% 1. Title: meta-data % % 2. Sources: % (a) Creator: % LIACC - University of Porto % R.Campo Alegre 823 % 4150 PORTO % (b) Donor: P.B.Brazdil or J.Gama Tel.: +351 600 1672 % LIACC, University of Porto Fax.: +351 600 3654 % Rua Campo Alegre 823 Email: statlog-adm@ncc.up.pt % 4150 Porto, Portugal % (c) Date: March, 1996 % % (d) Acknowlegements: % LIACC wishes to thank Commission of European Communities % for their support. Also, we wish to thank the following partners % for providing the individual test results: % % - Dept. of Statistics, University of Strathclyde, Glasgow, UK % - Dept. of Statistics, University of Leeds, UK % - Aston University, Birmingham, UK % - Forschungszentrum Ulm, Daimler-Benz AG, Germany % - Brainware GmbH, Berlin, Germany % - Frauenhofer Gesellschaft IITB-EPO, Berlin, Germany % - Institut fuer Kybernetik, Bochum, Germany % - ISoft, Gif sur Yvette, France % - Dept. of CS and AI, University of Granada, Spain % % % 3. Past Usage: % % % Meta-Data was used in order to give advice about which classification % method is appropriate for a particular dataset. % This work is described in: % % -"Machine Learning, Neural and Statistical Learning" % Eds. D.Michie,D.J.Spiegelhalter and C.Taylor % Ellis Horwood-1994 % % - "Characterizing the Applicability of % Classification Algorithms Using Meta-Level Learning", % P. Brazdil, J.Gama and B.Henery: % in Proc. of Machine Learning - ECML-94, % ed. F.Bergadano and L.de Raedt,LNAI Vol.784 Springer-Verlag. % % -"Characterization of Classification Algorithms" % J.Gama, P.Brazdil % in Proc. of EPIA 95, LNAI Vol.990 % Springer-Verlag, 1995 % % % 4. Relevant Information:n % This DataSet is about the results of Statlog project. % The project performed a comparative study between Statistical, Neural % and Symbolic learning algorithms. % % Project StatLog (Esprit Project 5170) was concerned with comparative % studies of different machine learning, neural and statistical % classification algorithms. About 20 different algorithms were % evaluated on more than 20 different datasets. The tests carried out % under project produced many interesting results. % % Algorithms DataSets % ------------------------- -------------------------- % C4.5 NewId Credit_Austr Belgian % AC2 CART Chromosome Credit_Man % IndCART Cal5 CUT DNA % CN2 ITRule Diabetes Digits44 % Discrim QuaDisc Credit_German Faults % LogDisc ALLOC80 Head Heart % kNN SMART KLDigits Letters % BayesTree CASTLE New_Belgian Sat_Image % DIPLO92 RBF Segment Shuttle % LVQ Backprop Technical TseTse % Kohonen Vehicle % % % The results of these tests are comprehensively described in a book % (D.Michie et.al, 1994). % % 5. Number of Instances: 528 % % 6. Number of Attributes: 22 (including an Id#) plus the class attribute % -- all but two attributes are continuously valued % % 7. Attribute Information: % 1. DS_Name categorical Name of DataSet % 2. T continuous Number of examples in test set % 3. N continuous Number of examples % 4. p continuous Number of attributes % 5. k continuous Number of classes % 6. Bin continuous Number of binary Attributes % 7. Cost continuous Cost (1=yes,0=no) % 8. SDratio continuous Standard deviation ratio % 9. correl continuous Mean correlation between attributes % 10. cancor1 continuous First canonical correlation % 11. cancor2 continuous Second canonical correlation % 12. fract1 continuous First eigenvalue % 13. fract2 continuous Second eigenvalue % 14. skewness continuous Mean of |E(X-Mean)|^3/STD^3 % 15. kurtosis continuous Mean of |E(X-Mean)|^4/STD^4 % 16. Hc continuous Mean entropy of attributes % 17. Hx continuous Entropy of classes % 18. MCx continuous Mean mutual entropy of class and attributes % 19. EnAtr continuous Equivalent number of attributes % 20. NSRatio continuous Noise-signal ratio % 21. Alg_Name categorical Name of Algorithm % 22. Norm_error continuous Normalized Error (continuous class) % % % 8. Missing Attribute Values: % % Note that fract2 and cancor2 only apply to datasets with more than % 2 classes. When they appear as '?' this means a don't care value. % % Summary Statistics: % % Attribute Min Max Mean Std % T 270 20000 4569.05 5704.01 % N 270 58000 10734.2 14568.8 % p 6 180 29.5455 36.8533 % k 2 91 9.72727 19.3568 % Bin 0 43 3.18182 9.29227 % Cost 0 1 0.13636 0.35125 % SdRatio 1.0273 4.0014 1.4791 0.65827 % Correl 0.0456 0.751 0.23684 0.1861 % Cancor1 0.5044 0.9884 0.79484 0.15639 % Cancor2 0.1057 0.9623 0.74106 0.269 % Fract1 0.1505 1 0.70067 0.3454 % Fract2 0.2807 1 0.70004 0.29405 % Skewness 0.1802 6.7156 1.78422 1.79022 % Kurtosis 0.9866 160.311 22.6672 41.8496 % Hc 0.2893 4.8787 1.87158 1.44665 % Hx 0.3672 6.5452 3.34502 1.80383 % Mcx 0.0187 1.3149 0.31681 0.33548 % EnAtr 1.56006 160.644 20.6641 35.6614 % NsRatio 1.02314 159.644 28.873 37.925 % @relation 'meta' @attribute DS_Name { Aust_Credit, BT, Belgian, CUT, Chromosone, Credit, DNA, Diabetes, Digits, Faults, German_Credit, Head, Heart, KlDigits, Letters, NewBelgian, SatImage, Segment, Shuttle, Technical, TseTse, Vehicle} @attribute T real @attribute N real @attribute p real @attribute k real @attribute Bin real @attribute Cost real @attribute SDratio real @attribute correl real @attribute cancor1 real @attribute cancor2 real @attribute fract1 real @attribute fract2 real @attribute skewness real @attribute kurtosis real @attribute Hc real @attribute Hx real @attribute MCx real @attribute EnAtr real @attribute NSRatio real @attribute Alg_Name { Ac2, Alloc80, BackProp, Bayes, BayesTree, C4_5, CART, Cal5, Cascade, Castle, Cn2, Default, Dipol92, Discrim, ITrule, IndCART, KNN, Kohonen, LVQ, LogDisc, NewId, QuaDisc, RBF, Smart} @attribute class real @data Aust_Credit,690,690,14,2,4,0,1.2623,0.1024,0.7713,?,1,?,1.9701,12.5538,0.9912,2.3012,0.113,8.77168,19.3646,Ac2,1.35918 Aust_Credit,690,690,14,2,4,0,1.2623,0.1024,0.7713,?,1,?,1.9701,12.5538,0.9912,2.3012,0.113,8.77168,19.3646,Alloc80,1.69562 Aust_Credit,690,690,14,2,4,0,1.2623,0.1024,0.7713,?,1,?,1.9701,12.5538,0.9912,2.3012,0.113,8.77168,19.3646,BackProp,0.582774 Aust_Credit,690,690,14,2,4,0,1.2623,0.1024,0.7713,?,1,?,1.9701,12.5538,0.9912,2.3012,0.113,8.77168,19.3646,Bayes,0.442761 Aust_Credit,690,690,14,2,4,0,1.2623,0.1024,0.7713,?,1,?,1.9701,12.5538,0.9912,2.3012,0.113,8.77168,19.3646,BayesTree,1.13591 Aust_Credit,690,690,14,2,4,0,1.2623,0.1024,0.7713,?,1,?,1.9701,12.5538,0.9912,2.3012,0.113,8.77168,19.3646,C4_5,0.624868 Aust_Credit,690,690,14,2,4,0,1.2623,0.1024,0.7713,?,1,?,1.9701,12.5538,0.9912,2.3012,0.113,8.77168,19.3646,CART,0.0861777 