From 4e38b5b71ea3a0368a67c67fc7d23a1d3f5a8c26 Mon Sep 17 00:00:00 2001 From: Peter Reutemann Date: Fri, 6 Sep 2024 14:32:12 +1200 Subject: [PATCH] added missing regression test files --- .../meka/classifiers/multilabel/meta/ERFH.ref | 62 + .../classifiers/multilabel/meta/HOMER.ref | 19 + .../meka/classifiers/multilabel/meta/MLRF.ref | 2056 +++++++++++++++++ 3 files changed, 2137 insertions(+) create mode 100644 src/test/resources/meka/classifiers/multilabel/meta/ERFH.ref create mode 100644 src/test/resources/meka/classifiers/multilabel/meta/HOMER.ref create mode 100644 src/test/resources/meka/classifiers/multilabel/meta/MLRF.ref diff --git a/src/test/resources/meka/classifiers/multilabel/meta/ERFH.ref b/src/test/resources/meka/classifiers/multilabel/meta/ERFH.ref new file mode 100644 index 00000000..84751164 --- /dev/null +++ b/src/test/resources/meka/classifiers/multilabel/meta/ERFH.ref @@ -0,0 +1,62 @@ +== Model info + +Model +meka.classifiers.multilabel.meta.ERFH: Model #1 + +No model representation available + +meka.classifiers.multilabel.meta.ERFH: Model #2 + +No model representation available + +meka.classifiers.multilabel.meta.ERFH: Model #3 + +No model representation available + +meka.classifiers.multilabel.meta.ERFH: Model #4 + +No model representation available + +meka.classifiers.multilabel.meta.ERFH: Model #5 + +No model representation available + +meka.classifiers.multilabel.meta.ERFH: Model #6 + +No model representation available + +meka.classifiers.multilabel.meta.ERFH: Model #7 + +No model representation available + +meka.classifiers.multilabel.meta.ERFH: Model #8 + +No model representation available + +meka.classifiers.multilabel.meta.ERFH: Model #9 + +No model representation available + +meka.classifiers.multilabel.meta.ERFH: Model #10 + +No model representation available + +== Evaluation Info + +Classifier meka.classifiers.multilabel.meta.ERFH +Options [-T, 0.4, -S, 1, -I, 10, -P, 67, -W, meka.classifiers.multilabel.BR, --, -W, weka.classifiers.trees.J48, --, -C, 0.25, -M, 2] +Additional Info +Dataset Music +Number of labels (L) 6 + + +== Predictive Performance + + + +== Additional Measurements + +Number of training instances 491 +Number of test instances 101 +Label cardinality (train set) 1.855 +Label cardinality (test set) 1.941 diff --git a/src/test/resources/meka/classifiers/multilabel/meta/HOMER.ref b/src/test/resources/meka/classifiers/multilabel/meta/HOMER.ref new file mode 100644 index 00000000..ba505067 --- /dev/null +++ b/src/test/resources/meka/classifiers/multilabel/meta/HOMER.ref @@ -0,0 +1,19 @@ +== Evaluation Info + +Classifier meka.classifiers.multilabel.meta.HOMER +Options [-k, 5, -S, 0, -t, 0.3, -ls, random, -W, meka.classifiers.multilabel.BR, --, -W, weka.classifiers.trees.J48, --, -C, 0.25, -M, 2] +Additional Info +Dataset Music +Number of labels (L) 6 + + +== Predictive Performance + + + +== Additional Measurements + +Number of training instances 491 +Number of test instances 101 +Label cardinality (train set) 1.855 +Label cardinality (test set) 1.941 diff --git a/src/test/resources/meka/classifiers/multilabel/meta/MLRF.ref b/src/test/resources/meka/classifiers/multilabel/meta/MLRF.ref new file mode 100644 index 00000000..7e33a878 --- /dev/null +++ b/src/test/resources/meka/classifiers/multilabel/meta/MLRF.ref @@ -0,0 +1,2056 @@ +== Model info + +Model +meka.classifiers.multilabel.meta.MLRF: Model #1 + +meka.classifiers.multilabel.BR: Node #1 + +J48 pruned tree +------------------ + +F0 <= -0.039014 +| F6 <= 0.011746: 0 (297.0/35.0) +| F6 > 0.011746 +| | F2 <= 0.014872: 1 (91.0/32.0) +| | F2 > 0.014872 +| | | F0 <= -0.06932: 1 (5.0/1.0) +| | | F0 > -0.06932: 0 (46.0/7.0) +F0 > -0.039014 +| F6 <= -0.003847 +| | F2 <= -0.04061: 1 (5.0/1.0) +| | F2 > -0.04061: 0 (6.0) +| F6 > -0.003847: 1 (41.0/4.0) + +Number of Leaves : 7 + +Size of the tree : 13 + +meka.classifiers.multilabel.BR: Node #2 + +J48 pruned tree +------------------ + +F9 <= -0.029407 +| F2 <= -0.076474: 0 (16.0/1.0) +| F2 > -0.076474 +| | F8 <= -0.043229 +| | | F6 <= 0.01652 +| | | | F8 <= -0.060594: 0 (7.0/1.0) +| | | | F8 > -0.060594: 1 (4.0) +| | | F6 > 0.01652: 0 (15.0) +| | F8 > -0.043229 +| | | F1 <= 0.022351 +| | | | F1 <= -0.061524: 0 (9.0/1.0) +| | | | F1 > -0.061524: 1 (52.0/9.0) +| | | F1 > 0.022351: 0 (34.0/13.0) +F9 > -0.029407: 0 (354.0/72.0) + +Number of Leaves : 8 + +Size of the tree : 15 + +meka.classifiers.multilabel.BR: Node #3 + +J48 pruned tree +------------------ + +F6 <= 0.002074: 1 (262.0/84.0) +F6 > 0.002074 +| F7 <= -0.000968 +| | F8 <= -0.043939 +| | | F3 <= 0.056065: 0 (33.0/1.0) +| | | F3 > 0.056065 +| | | | F2 <= 0.08025 +| | | | | F4 <= 0.044286: 1 (3.0) +| | | | | F4 > 0.044286: 0 (2.0) +| | | | F2 > 0.08025: 0 (3.0) +| | F8 > -0.043939 +| | | F1 <= 0.022506 +| | | | F5 <= -0.055636 +| | | | | F3 <= 0.00436: 1 (3.0) +| | | | | F3 > 0.00436: 0 (5.0/1.0) +| | | | F5 > -0.055636: 1 (19.0/1.0) +| | | F1 > 0.022506: 0 (46.0/6.0) +| F7 > -0.000968: 0 (115.0/2.0) + +Number of Leaves : 10 + +Size of the tree : 19 + +meka.classifiers.multilabel.BR: Node #4 + +J48 pruned tree +------------------ + +F1 <= -0.021074 +| F9 <= 0.017786 +| | F1 <= -0.052136 +| | | F8 <= 0.021881: 0 (5.0/1.0) +| | | F8 > 0.021881: 1 (34.0/4.0) +| | F1 > -0.052136: 0 (59.0/12.0) +| F9 > 0.017786 +| | F2 <= 0.020888: 1 (71.0/7.0) +| | F2 > 0.020888 +| | | F5 <= -0.057602: 1 (3.0) +| | | F5 > -0.057602: 0 (6.0) +F1 > -0.021074 +| F6 <= -0.005414 +| | F3 <= -0.003476 +| | | F5 <= -0.048707 +| | | | F1 <= -0.011921 +| | | | | F4 <= -0.015535: 0 (3.0) +| | | | | F4 > -0.015535: 1 (4.0/1.0) +| | | | F1 > -0.011921: 0 (7.0) +| | | F5 > -0.048707: 1 (5.0) +| | F3 > -0.003476 +| | | F6 <= -0.006858: 0 (41.0) +| | | F6 > -0.006858: 1 (3.0/1.0) +| F6 > -0.005414: 0 (250.0/2.0) + +Number of Leaves : 13 + +Size of the tree : 25 + +meka.classifiers.multilabel.BR: Node #5 + +J48 pruned tree +------------------ + +F1 <= -0.021074 +| F9 <= 0.017786 +| | F1 <= -0.052304 +| | | F3 <= 0.00554: 1 (7.0) +| | | F3 > 0.00554 +| | | | F3 <= 0.027217: 0 (6.0) +| | | | F3 > 0.027217 +| | | | | F1 <= -0.059891 +| | | | | | F7 <= -0.027522: 0 (10.0/1.0) +| | | | | | F7 > -0.027522: 1 (9.0) +| | | | | F1 > -0.059891: 0 (6.0/1.0) +| | F1 > -0.052304: 0 (60.0/11.0) +| F9 > 0.017786 +| | F5 <= -0.048057 +| | | F2 <= 0.029721 +| | | | F8 <= 0.059999: 1 (63.0/6.0) +| | | | F8 > 0.059999: 0 (5.0/1.0) +| | | F2 > 0.029721: 0 (7.0/1.0) +| | F5 > -0.048057: 0 (5.0) +F1 > -0.021074: 0 (313.0/48.0) + +Number of Leaves : 11 + +Size of the tree : 21 + +meka.classifiers.multilabel.BR: Node #6 + +J48 