@relation lymphography-weka.filters.supervised.attribute.Discretize-Rfirst-last @attribute lymphatics {normal,arched,deformed,displaced} @attribute block_of_affere {no,yes} @attribute bl_of_lymph_c {no,yes} @attribute bl_of_lymph_s {no,yes} @attribute by_pass {no,yes} @attribute extravasates {no,yes} @attribute regeneration_of {no,yes} @attribute early_uptake_in {no,yes} @attribute lym_nodes_dimin {'\'(-inf-1.5]\'','\'(1.5-inf)\''} @attribute lym_nodes_enlar {'\'(-inf-2.5]\'','\'(2.5-inf)\''} @attribute changes_in_lym {bean,oval,round} @attribute defect_in_node {no,lacunar,lac_margin,lac_central} @attribute changes_in_node {no,lacunar,lac_margin,lac_central} @attribute changes_in_stru {no,grainy,drop_like,coarse,diluted,reticular,stripped,faint} @attribute special_forms {no,chalices,vesicles} @attribute dislocation_of {no,yes} @attribute exclusion_of_no {no,yes} @attribute no_of_nodes_in {'\'(-inf-3.5]\'','\'(3.5-inf)\''} @attribute class {normal,metastases,malign_lymph,fibrosis} @data arched,yes,no,no,no,no,no,yes,'\'(-inf-1.5]\'','\'(2.5-inf)\'',round,lac_central,lacunar,stripped,vesicles,yes,yes,'\'(3.5-inf)\'',malign_lymph displaced,yes,no,no,yes,yes,no,yes,'\'(-inf-1.5]\'','\'(2.5-inf)\'',round,lac_central,lacunar,diluted,vesicles,yes,yes,'\'(-inf-3.5]\'',malign_lymph deformed,no,no,no,yes,yes,yes,no,'\'(1.5-inf)\'','\'(-inf-2.5]\'',bean,lacunar,no,diluted,vesicles,no,no,'\'(3.5-inf)\'',fibrosis arched,no,no,no,no,yes,no,yes,'\'(-inf-1.5]\'','\'(-inf-2.5]\'',oval,lac_margin,lac_margin,drop_like,vesicles,no,yes,'\'(-inf-3.5]\'',malign_lymph arched,no,no,no,no,no,no,no,'\'(-inf-1.5]\'','\'(-inf-2.5]\'',round,lac_margin,lac_margin,faint,vesicles,no,no,'\'(-inf-3.5]\'',metastases arched,no,no,no,no,no,no,yes,'\'(-inf-1.5]\'','\'(-inf-2.5]\'',oval,lac_central,lacunar,faint,vesicles,yes,yes,'\'(-inf-3.5]\'',malign_lymph deformed,no,no,no,no,no,no,no,'\'(-inf-1.5]\'','\'(-inf-2.5]\'',oval,lac_central,lacunar,faint,chalices,yes,yes,'\'(-inf-3.5]\'',malign_lymph deformed,no,no,no,no,no,no,yes,'\'(-inf-1.5]\'','\'(2.5-inf)\'',round,lac_margin,lac_central,diluted,vesicles,yes,yes,'\'(-inf-3.5]\'',malign_lymph arched,no,no,no,no,no,no,yes,'\'(-inf-1.5]\'','\'(2.5-inf)\'',oval,lac_central,lacunar,faint,vesicles,yes,yes,'\'(3.5-inf)\'',malign_lymph displaced,no,no,no,no,no,no,yes,'\'(-inf-1.5]\'','\'(2.5-inf)\'',oval,lac_central,lac_central,faint,vesicles,yes,yes,'\'(-inf-3.5]\'',malign_lymph arched,yes,no,no,no,no,no,yes,'\'(-inf-1.5]\'','\'(-inf-2.5]\'',round,lacunar,lac_margin,faint,chalices,no,no,'\'(-inf-3.5]\'',metastases