Aust_Credit,690,690,14,2,4,0,1.2623,0.1024,0.7713,?,1,?,1.9701,12.5538,0.9912,2.3012,0.113,8.77168,19.3646,Cal5,-13.8155 Aust_Credit,690,690,14,2,4,0,1.2623,0.1024,0.7713,?,1,?,1.9701,12.5538,0.9912,2.3012,0.113,8.77168,19.3646,Cascade,4.21442 Aust_Credit,690,690,14,2,4,0,1.2623,0.1024,0.7713,?,1,?,1.9701,12.5538,0.9912,2.3012,0.113,8.77168,19.3646,Castle,0.280657 Aust_Credit,690,690,14,2,4,0,1.2623,0.1024,0.7713,?,1,?,1.9701,12.5538,0.9912,2.3012,0.113,8.77168,19.3646,Cn2,1.73748 Aust_Credit,690,690,14,2,4,0,1.2623,0.1024,0.7713,?,1,?,1.9701,12.5538,0.9912,2.3012,0.113,8.77168,19.3646,Default,3.18043 Aust_Credit,690,690,14,2,4,0,1.2623,0.1024,0.7713,?,1,?,1.9701,12.5538,0.9912,2.3012,0.113,8.77168,19.3646,Dipol92,-0.249744 Aust_Credit,690,690,14,2,4,0,1.2623,0.1024,0.7713,?,1,?,1.9701,12.5538,0.9912,2.3012,0.113,8.77168,19.3646,Discrim,-0.249744 Aust_Credit,690,690,14,2,4,0,1.2623,0.1024,0.7713,?,1,?,1.9701,12.5538,0.9912,2.3012,0.113,8.77168,19.3646,ITrule,-0.761426 Aust_Credit,690,690,14,2,4,0,1.2623,0.1024,0.7713,?,1,?,1.9701,12.5538,0.9912,2.3012,0.113,8.77168,19.3646,IndCART,0.491643 Aust_Credit,690,690,14,2,4,0,1.2623,0.1024,0.7713,?,1,?,1.9701,12.5538,0.9912,2.3012,0.113,8.77168,19.3646,KNN,1.35918 Aust_Credit,690,690,14,2,4,0,1.2623,0.1024,0.7713,?,1,?,1.9701,12.5538,0.9912,2.3012,0.113,8.77168,19.3646,Kohonen,4.21442 Aust_Credit,690,690,14,2,4,0,1.2623,0.1024,0.7713,?,1,?,1.9701,12.5538,0.9912,2.3012,0.113,8.77168,19.3646,LVQ,1.63666 Aust_Credit,690,690,14,2,4,0,1.2623,0.1024,0.7713,?,1,?,1.9701,12.5538,0.9912,2.3012,0.113,8.77168,19.3646,LogDisc,-0.249744 Aust_Credit,690,690,14,2,4,0,1.2623,0.1024,0.7713,?,1,?,1.9701,12.5538,0.9912,2.3012,0.113,8.77168,19.3646,NewId,1.35918 Aust_Credit,690,690,14,2,4,0,1.2623,0.1024,0.7713,?,1,?,1.9701,12.5538,0.9912,2.3012,0.113,8.77168,19.3646,QuaDisc,1.77783 Aust_Credit,690,690,14,2,4,0,1.2623,0.1024,0.7713,?,1,?,1.9701,12.5538,0.9912,2.3012,0.113,8.77168,19.3646,RBF,0.0861777 Aust_Credit,690,690,14,2,4,0,1.2623,0.1024,0.7713,?,1,?,1.9701,12.5538,0.9912,2.3012,0.113,8.77168,19.3646,Smart,0.742889 BT,16000,20000,7,2,0,0,1.0975,0.1146,0.6109,?,1,?,6.1012,93.1399,0.2893,2.7416,0.0495,5.84444,54.3859,Ac2,2.20111 BT,16000,20000,7,2,0,0,1.0975,0.1146,0.6109,?,1,?,6.1012,93.1399,0.2893,2.7416,0.0495,5.84444,54.3859,Alloc80,2.29647 BT,16000,20000,7,2,0,0,1.0975,0.1146,0.6109,?,1,?,6.1012,93.1399,0.2893,2.7416,0.0495,5.84444,54.3859,BackProp,0.997318 BT,16000,20000,7,2,0,0,1.0975,0.1146,0.6109,?,1,?,6.1012,93.1399,0.2893,2.7416,0.0495,5.84444,54.3859,Bayes,3.03404 BT,16000,20000,7,2,0,0,1.0975,0.1146,0.6109,?,1,?,6.1012,93.1399,0.2893,2.7416,0.0495,5.84444,54.3859,BayesTree,1.97796 BT,16000,20000,7,2,0,0,1.0975,0.1146,0.6109,?,1,?,6.1012,93.1399,0.2893,2.7416,0.0495,5.84444,54.3859,C4_5,0.591668 BT,16000,20000,7,2,0,0,1.0975,0.1146,0.6109,?,1,?,6.1012,93.1399,0.2893,2.7416,0.0495,5.84444,54.3859,CART,6.78608 BT,16000,20000,7,2,0,0,1.0975,0.1146,0.6109,?,1,?,6.1012,93.1399,0.2893,2.7416,0.0495,5.84444,54.3859,Cal5,0.997318 BT,16000,20000,7,2,0,0,1.0975,0.1146,0.6109,?,1,?,6.1012,93.1399,0.2893,2.7416,0.0495,5.84444,54.3859,Cascade,6.78608 BT,16000,20000,7,2,0,0,1.0975,0.1146,0.6109,?,1,?,6.1012,93.1399,0.2893,2.7416,0.0495,5.84444,54.3859,Castle,3.19438 BT,16000,20000,7,2,0,0,1.0975,0.1146,0.6109,?,1,?,6.1012,93.1399,0.2893,2.7416,0.0495,5.84444,54.3859,Cn2,2.38343 BT,16000,20000,7,2,0,0,1.0975,0.1146,0.6109,?,1,?,6.1012,93.1399,0.2893,2.7416,0.0495,5.84444,54.3859,Default,3.29972 BT,16000,20000,7,2,0,0,1.0975,0.1146,0.6109,?,1,?,6.1012,93.1399,0.2893,2.7416,0.0495,5.84444,54.3859,Dipol92,-13.8155 BT,16000,20000,7,2,0,0,1.0975,0.1146,0.6109,?,1,?,6.1012,93.1399,0.2893,2.7416,0.0495,5.84444,54.3859,Discrim,2.46351 BT,16000,20000,7,2,0,0,1.0975,0.1146,0.6109,?,1,?,6.1012,93.1399,0.2893,2.7416,0.0495,5.84444,54.3859,ITrule,3.15662 BT,16000,20000,7,2,0,0,1.0975,0.1146,0.6109,?,1,?,6.1012,93.1399,0.2893,2.7416,0.0495,5.84444,54.3859,IndCART,1.50807 BT,16000,20000,7,2,0,0,1.0975,0.1146,0.6109,?,1,?,6.1012,93.1399,0.2893,2.7416,0.0495,5.84444,54.3859,KNN,2.29647 BT,16000,20000,7,2,0,0,1.0975,0.1146,0.6109,?,1,?,6.1012,93.1399,0.2893,2.7416,0.0495,5.84444,54.3859,Kohonen,3.03404 BT,16000,20000,7,2,0,0,1.0975,0.1146,0.6109,?,1,?,6.1012,93.1399,0.2893,2.7416,0.0495,5.84444,54.3859,LVQ,2.89425 BT,16000,20000,7,2,0,0,1.0975,0.1146,0.6109,?,1,?,6.1012,93.1399,0.2893,2.7416,0.0495,5.84444,54.3859,LogDisc,2.20111 BT,16000,20000,7,2,0,0,1.0975,0.1146,0.6109,?,1,?,6.1012,93.1399,0.2893,2.7416,0.0495,5.84444,54.3859,NewId,2.46351 BT,16000,20000,7,2,0,0,1.0975,0.1146,0.6109,?,1,?,6.1012,93.1399,0.2893,2.7416,0.0495,5.84444,54.3859,QuaDisc,3.29972 BT,16000,20000,7,2,0,0,1.0975,0.1146,0.6109,?,1,?,6.1012,93.1399,0.2893,2.7416,0.0495,5.84444,54.3859,RBF,2.29647 BT,16000,20000,7,2,0,0,1.0975,0.1146,0.6109,?,1,?,6.1012,93.1399,0.2893,2.7416,0.0495,5.84444,54.3859,Smart,-13.8155 Belgian,1250,2500,28,2,0,0,1.5124,0.3503,0.8869,?,1,?,0.4334,2.6581,0.9453,5.4853,0.3172,2.98014,16.2929,Ac2,2.55093 Belgian,1250,2500,28,2,0,0,1.5124,0.3503,0.8869,?,1,?,0.4334,2.6581,0.9453,5.4853,0.3172,2.98014,16.2929,Alloc80,2.8563 Belgian,1250,2500,28,2,0,0,1.5124,0.3503,0.8869,?,1,?,0.4334,2.6581,0.9453,5.4853,0.3172,2.98014,16.2929,BackProp,1.61661 Belgian,1250,2500,28,2,0,0,1.5124,0.3503,0.8869,?,1,?,0.4334,2.6581,0.9453,5.4853,0.3172,2.98014,16.2929,Bayes,3.24404 Belgian,1250,2500,28,2,0,0,1.5124,0.3503,0.8869,?,1,?,0.4334,2.6581,0.9453,5.4853,0.3172,2.98014,16.2929,BayesTree,2.39671 Belgian,1250,2500,28,2,0,0,1.5124,0.3503,0.8869,?,1,?,0.4334,2.6581,0.9453,5.4853,0.3172,2.98014,16.2929,C4_5,2.74509 Belgian,1250,2500,28,2,0,0,1.5124,0.3503,0.8869,?,1,?,0.4334,2.6581,0.9453,5.4853,0.3172,2.98014,16.2929,CART,2.55093 Belgian,1250,2500,28,2,0,0,1.5124,0.3503,0.8869,?,1,?,0.4334,2.6581,0.9453,5.4853,0.3172,2.98014,16.2929,Cal5,2.35423 Belgian,1250,2500,28,2,0,0,1.5124,0.3503,0.8869,?,1,?,0.4334,2.6581,0.9453,5.4853,0.3172,2.98014,16.2929,Cascade,6.12044 Belgian,1250,2500,28,2,0,0,1.5124,0.3503,0.8869,?,1,?,0.4334,2.6581,0.9453,5.4853,0.3172,2.98014,16.2929,Castle,2.93226 Belgian,1250,2500,28,2,0,0,1.5124,0.3503,0.8869,?,1,?,0.4334,2.6581,0.9453,5.4853,0.3172,2.98014,16.2929,Cn2,2.47679 Belgian,1250,2500,28,2,0,0,1.5124,0.3503,0.8869,?,1,?,0.4334,2.6581,0.9453,5.4853,0.3172,2.98014,16.2929,Default,5.09363 Belgian,1250,2500,28,2,0,0,1.5124,0.3503,0.8869,?,1,?,0.4334,2.6581,0.9453,5.4853,0.3172,2.98014,16.2929,Dipol92,1.70366 