pruned tree +------------------ + +F6 <= -0.010981 +| F2 <= 0.062724: 0 (201.0/7.0) +| F2 > 0.062724 +| | F4 <= -0.035791: 1 (4.0) +| | F4 > -0.035791: 0 (7.0/1.0) +F6 > -0.010981 +| F8 <= -0.045749 +| | F4 <= -0.03225: 1 (39.0/1.0) +| | F4 > -0.03225 +| | | F2 <= 0.081589 +| | | | F0 <= -0.041965 +| | | | | F6 <= 0.004776: 0 (12.0/1.0) +| | | | | F6 > 0.004776 +| | | | | | F0 <= -0.04356: 1 (19.0/6.0) +| | | | | | F0 > -0.04356: 0 (5.0) +| | | | F0 > -0.041965: 1 (16.0/2.0) +| | | F2 > 0.081589: 1 (11.0) +| F8 > -0.045749 +| | F1 <= 0.013636: 0 (64.0/9.0) +| | F1 > 0.013636 +| | | F9 <= -0.034202 +| | | | F4 <= -0.048346: 1 (3.0) +| | | | F4 > -0.048346: 0 (38.0/9.0) +| | | F9 > -0.034202: 1 (72.0/22.0) + +Number of Leaves : 13 + +Size of the tree : 25 + + + +meka.classifiers.multilabel.meta.MLRF: Model #2 + +meka.classifiers.multilabel.BR: Node #1 + +J48 pruned tree +------------------ + +F6 <= 0.031626 +| F4 <= 0.055738: 0 (310.0/38.0) +| F4 > 0.055738 +| | F5 <= -0.046007 +| | | F4 <= 0.05695: 1 (3.0) +| | | F4 > 0.05695 +| | | | F9 <= 0.081923: 0 (16.0/1.0) +| | | | F9 > 0.081923 +| | | | | F9 <= 0.088664: 1 (3.0) +| | | | | F9 > 0.088664: 0 (15.0/5.0) +| | F5 > -0.046007: 1 (5.0) +F6 > 0.031626 +| F5 <= -0.049596 +| | F1 <= -0.111582 +| | | F1 <= -0.140949 +| | | | F0 <= -0.056216: 0 (2.0) +| | | | F0 > -0.056216: 1 (2.0) +| | | F1 > -0.140949: 1 (10.0) +| | F1 > -0.111582: 0 (54.0/19.0) +| F5 > -0.049596 +| | F4 <= -0.034209 +| | | F3 <= 0.016214: 1 (3.0/1.0) +| | | F3 > 0.016214: 0 (4.0) +| | F4 > -0.034209: 1 (64.0/6.0) + +Number of Leaves : 13 + +Size of the tree : 25 + +meka.classifiers.multilabel.BR: Node #2 + +J48 pruned tree +------------------ + +F8 <= 0.02347 +| F1 <= -0.013895: 0 (130.0/30.0) +| F1 > -0.013895 +| | F1 <= 0.072661 +| | | F0 <= -0.05915 +| | | | F8 <= -0.012689 +| | | | | F0 <= -0.060631 +| | | | | | F0 <= -0.064681 +| | | | | | | F1 <= 0.032919: 0 (4.0) +| | | | | | | F1 > 0.032919: 1 (4.0/1.0) +| | | | | | F0 > -0.064681: 1 (4.0) +| | | | | F0 > -0.060631: 0 (4.0) +| | | | F8 > -0.012689: 0 (23.0/1.0) +| | | F0 > -0.05915 +| | | | F3 <= -0.052843 +| | | | | F3 <= -0.08107 +| | | | | | F0 <= -0.054469: 0 (2.0) +| | | | | | F0 > -0.054469: 1 (7.0/1.0) +| | | | | F3 > -0.08107: 1 (18.0) +| | | | F3 > -0.052843 +| | | | | F2 <= 0.05167 +| | | | | | F9 <= -0.077874: 0 (5.0) +| | | | | | F9 > -0.077874: 1 (78.0/30.0) +| | | | | F2 > 0.05167: 0 (9.0) +| | F1 > 0.072661: 0 (21.0/1.0) +F8 > 0.02347: 0 (182.0/24.0) + +Number of Leaves : 14 + +Size of the tree : 27 + +meka.classifiers.multilabel.BR: Node #3 + +J48 pruned tree +------------------ + +F6 <= 0.016605: 1 (296.0/103.0) +F6 > 0.016605 +| F7 <= 0.01853 +| | F6 <= 0.05789 +| | | F4 <= 0.036851 +| | | | F2 <= -0.07696: 0 (12.0) +| | | | F2 > -0.07696 +| | | | | F0 <= -0.051641 +| | | | | | F8 <= -0.067631: 0 (3.0) +| | | | | | F8 > -0.067631: 1 (21.0/5.0) +| | | | | F0 > -0.051641 +| | | | | | F7 <= 0.012353: 0 (18.0/1.0) +| | | | | | F7 > 0.012353: 1 (2.0) +| | | F4 > 0.036851: 0 (18.0) +| | F6 > 0.05789: 0 (33.0) +| F7 > 0.01853: 0 (88.0) + +Number of Leaves : 9 + +Size of the tree : 17 + +meka.classifiers.multilabel.BR: Node #4 + +J48 pruned tree +------------------ + +F1 <= 0.01198: 0 (283.0/5.0) +F1 > 0.01198 +| F1 <= 0.062329 +| | F8 <= 0.027191: 0 (83.0/17.0) +| | F8 > 0.027191 +| | | F4 <= 0.083372: 1 (72.0/16.0) +| | | F4 > 0.083372: 0 (4.0) +| F1 > 0.062329: 1 (49.0/5.0) + +Number of Leaves : 5 + +Size of the tree : 9 + +meka.classifiers.multilabel.BR: Node #5 + +J48 pruned tree +------------------ + +F1 <= 0.023465: 0 (318.0/50.0) +F1 > 0.023465 +| F8 <= 0.019327 +| | F1 <= 0.049393: 0 (37.0/2.0) +| | F1 > 0.049393 +| | | F0 <= -0.064358: 0 (10.0) +| | | F0 > -0.064358 +| | | | F3 <= 0.005849 +| | | | | F1 <= 0.062329: 0 (10.0) +| | | | | F1 > 0.062329: 1 (20.0/7.0) +| | | | F3 > 0.005849: 1 (6.0) +| F8 > 0.019327 +| | F5 <= -0.047723 +| | | F1 <= 0.050684 +| | | | F7 <= -0.014799 +| | | | | F5 <= -0.057346 +| | | | | | F5 <= -0.059521: 0 (2.0) +| | | | | | F5 > -0.059521: 1 (3.0) +| | | | | F5 > -0.057346: 0 (6.0) +| | | | F7 > -0.014799 +| | | | | F3 <= 0.111737 +| | | | | | F9 <= 0.072721: 1 (34.0/2.0) +| | | | | | F9 > 0.072721: 0 (4.0/1.0) +| | | | | F3 > 0.111737: 0 (2.0) +| | | F1 > 0.050684: 1 (29.0/1.0) +| | F5 > -0.047723: 0 (10.0/1.0) + +Number of Leaves : 14 + +Size of the tree : 27 + +meka.classifiers.multilabel.BR: Node #6 + +J48 pruned tree +------------------ + +F6 <= 0.001156 +| F2 <= -0.066817 +| | F8 <= -0.025539: 0 (2.0) +| | F8 > -0.025539 +| | | F6 <= -0.01139 +| | | | F1 <= -0.00153: 0 (2.0) +| | | | F1 > -0.00153: 1 (2.0) +| | | F6 > -0.01139: 1 (7.0) +| F2 > -0.066817: 0 (219.0/8.0) +F6 > 0.001156 +| F2 <= -0.078443: 1 (24.0/1.0) +| F2 > -0.078443 +| | F4 <= 0.053978 +| | | F0 <= -0.04102: 0 (154.0/57.0) +| | | F0 > -0.04102 +| | | | F5 <= -0.046638 +| | | | | F4 <= 0.037516: 1 (22.0/1.0) +| | | | | F4 > 0.037516: 0 (3.0/1.0) +| | | | F5 > -0.046638 +| | | | | F5 <= -0.042424 +| | | | | | F1 <= -0.022673 +| | | | | | | F0 <= -0.038232: 1 (3.0) +| | | | | | | F0 > -0.038232: 0 (4.0/1.0) +| | | | | | F1 > -0.022673: 0 (8.0) +| | | | | F5 > -0.042424: 1 (5.0) +| | F4 > 0.053978: 1 (36.0/4.0) + +Number of Leaves : 14 + +Size of the tree : 27 + + + +meka.classifiers.multilabel.meta.MLRF: Model #3 + +meka.classifiers.multilabel.BR: Node #1 + +J48 pruned tree +------------------ + +F0 <= -0.038382 +| F6 <= -0.010927 +| | F2 <= 0.025799 +| | | F7 <= -0.068774: 0 (6.0) +| | | F7 > -0.068774: 1 (106.0/39.0) +| | F2 > 0.025799 +| | | F0 <= -0.068002: 1 (5.0/1.0) +| | | F0 > -0.068002: 0 (58.0/8.0) +| F6 > -0.010927 +| | F4 <= 0.072721: 0 (242.0/16.0) +| | F4 > 0.072721 +| | | F3 <= -0.007369 +| | | | F8 <= -0.11143: 0 (2.0) +| | | | F8 > -0.11143: 1 (8.0) +| | | F3 > -0.007369 +| | | | F0 <= -0.052066: 1 (2.0) +| | | | F0 > -0.052066: 0 (10.0) +F0 > -0.038382 +| F6 <= -0.018999 +| | F4 <= 0.006641 +| | | F3 <= 0.028866: 1 (3.0) +| | | F3 > 0.028866: 0 (2.0) +| | F4 > 0.006641: 1 (29.0) +| F6 > -0.018999 +| | F4 <= 0.047242 +| | | F9 <= 0.003256: 0 (8.0) +| | | F9 > 0.003256: 1 (3.0) +| | F4 > 0.047242: 1 (7.0/1.0) + +Number of Leaves : 15 + +Size of the tree : 29 + +meka.classifiers.multilabel.BR: Node #2 + +J48 pruned tree +------------------ + +F8 <= -0.014978 +| F5 <= -0.058538: 0 (17.0) +| F5 > -0.058538 +| | F2 <= 0.054148 +| | | F6 <= 0.062965 +| | | | F6 <= -0.078454: 0 (22.0/3.0) +| | | | F6 > -0.078454: 1 (96.0/31.0) +| | | F6 > 0.062965 +| | | | F2 <= -0.012886 +| | | | | F9 <= 0.072135: 0 (18.0) +| | | | | F9 > 0.072135 +| | | | | | F8 <= -0.077635: 0 (4.0) +| | | | | | F8 > -0.077635: 1 (2.0) +| | | | F2 > -0.012886: 1 (2.0) +| | F2 > 0.054148: 0 (17.0/1.0) +F8 > -0.014978: 0 (313.0/62.0) + +Number of Leaves : 9 + +Size of the tree : 17 + +meka.classifiers.multilabel.BR: Node #3 + +J48 pruned tree +------------------ + +F6 <= -0.010709 +| F7 <= -0.023217: 0 (92.0) +| F7 > -0.023217 +| | F4 <= 0.006641 +| | | F1 <= -0.034849 +| | | | F5 <= -0.056306 +| | | | | F0 <= -0.062442: 0 (3.0) +| | | | | F0 > -0.062442: 1 (2.0) +| | | | F5 > -0.056306: 0 (19.0) +| | | F1 > -0.034849 +| | | | F2 <= 0.083771 +| | | | | F8 <= 0.043899 +| | | | | | F6 <= -0.011775: 1 (30.0/7.0) +| | | | | | F6 > -0.011775: 0 (3.0) +| | | | | F8 > 0.043899: 0 (5.0) +| | | | F2 > 0.083771: 0 (7.0) +| | F4 > 0.006641: 0 (55.0/5.0) +F6 > -0.010709: 1 (275.0/93.0) + +Number of Leaves : 10 + +Size of the tree : 19 + +meka.classifiers.multilabel.BR: Node #4 + +J48 pruned tree +------------------ + +F1 <= 0.015388 +| F6 <= 0.000529: 0 (242.0/1.0) +| F6 > 0.000529 +| | F5 <= -0.048686: 0 (41.0/3.0) +| | F5 > -0.048686 +| | | F0 <= -0.041377: 1 (4.0) +| | | F0 > -0.041377: 0 (3.0) +F1 > 0.015388 +| F6 <= 0.062965 +| | F8 <= -0.020655: 0 (48.0/1.0) +| | F8 > -0.020655 +| | | F3 <= 0.015175 +| | | | F8 <= -0.017607: 1 (3.0) +| | | | F8 > -0.017607 +| | | | | F1 <= 0.040577: 0 (15.0) +| | | | | F1 > 0.040577 +| | | | | | F2 <= 0.033372: 1 (5.0/1.0) +| | | | | | F2 > 0.033372: 0 (5.0) +| | | F3 > 0.015175 +| | | | F6 <= 0.000199: 0 (6.0/1.0) +| | | | F6 > 0.000199: 1 (66.0/10.0) +| F6 > 0.062965 +| | F9 <= 0.092085: 1 (45.0/1.0) +| | F9 > 0.092085 +| | | F4 <= -0.013862: 1 (4.0) +| | | F4 > -0.013862: 0 (4.0/1.0) + +Number of Leaves : 14 + +Size of the tree : 27 + +meka.classifiers.multilabel.BR: Node #5 + +J48 pruned tree +------------------ + +F6 <= 0.0078: 0 (276.0/37.0) +F6 > 0.0078 +| F3 <= 0.016249: 0 (108.0/23.0) +| F3 > 0.016249 +| | F1 <= 0.044282 +| | | F5 <= -0.048093 +| | | | F3 <= 0.105562 +| | | | | F8 <= -0.009824 +| | | | | | F9 <= 0.015577 +| | | | | | | F0 <= -0.049456: 0 (7.0) +| | | | | | | F0 > -0.049456 +| | | | | | | | F0 <= -0.046794: 1 (2.0) +| | | | | | | | F0 > -0.046794: 0 (2.0) +| | | | | | F9 > 0.015577: 1 (2.0) +| | | | | F8 > -0.009824 +| | | | | | F0 <= -0.061866: 0 (2.0) +| | | | | | F0 > -0.061866: 1 (38.0/4.0) +| | | | F3 > 0.105562: 0 (4.0) +| | | F5 > -0.048093: 0 (9.0/1.0) +| | F1 > 0.044282: 1 (41.0/4.0) + +Number of Leaves : 11 + +Size of the tree : 21 + +meka.classifiers.multilabel.BR: Node #6 + +J48 pruned tree +------------------ + +F6 <= -0.002911 +| F4 <= 0.008669 +| | F2 <= 0.083771 +| | | F0 <= -0.041224: 0 (94.0/28.0) +| | | F0 > -0.041224 +| | | | F5 <= -0.046644: 1 (7.0) +| | | | F5 > -0.046644 +| | | | | F1 <= -0.031259: 1 (2.0) +| | | | | F1 > -0.031259: 0 (2.0) +| | F2 > 0.083771: 1 (10.0/1.0) +| F4 > 0.008669 +| | F4 <= 0.073929 +| | | F7 <= -0.035196 +| | | | F8 <= -0.038701: 0 (7.0) +| | | | F8 > -0.038701 +| | | | | F5 <= -0.045144 +| | | | | | F1 <= -0.089054: 1 (6.0) +| | | | | | F1 > -0.089054 +| | | | | | | F5 <= -0.048265 +| | | | | | | | F0 <= -0.037547 +| | | | | | | | | F0 <= -0.042118: 1 (4.0/1.0) +| | | | | | | | | F0 > -0.042118: 0 (3.0) +| | | | | | | | F0 > -0.037547: 1 (7.0) +| | | | | | | F5 > -0.048265 +| | | | | | | | F2 <= -0.036115: 1 (3.0/1.0) +| | | | | | | | F2 > -0.036115: 0 (11.0) +| | | | | F5 > -0.045144: 1 (8.0) +| | | F7 > -0.035196 +| | | | F5 <= -0.049642 +| | | | | F3 <= 0.007159 +| | | | | | F5 <= -0.057556: 0 (2.0) +| | | | | | F5 > -0.057556: 1 (26.0/1.0) +| | | | | F3 > 0.007159 +| | | | | | F0 <= -0.047432 +| | | | | | | F5 <= -0.054597: 0 (3.0) +| | | | | | | F5 > -0.054597: 1 (10.0/1.0) +| | | | | | F0 > -0.047432: 0 (5.0) +| | | | F5 > -0.049642: 1 (17.0) +| | F4 > 0.073929: 1 (16.0) +F6 > -0.002911 +| F2 <= 0.060501 +| | F3 <= 0.098217: 0 (215.0/6.0) +| | F3 > 0.098217 +| | | F3 <= 0.100485: 1 (3.0) +| | | F3 > 0.100485: 0 (12.0/2.0) +| F2 > 0.060501 +| | F3 <= 0.009471 +| | | F5 <= -0.053389 +| | | | F6 <= 0.020056: 1 (9.0) +| | | | F6 > 0.020056: 0 (3.0/1.0) +| | | F5 > -0.053389: 0 (2.0) +| | F3 > 0.009471: 0 (4.0) + +Number of Leaves : 27 + +Size of the tree : 53 + + + +meka.classifiers.multilabel.meta.MLRF: Model #4 + +meka.classifiers.multilabel.BR: Node #1 + +J48 pruned tree +------------------ + +F0 <= -0.038485 +| F1 <= -0.040845 +| | F0 <= -0.05536 +| | | F3 <= -0.087546: 1 (5.0/1.0) +| | | F3 > -0.087546 +| | | | F3 <= 0.071008: 0 (19.0/2.0) +| | | | F3 > 0.071008: 1 (2.0) +| | F0 > -0.05536 +| | | F7 <= -0.058237: 0 (3.0) +| | | F7 > -0.058237: 1 (45.0/9.0) +| F1 > -0.040845 +| | F6 <= 0.007493: 0 (255.0/25.0) +| | F6 > 0.007493 +| | | F2 <= 0.02516 +| | | | F2 <= -0.042921: 0 (5.0) +| | | | F2 > -0.042921: 1 (44.0/19.0) +| | | F2 > 0.02516 +| | | | F0 <= -0.0674: 1 (3.0) +| | | | F0 > -0.0674: 0 (54.0/6.0) +F0 > -0.038485: 1 (56.0/13.0) + +Number of Leaves : 11 + +Size of the tree : 21 + +meka.classifiers.multilabel.BR: Node #2 + +J48 pruned tree +------------------ + +F3 <= 0.038157 +| F1 <= 0.00101: 0 (217.0/55.0) +| F1 > 0.00101 +| | F1 <= 0.059128 +| | | F3 <= -0.000259 +| | | | F8 <= -0.010006 +| | | | | F8 <= -0.072951 +| | | | | | F4 <= -0.046121: 1 (4.0) +| | | | | | F4 > -0.046121 +| | | | | | | F0 <= -0.052772: 0 (3.0) +| | | | | | | F0 > -0.052772: 1 (3.0/1.0) +| | | | | F8 > -0.072951: 1 (27.0/1.0) +| | | | F8 > -0.010006 +| | | | | F5 <= -0.054177 +| | | | | | F1 <= 0.00504: 1 (3.0/1.0) +| | | | | | F1 > 0.00504: 0 (8.0) +| | | | | F5 > -0.054177 +| | | | | | F5 <= -0.05001: 1 (12.0) +| | | | | | F5 > -0.05001: 0 (7.0/1.0) +| | | F3 > -0.000259 +| | | | F9 <= 0.008745: 0 (32.0/7.0) +| | | | F9 > 0.008745: 1 (20.0/7.0) +| | F1 > 0.059128: 0 (24.0/1.0) +F3 > 0.038157 +| F7 <= -0.045935: 0 (46.0) +| F7 > -0.045935 +| | F7 <= -0.038549 +| | | F2 <= 0.00132: 1 (5.0) +| | | F2 > 0.00132: 0 (3.0) +| | F7 > -0.038549 +| | | F1 <= 0.025939 +| | | | F0 <= -0.048138 +| | | | | F5 <= -0.055571: 0 (7.0) +| | | | | F5 > -0.055571 +| | | | | | F8 <= 0.008942 +| | | | | | | F2 <= -0.014248: 1 (4.0/1.0) +| | | | | | | F2 > -0.014248: 0 (5.0) +| | | | | | F8 > 0.008942: 1 (4.0) +| | | | F0 > -0.048138: 0 (19.0) +| | | F1 > 0.025939: 0 (38.0) + +Number of Leaves : 21 + +Size of the tree : 41 + +meka.classifiers.multilabel.BR: Node #3 + +J48 pruned tree +------------------ + +F6 <= 0.008717 +| F4 <= 0.080664 +| | F9 <= 0.058523: 1 (225.0/61.0) +| | F9 > 0.058523: 0 (36.0/16.0) +| F4 > 0.080664 +| | F6 <= -0.029017 +| | | F3 <= 0.058413: 1 (6.0/1.0) +| | | F3 > 0.058413: 0 (3.0) +| | F6 > -0.029017: 0 (10.0) +F6 > 0.008717 +| F7 <= -0.002913: 0 (108.0/1.0) +| F7 > -0.002913 +| | F8 <= 0.035468 +| | | F1 <= -0.086012: 0 (15.0) +| | | F1 > -0.086012 +| | | | F2 <= 0.056654 +| | | | | F2 <= 0.004521 +| | | | | | F2 <= -0.044002: 1 (3.0) +| | | | | | F2 > -0.044002: 0 (12.0/1.0) +| | | | | F2 > 0.004521 +| | | | | | F5 <= -0.05314: 1 (12.0) +| | | | | | F5 > -0.05314 +| | | | | | | F1 <= -0.021627: 0 (4.0) +| | | | | | | F1 > -0.021627: 1 (8.0/2.0) +| | | | F2 > 0.056654 +| | | | | F3 <= -0.034747: 0 (18.0) +| | | | | F3 > -0.034747 +| | | | | | F8 <= 0.00271: 1 (3.0) +| | | | | | F8 > 0.00271: 0 (9.0/1.0) +| | F8 > 0.035468: 0 (19.0) + +Number of Leaves : 16 + +Size of the tree : 31 + +meka.classifiers.multilabel.BR: Node #4 + +J48 pruned tree +------------------ + +F1 <= 0.008389 +| F6 <= -0.000349 +| | F5 <= -0.048737: 0 (49.0/3.0) +| | F5 > -0.048737 +| | | F0 <= -0.041233: 1 (4.0) +| | | F0 > -0.041233: 0 (3.0) +| F6 > -0.000349: 0 (236.0/1.0) +F1 > 0.008389 +| F3 <= 0.038157 +| | F6 <= -0.067078 +| | | F3 <= -0.138595: 0 (2.0) +| | | F3 > -0.138595 +| | | | F1 <= 0.059128 +| | | | | F5 <= -0.052833: 0 (4.0/1.0) +| | | | | F5 > -0.052833: 1 (5.0) +| | | | F1 > 0.059128: 1 (21.0) +| | F6 > -0.067078 +| | | F3 <= -0.013863: 0 (42.0) +| | | F3 > -0.013863 +| | | | F4 <= -0.039412: 1 (5.0) +| | | | F4 > -0.039412 +| | | | | F8 <= 0.005383: 0 (20.0/3.0) +| | | | | F8 > 0.005383 +| | | | | | F6 <= -0.006262 +| | | | | | | F4 <= 0.102654: 1 (13.0/2.0) +| | | | | | | F4 > 0.102654: 0 (2.0) +| | | | | | F6 > -0.006262: 0 (5.0) +| F3 > 0.038157: 1 (80.0/12.0) + +Number of Leaves : 15 + +Size of the tree : 29 + +meka.classifiers.multilabel.BR: Node #5 + +J48 pruned tree +------------------ + +F3 <= 0.027466 +| F1 <= 0.058304: 0 (295.0/39.0) +| F1 > 0.058304 +| | F0 <= -0.064207: 0 (7.0) +| | F0 > -0.064207: 1 (16.0/4.0) +F3 > 0.027466 +| F1 <= -0.032129: 0 (29.0/1.0) +| F1 > -0.032129 +| | F0 <= -0.041233 +| | | F9 <= 0.034028 +| | | | F5 <= -0.052663 +| | | | | F8 <= -0.012476 +| | | | | | F2 <= 0.008913: 1 (6.0) +| | | | | | F2 > 0.008913: 0 (9.0/3.0) +| | | | | F8 > -0.012476: 1 (40.0/1.0) +| | | | F5 > -0.052663 +| | | | | F7 <= 0.026039 +| | | | | | F8 <= 0.066905: 1 (36.0/9.0) +| | | | | | F8 > 0.066905: 0 (6.0/1.0) +| | | | | F7 > 0.026039: 0 (4.0) +| | | F9 > 0.034028: 0 (9.0/1.0) +| | F0 > -0.041233: 0 (34.0/7.0) + +Number of Leaves : 12 + +Size of the tree : 23 + +meka.classifiers.multilabel.BR: Node #6 + +J48 pruned tree +------------------ + +F6 <= 0.002205 +| F1 <= -0.015892 +| | F8 <= 0.043547 +| | | F5 <= -0.057677 +| | | | F5 <= -0.058875: 0 (3.0/1.0) +| | | | F5 > -0.058875: 1 (2.0) +| | | F5 > -0.057677: 0 (7.0) +| | F8 > 0.043547: 1 (5.0) +| F1 > -0.015892: 0 (236.0/14.0) +F6 > 0.002205 +| F4 <= 0.027774 +| | F2 <= 0.076539 +| | | F0 <= -0.040307 +| | | | F1 <= -0.015007 +| | | | | F2 <= 0.056654: 0 (79.0/29.0) +| | | | | F2 > 0.056654 +| | | | | | F8 <= 0.00271 +| | | | | | | F1 <= -0.034495: 1 (2.0) +| | | | | | | F1 > -0.034495: 0 (2.0) +| | | | | | F8 > 0.00271: 1 (8.0) +| | | | F1 > -0.015007 +| | | | | F8 <= 0.042857: 0 (23.0) +| | | | | F8 > 0.042857 +| | | | | | F8 <= 0.05472: 1 (3.0) +| | | | | | F8 > 0.05472: 0 (3.0) +| | | F0 > -0.040307 +| | | | F7 <= -0.049623: 1 (8.0) +| | | | F7 > -0.049623 +| | | | | F8 <= 0.017306: 0 (7.0/1.0) +| | | | | F8 > 0.017306 +| | | | | | F5 <= -0.046758: 1 (8.0) +| | | | | | F5 > -0.046758: 0 (3.0/1.0) +| | F2 > 0.076539: 1 (14.0/1.0) +| F4 > 0.027774: 1 (78.0/13.0) + +Number of Leaves : 18 + +Size of the tree : 35 + + + +meka.classifiers.multilabel.meta.MLRF: Model #5 + +meka.classifiers.multilabel.BR: Node #1 + +J48 pruned tree +------------------ + +F6 <= 0.012201 +| F0 <= -0.039345: 0 (286.0/30.0) +| F0 > -0.039345 +| | F2 <= -0.042165: 1 (7.0/1.0) +| | F2 > -0.042165: 0 (8.0/1.0) +F6 > 0.012201 +| F2 <= 0.003707: 1 (134.0/38.0) +| F2 > 0.003707 +| | F0 <= -0.068437: 1 (5.0/1.0) +| | F0 > -0.068437: 0 (51.0/9.0) + +Number of Leaves : 6 + +Size of the tree : 11 + +meka.classifiers.multilabel.BR: Node #2 + +J48 pruned tree +------------------ + +F3 <= -0.056833 +| F9 <= -0.05114 +| | F0 <= -0.065208: 0 (2.0) +| | F0 > -0.065208: 1 (4.0/1.0) +| F9 > -0.05114: 0 (53.0) +F3 > -0.056833 +| F8 <= 0.004221: 0 (234.0/50.0) +| F8 > 0.004221 +| | F1 <= -0.072835: 0 (23.0/1.0) +| | F1 > -0.072835 +| | | F1 <= 0.038158 +| | | | F3 <= 0.049874 +| | | | | F2 <= -0.053115 +| | | | | | F8 <= 0.028895 +| | | | | | | F4 <= -0.039609: 0 (2.0) +| | | | | | | F4 > -0.039609: 1 (2.0) +| | | | | | F8 > 0.028895: 0 (11.0) +| | | | | F2 > -0.053115: 1 (61.0/26.0) +| | | | F3 > 0.049874 +| | | | | F5 <= -0.058922: 0 (2.0) +| | | | | F5 > -0.058922 +| | | | | | F3 <= 0.107809: 1 (21.0) +| | | | | | F3 > 0.107809 +| | | | | | | F4 <= 0.012867: 1 (3.0) +| | | | | | | F4 > 0.012867: 0 (2.0) +| | | F1 > 0.038158: 0 (71.0/20.0) + +Number of Leaves : 14 + +Size of the tree : 27 + +meka.classifiers.multilabel.BR: Node #3 + +J48 pruned tree +------------------ + +F6 <= 0.01036: 1 (292.0/101.0) +F6 > 0.01036 +| F2 <= -0.010711: 0 (120.0/2.0) +| F2 > -0.010711 +| | F4 <= -0.026973: 0 (28.0) +| | F4 > -0.026973 +| | | F6 <= 0.036548 +| | | | F8 <= -0.027685 +| | | | | F2 <= 0.030892 +| | | | | | F1 <= 0.01981: 0 (2.0) +| | | | | | F1 > 0.01981: 1 (2.0) +| | | | | F2 > 0.030892: 0 (9.0) +| | | | F8 > -0.027685 +| | | | | F3 <= 0.035431: 1 (17.0/2.0) +| | | | | F3 > 0.035431: 0 (6.0/1.0) +| | | F6 > 0.036548: 0 (15.0/1.0) + +Number of Leaves : 9 + +Size of the tree : 17 + +meka.classifiers.multilabel.BR: Node #4 + +J48 pruned tree +------------------ + +F1 <= -0.013762 +| F9 <= 0.012532 +| | F6 <= -0.06163 +| | | F7 <= 0.016728 +| | | | F3 <= 0.113225 +| | | | | F1 <= -0.071274: 1 (6.0) +| | | | | F1 > -0.071274 +| | | | | | F1 <= -0.067556: 0 (2.0) +| | | | | | F1 > -0.067556: 1 (2.0) +| | | | F3 > 0.113225: 0 (5.0/1.0) +| | | F7 > 0.016728: 1 (14.0) +| | F6 > -0.06163 +| | | F3 <= 0.012054 +| | | | F8 <= -0.037281: 1 (10.0/1.0) +| | | | F8 > -0.037281 +| | | | | F9 <= -0.008007: 0 (21.0/3.0) +| | | | | F9 > -0.008007: 1 (6.0/1.0) +| | | F3 > 0.012054: 0 (33.0) +| F9 > 0.012532 +| | F1 <= -0.059957: 1 (26.0) +| | F1 > -0.059957 +| | | F3 <= 0.005911 +| | | | F5 <= -0.045156: 1 (52.0/8.0) +| | | | F5 > -0.045156: 0 (3.0) +| | | F3 > 0.005911 +| | | | F2 <= -0.052513: 1 (2.0) +| | | | F2 > -0.052513: 0 (9.0/1.0) +F1 > -0.013762: 0 (300.0/9.0) + +Number of Leaves : 15 + +Size of the tree : 29 + +meka.classifiers.multilabel.BR: Node #5 + +J48 pruned tree +------------------ + +F1 <= 0.030452 +| F9 <= -0.008007 +| | F9 <= -0.047372: 0 (63.0/5.0) +| | F9 > -0.047372 +| | | F9 <= -0.042704: 1 (6.0) +| | | F9 > -0.042704: 0 (98.0/23.0) +| F9 > -0.008007 +| | F2 <= 0.055307 +| | | F3 <= 0.020186 +| | | | F0 <= -0.042136: 1 (109.0/28.0) +| | | | F0 > -0.042136: 0 (17.0/4.0) +| | | F3 > 0.020186 +| | | | F1 <= 0.015477 +| | | | | F4 <= -0.06486: 1 (2.0) +| | | | | F4 > -0.06486: 0 (36.0/5.0) +| | | | F1 > 0.015477: 1 (3.0) +| | F2 > 0.055307: 0 (23.0/1.0) +F1 > 0.030452: 0 (134.0/6.0) + +Number of Leaves : 10 + +Size of the tree : 19 + +meka.classifiers.multilabel.BR: Node #6 + +J48 pruned tree +------------------ + +F6 <= -0.002348 +| F2 <= 0.069102: 0 (226.0/11.0) +| F2 > 0.069102 +| | F8 <= -0.012617: 1 (9.0/1.0) +| | F8 > -0.012617: 0 (4.0) +F6 > -0.002348 +| F4 <= -0.056138: 1 (21.0) +| F4 > -0.056138 +| | F2 <= 0.084568 +| | | F6 <= 0.012033: 0 (46.0/9.0) +| | | F6 > 0.012033 +| | | | F8 <= -0.001256: 1 (77.0/22.0) +| | | | F8 > -0.001256 +| | | | | F1 <= 0.033724: 0 (18.0/1.0) +| | | | | F1 > 0.033724 +| | | | | | F5 <= -0.046463: 0 (63.0/29.0) +| | | | | | F5 > -0.046463: 1 (7.0) +| | F2 > 0.084568: 1 (20.0/1.0) + +Number of Leaves : 10 + +Size of the tree : 19 + + + +meka.classifiers.multilabel.meta.MLRF: Model #6 + +meka.classifiers.multilabel.BR: Node #1 + +J48 pruned tree +------------------ + +F0 <= -0.038236 +| F6 <= -0.010855 +| | F1 <= -0.07749: 1 (37.0/9.0) +| | F1 > -0.07749 +| | | F9 <= -0.046035 +| | | | F2 <= -0.028158: 0 (5.0/1.0) +| | | | F2 > -0.028158: 1 (18.0/2.0) +| | | F9 > -0.046035 +| | | | F5 <= -0.04765: 0 (97.0/24.0) +| | | | F5 > -0.04765 +| | | | | F5 <= -0.045585 +| | | | | | F1 <= -0.008033: 1 (8.0) +| | | | | | F1 > -0.008033: 0 (3.0/1.0) +| | | | | F5 > -0.045585: 0 (2.0) +| F6 > -0.010855 +| | F3 <= 0.021455: 0 (165.0/3.0) +| | F3 > 0.021455 +| | | F6 <= 0.06172 +| | | | F3 <= 0.087722 +| | | | | F8 <= 0.031983: 0 (45.0/8.0) +| | | | | F8 > 0.031983 +| | | | | | F1 <= 0.029609 +| | | | | | | F3 <= 0.069544: 1 (8.0/1.0) +| | | | | | | F3 > 0.069544: 0 (2.0) +| | | | | | F1 > 0.029609: 0 (3.0) +| | | | F3 > 0.087722 +| | | | | F3 <= 0.093448: 1 (6.0) +| | | | | F3 > 0.093448 +| | | | | | F2 <= 0.049804 +| | | | | | | F2 <= 0.038649: 0 (3.0/1.0) +| | | | | | | F2 > 0.038649: 1 (2.0) +| | | | | | F2 > 0.049804: 0 (2.0) +| | | F6 > 0.06172: 0 (33.0) +F0 > -0.038236 +| F6 <= -0.003408: 1 (41.0/4.0) +| F6 > -0.003408 +| | F5 <= -0.044865: 0 (5.0) +| | F5 > -0.044865 +| | | F0 <= -0.036199: 1 (3.0) +| | | F0 > -0.036199: 0 (3.0/1.0) + +Number of Leaves : 21 + +Size of the tree : 41 + +meka.classifiers.multilabel.BR: Node #2 + +J48 pruned tree +------------------ + +F1 <= 0.043478 +| F3 <= 0.054008: 0 (348.0/93.0) +| F3 > 0.054008 +| | F2 <= 0.010688 +| | | F1 <= 0.019241: 0 (9.0) +| | | F1 > 0.019241 +| | | | F1 <= 0.031372: 1 (2.0) +| | | | F1 > 0.031372: 0 (2.0) +| | F2 > 0.010688 +| | | F2 <= 0.072383: 1 (34.0/4.0) +| | | F2 > 0.072383: 0 (3.0) +F1 > 0.043478 +| F7 <= -0.044931 +| | F3 <= -0.044399: 0 (2.0) +| | F3 > -0.044399: 1 (6.0/1.0) +| F7 > -0.044931: 0 (85.0/5.0) + +Number of Leaves : 9 + +Size of the tree : 17 + +meka.classifiers.multilabel.BR: Node #3 + +J48 pruned tree +------------------ + +F6 <= -0.013149 +| F7 <= 0.007962 +| | F6 <= -0.056627: 0 (25.0) +| | F6 > -0.056627 +| | | F8 <= -0.013333 +| | | | F4 <= 0.00604: 0 (26.0) +| | | | F4 > 0.00604 +| | | | | F7 <= -0.054273: 0 (5.0) +| | | | | F7 > -0.054273 +| | | | | | F0 <= -0.052846: 1 (4.0) +| | | | | | F0 > -0.052846: 0 (3.0) +| | | F8 > -0.013333 +| | | | F7 <= -0.068522: 0 (7.0) +| | | | F7 > -0.068522 +| | | | | F2 <= -0.007623: 1 (12.0) +| | | | | F2 > -0.007623 +| | | | | | F7 <= -0.03445: 0 (5.0) +| | | | | | F7 > -0.03445 +| | | | | | | F4 <= -0.009266: 0 (4.0/1.0) +| | | | | | | F4 > -0.009266: 1 (4.0) +| F7 > 0.007962: 0 (104.0/1.0) +F6 > -0.013149 +| F1 <= 0.002578 +| | F3 <= 0.014688 +| | | F8 <= -0.027293 +| | | | F8 <= -0.055638: 1 (3.0) +| | | | F8 > -0.055638: 0 (9.0/1.0) +| | | F8 > -0.027293: 1 (11.0/1.0) +| | F3 > 0.014688 +| | | F2 <= -0.077553: 1 (3.0/1.0) +| | | F2 > -0.077553: 0 (16.0) +| F1 > 0.002578: 1 (250.0/76.0) + +Number of Leaves : 17 + +Size of the tree : 33 + +meka.classifiers.multilabel.BR: Node #4 + +J48 pruned tree +------------------ + +F1 <= 0.025873: 0 (327.0/15.0) +F1 > 0.025873 +| F9 <= 0.012681 +| | F2 <= -0.01518: 0 (10.0) +| | F2 > -0.01518 +| | | F8 <= -0.032193: 1 (13.0/1.0) +| | | F8 > -0.032193 +| | | | F1 <= 0.047935: 0 (27.0/3.0) +| | | | F1 > 0.047935 +| | | | | F2 <= 0.026521: 0 (3.0) +| | | | | F2 > 0.026521 +| | | | | | F6 <= 0.069425 +| | | | | | | F0 <= -0.047835: 0 (4.0) +| | | | | | | F0 > -0.047835: 1 (3.0) +| | | | | | F6 > 0.069425: 1 (14.0) +| F9 > 0.012681: 1 (90.0/15.0) + +Number of Leaves : 9 + +Size of the tree : 17 + +meka.classifiers.multilabel.BR: Node #5 + +J48 pruned tree +------------------ + +F1 <= 0.02227: 0 (311.0/45.0) +F1 > 0.02227 +| F3 <= 0.00884 +| | F7 <= -0.043605: 0 (10.0/1.0) +| | F7 > -0.043605 +| | | F5 <= -0.046602 +| | | | F6 <= 0.034746 +| | | | | F3 <= -0.021618 +| | | | | | F4 <= -0.049019: 0 (6.0) +| | | | | | F4 > -0.049019 +| | | | | | | F7 <= -0.005816: 0 (6.0/1.0) +| | | | | | | F7 > -0.005816 +| | | | | | | | F6 <= 0.003992: 0 (4.0/1.0) +| | | | | | | | F6 > 0.003992: 1 (10.0) +| | | | | F3 > -0.021618: 1 (17.0) +| | | | F6 > 0.034746: 1 (38.0/1.0) +| | | F5 > -0.046602: 0 (5.0) +| F3 > 0.00884 +| | F1 <= 0.050591: 0 (53.0/9.0) +| | F1 > 0.050591 +| | | F0 <= -0.062757: 0 (8.0) +| | | F0 > -0.062757: 1 (23.0/8.0) + +Number of Leaves : 12 + +Size of the tree : 23 + +meka.classifiers.multilabel.BR: Node #6 + +J48 pruned tree +------------------ + +F6 <= -0.003562 +| F2 <= -0.06918: 1 (29.0/2.0) +| F2 > -0.06918 +| | F4 <= -0.039589 +| | | F4 <= -0.127849: 0 (3.0) +| | | F4 > -0.127849 +| | | | F7 <= -0.039364: 0 (4.0/1.0) +| | | | F7 > -0.039364: 1 (51.0/8.0) +| | F4 > -0.039589 +| | | F3 <= 0.012634 +| | | | F0 <= -0.039576 +| | | | | F3 <= -0.002165 +| | | | | | F8 <= 0.105079: 0 (59.0/19.0) +| | | | | | F8 > 0.105079: 1 (4.0) +| | | | | F3 > -0.002165 +| | | | | | F6 <= -0.013668: 0 (22.0) +| | | | | | F6 > -0.013668 +| | | | | | | F1 <= -0.007347: 0 (2.0) +| | | | | | | F1 > -0.007347: 1 (2.0) +| | | | F0 > -0.039576 +| | | | | F0 <= -0.035718: 1 (6.0) +| | | | | F0 > -0.035718 +| | | | | | F0 <= -0.035505: 0 (2.0) +| | | | | | F0 > -0.035505: 1 (4.0/1.0) +| | | F3 > 0.012634 +| | | | F6 <= -0.102539: 0 (5.0) +| | | | F6 > -0.102539 +| | | | | F2 <= -0.02333: 1 (10.0) +| | | | | F2 > -0.02333 +| | | | | | F5 <= -0.05285: 0 (5.0) +| | | | | | F5 > -0.05285 +| | | | | | | F4 <= -0.031981: 0 (3.0) +| | | | | | | F4 > -0.031981 +| | | | | | | | F8 <= 0.033471: 1 (16.0) +| | | | | | | | F8 > 0.033471 +| | | | | | | | | F1 <= -0.082397: 1 (5.0/1.0) +| | | | | | | | | F1 > -0.082397: 0 (6.0/1.0) +F6 > -0.003562 +| F2 <= -0.064018 +| | F9 <= 0.006991: 1 (13.0/2.0) +| | F9 > 0.006991: 0 (4.0) +| F2 > -0.064018 +| | F4 <= -0.074594 +| | | F6 <= 0.007457: 1 (3.0) +| | | F6 > 0.007457 +| | | | F2 <= 0.079822: 0 (12.0) +| | | | F2 > 0.079822: 1 (2.0) +| | F4 > -0.074594: 0 (219.0/8.0) + +Number of Leaves : 25 + +Size of the tree : 49 + + + +meka.classifiers.multilabel.meta.MLRF: Model #7 + +meka.classifiers.multilabel.BR: Node #1 + +J48 pruned tree +------------------ + +F6 <= -0.033979 +| F0 <= -0.037864 +| | F9 <= 0.037229 +| | | F1 <= -0.10984 +| | | | F1 <= -0.14709: 1 (6.0) +| | | | F1 > -0.14709 +| | | | | F1 <= -0.142266: 0 (4.0) +| | | | | F1 > -0.142266: 1 (15.0/1.0) +| | | F1 > -0.10984 +| | | | F5 <= -0.04775: 0 (48.0/17.0) +| | | | F5 > -0.04775: 1 (10.0/1.0) +| | F9 > 0.037229: 1 (11.0) +| F0 > -0.037864: 1 (31.0/2.0) +F6 > -0.033979 +| F0 <= -0.038654: 0 (345.0/48.0) +| F0 > -0.038654: 1 (21.0/9.0) + +Number of Leaves : 9 + +Size of the tree : 17 + +meka.classifiers.multilabel.BR: Node #2 + +J48 pruned tree +------------------ + +F8 <= -0.001388 +| F1 <= 0.066302 +| | F6 <= -0.059347: 0 (53.0/11.0) +| | F6 > -0.059347 +| | | F3 <= -0.0013: 1 (73.0/24.0) +| | | F3 > -0.0013: 0 (56.0/17.0) +| F1 > 0.066302: 0 (25.0/1.0) +F8 > -0.001388: 0 (284.0/57.0) + +Number of Leaves : 5 + +Size of the tree : 9 + +meka.classifiers.multilabel.BR: Node #3 + +J48 pruned tree +------------------ + +F6 <= -0.011775 +| F2 <= -0.011093 +| | F2 <= -0.044966 +| | | F8 <= 0.014333 +| | | | F0 <= -0.053067 +| | | | | F1 <= -0.035847: 0 (3.0) +| | | | | F1 > -0.035847: 1 (5.0) +| | | | F0 > -0.053067: 0 (5.0) +| | | F8 > 0.014333: 0 (33.0) +| | F2 > -0.044966 +| | | F5 <= -0.04948 +| | | | F1 <= 0.014002 +| | | | | F3 <= -0.006783 +| | | | | | F5 <= -0.052945: 1 (3.0) +| | | | | | F5 > -0.052945: 0 (2.0) +| | | | | F3 > -0.006783: 1 (11.0) +| | | | F1 > 0.014002: 0 (2.0) +| | | F5 > -0.04948: 0 (4.0) +| F2 > -0.011093: 0 (143.0/5.0) +F6 > -0.011775 +| F9 <= 0.075559 +| | F5 <= -0.057487 +| | | F9 <= 0.041445: 0 (39.0/16.0) +| | | F9 > 0.041445: 1 (6.0) +| | F5 > -0.057487 +| | | F3 <= 0.088166: 1 (199.0/45.0) +| | | F3 > 0.088166 +| | | | F3 <= 0.095543: 0 (6.0) +| | | | F3 > 0.095543 +| | | | | F4 <= -0.004476: 1 (4.0) +| | | | | F4 > -0.004476 +| | | | | | F8 <= 0.017693: 1 (2.0) +| | | | | | F8 > 0.017693: 0 (4.0) +| F9 > 0.075559: 0 (20.0/6.0) + +Number of Leaves : 18 + +Size of the tree : 35 + +meka.classifiers.multilabel.BR: Node #4 + +J48 pruned tree +------------------ + +F1 <= 0.013529 +| F6 <= -0.011775: 0 (206.0) +| F6 > -0.011775 +| | F5 <= -0.048249: 0 (84.0/4.0) +| | F5 > -0.048249 +| | | F0 <= -0.041807: 1 (4.0) +| | | F0 > -0.041807: 0 (3.0) +F1 > 0.013529 +| F9 <= -0.004346 +| | F5 <= -0.044999 +| | | F7 <= 0.024459 +| | | | F4 <= 0.032427: 1 (76.0/5.0) +| | | | F4 > 0.032427 +| | | | | F3 <= 0.091666: 0 (6.0/1.0) +| | | | | F3 > 0.091666: 1 (5.0) +| | | F7 > 0.024459 +| | | | F9 <= -0.084136: 1 (4.0) +| | | | F9 > -0.084136 +| | | | | F1 <= 0.041217 +| | | | | | F0 <= -0.061884: 1 (4.0/1.0) +| | | | | | F0 > -0.061884: 0 (2.0) +| | | | | F1 > 0.041217: 0 (4.0) +| | F5 > -0.044999 +| | | F9 <= -0.014934: 0 (5.0) +| | | F9 > -0.014934: 1 (2.0) +| F9 > -0.004346 +| | F6 <= 0.051997 +| | | F3 <= 0.031871: 0 (45.0/1.0) +| | | F3 > 0.031871 +| | | | F8 <= 0.058312 +| | | | | F0 <= -0.043525: 0 (7.0) +| | | | | F0 > -0.043525: 1 (2.0) +| | | | F8 > 0.058312: 1 (3.0) +| | F6 > 0.051997 +| | | F5 <= -0.0531 +| | | | F6 <= 0.078383: 0 (6.0) +| | | | F6 > 0.078383: 1 (11.0/1.0) +| | | F5 > -0.0531: 1 (12.0) + +Number of Leaves : 20 + +Size of the tree : 39 + +meka.classifiers.multilabel.BR: Node #5 + +J48 pruned tree +------------------ + +F1 <= -0.002499 +| F1 <= -0.031619: 0 (106.0/4.0) +| F1 > -0.031619 +| | F2 <= 0.023998: 0 (109.0/15.0) +| | F2 > 0.023998 +| | | F3 <= -0.025939: 0 (3.0) +| | | F3 > -0.025939 +| | | | F8 <= 0.035156: 1 (9.0/1.0) +| | | | F8 > 0.035156: 0 (2.0) +F1 > -0.002499 +| F0 <= -0.038654 +| | F3 <= 0.024726: 0 (138.0/37.0) +| | F3 > 0.024726 +| | | F9 <= -0.010485 +| | | | F9 <= -0.055142 +| | | | | F8 <= 0.039907 +| | | | | | F6 <= 0.033638: 0 (18.0/7.0) +| | | | | | F6 > 0.033638 +| | | | | | | F5 <= -0.047941: 1 (15.0/1.0) +| | | | | | | F5 > -0.047941: 0 (2.0) +| | | | | F8 > 0.039907: 1 (10.0) +| | | | F9 > -0.055142: 1 (32.0) +| | | F9 > -0.010485 +| | | | F3 <= 0.033884: 1 (4.0) +| | | | F3 > 0.033884: 0 (19.0/5.0) +| F0 > -0.038654: 0 (24.0) + +Number of Leaves : 14 + +Size of the tree : 27 + +meka.classifiers.multilabel.BR: Node #6 + +J48 pruned tree +------------------ + +F6 <= -0.001381 +| F9 <= 0.042677 +| | F2 <= -0.082393: 1 (19.0/1.0) +| | F2 > -0.082393 +| | | F6 <= -0.021971 +| | | | F3 <= -0.013136 +| | | | | F8 <= 0.003281: 0 (37.0/9.0) +| | | | | F8 > 0.003281: 1 (6.0/1.0) +| | | | F3 > -0.013136: 1 (99.0/35.0) +| | | F6 > -0.021971: 0 (59.0/13.0) +| F9 > 0.042677: 1 (34.0/2.0) +F6 > -0.001381 +| F2 <= -0.069392 +| | F8 <= 0.061759 +| | | F3 <= -0.032795: 1 (5.0/1.0) +| | | F3 > -0.032795: 0 (4.0) +| | F8 > 0.061759: 1 (6.0) +| F2 > -0.069392: 0 (222.0/9.0) + +Number of Leaves : 10 + +Size of the tree : 19 + + + +meka.classifiers.multilabel.meta.MLRF: Model #8 + +meka.classifiers.multilabel.BR: Node #1 + +J48 pruned tree +------------------ + +F6 <= -0.018913 +| F2 <= -0.020586 +| | F0 <= -0.067065: 1 (5.0/1.0) +| | F0 > -0.067065 +| | | F7 <= -0.013742 +| | | | F2 <= -0.084077 +| | | | | F2 <= -0.085783: 0 (9.0/1.0) +| | | | | F2 > -0.085783: 1 (2.0) +| | | | F2 > -0.084077: 0 (30.0) +| | | F7 > -0.013742 +| | | | F3 <= 0.006974: 1 (5.0) +| | | | F3 > 0.006974: 0 (8.0/1.0) +| F2 > -0.020586: 1 (147.0/47.0) +F6 > -0.018913 +| F5 <= -0.046138: 0 (262.0/23.0) +| F5 > -0.046138 +| | F4 <= 0.047991: 0 (18.0/5.0) +| | F4 > 0.047991: 1 (5.0) + +Number of Leaves : 10 + +Size of the tree : 19 + +meka.classifiers.multilabel.BR: Node #2 + +J48 pruned tree +------------------ + +F8 <= 0.03379: 0 (367.0/78.0) +F8 > 0.03379 +| F9 <= 0.072867 +| | F1 <= -0.063209: 0 (13.0/1.0) +| | F1 > -0.063209 +| | | F1 <= 0.000655 +| | | | F5 <= -0.049287 +| | | | | F2 <= 0.066425: 1 (26.0) +| | | | | F2 > 0.066425: 0 (3.0/1.0) +| | | | F5 > -0.049287 +| | | | | F5 <= -0.045989 +| | | | | | F2 <= 0.034988: 0 (6.0) +| | | | | | F2 > 0.034988 +| | | | | | | F1 <= -0.037885: 0 (4.0) +| | | | | | | F1 > -0.037885: 1 (6.0/1.0) +| | | | | F5 > -0.045989: 