displaced,no,no,no,no,no,no,no,'\'(1.5-inf)\'','\'(-inf-2.5]\'',round,lac_central,lacunar,faint,no,yes,yes,'\'(-inf-3.5]\'',metastases deformed,no,no,no,no,yes,no,yes,'\'(-inf-1.5]\'','\'(2.5-inf)\'',round,lac_central,lac_central,coarse,vesicles,no,yes,'\'(3.5-inf)\'',malign_lymph deformed,no,no,no,no,no,no,no,'\'(-inf-1.5]\'','\'(-inf-2.5]\'',oval,lac_central,lac_margin,diluted,no,yes,yes,'\'(-inf-3.5]\'',metastases deformed,yes,yes,yes,yes,yes,no,yes,'\'(-inf-1.5]\'','\'(-inf-2.5]\'',round,lac_margin,lac_margin,coarse,vesicles,yes,yes,'\'(3.5-inf)\'',metastases displaced,yes,no,no,yes,no,no,yes,'\'(-inf-1.5]\'','\'(2.5-inf)\'',round,lac_margin,lac_margin,grainy,chalices,yes,yes,'\'(-inf-3.5]\'',metastases displaced,no,no,no,no,no,no,yes,'\'(-inf-1.5]\'','\'(2.5-inf)\'',oval,lacunar,lac_central,stripped,vesicles,yes,yes,'\'(3.5-inf)\'',malign_lymph arched,no,no,no,no,no,no,yes,'\'(-inf-1.5]\'','\'(2.5-inf)\'',oval,lacunar,lacunar,reticular,vesicles,yes,yes,'\'(3.5-inf)\'',malign_lymph displaced,no,no,no,no,no,no,yes,'\'(-inf-1.5]\'','\'(2.5-inf)\'',oval,lac_central,lacunar,faint,vesicles,yes,yes,'\'(3.5-inf)\'',malign_lymph deformed,yes,no,no,no,yes,no,no,'\'(-inf-1.5]\'','\'(-inf-2.5]\'',oval,lac_central,lac_margin,coarse,no,yes,yes,'\'(-inf-3.5]\'',metastases arched,no,no,no,no,no,no,yes,'\'(-inf-1.5]\'','\'(2.5-inf)\'',oval,lac_central,lac_central,coarse,vesicles,yes,yes,'\'(3.5-inf)\'',malign_lymph arched,yes,no,no,no,no,no,yes,'\'(-inf-1.5]\'','\'(2.5-inf)\'',round,lac_central,lacunar,faint,chalices,no,yes,'\'(3.5-inf)\'',metastases deformed,yes,no,no,no,yes,no,yes,'\'(-inf-1.5]\'','\'(-inf-2.5]\'',round,lac_margin,lac_margin,grainy,chalices,yes,yes,'\'(-inf-3.5]\'',metastases displaced,no,no,no,no,no,no,yes,'\'(-inf-1.5]\'','\'(-inf-2.5]\'',oval,lac_margin,lac_margin,drop_like,vesicles,yes,no,'\'(-inf-3.5]\'',malign_lymph arched,no,no,no,no,yes,no,yes,'\'(-inf-1.5]\'','\'(2.5-inf)\'',oval,lacunar,lacunar,coarse,vesicles,no,yes,'\'(3.5-inf)\'',malign_lymph arched,yes,no,no,no,yes,no,yes,'\'(-inf-1.5]\'','\'(2.5-inf)\'',round,lac_margin,lac_margin,faint,vesicles,yes,yes,'\'(3.5-inf)\'',malign_lymph arched,no,no,no,no,no,no,no,'\'(-inf-1.5]\'','\'(-inf-2.5]\'',bean,lacunar,lacunar,drop_like,no,yes,yes,'\'(-inf-3.5]\'',metastases arched,yes,no,no,no,no,no,yes,'\'(-inf-1.5]\'','\'(2.5-inf)\'',oval,lacunar,lacunar,faint,vesicles,no,yes,'\'(3.5-inf)\'',malign_lymph displaced,yes,no,no,no,no,no,yes,'\'(-inf-1.5]\'','\'(-inf-2.5]\'',oval,lacunar,lac_margin,drop_like,chalices,yes,yes,'\'(-inf-3.5]\'',metastases