Belgian,1250,2500,28,2,0,0,1.5124,0.3503,0.8869,?,1,?,0.4334,2.6581,0.9453,5.4853,0.3172,2.98014,16.2929,Discrim,2.16309 Belgian,1250,2500,28,2,0,0,1.5124,0.3503,0.8869,?,1,?,0.4334,2.6581,0.9453,5.4853,0.3172,2.98014,16.2929,ITrule,3.29624 Belgian,1250,2500,28,2,0,0,1.5124,0.3503,0.8869,?,1,?,0.4334,2.6581,0.9453,5.4853,0.3172,2.98014,16.2929,IndCART,2.55093 Belgian,1250,2500,28,2,0,0,1.5124,0.3503,0.8869,?,1,?,0.4334,2.6581,0.9453,5.4853,0.3172,2.98014,16.2929,KNN,3.18899 Belgian,1250,2500,28,2,0,0,1.5124,0.3503,0.8869,?,1,?,0.4334,2.6581,0.9453,5.4853,0.3172,2.98014,16.2929,Kohonen,3.13074 Belgian,1250,2500,28,2,0,0,1.5124,0.3503,0.8869,?,1,?,0.4334,2.6581,0.9453,5.4853,0.3172,2.98014,16.2929,LVQ,3.08991 Belgian,1250,2500,28,2,0,0,1.5124,0.3503,0.8869,?,1,?,0.4334,2.6581,0.9453,5.4853,0.3172,2.98014,16.2929,LogDisc,-0.780886 Belgian,1250,2500,28,2,0,0,1.5124,0.3503,0.8869,?,1,?,0.4334,2.6581,0.9453,5.4853,0.3172,2.98014,16.2929,NewId,2.26322 Belgian,1250,2500,28,2,0,0,1.5124,0.3503,0.8869,?,1,?,0.4334,2.6581,0.9453,5.4853,0.3172,2.98014,16.2929,QuaDisc,3.04733 Belgian,1250,2500,28,2,0,0,1.5124,0.3503,0.8869,?,1,?,0.4334,2.6581,0.9453,5.4853,0.3172,2.98014,16.2929,RBF,2.55093 Belgian,1250,2500,28,2,0,0,1.5124,0.3503,0.8869,?,1,?,0.4334,2.6581,0.9453,5.4853,0.3172,2.98014,16.2929,Smart,-13.8155 CUT,7480,18700,20,2,0,0,1.032,0.2178,0.55,?,1,?,0.9012,3.5214,0.3256,4.6908,0.0292,160.644,159.644,Ac2,2.62756 CUT,7480,18700,20,2,0,0,1.032,0.2178,0.55,?,1,?,0.9012,3.5214,0.3256,4.6908,0.0292,160.644,159.644,Alloc80,0.359072 CUT,7480,18700,20,2,0,0,1.032,0.2178,0.55,?,1,?,0.9012,3.5214,0.3256,4.6908,0.0292,160.644,159.644,BackProp,1.45745 CUT,7480,18700,20,2,0,0,1.032,0.2178,0.55,?,1,?,0.9012,3.5214,0.3256,4.6908,0.0292,160.644,159.644,Bayes,3.02145 CUT,7480,18700,20,2,0,0,1.032,0.2178,0.55,?,1,?,0.9012,3.5214,0.3256,4.6908,0.0292,160.644,159.644,BayesTree,-13.8155 CUT,7480,18700,20,2,0,0,1.032,0.2178,0.55,?,1,?,0.9012,3.5214,0.3256,4.6908,0.0292,160.644,159.644,C4_5,-0.0470916 CUT,7480,18700,20,2,0,0,1.032,0.2178,0.55,?,1,?,0.9012,3.5214,0.3256,4.6908,0.0292,160.644,159.644,CART,6.1334 CUT,7480,18700,20,2,0,0,1.032,0.2178,0.55,?,1,?,0.9012,3.5214,0.3256,4.6908,0.0292,160.644,159.644,Cal5,1.65804 CUT,7480,18700,20,2,0,0,1.032,0.2178,0.55,?,1,?,0.9012,3.5214,0.3256,4.6908,0.0292,160.644,159.644,Cascade,6.1334 CUT,7480,18700,20,2,0,0,1.032,0.2178,0.55,?,1,?,0.9012,3.5214,0.3256,4.6908,0.0292,160.644,159.644,Castle,2.55606 CUT,7480,18700,20,2,0,0,1.032,0.2178,0.55,?,1,?,0.9012,3.5214,0.3256,4.6908,0.0292,160.644,159.644,Cn2,1.33973 CUT,7480,18700,20,2,0,0,1.032,0.2178,0.55,?,1,?,0.9012,3.5214,0.3256,4.6908,0.0292,160.644,159.644,Default,2.51834 CUT,7480,18700,20,2,0,0,1.032,0.2178,0.55,?,1,?,0.9012,3.5214,0.3256,4.6908,0.0292,160.644,159.644,Dipol92,1.65804 CUT,7480,18700,20,2,0,0,1.032,0.2178,0.55,?,1,?,0.9012,3.5214,0.3256,4.6908,0.0292,160.644,159.644,Discrim,2.03287 CUT,7480,18700,20,2,0,0,1.032,0.2178,0.55,?,1,?,0.9012,3.5214,0.3256,4.6908,0.0292,160.644,159.644,ITrule,3.13144 CUT,7480,18700,20,2,0,0,1.032,0.2178,0.55,?,1,?,0.9012,3.5214,0.3256,4.6908,0.0292,160.644,159.644,IndCART,1.05187 CUT,7480,18700,20,2,0,0,1.032,0.2178,0.55,?,1,?,0.9012,3.5214,0.3256,4.6908,0.0292,160.644,159.644,KNN,-0.0470916 CUT,7480,18700,20,2,0,0,1.032,0.2178,0.55,?,1,?,0.9012,3.5214,0.3256,4.6908,0.0292,160.644,159.644,Kohonen,2.03287 CUT,7480,18700,20,2,0,0,1.032,0.2178,0.55,?,1,?,0.9012,3.5214,0.3256,4.6908,0.0292,160.644,159.644,LVQ,1.20627 CUT,7480,18700,20,2,0,0,1.032,0.2178,0.55,?,1,?,0.9012,3.5214,0.3256,4.6908,0.0292,160.644,159.644,LogDisc,1.74519 CUT,7480,18700,20,2,0,0,1.032,0.2178,0.55,?,1,?,0.9012,3.5214,0.3256,4.6908,0.0292,160.644,159.644,NewId,0.869618 CUT,7480,18700,20,2,0,0,1.032,0.2178,0.55,?,1,?,0.9012,3.5214,0.3256,4.6908,0.0292,160.644,159.644,QuaDisc,3.24921 CUT,7480,18700,20,2,0,0,1.032,0.2178,0.55,?,1,?,0.9012,3.5214,0.3256,4.6908,0.0292,160.644,159.644,RBF,1.56277 CUT,7480,18700,20,2,0,0,1.032,0.2178,0.55,?,1,?,0.9012,3.5214,0.3256,4.6908,0.0292,160.644,159.644,Smart,1.82519 Chromosone,20000,40000,16,24,0,0,1.3218,0.1885,0.9884,0.9191,0.1505,0.2807,0.42,4.4024,4.5603,5.6411,1.3149,3.46817,3.29014,Ac2,4.33696 Chromosone,20000,40000,16,24,0,0,1.3218,0.1885,0.9884,0.9191,0.1505,0.2807,0.42,4.4024,4.5603,5.6411,1.3149,3.46817,3.29014,Alloc80,4.45623 Chromosone,20000,40000,16,24,0,0,1.3218,0.1885,0.9884,0.9191,0.1505,0.2807,0.42,4.4024,4.5603,5.6411,1.3149,3.46817,3.29014,BackProp,6.14634 Chromosone,20000,40000,16,24,0,0,1.3218,0.1885,0.9884,0.9191,0.1505,0.2807,0.42,4.4024,4.5603,5.6411,1.3149,3.46817,3.29014,Bayes,4.80697 Chromosone,20000,40000,16,24,0,0,1.3218,0.1885,0.9884,0.9191,0.1505,0.2807,0.42,4.4024,4.5603,5.6411,1.3149,3.46817,3.29014,BayesTree,3.70836 Chromosone,20000,40000,16,24,0,0,1.3218,0.1885,0.9884,0.9191,0.1505,0.2807,0.42,4.4024,4.5603,5.6411,1.3149,3.46817,3.29014,C4_5,3.83719 Chromosone,20000,40000,16,24,0,0,1.3218,0.1885,0.9884,0.9191,0.1505,0.2807,0.42,4.4024,4.5603,5.6411,1.3149,3.46817,3.29014,CART,6.14634 Chromosone,20000,40000,16,24,0,0,1.3218,0.1885,0.9884,0.9191,0.1505,0.2807,0.42,4.4024,4.5603,5.6411,1.3149,3.46817,3.29014,Cal5,4.4015 Chromosone,20000,40000,16,24,0,0,1.3218,0.1885,0.9884,0.9191,0.1505,0.2807,0.42,4.4024,4.5603,5.6411,1.3149,3.46817,3.29014,Cascade,6.14634 Chromosone,20000,40000,16,24,0,0,1.3218,0.1885,0.9884,0.9191,0.1505,0.2807,0.42,4.4024,4.5603,5.6411,1.3149,3.46817,3.29014,Castle,3.86962 Chromosone,20000,40000,16,24,0,0,1.3218,0.1885,0.9884,0.9191,0.1505,0.2807,0.42,4.4024,4.5603,5.6411,1.3149,3.46817,3.29014,Cn2,3.51598 Chromosone,20000,40000,16,24,0,0,1.3218,0.1885,0.9884,0.9191,0.1505,0.2807,0.42,4.4024,4.5603,5.6411,1.3149,3.46817,3.29014,Default,6.10169 Chromosone,20000,40000,16,24,0,0,1.3218,0.1885,0.9884,0.9191,0.1505,0.2807,0.42,4.4024,4.5603,5.6411,1.3149,3.46817,3.29014,Dipol92,1.27229 Chromosone,20000,40000,16,24,0,0,1.3218,0.1885,0.9884,0.9191,0.1505,0.2807,0.42,4.4024,4.5603,5.6411,1.3149,3.46817,3.29014,Discrim,2.46181 Chromosone,20000,40000,16,24,0,0,1.3218,0.1885,0.9884,0.9191,0.1505,0.2807,0.42,4.4024,4.5603,5.6411,1.3149,3.46817,3.29014,ITrule,5.74469 Chromosone,20000,40000,16,24,0,0,1.3218,0.1885,0.9884,0.9191,0.1505,0.2807,0.42,4.4024,4.5603,5.6411,1.3149,3.46817,3.29014,IndCART,3.81496 Chromosone,20000,40000,16,24,0,0,1.3218,0.1885,0.9884,0.9191,0.1505,0.2807,0.42,4.4024,4.5603,5.6411,1.3149,3.46817,3.29014,KNN,2.98987 