{ "data_id": "345", "name": "sponge", "exact_name": "sponge", "version": 1, "version_label": null, "description": "**Author**: Iosune Uriz and Marta Domingo. Donated by Javier Bejar and Ulises Cortes. \r\n**Source**: [UCI](https:\/\/archive.ics.uci.edu\/ml\/datasets\/Sponge) \r\n**Please cite**: [UCI](https:\/\/archive.ics.uci.edu\/ml\/citation_policy.html)\r\n\r\n**Marine Sponges** \r\nThese are atlantic-mediterranean marine sponges that belong to \r\nO.Hadromerida (Demospongiae.Porifera).\r\n \r\n### Attribute Information \r\n27 attributes are non-numeric and nominal. \r\n15 attributes are boolean and take the values (NO SI). \r\n3 attributes (7, 28, 37) are numeric and take natural numbers. \r\n\r\n```\r\n1 A.CAPAS_DEL_CORTEX (1_CAPA 2_CAPAS 3_CAPAS SIN_CORTEX)\r\n2 A.CAPA_INTERNA_DEL_CORTEX (BANDAS_DE_ESPICULAS_CRUZADAS MICROSCLERAS PERPENDICULAR SIN_CAPA_INTERNA_DEL_CORTEX TANGENCIAL TANGENCIAL_Y_PERPENDICULAR)\r\n3 A.CORTEX (NO SI)\r\n4 A.CORTEX_FIBROSO (NO SI SIN_CORTEX)\r\n5 A.CORTEX_SOLO_DE_ESPICULAS_TANGENCIALES (NO SI SIN_CORTEX)\r\n6 A.CUERPOS_EXTRANOS_EN_EL_CORTEX (NO SI SIN_CORTEX)\r\n7 A.GROSOR_DEL_CORTEX (0 4) \r\n8 A.HACES_DE_ESPICULAS_PRINCIPALES_EN_POMPON_EN_EL_CORTEX (NO SI)\r\n9 A.TILOSTILOS_ADICIONALES_COANOSOMA (ECTOSOMICOS_DISPERSOS ECTOSOMICOS_EN_RAMILLETES INTERMEDIARIOS INTERMEDIARIOS_Y_ECTOSOMICOS SIN_TILOSTILOS_ADICIONALES)\r\n10 B.NUMERO_DE_TIPOS_DE_MEGASCLERAS (1_TIPO 2_TIPOS 3_TIPOS)\r\n11 C.TIPO_ESPICULA_PRINCIPAL_DIACTINA_TUBERCULADA (NO SI) \r\n12 C.TIPO_ESPICULA_PRINCIPAL_ESTILO (NO SI) \r\n13 C.TIPO_ESPICULA_PRINCIPAL_ESTILOS_2_TAMANOS (NO SI)\r\n14 C.TIPO_ESPICULA_PRINCIPAL_ESTILO_TILOSTILO (NO SI)\r\n15 C.TIPO_ESPICULA_PRINCIPAL_ESTRONGILOXA (NO SI) \r\n16 C.TIPO_ESPICULA_PRINCIPAL_OXAS (NO SI) \r\n17 C.TIPO_ESPICULA_PRINCIPAL_TILOSTILO (NO SI) \r\n18 D.ESPICULA_PRINCIPAL_ESTILO (FUSIFORME NORMAL POLITILOTA SIN_ESPICULA_PRINCIPAL_ESTILO)\r\n19 D.ESPICULA_PRINCIPAL_TILOSTILO (FLEXUOSA FUSIFORME NORMAL POLITILOTA SIN_ESPICULA_PRINCIPAL_TILOSTILO_)\r\n20 D.FORMA_BASE_TILOSTILO_PRINCIPAL (POMO SIN_TILOSTILOS SUBESFERICA_ALARGADA_OVOIDE TRILOBULADA)\r\n21 E.DISPOSICION_MEGASCLERAS_ECTOSOMICAS_EN_EL_ECTOSOMA (EMPALIZADA RAMILLETES SIN_MEGASCLERAS_ECTOSOMICAS TANGENCIALES)\r\n22 E.FORMA_BASE_TILOSTILO_ECTOSOMICO (SIN_TILOSTILO_ECTOSOMICO SUBESFERICA_ALARGADA_OVOIDE TRILOBULADA_CON_VESICULA_AXIAL)\r\n23 E.FORMA_MEGASCLERA_ECTOSOMICA (CURVADA RECTA_FUSIFORME RECTA_NO_FUSIFORME SIN_MEGASCLERA_ECTOSOMICA)\r\n24 E.TIPO_MEGASCLERA_ECTOSOMICA (ESTILO ESTILO_TILOSTILO OXAS_ESTRONGILOXAS SIN_MEGASCLERA_ECTOSOMICA TILOSTILO)\r\n25 F.TIPO_DE_EXOSTILO (ANATRIENAS CLADOTILOSTILOS ESFEROTILOS SIN_EXOSTILOS TILOSTILOS_ESPINOSOS_EN_LA_PUNTA TILOSTILO_LISO)\r\n26 G.FORMA_MEGASCLERA_INTERMEDIARIA (FUSIFORME NORMAL POLITILOTA SIN_MEGASCLERA_INTERMEDIARIA)\r\n27 G.TIPO_MEGASCLERA_INTERMEDIARIA (ESTILO ESTILO_TILOSTILO SIN_MEGASCLERA_INTERMEDIARIA TILOSTILO)\r\n28 H.LONGITUD_MEGASCLERAS (0 3) \r\n29 I.MICROSCLERAS (NO SI) \r\n30 I.TIPO_MICROSCLERA (ASTER MICROESTILOS_Y_MICROXAS MICROESTRONGILOS_CENTROTILOTES SIN_MICROSCLERAS TRICODRAGMA)\r\n31 J.ASTER (NO SI) \r\n32 J.DIAMETRO_ESFERASTER (|10_12| |20_25| |27_44| |40_110| |5_6_Y_15_35| SIN_ESFERASTER)\r\n33 J.TIPO_DE_ASTER (ANFIASTER DIPLASTER ESFERASTER ESPIRASTER QUIASTER QUIASTER_Y_ESFERASTER SIN_ASTER)\r\n34 J.TIPO_DE_DIPLASTER (CON_ACTINAS_COMPLEJAS CON_ACTINAS_SIMPLES SIN_DIPLASTERES)\r\n35 J.TIPO_DE_ESFERASTER (OXIESFERASTER OXIESFERASTER_Y_TILOESFERASTER SIN_ESFERASTER)\r\n36 K.FORMA_FINAL (DE_CONO_INVERTIDO DE_REVESTIMIENTO GLOBULOSA HEMISFERICA INCRUSTANTE MASIVO_IRREGULAR MAZAS_PEDUNCULADAS_1\/PEDUNCULO MAZAS_PEDUNCULADAS_VARIAS\/PEDUNCULO RAMIFICADA)\r\n37 L.NUMERO_DE_PAPILAS (0 4) \r\n38 L.PAPILAS (NO SI) \r\n39 M.COLOR (AMARILLO_PALIDO AZUL_O_ANARANJADO_INTENSOS OTROS)\r\n40 N.SUPERFICIE (ATERCIOPELADA CON_AREAS_POLIGONALES_ABULTADAS FRANJA_BASAL_DE_ESPICULAS_EN_FLECO HISPIDEZ_MAYOR_HACIA_LA_BASE LISA RUGOSA SOLO_PAPILAS_LISAS TOTALMENTE_HISPIDA)\r\n41 O.DISPOSICION_ESPICULAR_ESQUELETO (AXIAL CONFUSA HYMEDESMOIDE PLUMOSA RADIAL RADIAL_EN_PERIFERIA REDUCIDO)\r\n42 P.ALOJA_CANGREJO_ERMITANO (NO SI) \r\n43 P.PERFORANTE (NO SI) \r\n44 P.PSEUDORAICES (NO SI) \r\n45 P.SUSTRATO (AMBOS BLANDO DURO)\r\n```\r\n\r\n### Class Information \r\nThese are the classes induced by our conceptual clustering algorithm:\r\n``` \r\n-- Class 1:\r\n - Objects (6 sponges):\r\n TYLEXOCLADUS_JOUBINI TRACHYTELEIA_STEPHENSI TENTORIUM_SEMISUBERITES \r\n TENTORIUM_PAPILLATUS SUBERITES_CAMINATUS SPINULARIA_SPINULARIA AAPTOS_AAPTOS \r\n\r\n-- Class 2:\r\n - Objects (10 sponges):\r\n SPIRASTRELLA_MINAX SPIRASTRELLA_CUNCTATRIX LAXOSUBERITES_ECTYONIMUS \r\n DIPLASTRELLA_ORNATA DIPLASTRELLA_BISTELLATA CLIONA_SCHMIDTI \r\n CLIONA_LABYRINTHICA CLIONA_CELATA CLIONA_CARTERI ALECTONA_MILLARI\r\n\r\n-- Class 3:\r\n - Objects (1 sponges):\r\n CLIONA_VIRIDIS\r\n\r\n-- Class 4:\r\n - Objects (16 sponges):\r\n TERPIOS_FUGAX SUBERITES_GIBBOSICEPS SUBERITES_CARNOSUS_V.TYPICUS \r\n