deformed,no,no,no,no,yes,no,yes,'\'(-inf-1.5]\'','\'(2.5-inf)\'',oval,lac_central,lac_central,grainy,vesicles,yes,yes,'\'(-inf-3.5]\'',malign_lymph arched,no,no,no,no,yes,no,no,'\'(-inf-1.5]\'','\'(-inf-2.5]\'',oval,lacunar,lacunar,drop_like,no,no,no,'\'(-inf-3.5]\'',malign_lymph displaced,no,no,no,yes,yes,no,yes,'\'(-inf-1.5]\'','\'(2.5-inf)\'',round,lac_margin,lac_central,diluted,vesicles,yes,yes,'\'(3.5-inf)\'',malign_lymph arched,yes,yes,no,yes,yes,no,yes,'\'(-inf-1.5]\'','\'(2.5-inf)\'',oval,lac_central,lac_margin,diluted,no,yes,yes,'\'(-inf-3.5]\'',metastases deformed,yes,no,no,no,no,no,yes,'\'(-inf-1.5]\'','\'(-inf-2.5]\'',round,lac_margin,lac_margin,faint,chalices,yes,yes,'\'(-inf-3.5]\'',metastases arched,yes,yes,no,yes,yes,no,no,'\'(-inf-1.5]\'','\'(-inf-2.5]\'',oval,lac_margin,lac_margin,coarse,chalices,no,yes,'\'(-inf-3.5]\'',metastases deformed,yes,yes,yes,yes,yes,yes,no,'\'(1.5-inf)\'','\'(-inf-2.5]\'',oval,lac_central,lacunar,coarse,vesicles,yes,yes,'\'(3.5-inf)\'',fibrosis displaced,no,no,no,no,yes,no,yes,'\'(-inf-1.5]\'','\'(2.5-inf)\'',round,lac_central,lacunar,coarse,vesicles,yes,yes,'\'(3.5-inf)\'',malign_lymph arched,no,no,no,no,yes,no,yes,'\'(-inf-1.5]\'','\'(2.5-inf)\'',round,lacunar,lacunar,coarse,vesicles,yes,yes,'\'(3.5-inf)\'',malign_lymph arched,yes,yes,no,no,yes,no,no,'\'(-inf-1.5]\'','\'(-inf-2.5]\'',round,lacunar,lac_margin,drop_like,chalices,no,no,'\'(-inf-3.5]\'',metastases arched,yes,no,no,yes,yes,no,no,'\'(-inf-1.5]\'','\'(2.5-inf)\'',round,lac_central,lac_margin,coarse,vesicles,no,no,'\'(-inf-3.5]\'',metastases arched,no,no,no,no,no,no,no,'\'(-inf-1.5]\'','\'(-inf-2.5]\'',bean,no,no,drop_like,no,yes,yes,'\'(-inf-3.5]\'',metastases arched,no,no,no,no,no,no,yes,'\'(-inf-1.5]\'','\'(-inf-2.5]\'',oval,lacunar,no,stripped,no,yes,yes,'\'(-inf-3.5]\'',malign_lymph arched,yes,no,no,no,yes,no,yes,'\'(-inf-1.5]\'','\'(-inf-2.5]\'',round,lac_margin,lac_margin,diluted,vesicles,yes,yes,'\'(-inf-3.5]\'',metastases displaced,no,no,no,no,yes,no,yes,'\'(-inf-1.5]\'','\'(2.5-inf)\'',round,lac_central,lacunar,diluted,vesicles,yes,yes,'\'(-inf-3.5]\'',malign_lymph deformed,yes,yes,no,no,yes,no,no,'\'(-inf-1.5]\'','\'(-inf-2.5]\'',round,lac_margin,lac_margin,diluted,chalices,no,yes,'\'(-inf-3.5]\'',metastases displaced,yes,yes,no,no,yes,no,yes,'\'(-inf-1.5]\'','\'(-inf-2.5]\'',oval,lac_margin,lac_margin,faint,vesicles,yes,yes,'\'(-inf-3.5]\'',metastases deformed,yes,no,no,yes,yes,no,yes,'\'(-inf-1.5]\'','\'(2.5-inf)\'',round,lacunar,lac_margin,coarse,chalices,yes,yes,'\'(-inf-3.5]\'',metastases