Chromosone,20000,40000,16,24,0,0,1.3218,0.1885,0.9884,0.9191,0.1505,0.2807,0.42,4.4024,4.5603,5.6411,1.3149,3.46817,3.29014,Kohonen,3.82614 Chromosone,20000,40000,16,24,0,0,1.3218,0.1885,0.9884,0.9191,0.1505,0.2807,0.42,4.4024,4.5603,5.6411,1.3149,3.46817,3.29014,LVQ,2.93726 Chromosone,20000,40000,16,24,0,0,1.3218,0.1885,0.9884,0.9191,0.1505,0.2807,0.42,4.4024,4.5603,5.6411,1.3149,3.46817,3.29014,LogDisc,3.17647 Chromosone,20000,40000,16,24,0,0,1.3218,0.1885,0.9884,0.9191,0.1505,0.2807,0.42,4.4024,4.5603,5.6411,1.3149,3.46817,3.29014,NewId,3.84812 Chromosone,20000,40000,16,24,0,0,1.3218,0.1885,0.9884,0.9191,0.1505,0.2807,0.42,4.4024,4.5603,5.6411,1.3149,3.46817,3.29014,QuaDisc,-13.8155 Chromosone,20000,40000,16,24,0,0,1.3218,0.1885,0.9884,0.9191,0.1505,0.2807,0.42,4.4024,4.5603,5.6411,1.3149,3.46817,3.29014,RBF,3.13297 Chromosone,20000,40000,16,24,0,0,1.3218,0.1885,0.9884,0.9191,0.1505,0.2807,0.42,4.4024,4.5603,5.6411,1.3149,3.46817,3.29014,Smart,3.11053 Credit,2670,8900,16,2,8,0,1.0273,0.0825,0.7618,?,1,?,1.2082,4.4046,1,1.77,0.641,1.56006,1.76131,Ac2,2.25371 Credit,2670,8900,16,2,8,0,1.0273,0.0825,0.7618,?,1,?,1.2082,4.4046,1,1.77,0.641,1.56006,1.76131,Alloc80,2.84153 Credit,2670,8900,16,2,8,0,1.0273,0.0825,0.7618,?,1,?,1.2082,4.4046,1,1.77,0.641,1.56006,1.76131,BackProp,2.27357 Credit,2670,8900,16,2,8,0,1.0273,0.0825,0.7618,?,1,?,1.2082,4.4046,1,1.77,0.641,1.56006,1.76131,Bayes,2.67242 Credit,2670,8900,16,2,8,0,1.0273,0.0825,0.7618,?,1,?,1.2082,4.4046,1,1.77,0.641,1.56006,1.76131,BayesTree,2.12585 Credit,2670,8900,16,2,8,0,1.0273,0.0825,0.7618,?,1,?,1.2082,4.4046,1,1.77,0.641,1.56006,1.76131,C4_5,-13.8155 Credit,2670,8900,16,2,8,0,1.0273,0.0825,0.7618,?,1,?,1.2082,4.4046,1,1.77,0.641,1.56006,1.76131,CART,2.25371 Credit,2670,8900,16,2,8,0,1.0273,0.0825,0.7618,?,1,?,1.2082,4.4046,1,1.77,0.641,1.56006,1.76131,Cal5,-0.271809 Credit,2670,8900,16,2,8,0,1.0273,0.0825,0.7618,?,1,?,1.2082,4.4046,1,1.77,0.641,1.56006,1.76131,Cascade,2.68553 Credit,2670,8900,16,2,8,0,1.0273,0.0825,0.7618,?,1,?,1.2082,4.4046,1,1.77,0.641,1.56006,1.76131,Castle,2.00526 Credit,2670,8900,16,2,8,0,1.0273,0.0825,0.7618,?,1,?,1.2082,4.4046,1,1.77,0.641,1.56006,1.76131,Cn2,2.31204 Credit,2670,8900,16,2,8,0,1.0273,0.0825,0.7618,?,1,?,1.2082,4.4046,1,1.77,0.641,1.56006,1.76131,Default,4.37959 Credit,2670,8900,16,2,8,0,1.0273,0.0825,0.7618,?,1,?,1.2082,4.4046,1,1.77,0.641,1.56006,1.76131,Dipol92,2.23356 Credit,2670,8900,16,2,8,0,1.0273,0.0825,0.7618,?,1,?,1.2082,4.4046,1,1.77,0.641,1.56006,1.76131,Discrim,2.25371 Credit,2670,8900,16,2,8,0,1.0273,0.0825,0.7618,?,1,?,1.2082,4.4046,1,1.77,0.641,1.56006,1.76131,ITrule,2.81905 Credit,2670,8900,16,2,8,0,1.0273,0.0825,0.7618,?,1,?,1.2082,4.4046,1,1.77,0.641,1.56006,1.76131,IndCART,-13.8155 Credit,2670,8900,16,2,8,0,1.0273,0.0825,0.7618,?,1,?,1.2082,4.4046,1,1.77,0.641,1.56006,1.76131,KNN,3.07791 Credit,2670,8900,16,2,8,0,1.0273,0.0825,0.7618,?,1,?,1.2082,4.4046,1,1.77,0.641,1.56006,1.76131,Kohonen,3.04219 Credit,2670,8900,16,2,8,0,1.0273,0.0825,0.7618,?,1,?,1.2082,4.4046,1,1.77,0.641,1.56006,1.76131,LVQ,2.78439 Credit,2670,8900,16,2,8,0,1.0273,0.0825,0.7618,?,1,?,1.2082,4.4046,1,1.77,0.641,1.56006,1.76131,LogDisc,2.27357 Credit,2670,8900,16,2,8,0,1.0273,0.0825,0.7618,?,1,?,1.2082,4.4046,1,1.77,0.641,1.56006,1.76131,NewId,2.25371 Credit,2670,8900,16,2,8,0,1.0273,0.0825,0.7618,?,1,?,1.2082,4.4046,1,1.77,0.641,1.56006,1.76131,QuaDisc,2.43607 Credit,2670,8900,16,2,8,0,1.0273,0.0825,0.7618,?,1,?,1.2082,4.4046,1,1.77,0.641,1.56006,1.76131,RBF,2.25371 Credit,2670,8900,16,2,8,0,1.0273,0.0825,0.7618,?,1,?,1.2082,4.4046,1,1.77,0.641,1.56006,1.76131,Smart,1.7091 DNA,1186,3186,180,3,0,0,1.5407,0.0456,0.8729,0.83,0.5252,1,2.5582,29.5674,1.4725,0.8072,0.0218,67.5459,36.0275,Ac2,2.32698 DNA,1186,3186,180,3,0,0,1.5407,0.0456,0.8729,0.83,0.5252,1,2.5582,29.5674,1.4725,0.8072,0.0218,67.5459,36.0275,Alloc80,1.02209 DNA,1186,3186,180,3,0,0,1.5407,0.0456,0.8729,0.83,0.5252,1,2.5582,29.5674,1.4725,0.8072,0.0218,67.5459,36.0275,BackProp,2.09961 DNA,1186,3186,180,3,0,0,1.5407,0.0456,0.8729,0.83,0.5252,1,2.5582,29.5674,1.4725,0.8072,0.0218,67.5459,36.0275,Bayes,1.54522 DNA,1186,3186,180,3,0,0,1.5407,0.0456,0.8729,0.83,0.5252,1,2.5582,29.5674,1.4725,0.8072,0.0218,67.5459,36.0275,BayesTree,2.23847 DNA,1186,3186,180,3,0,0,1.5407,0.0456,0.8729,0.83,0.5252,1,2.5582,29.5674,1.4725,0.8072,0.0218,67.5459,36.0275,C4_5,1.80484 DNA,1186,3186,180,3,0,0,1.5407,0.0456,0.8729,0.83,0.5252,1,2.5582,29.5674,1.4725,0.8072,0.0218,67.5459,36.0275,CART,2.03366 DNA,1186,3186,180,3,0,0,1.5407,0.0456,0.8729,0.83,0.5252,1,2.5582,29.5674,1.4725,0.8072,0.0218,67.5459,36.0275,Cal5,2.74926 DNA,1186,3186,180,3,0,0,1.5407,0.0456,0.8729,0.83,0.5252,1,2.5582,29.5674,1.4725,0.8072,0.0218,67.5459,36.0275,Cascade,5.11533 DNA,1186,3186,180,3,0,0,1.5407,0.0456,0.8729,0.83,0.5252,1,2.5582,29.5674,1.4725,0.8072,0.0218,67.5459,36.0275,Castle,1.68343 DNA,1186,3186,180,3,0,0,1.5407,0.0456,0.8729,0.83,0.5252,1,2.5582,29.5674,1.4725,0.8072,0.0218,67.5459,36.0275,Cn2,2.23847 DNA,1186,3186,180,3,0,0,1.5407,0.0456,0.8729,0.83,0.5252,1,2.5582,29.5674,1.4725,0.8072,0.0218,67.5459,36.0275,Default,4.33394 DNA,1186,3186,180,3,0,0,1.5407,0.0456,0.8729,0.83,0.5252,1,2.5582,29.5674,1.4725,0.8072,0.0218,67.5459,36.0275,Dipol92,0.195567 DNA,1186,3186,180,3,0,0,1.5407,0.0456,0.8729,0.83,0.5252,1,2.5582,29.5674,1.4725,0.8072,0.0218,67.5459,36.0275,Discrim,1.13975 DNA,1186,3186,180,3,0,0,1.5407,0.0456,0.8729,0.83,0.5252,1,2.5582,29.5674,1.4725,0.8072,0.0218,67.5459,36.0275,ITrule,2.79276 DNA,1186,3186,180,3,0,0,1.5407,0.0456,0.8729,0.83,0.5252,1,2.5582,29.5674,1.4725,0.8072,0.0218,67.5459,36.0275,IndCART,1.71524 DNA,1186,3186,180,3,0,0,1.5407,0.0456,0.8729,0.83,0.5252,1,2.5582,29.5674,1.4725,0.8072,0.0218,67.5459,36.0275,KNN,2.98563 DNA,1186,3186,180,3,0,0,1.5407,0.0456,0.8729,0.83,0.5252,1,2.5582,29.5674,1.4725,0.8072,0.0218,67.5459,36.0275,Kohonen,3.94654 DNA,1186,3186,180,3,0,0,1.5407,0.0456,0.8729,0.83,0.5252,1,2.5582,29.5674,1.4725,0.8072,0.0218,67.5459,36.0275,LVQ,5.11533 DNA,1186,3186,180,3,0,0,1.5407,0.0456,0.8729,0.83,0.5252,1,2.5582,29.5674,1.4725,0.8072,0.0218,67.5459,36.0275,LogDisc,1.24531 DNA,1186,3186,180,3,0,0,1.5407,0.0456,0.8729,0.83,0.5252,1,2.5582,29.5674,1.4725,0.8072,0.0218,67.5459,36.0275,NewId,2.32698 DNA,1186,3186,180,3,0,0,1.5407,0.0456,0.8729,0.83,0.5252,1,2.5582,29.5674,1.4725,0.8072,0.0218,67.5459,36.0275,QuaDisc,1.13975 DNA,1186,3186,180,3,0,0,1.5407,0.0456,0.8729,0.83,0.5252,1,2.5582,29.5674,1.4725,0.8072,0.0218,67.5459,36.0275,RBF,-13.8155 