1 (9.0) +| | | F1 > 0.000655 +| | | | F5 <= -0.046088 +| | | | | F4 <= -0.039752: 1 (4.0) +| | | | | F4 > -0.039752 +| | | | | | F2 <= -0.009579: 0 (8.0) +| | | | | | F2 > -0.009579 +| | | | | | | F2 <= 0.027816: 1 (10.0/2.0) +| | | | | | | F2 > 0.027816: 0 (12.0/3.0) +| | | | F5 > -0.046088: 0 (11.0) +| F9 > 0.072867: 0 (12.0) + +Number of Leaves : 14 + +Size of the tree : 27 + +meka.classifiers.multilabel.BR: Node #3 + +J48 pruned tree +------------------ + +F6 <= -0.018913 +| F7 <= 0.00299 +| | F6 <= -0.065032: 0 (22.0) +| | F6 > -0.065032 +| | | F2 <= -0.067537: 0 (25.0/1.0) +| | | F2 > -0.067537 +| | | | F0 <= -0.051365 +| | | | | F4 <= 0.044784 +| | | | | | F1 <= 0.026352: 1 (13.0) +| | | | | | F1 > 0.026352 +| | | | | | | F0 <= -0.057992 +| | | | | | | | F8 <= 0.013922: 1 (4.0) +| | | | | | | | F8 > 0.013922: 0 (4.0/1.0) +| | | | | | | F0 > -0.057992: 0 (5.0) +| | | | | F4 > 0.044784: 0 (6.0) +| | | | F0 > -0.051365 +| | | | | F2 <= 0.046886: 0 (21.0/2.0) +| | | | | F2 > 0.046886: 1 (2.0) +| F7 > 0.00299: 0 (104.0/1.0) +F6 > -0.018913: 1 (285.0/97.0) + +Number of Leaves : 11 + +Size of the tree : 21 + +meka.classifiers.multilabel.BR: Node #4 + +J48 pruned tree +------------------ + +F1 <= -0.012059 +| F8 <= 0.000084 +| | F2 <= -0.025452 +| | | F4 <= -0.01995 +| | | | F3 <= -0.027857: 0 (2.0) +| | | | F3 > -0.027857: 1 (7.0/1.0) +| | | F4 > -0.01995: 0 (5.0) +| | F2 > -0.025452: 1 (78.0/10.0) +| F8 > 0.000084 +| | F6 <= 0.058431 +| | | F3 <= 0.032311: 0 (56.0/5.0) +| | | F3 > 0.032311 +| | | | F2 <= 0.01961 +| | | | | F5 <= -0.05522: 0 (3.0) +| | | | | F5 > -0.05522 +| | | | | | F6 <= -0.010594: 0 (2.0) +| | | | | | F6 > -0.010594: 1 (9.0) +| | | | F2 > 0.01961: 0 (5.0) +| | F6 > 0.058431 +| | | F0 <= -0.056236 +| | | | F2 <= 0.07193 +| | | | | F4 <= -0.054064: 1 (3.0) +| | | | | F4 > -0.054064: 0 (6.0/1.0) +| | | | F2 > 0.07193: 1 (4.0) +| | | F0 > -0.056236: 1 (18.0) +F1 > -0.012059: 0 (293.0/8.0) + +Number of Leaves : 14 + +Size of the tree : 27 + +meka.classifiers.multilabel.BR: Node #5 + +J48 pruned tree +------------------ + +F1 <= 0.000948 +| F0 <= -0.038008 +| | F3 <= 0.019738 +| | | F4 <= -0.021562 +| | | | F0 <= -0.063515: 0 (9.0/1.0) +| | | | F0 > -0.063515: 1 (25.0/9.0) +| | | F4 > -0.021562: 0 (86.0/13.0) +| | F3 > 0.019738: 1 (117.0/38.0) +| F0 > -0.038008: 0 (22.0) +F1 > 0.000948: 0 (232.0/27.0) + +Number of Leaves : 6 + +Size of the tree : 11 + +meka.classifiers.multilabel.BR: Node #6 + +J48 pruned tree +------------------ + +F6 <= 0.001928 +| F4 <= -0.000357 +| | F2 <= -0.049619 +| | | F1 <= -0.001579: 0 (3.0) +| | | F1 > -0.001579 +| | | | F4 <= -0.0044 +| | | | | F1 <= 0.014902 +| | | | | | F1 <= 0.008666: 1 (4.0) +| | | | | | F1 > 0.008666 +| | | | | | | F2 <= -0.0743: 1 (3.0/1.0) +| | | | | | | F2 > -0.0743: 0 (3.0) +| | | | | F1 > 0.014902: 1 (13.0) +| | | | F4 > -0.0044: 0 (2.0) +| | F2 > -0.049619 +| | | F0 <= -0.040111 +| | | | F1 <= 0.026352 +| | | | | F3 <= 0.047104: 0 (42.0) +| | | | | F3 > 0.047104 +| | | | | | F2 <= 0.000971: 1 (2.0) +| | | | | | F2 > 0.000971: 0 (6.0) +| | | | F1 > 0.026352 +| | | | | F8 <= 0.005383: 1 (23.0/8.0) +| | | | | F8 > 0.005383: 0 (19.0/2.0) +| | | F0 > -0.040111 +| | | | F1 <= 0.033054 +| | | | | F2 <= 0.003153: 1 (4.0) +| | | | | F2 > 0.003153 +| | | | | | F5 <= -0.049529: 1 (2.0) +| | | | | | F5 > -0.049529: 0 (8.0/1.0) +| | | | F1 > 0.033054: 1 (8.0) +| F4 > -0.000357: 1 (136.0/41.0) +F6 > 0.001928 +| F7 <= -0.06394 +| | F2 <= -0.03762 +| | | F3 <= -0.00139 +| | | | F7 <= -0.099976: 0 (4.0/1.0) +| | | | F7 > -0.099976: 1 (5.0) +| | | F3 > -0.00139: 0 (3.0) +| | F2 > -0.03762: 0 (6.0) +| F7 > -0.06394 +| | F7 <= 0.074998: 0 (185.0/3.0) +| | F7 > 0.074998 +| | | F8 <= -0.016558 +| | | | F8 <= -0.065475: 0 (2.0) +| | | | F8 > -0.065475: 1 (3.0) +| | | F8 > -0.016558: 0 (5.0) + +Number of Leaves : 24 + +Size of the tree : 47 + + + +meka.classifiers.multilabel.meta.MLRF: Model #9 + +meka.classifiers.multilabel.BR: Node #1 + +J48 pruned tree +------------------ + +F0 <= -0.039094 +| F6 <= 0.015387 +| | F3 <= -0.017161 +| | | F4 <= 0.083172: 0 (92.0/18.0) +| | | F4 > 0.083172: 1 (6.0/1.0) +| | F3 > -0.017161: 0 (174.0/5.0) +| F6 > 0.015387 +| | F2 <= -0.012941 +| | | F0 <= -0.068399: 1 (5.0/1.0) +| | | F0 > -0.068399 +| | | | F4 <= 0.09514: 0 (53.0/4.0) +| | | | F4 > 0.09514: 1 (3.0) +| | F2 > -0.012941 +| | | F7 <= 0.051653: 1 (96.0/32.0) +| | | F7 > 0.051653: 0 (6.0) +F0 > -0.039094 +| F6 <= 0.000404 +| | F2 <= 0.041426: 0 (6.0) +| | F2 > 0.041426: 1 (5.0/1.0) +| F6 > 0.000404: 1 (45.0/6.0) + +Number of Leaves : 11 + +Size of the tree : 21 + +meka.classifiers.multilabel.BR: Node #2 + +J48 pruned tree +------------------ + +F9 <= -0.017824 +| F1 <= 0.067756 +| | F1 <= -0.010228: 0 (70.0/17.0) +| | F1 > -0.010228 +| | | F3 <= -0.049298 +| | | | F4 <= -0.04365: 0 (2.0) +| | | | F4 > -0.04365: 1 (22.0/1.0) +| | | F3 > -0.049298 +| | | | F8 <= -0.076216: 0 (7.0) +| | | | F8 > -0.076216 +| | | | | F4 <= 0.000538 +| | | | | | F6 <= -0.056307: 1 (3.0/1.0) +| | | | | | F6 > -0.056307: 0 (9.0) +| | | | | F4 > 0.000538 +| | | | | | F6 <= -0.0588: 0 (5.0) +| | | | | | F6 > -0.0588: 1 (44.0/14.0) +| F1 > 0.067756: 0 (18.0/1.0) +F9 > -0.017824: 0 (311.0/64.0) + +Number of Leaves : 10 + +Size of the tree : 19 + +meka.classifiers.multilabel.BR: Node #3 + +J48 pruned tree +------------------ + +F6 <= 0.017314: 1 (295.0/103.0) +F6 > 0.017314 +| F2 <= -0.01084 +| | F2 <= -0.027834 +| | | F8 <= -0.009044: 0 (30.0) +| | | F8 > -0.009044 +| | | | F7 <= -0.029983 +| | | | | F3 <= -0.009786 +| | | | | | F1 <= -0.038458: 0 (6.0) +| | | | | | F1 > -0.038458: 1 (3.0/1.0) +| | | | | F3 > -0.009786: 1 (7.0) +| | | | F7 > -0.029983: 0 (5.0) +| | F2 > -0.027834: 1 (8.0/1.0) +| F2 > -0.01084: 0 (137.0/4.0) + +Number of Leaves : 8 + +Size of the tree : 15 + +meka.classifiers.multilabel.BR: Node #4 + +J48 pruned tree +------------------ + +F1 <= 0.011464 +| F6 <= 0.005807 +| | F5 <= -0.048543: 0 (55.0/3.0) +| | F5 > -0.048543 +| | | F0 <= -0.041749: 1 (4.0) +| | | F0 > -0.041749: 0 (3.0) +| F6 > 0.005807: 0 (236.0/1.0) +F1 > 0.011464 +| F3 <= 0.001268 +| | F6 <= -0.064773 +| | | F5 <= -0.05318 +| | | | F1 <= 0.069273: 0 (4.0) +| | | | F1 > 0.069273: 1 (13.0/2.0) +| | | F5 > -0.05318: 1 (16.0) +| | F6 > -0.064773: 0 (56.0/6.0) +| F3 > 0.001268 +| | F4 <= 0.039155 +| | | F7 <= 0.091139 +| | | | F6 <= -0.001172: 1 (74.0/4.0) +| | | | F6 > -0.001172 +| | | | | F9 <= 0.083127: 0 (4.0) +| | | | | F9 > 0.083127: 1 (2.0) +| | | F7 > 0.091139: 0 (3.0) +| | F4 > 0.039155 +| | | F2 <= 0.056682 +| | | | F8 <= -0.075483: 1 (2.0) +| | | | F8 > -0.075483 +| | | | | F7 <= 0.043235: 0 (8.0) +| | | | | F7 > 0.043235 +| | | | | | F0 <= -0.049504: 1 (2.0) +| | | | | | F0 > -0.049504: 0 (5.0/1.0) +| | | F2 > 0.056682: 1 (4.0) + +Number of Leaves : 17 + +Size of the tree : 33 + +meka.classifiers.multilabel.BR: Node #5 + +J48 pruned tree +------------------ + +F6 <= 0.005807 +| F3 <= -0.005475 +| | F1 <= 0.057988: 0 (84.0/7.0) +| | F1 > 0.057988 +| | | F0 <= -0.06469: 0 (8.0) +| | | F0 > -0.06469: 1 (18.0/6.0) +| F3 > -0.005475 +| | F0 <= -0.039094 +| | | F7 <= -0.024379 +| | | | F2 <= 0.000715: 0 (26.0/7.0) +| | | | F2 > 0.000715: 1 (4.0) +| | | F7 > -0.024379 +| | | | F9 <= -0.028335 +| | | | | F0 <= -0.049862: 0 (5.0) +| | | | | F0 > -0.049862 +| | | | | | F0 <= -0.047048: 1 (3.0) +| | | | | | F0 > -0.047048: 0 (4.0/1.0) +| | | | F9 > -0.028335: 1 (89.0/15.0) +| | F0 > -0.039094: 0 (8.0) +F6 > 0.005807 +| F4 <= -0.006272 +| | F1 <= -0.033348: 0 (52.0/4.0) +| | F1 > -0.033348 +| | | F6 <= 0.016757 +| | | | F0 <= -0.064315: 1 (2.0) +| | | | F0 > -0.064315: 0 (17.0) +| | | F6 > 0.016757 +| | | | F2 <= 0.033087 +| | | | | F0 <= -0.054262: 1 (4.0) +| | | | | F0 > -0.054262 +| | | | | | F4 <= -0.011152: 0 (12.0/2.0) +| | | | | | F4 > -0.011152: 1 (3.0) +| | | | F2 > 0.033087: 1 (5.0) +| F4 > -0.006272: 0 (147.0/8.0) + +Number of Leaves : 18 + +Size of the tree : 35 + +meka.classifiers.multilabel.BR: Node #6 + +J48 pruned tree +------------------ + +F6 <= 0.006015 +| F2 <= -0.068698 +| | F8 <= -0.046964: 1 (5.0) +| | F8 > -0.046964 +| | | F3 <= -0.021349: 1 (4.0/1.0) +| | | F3 > -0.021349: 0 (4.0) +| F2 > -0.068698 +| | F3 <= 0.069945: 0 (215.0/6.0) +| | F3 > 0.069945 +| | | F6 <= -0.008807 +| | | | F2 <= 0.067993: 0 (15.0) +| | | | F2 > 0.067993: 1 (2.0) +| | | F6 > -0.008807: 1 (5.0/1.0) +F6 > 0.006015 +| F4 <= 0.048111 +| | F2 <= -0.08443: 1 (13.0) +| | F2 > -0.08443 +| | | F0 <= -0.040819: 0 (137.0/54.0) +| | | F0 > -0.040819 +| | | | F4 <= 0.044061: 1 (44.0/10.0) +| | | | F4 > 0.044061: 0 (3.0) +| F4 > 0.048111: 1 (44.0/5.0) + +Number of Leaves : 12 + +Size of the tree : 23 + + + +meka.classifiers.multilabel.meta.MLRF: Model #10 + +meka.classifiers.multilabel.BR: Node #1 + +J48 pruned tree +------------------ + +F6 <= -0.015826 +| F2 <= -0.010943 +| | F0 <= -0.068041: 1 (5.0/1.0) +| | F0 > -0.068041: 0 (48.0/8.0) +| F2 > -0.010943: 1 (142.0/46.0) +F6 > -0.015826: 0 (296.0/38.0) + +Number of Leaves : 4 + +Size of the tree : 7 + +meka.classifiers.multilabel.BR: Node #2 + +J48 pruned tree +------------------ + +F8 <= -0.000561: 0 (287.0/53.0) +F8 > -0.000561 +| F6 <= 0.064389 +| | F6 <= 0.004409: 0 (114.0/37.0) +| | F6 > 0.004409 +| | | F3 <= 0.018715: 1 (50.0/10.0) +| | | F3 > 0.018715: 0 (7.0/1.0) +| F6 > 0.064389: 0 (33.0/4.0) + +Number of Leaves : 5 + +Size of the tree : 9 + +meka.classifiers.multilabel.BR: Node #3 + +J48 pruned tree +------------------ + +F6 <= -0.013962: 0 (205.0/23.0) +F6 > -0.013962: 1 (286.0/97.0) + +Number of Leaves : 2 + +Size of the tree : 3 + +meka.classifiers.multilabel.BR: Node #4 + +J48 pruned tree +------------------ + +F1 <= 0.01467: 0 (291.0/7.0) +F1 > 0.01467 +| F1 <= 0.054651 +| | F3 <= -0.021037 +| | | F2 <= 0.05863: 0 (35.0) +| | | F2 > 0.05863 +| | | | F4 <= 0.000497: 1 (2.0) +| | | | F4 > 0.000497: 0 (4.0) +| | F3 > -0.021037 +| | | F4 <= 0.038655 +| | | | F8 <= -0.015268 +| | | | | F2 <= 0.048203 +| | | | | | F8 <= -0.047767 +| | | | | | | F8 <= -0.052101 +| | | | | | | | F1 <= 0.024027: 0 (3.0/1.0) +| | | | | | | | F1 > 0.024027: 1 (14.0) +| | | | | | | F8 > -0.052101 +| | | | | | | | F1 <= 0.028218: 1 (2.0) +| | | | | | | | F1 > 0.028218: 0 (4.0) +| | | | | | F8 > -0.047767: 1 (25.0) +| | | | | F2 > 0.048203 +| | | | | | F6 <= 0.024914: 0 (3.0) +| | | | | | F6 > 0.024914: 1 (3.0/1.0) +| | | | F8 > -0.015268 +| | | | | F3 <= 0.040184: 0 (17.0/5.0) +| | | | | F3 > 0.040184: 1 (4.0) +| | | F4 > 0.038655: 0 (22.0/6.0) +| F1 > 0.054651: 1 (62.0/8.0) + +Number of Leaves : 15 + +Size of the tree : 29 + +meka.classifiers.multilabel.BR: Node #5 + +J48 pruned tree +------------------ + +F1 <= 0.018513: 0 (307.0/46.0) +F1 > 0.018513 +| F3 <= -0.021037 +| | F1 <= 0.058371: 0 (39.0/2.0) +| | F1 > 0.058371 +| | | F0 <= -0.063337: 0 (8.0) +| | | F0 > -0.063337 +| | | | F0 <= -0.049755 +| | | | | F9 <= 0.034128 +| | | | | | F3 <= -0.028654 +| | | | | | | F1 <= 0.069282 +| | | | | | | | F3 <= -0.11546: 1 (2.0) +| | | | | | | | F3 > -0.11546: 0 (2.0) +| | | | | | | F1 > 0.069282: 1 (5.0) +| | | | | | F3 > -0.028654: 0 (2.0) +| | | | | F9 > 0.034128: 0 (3.0) +| | | | F0 > -0.049755: 1 (5.0) +| F3 > -0.021037 +| | F0 <= -0.038141 +| | | F9 <= -0.004676 +| | | | F8 <= -0.04725 +| | | | | F6 <= -0.005171: 0 (2.0) +| | | | | F6 > -0.005171: 1 (8.0/1.0) +| | | | F8 > -0.04725 +| | | | | F2 <= 0.057295: 0 (13.0) +| | | | | F2 > 0.057295: 1 (4.0/1.0) +| | | F9 > -0.004676 +| | | | F7 <= -0.047336: 0 (6.0/1.0) +| | | | F7 > -0.047336 +| | | | | F9 <= 0.037297: 1 (31.0) +| | | | | F9 > 0.037297 +| | | | | | F0 <= -0.041484 +| | | | | | | F6 <= 0.034061 +| | | | | | | | F7 <= -0.023567: 0 (4.0) +| | | | | | | | F7 > -0.023567 +| | | | | | | | | F3 <= 0.036757: 1 (9.0) +| | | | | | | | | F3 > 0.036757 +| | | | | | | | | | F5 <= -0.054638: 1 (3.0) +| | | | | | | | | | F5 > -0.054638: 0 (4.0) +| | | | | | | F6 > 0.034061: 1 (23.0/1.0) +| | | | | | F0 > -0.041484: 0 (4.0) +| | F0 > -0.038141: 0 (7.0) + +Number of Leaves : 22 + +Size of the tree : 43 + +meka.classifiers.multilabel.BR: Node #6 + +J48 pruned tree +------------------ + +F6 <= -0.00909 +| F9 <= -0.049574: 1 (26.0/1.0) +| F9 > -0.049574 +| | F4 <= 0.052334 +| | | F2 <= -0.08124: 1 (13.0) +| | | F2 > -0.08124 +| | | | F0 <= -0.04045: 0 (117.0/43.0) +| | | | F0 > -0.04045: 1 (46.0/13.0) +| | F4 > 0.052334 +| | | F6 <= -0.021624: 1 (18.0) +| | | F6 > -0.021624 +| | | | F1 <= -0.004023: 0 (2.0) +| | | | F1 > -0.004023: 1 (2.0) +F6 > -0.00909 +| F2 <= -0.05266 +| | F3 <= 0.025228 +| | | F8 <= 0.000515: 1 (17.0/4.0) +| | | F8 > 0.000515: 0 (6.0/1.0) +| | F3 > 0.025228: 0 (5.0) +| F2 > -0.05266: 0 (239.0/12.0) + +Number of Leaves : 11 + +Size of the tree : 21 + + + +== Evaluation Info + +Classifier meka.classifiers.multilabel.meta.MLRF +Options [-K, 2, -k, 5, -S, 1, -I, 10, -P, 75, -W, meka.classifiers.multilabel.BR, --, -W, weka.classifiers.trees.J48, --, -C, 0.25, -M, 2] +Additional Info +Dataset Music +Number of labels (L) 6 + + +== Predictive Performance + + + +== Additional Measurements + +Number of training instances 491 +Number of test instances 101 +Label cardinality (train set) 1.855 +Label cardinality (test set) 1.941