SUBERITES_CARNOSUS_V.RAMOSUS SUBERITES_CARNOSUS_V.INCRUSTANS RHIZAXINELLA_UNISETA \r\n RHIZAXINELLA_PYRIFERA RHIZAXINELLA_ELONGATA RHIZAXINELLA_BISETA \r\n PSEUDOSUBERITES_SULFUREUS PSEUDOSUBERITES_HYALINUS PROSUBERITES_RUGOSUS \r\n PROSUBERITES_LONGISPINA PROSUBERITES_EPIPHYTUM LAXOSUBERITES_RUGOSUS \r\n LAXOSUBERITES_FERRERHERNANDEZI \r\n\r\n-- Class 5:\r\n - Objects (2 sponges):\r\n STYLOCORDYLA_BOREALIS OXYCORDYLA_PELLITA \r\n\r\n-- Class 6:\r\n - Objects (16 sponges):\r\n SPHAEROTYLUS_CAPITATUS PROTELEIA_SOLLASI POLYMASTIA_UBERRIMA \r\n POLYMASTIA_TENAX POLYMASTIA_SPINULA POLYMASTIA_ROBUSTA \r\n POLYMASTIA_RADIOSA POLYMASTIA_POLYTYLOTA POLYMASTIA_MAMMILLARIS \r\n POLYMASTIA_LITTORALIS POLYMASTIA_INVAGINATA POLYMASTIA_INFLATA \r\n POLYMASTIA_HIRSUTA POLYMASTIA_CORTICATA POLYMASTIA_CONIGERA \r\n POLYMASTIA_AGGLUTINARIS \r\n \r\n-- Class 7:\r\n - Objects (7 sponges):\r\n SPHAEROTYLUS_ANTARCTICUS POLYMASTIA_TISSIERI POLYMASTIA_MARTAE \r\n POLYMASTIA_INFRAPILOSA POLYMASTIA_GRIMALDI POLYMASTIA_FUSCA \r\n POLYMASTIA_ECTOFIBROSA\r\n\r\n-- Class 8:\r\n - Objects (6 sponges):\r\n WEBERELLA_VERRUCOSA WEBERELLA_BURSA RIDLEYA_OVIFORMIS \r\n QUASILINA_RICHARDII QUASILINA_INTERMEDIA QUASILINA_BREVIS \r\n\r\n-- Class 9:\r\n - Objects (2 sponges):\r\n SUBERITES_FICUS SUBERITES_DOMUNCULA \r\n \r\n-- Class 10:\r\n - Objects (2 sponges):\r\n TETHYA_CITRINA TETHYA_AURANTIUM \r\n\r\n-- Class 11:\r\n - Objects (5 sponges):\r\n TIMEA_UNISTELLATA TIMEA_STELLATA TIMEA_MIXTA \r\n TIMEA_HALLEZI TIMEA_CHONDRILLOIDES \r\n\r\n-- Class 12:\r\n - Objects (2 sponges):\r\n TRICHOSTEMA_SARSI TRICHOSTEMA_HEMISPHAERICUM \r\n```", "format": "ARFF", "uploader": "Joaquin Vanschoren", "uploader_id": 2, "visibility": "public", "creator": "\"Iosune Uriz and Marta Domingo\"", "contributor": null, "date": "2014-08-26 23:03:11", "update_comment": "set identifier feature", "last_update": "2014-10-04 23:56:07", "licence": "Public", "status": "deactivated", "error_message": null, "url": "https:\/\/www.openml.org\/data\/download\/52248\/phpTGXRSN", "kaggle_url": null, "default_target_attribute": "P.SUSTRATO", "row_id_attribute": null, "ignore_attribute": "\"Name\"", "runs": 1, "suggest": { "input": [ "sponge", "These are atlantic-mediterranean marine sponges that belong to O.Hadromerida (Demospongiae.Porifera). ### Attribute Information 27 attributes are non-numeric and nominal. 15 attributes are boolean and take the values (NO SI). 