DNA,1186,3186,180,3,0,0,1.5407,0.0456,0.8729,0.83,0.5252,1,2.5582,29.5674,1.4725,0.8072,0.0218,67.5459,36.0275,Smart,2.85463 Diabetes,768,768,8,2,0,0,1.0377,0.1439,0.5507,?,1,?,1.0586,5.827,0.9331,4.5301,0.112,8.33125,39.4473,Ac2,1.26101 Diabetes,768,768,8,2,0,0,1.0377,0.1439,0.5507,?,1,?,1.0586,5.827,0.9331,4.5301,0.112,8.33125,39.4473,Alloc80,1.64731 Diabetes,768,768,8,2,0,0,1.0377,0.1439,0.5507,?,1,?,1.0586,5.827,0.9331,4.5301,0.112,8.33125,39.4473,BackProp,0.509224 Diabetes,768,768,8,2,0,0,1.0377,0.1439,0.5507,?,1,?,1.0586,5.827,0.9331,4.5301,0.112,8.33125,39.4473,Bayes,0.953972 Diabetes,768,768,8,2,0,0,1.0377,0.1439,0.5507,?,1,?,1.0586,5.827,0.9331,4.5301,0.112,8.33125,39.4473,BayesTree,1.1619 Diabetes,768,768,8,2,0,0,1.0377,0.1439,0.5507,?,1,?,1.0586,5.827,0.9331,4.5301,0.112,8.33125,39.4473,C4_5,1.14071 Diabetes,768,768,8,2,0,0,1.0377,0.1439,0.5507,?,1,?,1.0586,5.827,0.9331,4.5301,0.112,8.33125,39.4473,CART,0.756122 Diabetes,768,768,8,2,0,0,1.0377,0.1439,0.5507,?,1,?,1.0586,5.827,0.9331,4.5301,0.112,8.33125,39.4473,Cal5,0.586675 Diabetes,768,768,8,2,0,0,1.0377,0.1439,0.5507,?,1,?,1.0586,5.827,0.9331,4.5301,0.112,8.33125,39.4473,Cascade,3.94604 Diabetes,768,768,8,2,0,0,1.0377,0.1439,0.5507,?,1,?,1.0586,5.827,0.9331,4.5301,0.112,8.33125,39.4473,Castle,0.845868 Diabetes,768,768,8,2,0,0,1.0377,0.1439,0.5507,?,1,?,1.0586,5.827,0.9331,4.5301,0.112,8.33125,39.4473,Cn2,1.48024 Diabetes,768,768,8,2,0,0,1.0377,0.1439,0.5507,?,1,?,1.0586,5.827,0.9331,4.5301,0.112,8.33125,39.4473,Default,2.13476 Diabetes,768,768,8,2,0,0,1.0377,0.1439,0.5507,?,1,?,1.0586,5.827,0.9331,4.5301,0.112,8.33125,39.4473,Dipol92,-2.70306 Diabetes,768,768,8,2,0,0,1.0377,0.1439,0.5507,?,1,?,1.0586,5.827,0.9331,4.5301,0.112,8.33125,39.4473,Discrim,-2.01741 Diabetes,768,768,8,2,0,0,1.0377,0.1439,0.5507,?,1,?,1.0586,5.827,0.9331,4.5301,0.112,8.33125,39.4473,ITrule,0.381855 Diabetes,768,768,8,2,0,0,1.0377,0.1439,0.5507,?,1,?,1.0586,5.827,0.9331,4.5301,0.112,8.33125,39.4473,IndCART,1.1619 Diabetes,768,768,8,2,0,0,1.0377,0.1439,0.5507,?,1,?,1.0586,5.827,0.9331,4.5301,0.112,8.33125,39.4473,KNN,1.90568 Diabetes,768,768,8,2,0,0,1.0377,0.1439,0.5507,?,1,?,1.0586,5.827,0.9331,4.5301,0.112,8.33125,39.4473,Kohonen,1.20267 Diabetes,768,768,8,2,0,0,1.0377,0.1439,0.5507,?,1,?,1.0586,5.827,0.9331,4.5301,0.112,8.33125,39.4473,LVQ,1.18234 Diabetes,768,768,8,2,0,0,1.0377,0.1439,0.5507,?,1,?,1.0586,5.827,0.9331,4.5301,0.112,8.33125,39.4473,LogDisc,-13.8155 Diabetes,768,768,8,2,0,0,1.0377,0.1439,0.5507,?,1,?,1.0586,5.827,0.9331,4.5301,0.112,8.33125,39.4473,NewId,1.48024 Diabetes,768,768,8,2,0,0,1.0377,0.1439,0.5507,?,1,?,1.0586,5.827,0.9331,4.5301,0.112,8.33125,39.4473,QuaDisc,0.953972 Diabetes,768,768,8,2,0,0,1.0377,0.1439,0.5507,?,1,?,1.0586,5.827,0.9331,4.5301,0.112,8.33125,39.4473,RBF,0.286682 Diabetes,768,768,8,2,0,0,1.0377,0.1439,0.5507,?,1,?,1.0586,5.827,0.9331,4.5301,0.112,8.33125,39.4473,Smart,-0.512494 Digits,9000,18000,16,10,0,0,1.5673,0.2119,0.8929,0.8902,0.2031,0.4049,0.8562,5.1256,3.3219,6.5452,0.5049,6.57932,11.9634,Ac2,3.87975 Digits,9000,18000,16,10,0,0,1.5673,0.2119,0.8929,0.8902,0.2031,0.4049,0.8562,5.1256,3.3219,6.5452,0.5049,6.57932,11.9634,Alloc80,2.24209 Digits,9000,18000,16,10,0,0,1.5673,0.2119,0.8929,0.8902,0.2031,0.4049,0.8562,5.1256,3.3219,6.5452,0.5049,6.57932,11.9634,BackProp,2.69409 Digits,9000,18000,16,10,0,0,1.5673,0.2119,0.8929,0.8902,0.2031,0.4049,0.8562,5.1256,3.3219,6.5452,0.5049,6.57932,11.9634,Bayes,4.42336 Digits,9000,18000,16,10,0,0,1.5673,0.2119,0.8929,0.8902,0.2031,0.4049,0.8562,5.1256,3.3219,6.5452,0.5049,6.57932,11.9634,BayesTree,3.73021 Digits,9000,18000,16,10,0,0,1.5673,0.2119,0.8929,0.8902,0.2031,0.4049,0.8562,5.1256,3.3219,6.5452,0.5049,6.57932,11.9634,C4_5,3.82258 Digits,9000,18000,16,10,0,0,1.5673,0.2119,0.8929,0.8902,0.2031,0.4049,0.8562,5.1256,3.3219,6.5452,0.5049,6.57932,11.9634,CART,3.925 Digits,9000,18000,16,10,0,0,1.5673,0.2119,0.8929,0.8902,0.2031,0.4049,0.8562,5.1256,3.3219,6.5452,0.5049,6.57932,11.9634,Cal5,4.3509 Digits,9000,18000,16,10,0,0,1.5673,0.2119,0.8929,0.8902,0.2031,0.4049,0.8562,5.1256,3.3219,6.5452,0.5049,6.57932,11.9634,Cascade,2.08803 Digits,9000,18000,16,10,0,0,1.5673,0.2119,0.8929,0.8902,0.2031,0.4049,0.8562,5.1256,3.3219,6.5452,0.5049,6.57932,11.9634,Castle,4.00978 Digits,9000,18000,16,10,0,0,1.5673,0.2119,0.8929,0.8902,0.2031,0.4049,0.8562,5.1256,3.3219,6.5452,0.5049,6.57932,11.9634,Cn2,3.66351 Digits,9000,18000,16,10,0,0,1.5673,0.2119,0.8929,0.8902,0.2031,0.4049,0.8562,5.1256,3.3219,6.5452,0.5049,6.57932,11.9634,Default,5.94637 Digits,9000,18000,16,10,0,0,1.5673,0.2119,0.8929,0.8902,0.2031,0.4049,0.8562,5.1256,3.3219,6.5452,0.5049,6.57932,11.9634,Dipol92,2.41645 Digits,9000,18000,16,10,0,0,1.5673,0.2119,0.8929,0.8902,0.2031,0.4049,0.8562,5.1256,3.3219,6.5452,0.5049,6.57932,11.9634,Discrim,3.4023 Digits,9000,18000,16,10,0,0,1.5673,0.2119,0.8929,0.8902,0.2031,0.4049,0.8562,5.1256,3.3219,6.5452,0.5049,6.57932,11.9634,ITrule,4.3624 Digits,9000,18000,16,10,0,0,1.5673,0.2119,0.8929,0.8902,0.2031,0.4049,0.8562,5.1256,3.3219,6.5452,0.5049,6.57932,11.9634,IndCART,3.87043 Digits,9000,18000,16,10,0,0,1.5673,0.2119,0.8929,0.8902,0.2031,0.4049,0.8562,5.1256,3.3219,6.5452,0.5049,6.57932,11.9634,KNN,-13.8155 Digits,9000,18000,16,10,0,0,1.5673,0.2119,0.8929,0.8902,0.2031,0.4049,0.8562,5.1256,3.3219,6.5452,0.5049,6.57932,11.9634,Kohonen,2.5298 Digits,9000,18000,16,10,0,0,1.5673,0.2119,0.8929,0.8902,0.2031,0.4049,0.8562,5.1256,3.3219,6.5452,0.5049,6.57932,11.9634,LVQ,1.83673 Digits,9000,18000,16,10,0,0,1.5673,0.2119,0.8929,0.8902,0.2031,0.4049,0.8562,5.1256,3.3219,6.5452,0.5049,6.57932,11.9634,LogDisc,2.86117 Digits,9000,18000,16,10,0,0,1.5673,0.2119,0.8929,0.8902,0.2031,0.4049,0.8562,5.1256,3.3219,6.5452,0.5049,6.57932,11.9634,NewId,3.83233 Digits,9000,18000,16,10,0,0,1.5673,0.2119,0.8929,0.8902,0.2031,0.4049,0.8562,5.1256,3.3219,6.5452,0.5049,6.57932,11.9634,QuaDisc,1.14359 Digits,9000,18000,16,10,0,0,1.5673,0.2119,0.8929,0.8902,0.2031,0.4049,0.8562,5.1256,3.3219,6.5452,0.5049,6.57932,11.9634,RBF,2.78111 Digits,9000,18000,16,10,0,0,1.5673,0.2119,0.8929,0.8902,0.2031,0.4049,0.8562,5.1256,3.3219,6.5452,0.5049,6.57932,11.9634,Smart,3.24068 Faults,570,570,45,3,43,0,1.191,0.751,0.8842,0.3002,0.8966,1,1.8972,0.9866,1.5749,0.8717,0.0366,43.0301,22.8169,Ac2,-13.8155 Faults,570,570,45,3,43,0,1.191,0.751,0.8842,0.3002,0.8966,1,1.8972,0.9866,1.5749,0.8717,0.0366,43.0301,22.8169,Alloc80,2.34094 Faults,570,570,45,3,43,0,1.191,0.751,0.8842,0.3002,0.8966,1,1.8972,0.9866,1.5749,0.8717,0.0366,43.0301,22.8169,BackProp,1.22407 