arched,yes,yes,no,yes,yes,no,yes,'\'(-inf-1.5]\'','\'(2.5-inf)\'',round,lac_central,lac_margin,coarse,vesicles,yes,yes,'\'(3.5-inf)\'',metastases displaced,yes,yes,no,yes,yes,no,yes,'\'(-inf-1.5]\'','\'(2.5-inf)\'',round,lac_central,lac_margin,faint,chalices,yes,yes,'\'(-inf-3.5]\'',metastases displaced,yes,no,no,no,no,no,yes,'\'(-inf-1.5]\'','\'(-inf-2.5]\'',oval,lacunar,lac_central,faint,no,no,yes,'\'(-inf-3.5]\'',malign_lymph deformed,no,no,no,no,no,no,yes,'\'(-inf-1.5]\'','\'(2.5-inf)\'',oval,lacunar,lacunar,faint,no,no,no,'\'(-inf-3.5]\'',metastases deformed,no,no,no,no,no,no,yes,'\'(1.5-inf)\'','\'(-inf-2.5]\'',oval,lacunar,lacunar,faint,vesicles,no,yes,'\'(3.5-inf)\'',malign_lymph deformed,yes,yes,no,yes,yes,no,no,'\'(-inf-1.5]\'','\'(2.5-inf)\'',round,lac_central,lac_margin,coarse,chalices,yes,yes,'\'(-inf-3.5]\'',metastases deformed,no,no,no,yes,yes,yes,no,'\'(1.5-inf)\'','\'(-inf-2.5]\'',bean,lac_central,lacunar,diluted,vesicles,no,yes,'\'(3.5-inf)\'',fibrosis arched,yes,no,no,no,no,no,yes,'\'(-inf-1.5]\'','\'(2.5-inf)\'',round,lac_margin,lac_margin,drop_like,chalices,no,yes,'\'(-inf-3.5]\'',metastases deformed,no,no,no,no,no,no,yes,'\'(-inf-1.5]\'','\'(-inf-2.5]\'',oval,lacunar,lac_margin,grainy,no,yes,yes,'\'(-inf-3.5]\'',metastases deformed,yes,no,no,no,yes,no,yes,'\'(-inf-1.5]\'','\'(2.5-inf)\'',oval,lac_central,lac_margin,coarse,chalices,yes,yes,'\'(-inf-3.5]\'',metastases arched,no,no,no,no,no,no,yes,'\'(-inf-1.5]\'','\'(2.5-inf)\'',round,lac_margin,lac_margin,reticular,vesicles,no,yes,'\'(3.5-inf)\'',metastases arched,no,no,no,no,no,no,no,'\'(-inf-1.5]\'','\'(-inf-2.5]\'',round,lacunar,lacunar,faint,no,yes,no,'\'(-inf-3.5]\'',metastases deformed,yes,no,no,no,yes,no,yes,'\'(-inf-1.5]\'','\'(-inf-2.5]\'',oval,lacunar,lacunar,no,vesicles,no,no,'\'(-inf-3.5]\'',metastases arched,yes,no,no,no,yes,no,yes,'\'(-inf-1.5]\'','\'(-inf-2.5]\'',round,lac_margin,lac_margin,diluted,vesicles,yes,yes,'\'(-inf-3.5]\'',metastases arched,yes,no,no,no,yes,no,yes,'\'(-inf-1.5]\'','\'(-inf-2.5]\'',oval,lac_margin,lac_margin,coarse,chalices,no,yes,'\'(-inf-3.5]\'',metastases deformed,yes,yes,yes,yes,yes,yes,yes,'\'(-inf-1.5]\'','\'(2.5-inf)\'',round,lac_margin,lac_central,faint,vesicles,yes,yes,'\'(3.5-inf)\'',malign_lymph deformed,yes,yes,no,yes,yes,no,yes,'\'(-inf-1.5]\'','\'(2.5-inf)\'',oval,lacunar,lac_margin,coarse,no,yes,yes,'\'(-inf-3.5]\'',metastases arched,no,no,no,no,no,no,yes,'\'(-inf-1.5]\'','\'(-inf-2.5]\'',oval,lacunar,lacunar,coarse,no,yes,no,'\'(-inf-3.5]\'',metastases