3 attributes (7, 28, 37) are numeric and take natural numbers. ``` 1 A.CAPAS_DEL_CORTEX (1_CAPA 2_CAPAS 3_CAPAS SIN_CORTEX) 2 A.CAPA_INTERNA_DEL_CORTEX (BANDAS_DE_ESPICULAS_CRUZADAS MICROSCLERAS PERPENDICULAR SIN_CAPA_INTERNA_DEL_CORTEX TANGENCIAL TANGENCIAL_Y_PERPENDICULAR " ], "weight": 5 }, "qualities": { "NumberOfInstances": 76, "NumberOfFeatures": 45, "NumberOfClasses": 3, "NumberOfMissingValues": 22, "NumberOfInstancesWithMissingValues": 22, "NumberOfNumericFeatures": 0, "NumberOfSymbolicFeatures": 45, "MaxStdDevOfNumericAtts": null, "MinorityClassPercentage": 3.9473684210526314, "PercentageOfNumericFeatures": 0, "Quartile3MeansOfNumericAtts": null, "CfsSubsetEval_DecisionStumpAUC": 0.4931506849315069, "RandomTreeDepth2AUC": 0.6249549387166546, "J48.00001.ErrRate": 0.07894736842105263, "MeanAttributeEntropy": 1.1163933291489956, "MinorityClassSize": 3, "PercentageOfSymbolicFeatures": 100, "Quartile3MutualInformation": 0.07340872766971, "CfsSubsetEval_DecisionStumpErrRate": 0.07894736842105263, "RandomTreeDepth2ErrRate": 0.06578947368421052, "J48.00001.Kappa": 0, "MeanKurtosisOfNumericAtts": null, "NaiveBayesAUC": 0.8600997356404712, "Quartile1AttributeEntropy": 0.5340420030900124, "Quartile3SkewnessOfNumericAtts": null, "CfsSubsetEval_DecisionStumpKappa": 0, "RandomTreeDepth2Kappa": 0.2734225621414919, "J48.0001.AUC": 0.4931506849315069, "MeanMeansOfNumericAtts": null, "NaiveBayesErrRate": 0.05263157894736842, "Quartile1KurtosisOfNumericAtts": null, "Quartile3StdDevOfNumericAtts": null, "CfsSubsetEval_NaiveBayesAUC": 0.4931506849315069, "RandomTreeDepth3AUC": 0.6249549387166546, "J48.0001.ErrRate": 0.07894736842105263, "MeanMutualInformation": 0.06441166369613205, "NaiveBayesKappa": 0.48474576271186415, "Quartile1MeansOfNumericAtts": null, "REPTreeDepth1AUC": 0.4931506849315069, "CfsSubsetEval_NaiveBayesErrRate": 0.07894736842105263, "RandomTreeDepth3ErrRate": 0.06578947368421052, "J48.0001.Kappa": 0, "MeanNoiseToSignalRatio": 16.332161057284342, "NumberOfBinaryFeatures": 15, "Quartile1MutualInformation": 0.02314585350375, "REPTreeDepth1ErrRate": 0.07894736842105263, "CfsSubsetEval_NaiveBayesKappa": 0, "RandomTreeDepth3Kappa": 0.2734225621414919, "J48.001.AUC": 0.4931506849315069, "MeanNominalAttDistinctValues": 3.733333333333333, "Quartile1SkewnessOfNumericAtts": null, "REPTreeDepth1Kappa": 0, "CfsSubsetEval_kNN1NAUC": 0.4931506849315069, "StdvNominalAttDistinctValues": 1.7888543819998313, "J48.001.ErrRate": 0.07894736842105263, "MeanSkewnessOfNumericAtts": null, "Quartile1StdDevOfNumericAtts": null, "REPTreeDepth2AUC": 