Faults,570,570,45,3,43,0,1.191,0.751,0.8842,0.3002,0.8966,1,1.8972,0.9866,1.5749,0.8717,0.0366,43.0301,22.8169,Bayes,1.84023 Faults,570,570,45,3,43,0,1.191,0.751,0.8842,0.3002,0.8966,1,1.8972,0.9866,1.5749,0.8717,0.0366,43.0301,22.8169,BayesTree,1.92629 Faults,570,570,45,3,43,0,1.191,0.751,0.8842,0.3002,0.8966,1,1.8972,0.9866,1.5749,0.8717,0.0366,43.0301,22.8169,C4_5,2.11021 Faults,570,570,45,3,43,0,1.191,0.751,0.8842,0.3002,0.8966,1,1.8972,0.9866,1.5749,0.8717,0.0366,43.0301,22.8169,CART,2.20475 Faults,570,570,45,3,43,0,1.191,0.751,0.8842,0.3002,0.8966,1,1.8972,0.9866,1.5749,0.8717,0.0366,43.0301,22.8169,Cal5,2.04718 Faults,570,570,45,3,43,0,1.191,0.751,0.8842,0.3002,0.8966,1,1.8972,0.9866,1.5749,0.8717,0.0366,43.0301,22.8169,Cascade,3.95159 Faults,570,570,45,3,43,0,1.191,0.751,0.8842,0.3002,0.8966,1,1.8972,0.9866,1.5749,0.8717,0.0366,43.0301,22.8169,Castle,2.20475 Faults,570,570,45,3,43,0,1.191,0.751,0.8842,0.3002,0.8966,1,1.8972,0.9866,1.5749,0.8717,0.0366,43.0301,22.8169,Cn2,2.42798 Faults,570,570,45,3,43,0,1.191,0.751,0.8842,0.3002,0.8966,1,1.8972,0.9866,1.5749,0.8717,0.0366,43.0301,22.8169,Default,3.31262 Faults,570,570,45,3,43,0,1.191,0.751,0.8842,0.3002,0.8966,1,1.8972,0.9866,1.5749,0.8717,0.0366,43.0301,22.8169,Dipol92,0.0685928 Faults,570,570,45,3,43,0,1.191,0.751,0.8842,0.3002,0.8966,1,1.8972,0.9866,1.5749,0.8717,0.0366,43.0301,22.8169,Discrim,0.636048 Faults,570,570,45,3,43,0,1.191,0.751,0.8842,0.3002,0.8966,1,1.8972,0.9866,1.5749,0.8717,0.0366,43.0301,22.8169,ITrule,2.28483 Faults,570,570,45,3,43,0,1.191,0.751,0.8842,0.3002,0.8966,1,1.8972,0.9866,1.5749,0.8717,0.0366,43.0301,22.8169,IndCART,2.31639 Faults,570,570,45,3,43,0,1.191,0.751,0.8842,0.3002,0.8966,1,1.8972,0.9866,1.5749,0.8717,0.0366,43.0301,22.8169,KNN,2.53829 Faults,570,570,45,3,43,0,1.191,0.751,0.8842,0.3002,0.8966,1,1.8972,0.9866,1.5749,0.8717,0.0366,43.0301,22.8169,Kohonen,2.9321 Faults,570,570,45,3,43,0,1.191,0.751,0.8842,0.3002,0.8966,1,1.8972,0.9866,1.5749,0.8717,0.0366,43.0301,22.8169,LVQ,2.83339 Faults,570,570,45,3,43,0,1.191,0.751,0.8842,0.3002,0.8966,1,1.8972,0.9866,1.5749,0.8717,0.0366,43.0301,22.8169,LogDisc,1.08519 Faults,570,570,45,3,43,0,1.191,0.751,0.8842,0.3002,0.8966,1,1.8972,0.9866,1.5749,0.8717,0.0366,43.0301,22.8169,NewId,2.10255 Faults,570,570,45,3,43,0,1.191,0.751,0.8842,0.3002,0.8966,1,1.8972,0.9866,1.5749,0.8717,0.0366,43.0301,22.8169,QuaDisc,2.0141 Faults,570,570,45,3,43,0,1.191,0.751,0.8842,0.3002,0.8966,1,1.8972,0.9866,1.5749,0.8717,0.0366,43.0301,22.8169,RBF,2.21855 Faults,570,570,45,3,43,0,1.191,0.751,0.8842,0.3002,0.8966,1,1.8972,0.9866,1.5749,0.8717,0.0366,43.0301,22.8169,Smart,2.34094 German_Credit,1000,1000,24,2,9,1,1.0369,0.0848,0.5044,?,1,?,1.6986,7.7943,0.8813,1.5031,0.0187,47.1283,79.3797,Ac2,2.35033 German_Credit,1000,1000,24,2,9,1,1.0369,0.0848,0.5044,?,1,?,1.6986,7.7943,0.8813,1.5031,0.0187,47.1283,79.3797,Alloc80,0.404131 German_Credit,1000,1000,24,2,9,1,1.0369,0.0848,0.5044,?,1,?,1.6986,7.7943,0.8813,1.5031,0.0187,47.1283,79.3797,BackProp,1.98073 German_Credit,1000,1000,24,2,9,1,1.0369,0.0848,0.5044,?,1,?,1.6986,7.7943,0.8813,1.5031,0.0187,47.1283,79.3797,Bayes,1.63666 German_Credit,1000,1000,24,2,9,1,1.0369,0.0848,0.5044,?,1,?,1.6986,7.7943,0.8813,1.5031,0.0187,47.1283,79.3797,BayesTree,2.00566 German_Credit,1000,1000,24,2,9,1,1.0369,0.0848,0.5044,?,1,?,1.6986,7.7943,0.8813,1.5031,0.0187,47.1283,79.3797,C4_5,2.62184 German_Credit,1000,1000,24,2,9,1,1.0369,0.0848,0.5044,?,1,?,1.6986,7.7943,0.8813,1.5031,0.0187,47.1283,79.3797,CART,0.869199 German_Credit,1000,1000,24,2,9,1,1.0369,0.0848,0.5044,?,1,?,1.6986,7.7943,0.8813,1.5031,0.0187,47.1283,79.3797,Cal5,0.732368 German_Credit,1000,1000,24,2,9,1,1.0369,0.0848,0.5044,?,1,?,1.6986,7.7943,0.8813,1.5031,0.0187,47.1283,79.3797,Cascade,8.02018 German_Credit,1000,1000,24,2,9,1,1.0369,0.0848,0.5044,?,1,?,1.6986,7.7943,0.8813,1.5031,0.0187,47.1283,79.3797,Castle,0.383901 German_Credit,1000,1000,24,2,9,1,1.0369,0.0848,0.5044,?,1,?,1.6986,7.7943,0.8813,1.5031,0.0187,47.1283,79.3797,Cn2,2.28412 German_Credit,1000,1000,24,2,9,1,1.0369,0.0848,0.5044,?,1,?,1.6986,7.7943,0.8813,1.5031,0.0187,47.1283,79.3797,Default,1.6186 German_Credit,1000,1000,24,2,9,1,1.0369,0.0848,0.5044,?,1,?,1.6986,7.7943,0.8813,1.5031,0.0187,47.1283,79.3797,Dipol92,0.671413 German_Credit,1000,1000,24,2,9,1,1.0369,0.0848,0.5044,?,1,?,1.6986,7.7943,0.8813,1.5031,0.0187,47.1283,79.3797,Discrim,-13.8155 German_Credit,1000,1000,24,2,9,1,1.0369,0.0848,0.5044,?,1,?,1.6986,7.7943,0.8813,1.5031,0.0187,47.1283,79.3797,ITrule,2.35328 German_Credit,1000,1000,24,2,9,1,1.0369,0.0848,0.5044,?,1,?,1.6986,7.7943,0.8813,1.5031,0.0187,47.1283,79.3797,IndCART,1.93311 German_Credit,1000,1000,24,2,9,1,1.0369,0.0848,0.5044,?,1,?,1.6986,7.7943,0.8813,1.5031,0.0187,47.1283,79.3797,KNN,1.58145 German_Credit,1000,1000,24,2,9,1,1.0369,0.0848,0.5044,?,1,?,1.6986,7.7943,0.8813,1.5031,0.0187,47.1283,79.3797,Kohonen,2.95037 German_Credit,1000,1000,24,2,9,1,1.0369,0.0848,0.5044,?,1,?,1.6986,7.7943,0.8813,1.5031,0.0187,47.1283,79.3797,LVQ,2.57177 German_Credit,1000,1000,24,2,9,1,1.0369,0.0848,0.5044,?,1,?,1.6986,7.7943,0.8813,1.5031,0.0187,47.1283,79.3797,LogDisc,-2.38597 German_Credit,1000,1000,24,2,9,1,1.0369,0.0848,0.5044,?,1,?,1.6986,7.7943,0.8813,1.5031,0.0187,47.1283,79.3797,NewId,2.4788 German_Credit,1000,1000,24,2,9,1,1.0369,0.0848,0.5044,?,1,?,1.6986,7.7943,0.8813,1.5031,0.0187,47.1283,79.3797,QuaDisc,0.943517 German_Credit,1000,1000,24,2,9,1,1.0369,0.0848,0.5044,?,1,?,1.6986,7.7943,0.8813,1.5031,0.0187,47.1283,79.3797,RBF,2.59024 German_Credit,1000,1000,24,2,9,1,1.0369,0.0848,0.5044,?,1,?,1.6986,7.7943,0.8813,1.5031,0.0187,47.1283,79.3797,Smart,0.702107 Head,900,900,6,3,1,1,1.1231,0.1217,0.7176,0.1057,0.9787,1,1.0071,5.0408,1.3574,1.9786,0.1929,7.03681,9.25713,Ac2,3.35968 Head,900,900,6,3,1,1,1.1231,0.1217,0.7176,0.1057,0.9787,1,1.0071,5.0408,1.3574,1.9786,0.1929,7.03681,9.25713,Alloc80,2.33321 Head,900,900,6,3,1,1,1.1231,0.1217,0.7176,0.1057,0.9787,1,1.0071,5.0408,1.3574,1.9786,0.1929,7.03681,9.25713,BackProp,0.971158 Head,900,900,6,3,1,1,1.1231,0.1217,0.7176,0.1057,0.9787,1,1.0071,5.0408,1.3574,1.9786,0.1929,7.03681,9.25713,Bayes,1.4884 Head,900,900,6,3,1,1,1.1231,0.1217,0.7176,0.1057,0.9787,1,1.0071,5.0408,1.3574,1.9786,0.1929,7.03681,9.25713,BayesTree,1.25248 Head,900,900,6,3,1,1,1.1231,0.1217,0.7176,0.1057,0.9787,1,1.0071,5.0408,1.3574,1.9786,0.1929,7.03681,9.25713,C4_5,3.86726 