displaced,yes,no,no,no,yes,no,no,'\'(-inf-1.5]\'','\'(-inf-2.5]\'',oval,lac_margin,lac_margin,diluted,chalices,no,yes,'\'(-inf-3.5]\'',metastases arched,yes,no,no,no,no,no,yes,'\'(-inf-1.5]\'','\'(2.5-inf)\'',round,lac_margin,lac_margin,grainy,chalices,yes,no,'\'(-inf-3.5]\'',metastases arched,yes,no,no,no,no,no,yes,'\'(-inf-1.5]\'','\'(-inf-2.5]\'',oval,lac_margin,lac_margin,grainy,vesicles,yes,yes,'\'(-inf-3.5]\'',metastases deformed,no,no,no,yes,no,no,yes,'\'(-inf-1.5]\'','\'(-inf-2.5]\'',round,lac_margin,lac_margin,diluted,vesicles,no,no,'\'(-inf-3.5]\'',metastases deformed,no,no,no,no,yes,no,no,'\'(-inf-1.5]\'','\'(2.5-inf)\'',oval,lac_margin,lac_margin,faint,vesicles,yes,yes,'\'(-inf-3.5]\'',malign_lymph displaced,yes,no,no,yes,yes,no,yes,'\'(-inf-1.5]\'','\'(2.5-inf)\'',round,lac_central,lac_margin,coarse,chalices,yes,yes,'\'(-inf-3.5]\'',metastases displaced,yes,no,no,no,no,no,yes,'\'(-inf-1.5]\'','\'(-inf-2.5]\'',oval,lacunar,lacunar,drop_like,chalices,no,no,'\'(-inf-3.5]\'',metastases arched,no,no,no,no,no,no,yes,'\'(-inf-1.5]\'','\'(-inf-2.5]\'',oval,lac_central,lacunar,grainy,no,yes,yes,'\'(-inf-3.5]\'',metastases deformed,yes,yes,yes,yes,yes,yes,yes,'\'(1.5-inf)\'','\'(-inf-2.5]\'',bean,lacunar,lacunar,faint,no,yes,yes,'\'(3.5-inf)\'',fibrosis displaced,yes,no,no,no,yes,no,yes,'\'(-inf-1.5]\'','\'(2.5-inf)\'',round,lac_margin,lac_margin,stripped,vesicles,yes,yes,'\'(-inf-3.5]\'',malign_lymph deformed,yes,yes,no,no,yes,no,no,'\'(-inf-1.5]\'','\'(2.5-inf)\'',oval,lac_margin,lac_margin,coarse,vesicles,no,yes,'\'(-inf-3.5]\'',metastases arched,no,no,no,no,no,no,yes,'\'(-inf-1.5]\'','\'(-inf-2.5]\'',oval,lac_central,lac_central,faint,chalices,no,yes,'\'(-inf-3.5]\'',malign_lymph displaced,yes,no,no,no,yes,no,no,'\'(-inf-1.5]\'','\'(-inf-2.5]\'',round,lacunar,lac_margin,grainy,chalices,no,no,'\'(-inf-3.5]\'',metastases arched,yes,yes,no,yes,yes,yes,yes,'\'(-inf-1.5]\'','\'(2.5-inf)\'',round,lac_central,lac_central,diluted,vesicles,yes,yes,'\'(3.5-inf)\'',malign_lymph deformed,no,no,no,no,no,no,yes,'\'(-inf-1.5]\'','\'(-inf-2.5]\'',oval,lac_central,lac_central,grainy,vesicles,yes,no,'\'(-inf-3.5]\'',malign_lymph arched,yes,no,no,no,yes,no,yes,'\'(-inf-1.5]\'','\'(-inf-2.5]\'',oval,lac_central,lac_central,diluted,vesicles,yes,yes,'\'(-inf-3.5]\'',metastases arched,no,no,no,no,yes,no,yes,'\'(-inf-1.5]\'','\'(-inf-2.5]\'',oval,lacunar,lacunar,faint,chalices,no,yes,'\'(-inf-3.5]\'',malign_lymph arched,yes,yes,no,no,no,no,yes,'\'(-inf-1.5]\'','\'(-inf-2.5]\'',oval,lac_central,lac_margin,faint,chalices,yes,yes,'\'(-inf-3.5]\'',metastases