok35 numeric tok36 numeric tok37 numeric tok38 numeric tok39 numeric tok40 numeric tok41 numeric tok42 numeric tok43 numeric tok44 numeric tok45 numeric tok46 numeric tok47 numeric tok48 numeric tok49 numeric tok50 numeric tok51 numeric tok52 numeric tok53 numeric tok54 numeric tok55 numeric tok56 numeric tok57 numeric tok58 numeric tok59 numeric tok60 numeric tok61 numeric tok62 numeric tok63 numeric tok64 numeric tok65 numeric tok66 numeric tok67 numeric tok68 numeric tok69 numeric tok70 numeric tok71 numeric tok72 numeric tok73 numeric tok74 numeric tok75 numeric tok76 numeric tok77 numeric tok78 numeric tok79 numeric tok80 numeric tok81 numeric tok82 numeric tok83 numeric tok84 numeric tok85 numeric tok86 numeric tok87 numeric tok88 numeric tok89 numeric tok90 numeric tok91 numeric tok92 numeric tok93 numeric tok94 numeric tok95 numeric tok96 numeric tok97 numeric tok98 numeric tok99 numeric tok100 numeric tok101 numeric tok102 numeric tok103 numeric tok104 numeric tok105 numeric tok106 numeric tok107 numeric tok108 numeric tok109 numeric tok110 numeric tok111 numeric tok112 numeric tok113 numeric tok114 numeric tok115 numeric tok116 numeric tok117 numeric tok118 numeric tok119 numeric tok120 numeric tok121 numeric tok122 numeric tok123 numeric tok124

(879 more attributes)

Errors SCUMBLE 0.2371 Humor SCUMBLE 0.0673 Speech_acts SCUMBLE 0.2505 Prescriptivist_Poppycock SCUMBLE 0.0738 Phonetics_and_phonology SCUMBLE 0.0942 Punctuation SCUMBLE 0.1098 Administration SCUMBLE 0.0804 Language_and_culture SCUMBLE 0.0418 This_blogging_life SCUMBLE 0.5294 Ignorance_of_Linguistics SCUMBLE 0.2798 HLT SCUMBLE 0.3457 Announcements SCUMBLE 0.0606 Syntax SCUMBLE 0.1661 coordination SCUMBLE 0.4589 Language_and_the_media SCUMBLE 0.1317 Uncategorized SCUMBLE 0.0086 Animal_communication SCUMBLE 0.0553 Linguification SCUMBLE 0 Language_and_advertising SCUMBLE 0.1276 Quizzes SCUMBLE 0.7019 Snowclones SCUMBLE 0.1741 Fieldwork SCUMBLE 0.1437 negation SCUMBLE 0.4732 Variation SCUMBLE 0.1297 Language_and_sports SCUMBLE 0.3889 prepositions SCUMBLE 0.3405 Obituaries SCUMBLE 0.0176 Language_planning SCUMBLE 0.425 who_whom SCUMBLE 0.4147 WTF SCUMBLE 0.1529 Discrimination SCUMBLE 0.775 Language_teaching_and_learning SCUMBLE 0.0745 Linguistics_in_the_comics SCUMBLE 0.0431 Ethics SCUMBLE 0.3403 Language_in_the_movies SCUMBLE 0.165 The_academic_scene SCUMBLE 0.056 Pragmatics SCUMBLE 0.1739 Semantics SCUMBLE 0.1079 Linguistic_history SCUMBLE 0.0565 Awesomeness SCUMBLE 0.1719 Usage_advice SCUMBLE 0.1972 ambiguity SCUMBLE 0.3702 Idioms SCUMBLE 0.4849 Language_play SCUMBLE 0.1563 Words_words_words SCUMBLE 0.1 agreement SCUMBLE 0.701 The_language_of_science SCUMBLE 0.0486 Language_and_technology SCUMBLE 0.1585 Gift_ideas SCUMBLE 0.3367 Taboo_vocabulary SCUMBLE 0.0808 relative_clauses SCUMBLE 0.3954 Language_and_the_law SCUMBLE 0.0602 Lost_in_Translation SCUMBLE 0.0235 Writing SCUMBLE 0.174 Linguistics_in_the_news SCUMBLE 0.0841 Eggcorns SCUMBLE 0.1916 Endangered_languages SCUMBLE 0.2474 Language_on_the_internets SCUMBLE 0 Links SCUMBLE 0 Peeving SCUMBLE 0.1506 Orthography SCUMBLE 0.1072 Resources SCUMBLE 0.3332 Names SCUMBLE 0.1089 Changing_Times SCUMBLE 0.0836 Language_and_politics SCUMBLE 0.0882 Psychology_of_language SCUMBLE 0.0655 Books SCUMBLE 0.7805 Research_tools SCUMBLE 0.219 Writing_Systems SCUMBLE 0.0879 Language_change SCUMBLE 0.4888 Style_and_register SCUMBLE 0.744 Morphology SCUMBLE 0.1734 passives SCUMBLE 0.7678 singular__they SCUMBLE 0.2025 Computational_Linguistics SCUMBLE 0.1608

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