Head,900,900,6,3,1,1,1.1231,0.1217,0.7176,0.1057,0.9787,1,1.0071,5.0408,1.3574,1.9786,0.1929,7.03681,9.25713,CART,0.582216 Head,900,900,6,3,1,1,1.1231,0.1217,0.7176,0.1057,0.9787,1,1.0071,5.0408,1.3574,1.9786,0.1929,7.03681,9.25713,Cal5,2.42631 Head,900,900,6,3,1,1,1.1231,0.1217,0.7176,0.1057,0.9787,1,1.0071,5.0408,1.3574,1.9786,0.1929,7.03681,9.25713,Cascade,0.130151 Head,900,900,6,3,1,1,1.1231,0.1217,0.7176,0.1057,0.9787,1,1.0071,5.0408,1.3574,1.9786,0.1929,7.03681,9.25713,Castle,0.766398 Head,900,900,6,3,1,1,1.1231,0.1217,0.7176,0.1057,0.9787,1,1.0071,5.0408,1.3574,1.9786,0.1929,7.03681,9.25713,Cn2,3.27048 Head,900,900,6,3,1,1,1.1231,0.1217,0.7176,0.1057,0.9787,1,1.0071,5.0408,1.3574,1.9786,0.1929,7.03681,9.25713,Default,2.96187 Head,900,900,6,3,1,1,1.1231,0.1217,0.7176,0.1057,0.9787,1,1.0071,5.0408,1.3574,1.9786,0.1929,7.03681,9.25713,Dipol92,1.84546 Head,900,900,6,3,1,1,1.1231,0.1217,0.7176,0.1057,0.9787,1,1.0071,5.0408,1.3574,1.9786,0.1929,7.03681,9.25713,Discrim,0.356275 Head,900,900,6,3,1,1,1.1231,0.1217,0.7176,0.1057,0.9787,1,1.0071,5.0408,1.3574,1.9786,0.1929,7.03681,9.25713,ITrule,2.67649 Head,900,900,6,3,1,1,1.1231,0.1217,0.7176,0.1057,0.9787,1,1.0071,5.0408,1.3574,1.9786,0.1929,7.03681,9.25713,IndCART,1.72134 Head,900,900,6,3,1,1,1.1231,0.1217,0.7176,0.1057,0.9787,1,1.0071,5.0408,1.3574,1.9786,0.1929,7.03681,9.25713,KNN,2.5514 Head,900,900,6,3,1,1,1.1231,0.1217,0.7176,0.1057,0.9787,1,1.0071,5.0408,1.3574,1.9786,0.1929,7.03681,9.25713,Kohonen,4.10561 Head,900,900,6,3,1,1,1.1231,0.1217,0.7176,0.1057,0.9787,1,1.0071,5.0408,1.3574,1.9786,0.1929,7.03681,9.25713,LVQ,3.05254 Head,900,900,6,3,1,1,1.1231,0.1217,0.7176,0.1057,0.9787,1,1.0071,5.0408,1.3574,1.9786,0.1929,7.03681,9.25713,LogDisc,-13.8155 Head,900,900,6,3,1,1,1.1231,0.1217,0.7176,0.1057,0.9787,1,1.0071,5.0408,1.3574,1.9786,0.1929,7.03681,9.25713,NewId,3.27302 Head,900,900,6,3,1,1,1.1231,0.1217,0.7176,0.1057,0.9787,1,1.0071,5.0408,1.3574,1.9786,0.1929,7.03681,9.25713,QuaDisc,0.440189 Head,900,900,6,3,1,1,1.1231,0.1217,0.7176,0.1057,0.9787,1,1.0071,5.0408,1.3574,1.9786,0.1929,7.03681,9.25713,RBF,3.5082 Head,900,900,6,3,1,1,1.1231,0.1217,0.7176,0.1057,0.9787,1,1.0071,5.0408,1.3574,1.9786,0.1929,7.03681,9.25713,Smart,1.04662 Heart,270,270,13,2,5,1,1.0612,0.1236,0.7384,?,1,?,0.956,3.6494,0.9902,1.6386,0.0876,11.3037,17.7055,Ac2,1.68232 Heart,270,270,13,2,5,1,1.0612,0.1236,0.7384,?,1,?,0.956,3.6494,0.9902,1.6386,0.0876,11.3037,17.7055,Alloc80,-0.733969 Heart,270,270,13,2,5,1,1.0612,0.1236,0.7384,?,1,?,0.956,3.6494,0.9902,1.6386,0.0876,11.3037,17.7055,BackProp,1.06712 Heart,270,270,13,2,5,1,1.0612,0.1236,0.7384,?,1,?,0.956,3.6494,0.9902,1.6386,0.0876,11.3037,17.7055,Bayes,-13.8155 Heart,270,270,13,2,5,1,1.0612,0.1236,0.7384,?,1,?,0.956,3.6494,0.9902,1.6386,0.0876,11.3037,17.7055,BayesTree,0.79254 Heart,270,270,13,2,5,1,1.0612,0.1236,0.7384,?,1,?,0.956,3.6494,0.9902,1.6386,0.0876,11.3037,17.7055,C4_5,1.77766 Heart,270,270,13,2,5,1,1.0612,0.1236,0.7384,?,1,?,0.956,3.6494,0.9902,1.6386,0.0876,11.3037,17.7055,CART,0.125751 Heart,270,270,13,2,5,1,1.0612,0.1236,0.7384,?,1,?,0.956,3.6494,0.9902,1.6386,0.0876,11.3037,17.7055,Cal5,0.0168571 Heart,270,270,13,2,5,1,1.0612,0.1236,0.7384,?,1,?,0.956,3.6494,0.9902,1.6386,0.0876,11.3037,17.7055,Cascade,0.301585 Heart,270,270,13,2,5,1,1.0612,0.1236,0.7384,?,1,?,0.956,3.6494,0.9902,1.6386,0.0876,11.3037,17.7055,Castle,-0.026344 Heart,270,270,13,2,5,1,1.0612,0.1236,0.7384,?,1,?,0.956,3.6494,0.9902,1.6386,0.0876,11.3037,17.7055,Cn2,1.74257 Heart,270,270,13,2,5,1,1.0612,0.1236,0.7384,?,1,?,0.956,3.6494,0.9902,1.6386,0.0876,11.3037,17.7055,Default,0.994362 Heart,270,270,13,2,5,1,1.0612,0.1236,0.7384,?,1,?,0.956,3.6494,0.9902,1.6386,0.0876,11.3037,17.7055,Dipol92,0.659073 Heart,270,270,13,2,5,1,1.0612,0.1236,0.7384,?,1,?,0.956,3.6494,0.9902,1.6386,0.0876,11.3037,17.7055,Discrim,-1.28735 Heart,270,270,13,2,5,1,1.0612,0.1236,0.7384,?,1,?,0.956,3.6494,0.9902,1.6386,0.0876,11.3037,17.7055,ITrule,0.717352 Heart,270,270,13,2,5,1,1.0612,0.1236,0.7384,?,1,?,0.956,3.6494,0.9902,1.6386,0.0876,11.3037,17.7055,IndCART,1.31399 Heart,270,270,13,2,5,1,1.0612,0.1236,0.7384,?,1,?,0.956,3.6494,0.9902,1.6386,0.0876,11.3037,17.7055,KNN,0.413433 Heart,270,270,13,2,5,1,1.0612,0.1236,0.7384,?,1,?,0.956,3.6494,0.9902,1.6386,0.0876,11.3037,17.7055,Kohonen,1.53407 Heart,270,270,13,2,5,1,1.0612,0.1236,0.7384,?,1,?,0.956,3.6494,0.9902,1.6386,0.0876,11.3037,17.7055,LVQ,1.18937 Heart,270,270,13,2,5,1,1.0612,0.1236,0.7384,?,1,?,0.956,3.6494,0.9902,1.6386,0.0876,11.3037,17.7055,LogDisc,-1.13943 Heart,270,270,13,2,5,1,1.0612,0.1236,0.7384,?,1,?,0.956,3.6494,0.9902,1.6386,0.0876,11.3037,17.7055,NewId,1.92147 Heart,270,270,13,2,5,1,1.0612,0.1236,0.7384,?,1,?,0.956,3.6494,0.9902,1.6386,0.0876,11.3037,17.7055,QuaDisc,-0.359536 Heart,270,270,13,2,5,1,1.0612,0.1236,0.7384,?,1,?,0.956,3.6494,0.9902,1.6386,0.0876,11.3037,17.7055,RBF,1.77766 Heart,270,270,13,2,5,1,1.0612,0.1236,0.7384,?,1,?,0.956,3.6494,0.9902,1.6386,0.0876,11.3037,17.7055,Smart,0.413433 KlDigits,9000,18000,40,10,0,0,1.9657,0.1093,0.9207,0.9056,0.172,0.3385,0.1802,2.92,3.3219,5.5903,0.2029,16.3721,26.552,Ac2,4.60806 KlDigits,9000,18000,40,10,0,0,1.9657,0.1093,0.9207,0.9056,0.172,0.3385,0.1802,2.92,3.3219,5.5903,0.2029,16.3721,26.552,Alloc80,0.997318 KlDigits,9000,18000,40,10,0,0,1.9657,0.1093,0.9207,0.9056,0.172,0.3385,0.1802,2.92,3.3219,5.5903,0.2029,16.3721,26.552,BackProp,2.97813 KlDigits,9000,18000,40,10,0,0,1.9657,0.1093,0.9207,0.9056,0.172,0.3385,0.1802,2.92,3.3219,5.5903,0.2029,16.3721,26.552,Bayes,4.92405 KlDigits,9000,18000,40,10,0,0,1.9657,0.1093,0.9207,0.9056,0.172,0.3385,0.1802,2.92,3.3219,5.5903,0.2029,16.3721,26.552,BayesTree,4.57369 KlDigits,9000,18000,40,10,0,0,1.9657,0.1093,0.9207,0.9056,0.172,0.3385,0.1802,2.92,3.3219,5.5903,0.2029,16.3721,26.552,C4_5,4.68602 KlDigits,9000,18000,40,10,0,0,1.9657,0.1093,0.9207,0.9056,0.172,0.3385,0.1802,2.92,3.3219,5.5903,0.2029,16.3721,26.552,CART,6.4984 KlDigits,9000,18000,40,10,0,0,1.9657,0.1093,0.9207,0.9056,0.172,0.3385,0.1802,2.92,3.3219,5.5903,0.2029,16.3721,26.552,Cal5,5.13231 KlDigits,9000,18000,40,10,0,0,1.9657,0.1093,0.9207,0.9056,0.172,0.3385,0.1802,2.92,3.3219,5.5903,0.2029,16.3721,26.552,Cascade,3.61819 KlDigits,9000,18000,40,10,0,0,1.9657,0.1093,0.9207,0.9056,0.172,0.3385,0.1802,2.92,3.3219,5.5903,0.2029,16.3721,26.552,Castle,4.35579 KlDigits,9000,18000,40,10,0,0,1.9657,0.1093,0.9207,0.9056,0.172,0.3385,0.1802,2.92,3.3219,5.5903,0.2029,16.3721,26.552,Cn2,4.68602 