arched,no,no,no,no,no,no,no,'\'(-inf-1.5]\'','\'(-inf-2.5]\'',oval,lacunar,lac_margin,faint,chalices,no,yes,'\'(-inf-3.5]\'',metastases arched,yes,no,no,no,no,no,no,'\'(-inf-1.5]\'','\'(-inf-2.5]\'',round,lac_margin,lac_margin,grainy,chalices,yes,yes,'\'(-inf-3.5]\'',metastases displaced,no,no,no,no,no,no,yes,'\'(-inf-1.5]\'','\'(2.5-inf)\'',oval,lacunar,lac_central,drop_like,chalices,yes,no,'\'(-inf-3.5]\'',malign_lymph deformed,yes,no,no,yes,yes,no,no,'\'(-inf-1.5]\'','\'(-inf-2.5]\'',oval,lac_central,lac_margin,grainy,no,yes,yes,'\'(-inf-3.5]\'',metastases arched,yes,no,no,no,yes,no,yes,'\'(-inf-1.5]\'','\'(2.5-inf)\'',round,lac_central,lac_central,faint,vesicles,yes,yes,'\'(3.5-inf)\'',malign_lymph deformed,yes,no,no,no,yes,no,yes,'\'(-inf-1.5]\'','\'(-inf-2.5]\'',oval,lacunar,lac_central,faint,vesicles,no,yes,'\'(-inf-3.5]\'',malign_lymph arched,yes,no,no,no,yes,no,yes,'\'(-inf-1.5]\'','\'(-inf-2.5]\'',round,lacunar,lacunar,coarse,chalices,no,no,'\'(-inf-3.5]\'',metastases arched,yes,yes,no,yes,yes,yes,yes,'\'(-inf-1.5]\'','\'(2.5-inf)\'',oval,lacunar,lacunar,coarse,vesicles,yes,yes,'\'(3.5-inf)\'',malign_lymph displaced,yes,no,no,yes,yes,no,no,'\'(-inf-1.5]\'','\'(-inf-2.5]\'',round,lac_margin,lac_margin,drop_like,vesicles,yes,yes,'\'(-inf-3.5]\'',metastases arched,no,no,no,no,no,no,yes,'\'(-inf-1.5]\'','\'(-inf-2.5]\'',oval,lacunar,lacunar,faint,chalices,yes,yes,'\'(-inf-3.5]\'',malign_lymph arched,no,no,no,no,no,no,yes,'\'(-inf-1.5]\'','\'(2.5-inf)\'',round,lac_central,lac_central,diluted,vesicles,yes,yes,'\'(3.5-inf)\'',malign_lymph arched,no,no,no,no,no,no,yes,'\'(-inf-1.5]\'','\'(2.5-inf)\'',oval,lac_margin,lac_margin,faint,vesicles,yes,yes,'\'(-inf-3.5]\'',malign_lymph deformed,no,no,no,no,yes,no,yes,'\'(-inf-1.5]\'','\'(2.5-inf)\'',oval,lacunar,lacunar,coarse,vesicles,yes,yes,'\'(3.5-inf)\'',malign_lymph arched,no,no,no,no,no,no,yes,'\'(-inf-1.5]\'','\'(-inf-2.5]\'',oval,lac_margin,lac_margin,diluted,vesicles,no,no,'\'(-inf-3.5]\'',malign_lymph arched,yes,no,no,no,yes,no,yes,'\'(-inf-1.5]\'','\'(2.5-inf)\'',round,lac_margin,lac_central,faint,vesicles,yes,yes,'\'(-inf-3.5]\'',malign_lymph displaced,no,no,no,no,yes,no,yes,'\'(-inf-1.5]\'','\'(2.5-inf)\'',oval,lacunar,lac_central,stripped,vesicles,yes,yes,'\'(-inf-3.5]\'',malign_lymph deformed,yes,no,no,no,yes,no,no,'\'(-inf-1.5]\'','\'(-inf-2.5]\'',round,lac_central,lacunar,coarse,no,no,no,'\'(-inf-3.5]\'',metastases arched,no,no,no,no,yes,no,yes,'\'(-inf-1.5]\'','\'(-inf-2.5]\'',oval,lacunar,lac_central,faint,no,yes,yes,'\'(-inf-3.5]\'',malign_lymph 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