0.4931506849315069, "CfsSubsetEval_kNN1NErrRate": 0.07894736842105263, "kNN1NAUC": 0.7125690939677962, "J48.001.Kappa": 0, "MeanStdDevOfNumericAtts": null, "Quartile2AttributeEntropy": 1.1381963083669384, "REPTreeDepth2ErrRate": 0.07894736842105263, "CfsSubsetEval_kNN1NKappa": 0, "kNN1NErrRate": 0.06578947368421052, "MajorityClassPercentage": 92.10526315789474, "MinAttributeEntropy": 0.10106696361212415, "Quartile2KurtosisOfNumericAtts": null, "REPTreeDepth2Kappa": 0, "ClassEntropy": 0.47740664251628834, "kNN1NKappa": 0.5195954487989887, "MajorityClassSize": 70, "MinKurtosisOfNumericAtts": null, "Quartile2MeansOfNumericAtts": null, "REPTreeDepth3AUC": 0.4931506849315069, "DecisionStumpAUC": 0.4931506849315069, "MaxAttributeEntropy": 2.6693107524072195, "MinMeansOfNumericAtts": null, "Quartile2MutualInformation": 0.054882245736815, "REPTreeDepth3ErrRate": 0.07894736842105263, "DecisionStumpErrRate": 0.07894736842105263, "MaxKurtosisOfNumericAtts": null, "MinMutualInformation": 0.00157191534299, "Quartile2SkewnessOfNumericAtts": null, "REPTreeDepth3Kappa": 0, "DecisionStumpKappa": 0, "MaxMeansOfNumericAtts": null, "MinNominalAttDistinctValues": 2, "PercentageOfBinaryFeatures": 33.33333333333333, "Quartile2StdDevOfNumericAtts": null, "RandomTreeDepth1AUC": 0.6249549387166546, "Dimensionality": 0.5921052631578947, "MaxMutualInformation": 0.2693885975866, "MinSkewnessOfNumericAtts": null, "PercentageOfInstancesWithMissingValues": 28.947368421052634, "Quartile3AttributeEntropy": 1.610354840620934, "RandomTreeDepth1ErrRate": 0.06578947368421052, "EquivalentNumberOfAtts": 7.411804246642318, "MaxNominalAttDistinctValues": 9, "MinStdDevOfNumericAtts": null, "PercentageOfMissingValues": 0.6432748538011697, "Quartile3KurtosisOfNumericAtts": null, "AutoCorrelation": 0.9066666666666666, "RandomTreeDepth1Kappa": 0.2734225621414919, "J48.00001.AUC": 0.4931506849315069, "MaxSkewnessOfNumericAtts": null }, "tags": [ { "tag": "study_1", "uploader": "2" } ], "features": [ { "name": "P.SUSTRATO", "index": "45", "type": "nominal", "distinct": "3", "missing": "0", "target": "1", "distr": [ [ "AMBOS", "BLANDO", "DURO" ], [ [ "3", "0", "0" ], [ "0", "3", "0" ], [ "0", "0", "70" ] ] ] }, { "name": "Name", "index": "0", "type": "nominal", "distinct": "76", "missing": "0", "ignore": "1", "distr": [ [ "AAPTOS_AAPTOS", "ALECTONA_MILLARI", "CLIONA_CARTERI", "CLIONA_CELATA", "CLIONA_LABYRINTHICA", "CLIONA_SCHMIDTI", "CLIONA_VIRIDIS", "DIPLASTRELLA_BISTELLATA", "DIPLASTRELLA_ORNATA", "LAXOSUBERITES_ECTYONIMUS", "LAXOSUBERITES_FERRERHERNANDEZI", "LAXOSUBERITES_RUGOSUS", "OXYCORDYLA_PELLITA", "POLYMASTIA_AGGLUTINARIS", "POLYMASTIA_CONIGERA", "POLYMASTIA_CORTICATA", "POLYMASTIA_ECTOFIBROSA", "POLYMASTIA_FUSCA", "POLYMASTIA_GRIMALDI", "POLYMASTIA_HIRSUTA", "POLYMASTIA_INFLATA", "POLYMASTIA_INFRAPILOSA", "POLYMASTIA_INVAGINATA", "POLYMASTIA_LITTORALIS", "POLYMASTIA_MAMMILLARIS", "POLYMASTIA_MARTAE", "POLYMASTIA_POLYTYLOTA", "POLYMASTIA_RADIOSA", "POLYMASTIA_ROBUSTA", "POLYMASTIA_SPINULA", "POLYMASTIA_TENAX", "POLYMASTIA_TISSIERI", "POLYMASTIA_UBERRIMA", "PROSUBERITES_EPIPHYTUM", "PROSUBERITES_LONGISPINA", "PROSUBERITES_RUGOSUS", "PROTELEIA_SOLLASI", "PSEUDOSUBERITES_HYALINUS", "PSEUDOSUBERITES_SULFUREUS", "QUASILINA_BREVIS", "QUASILINA_INTERMEDIA", "QUASILINA_RICHARDII", "RHIZAXINELLA_BISETA", "RHIZAXINELLA_ELONGATA", "RHIZAXINELLA_PYRIFERA", "RHIZAXINELLA_UNISETA", "RIDLEYA_OVIFORMIS", "SPHAEROTYLUS_ANTARCTICUS", "SPHAEROTYLUS_CAPITATUS", "SPINULARIA_SPINULARIA", "SPIRASTRELLA_CUNCTATRIX", "SPIRASTRELLA_MINAX", "STYLOCORDYLA_BOREALIS", "SUBERITES_CAMINATUS", "SUBERITES_CARNOSUS_V.INCRUSTANS", "SUBERITES_CARNOSUS_V.RAMOSUS", "SUBERITES_CARNOSUS_V.TYPICUS", "SUBERITES_DOMUNCULA", "SUBERITES_FICUS", "SUBERITES_GIBBOSICEPS", "TENTORIUM_PAPILLATUS", "TENTORIUM_SEMISUBERITES", "TERPIOS_FUGAX", "TETHYA_AURANTIUM", "TETHYA_CITRINA", "TIMEA_CHONDRILLOIDES", "TIMEA_HALLEZI", "TIMEA_MIXTA", "TIMEA_STELLATA", "TIMEA_UNISTELLATA", "TRACHYTELEIA_STEPHENSI", "TRICHOSTEMA_HEMISPHAERICUM", "TRICHOSTEMA_SARSI", "TYLEXOCLADUS_JOUBINI", "WEBERELLA_BURSA", "WEBERELLA_VERRUCOSA" ], [ [ "0", "0", "1" ], [ "0", "0", "1" ], [ "0", "0", "1" ], [ "0", "0", "1" ], [ "0", "0", "1" ], [ "0", "0", "1" ], [ "0", "0", "1" ], [ "0", "0", "1" ], [ "0", "0", "1" ], [ "0", "0", "1" ], [ "0", "0", "1" ], [ "0", "0", "1" ], [ "0", "0", "1" ], [ "0", "0", "1" ], [ "0", "0", "1" ], [ "0", "0", "1" ], [ "0", "0", "1" ], [ "0", "0", "1" ], [ "0", "0", "1" ], [ "0", "0", "1" ], [ "0", "0", "1" ], [ "0", "0", "1" ], [ "0", "0", "1" ], [ "0", "0", "1" ], [ "0", "0", "1" ], [ "0", "0", "1" ], [ "0", "0", "1" ], [ "0", "0", "1" ], [ "0", "0", "1" ], [ "0", "0", "1" ], [ "0", "0", "1" ], [ "0", "0", "1" ], [ "0", "0", "1" ], [ "0", "0", "1" ], [ "0", "0", "1" ], [ "0", "0", "1" ], [ "0", "0", "1" ], [ "0", "0", "1" ], [ "0", "0", "1" ], [ "0", "0", "1" ], [ "0", "0", "1" ], [ "0", "0", "1" ], [ "0", "0", "1" ], [ "0", "1", "0" ], [ "1", "0", "0" ], [ "0", "0", "1" ], [ 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