KlDigits,9000,18000,40,10,0,0,1.9657,0.1093,0.9207,0.9056,0.172,0.3385,0.1802,2.92,3.3219,5.5903,0.2029,16.3721,26.552,Default,6.39077 KlDigits,9000,18000,40,10,0,0,1.9657,0.1093,0.9207,0.9056,0.172,0.3385,0.1802,2.92,3.3219,5.5903,0.2029,16.3721,26.552,Dipol92,2.55529 KlDigits,9000,18000,40,10,0,0,1.9657,0.1093,0.9207,0.9056,0.172,0.3385,0.1802,2.92,3.3219,5.5903,0.2029,16.3721,26.552,Discrim,3.61819 KlDigits,9000,18000,40,10,0,0,1.9657,0.1093,0.9207,0.9056,0.172,0.3385,0.1802,2.92,3.3219,5.5903,0.2029,16.3721,26.552,ITrule,4.88896 KlDigits,9000,18000,40,10,0,0,1.9657,0.1093,0.9207,0.9056,0.172,0.3385,0.1802,2.92,3.3219,5.5903,0.2029,16.3721,26.552,IndCART,4.62149 KlDigits,9000,18000,40,10,0,0,1.9657,0.1093,0.9207,0.9056,0.172,0.3385,0.1802,2.92,3.3219,5.5903,0.2029,16.3721,26.552,KNN,-13.8155 KlDigits,9000,18000,40,10,0,0,1.9657,0.1093,0.9207,0.9056,0.172,0.3385,0.1802,2.92,3.3219,5.5903,0.2029,16.3721,26.552,Kohonen,6.4984 KlDigits,9000,18000,40,10,0,0,1.9657,0.1093,0.9207,0.9056,0.172,0.3385,0.1802,2.92,3.3219,5.5903,0.2029,16.3721,26.552,LVQ,1.40266 KlDigits,9000,18000,40,10,0,0,1.9657,0.1093,0.9207,0.9056,0.172,0.3385,0.1802,2.92,3.3219,5.5903,0.2029,16.3721,26.552,LogDisc,3.04486 KlDigits,9000,18000,40,10,0,0,1.9657,0.1093,0.9207,0.9056,0.172,0.3385,0.1802,2.92,3.3219,5.5903,0.2029,16.3721,26.552,NewId,4.56668 KlDigits,9000,18000,40,10,0,0,1.9657,0.1093,0.9207,0.9056,0.172,0.3385,0.1802,2.92,3.3219,5.5903,0.2029,16.3721,26.552,QuaDisc,1.22024 KlDigits,9000,18000,40,10,0,0,1.9657,0.1093,0.9207,0.9056,0.172,0.3385,0.1802,2.92,3.3219,5.5903,0.2029,16.3721,26.552,RBF,3.16619 KlDigits,9000,18000,40,10,0,0,1.9657,0.1093,0.9207,0.9056,0.172,0.3385,0.1802,2.92,3.3219,5.5903,0.2029,16.3721,26.552,Smart,3.22175 Letters,5000,20000,16,26,0,0,1.8795,0.2577,0.8896,0.8489,0.168,0.321,0.5698,3.5385,4.6996,3.094,0.5189,9.05685,4.96261,Ac2,3.95684 Letters,5000,20000,16,26,0,0,1.8795,0.2577,0.8896,0.8489,0.168,0.321,0.5698,3.5385,4.6996,3.094,0.5189,9.05685,4.96261,Alloc80,-13.8155 Letters,5000,20000,16,26,0,0,1.8795,0.2577,0.8896,0.8489,0.168,0.321,0.5698,3.5385,4.6996,3.094,0.5189,9.05685,4.96261,BackProp,4.3305 Letters,5000,20000,16,26,0,0,1.8795,0.2577,0.8896,0.8489,0.168,0.321,0.5698,3.5385,4.6996,3.094,0.5189,9.05685,4.96261,Bayes,4.90038 Letters,5000,20000,16,26,0,0,1.8795,0.2577,0.8896,0.8489,0.168,0.321,0.5698,3.5385,4.6996,3.094,0.5189,9.05685,4.96261,BayesTree,2.85267 Letters,5000,20000,16,26,0,0,1.8795,0.2577,0.8896,0.8489,0.168,0.321,0.5698,3.5385,4.6996,3.094,0.5189,9.05685,4.96261,C4_5,2.97787 Letters,5000,20000,16,26,0,0,1.8795,0.2577,0.8896,0.8489,0.168,0.321,0.5698,3.5385,4.6996,3.094,0.5189,9.05685,4.96261,CART,5.59996 Letters,5000,20000,16,26,0,0,1.8795,0.2577,0.8896,0.8489,0.168,0.321,0.5698,3.5385,4.6996,3.094,0.5189,9.05685,4.96261,Cal5,4.00009 Letters,5000,20000,16,26,0,0,1.8795,0.2577,0.8896,0.8489,0.168,0.321,0.5698,3.5385,4.6996,3.094,0.5189,9.05685,4.96261,Cascade,5.59996 Letters,5000,20000,16,26,0,0,1.8795,0.2577,0.8896,0.8489,0.168,0.321,0.5698,3.5385,4.6996,3.094,0.5189,9.05685,4.96261,Castle,3.95684 Letters,5000,20000,16,26,0,0,1.8795,0.2577,0.8896,0.8489,0.168,0.321,0.5698,3.5385,4.6996,3.094,0.5189,9.05685,4.96261,Cn2,2.69016 Letters,5000,20000,16,26,0,0,1.8795,0.2577,0.8896,0.8489,0.168,0.321,0.5698,3.5385,4.6996,3.094,0.5189,9.05685,4.96261,Default,5.55629 Letters,5000,20000,16,26,0,0,1.8795,0.2577,0.8896,0.8489,0.168,0.321,0.5698,3.5385,4.6996,3.094,0.5189,9.05685,4.96261,Dipol92,3.47686 Letters,5000,20000,16,26,0,0,1.8795,0.2577,0.8896,0.8489,0.168,0.321,0.5698,3.5385,4.6996,3.094,0.5189,9.05685,4.96261,Discrim,4.23062 Letters,5000,20000,16,26,0,0,1.8795,0.2577,0.8896,0.8489,0.168,0.321,0.5698,3.5385,4.6996,3.094,0.5189,9.05685,4.96261,ITrule,5.03122 Letters,5000,20000,16,26,0,0,1.8795,0.2577,0.8896,0.8489,0.168,0.321,0.5698,3.5385,4.6996,3.094,0.5189,9.05685,4.96261,IndCART,2.94801 Letters,5000,20000,16,26,0,0,1.8795,0.2577,0.8896,0.8489,0.168,0.321,0.5698,3.5385,4.6996,3.094,0.5189,9.05685,4.96261,KNN,0.549854 Letters,5000,20000,16,26,0,0,1.8795,0.2577,0.8896,0.8489,0.168,0.321,0.5698,3.5385,4.6996,3.094,0.5189,9.05685,4.96261,Kohonen,3.99478 Letters,5000,20000,16,26,0,0,1.8795,0.2577,0.8896,0.8489,0.168,0.321,0.5698,3.5385,4.6996,3.094,0.5189,9.05685,4.96261,LVQ,1.46649 Letters,5000,20000,16,26,0,0,1.8795,0.2577,0.8896,0.8489,0.168,0.321,0.5698,3.5385,4.6996,3.094,0.5189,9.05685,4.96261,LogDisc,3.89414 Letters,5000,20000,16,26,0,0,1.8795,0.2577,0.8896,0.8489,0.168,0.321,0.5698,3.5385,4.6996,3.094,0.5189,9.05685,4.96261,NewId,2.91723 Letters,5000,20000,16,26,0,0,1.8795,0.2577,0.8896,0.8489,0.168,0.321,0.5698,3.5385,4.6996,3.094,0.5189,9.05685,4.96261,QuaDisc,2.65014 Letters,5000,20000,16,26,0,0,1.8795,0.2577,0.8896,0.8489,0.168,0.321,0.5698,3.5385,4.6996,3.094,0.5189,9.05685,4.96261,RBF,3.88824 Letters,5000,20000,16,26,0,0,1.8795,0.2577,0.8896,0.8489,0.168,0.321,0.5698,3.5385,4.6996,3.094,0.5189,9.05685,4.96261,Smart,4.20076 NewBelgian,1000,3000,57,2,0,0,1.0638,0.1216,0.5286,?,1,?,1.118,6.7738,0.3879,3.83,0.0421,9.21378,89.9739,Ac2,0.515813 NewBelgian,1000,3000,57,2,0,0,1.0638,0.1216,0.5286,?,1,?,1.118,6.7738,0.3879,3.83,0.0421,9.21378,89.9739,Alloc80,2.18975 NewBelgian,1000,3000,57,2,0,0,1.0638,0.1216,0.5286,?,1,?,1.118,6.7738,0.3879,3.83,0.0421,9.21378,89.9739,BackProp,0.921477 NewBelgian,1000,3000,57,2,0,0,1.0638,0.1216,0.5286,?,1,?,1.118,6.7738,0.3879,3.83,0.0421,9.21378,89.9739,Bayes,3.0548 NewBelgian,1000,3000,57,2,0,0,1.0638,0.1216,0.5286,?,1,?,1.118,6.7738,0.3879,3.83,0.0421,9.21378,89.9739,BayesTree,-1.27654 NewBelgian,1000,3000,57,2,0,0,1.0638,0.1216,0.5286,?,1,?,1.118,6.7738,0.3879,3.83,0.0421,9.21378,89.9739,C4_5,0.333611 NewBelgian,1000,3000,57,2,0,0,1.0638,0.1216,0.5286,?,1,?,1.118,6.7738,0.3879,3.83,0.0421,9.21378,89.9739,CART,0.921477 NewBelgian,1000,3000,57,2,0,0,1.0638,0.1216,0.5286,?,1,?,1.118,6.7738,0.3879,3.83,0.0421,9.21378,89.9739,Cal5,1.28896 NewBelgian,1000,3000,57,2,0,0,1.0638,0.1216,0.5286,?,1,?,1.118,6.7738,0.3879,3.83,0.0421,9.21378,89.9739,Cascade,5.61874 NewBelgian,1000,3000,57,2,0,0,1.0638,0.1216,0.5286,?,1,?,1.118,6.7738,0.3879,3.83,0.0421,9.21378,89.9739,Castle,2.65591 NewBelgian,1000,3000,57,2,0,0,1.0638,0.1216,0.5286,?,1,?,1.118,6.7738,0.3879,3.83,0.0421,9.21378,89.9739,Cn2,1.20896 NewBelgian,1000,3000,57,2,0,0,1.0638,0.1216,0.5286,?,1,?,1.118,6.7738,0.3879,3.83,0.0421,9.21378,89.9739,Default,2.83492 NewBelgian,1000,3000,57,2,0,0,1.0638,0.1216,0.5286,?,1,?,1.118,6.7738,0.3879,3.83,0.0421,9.21378,89.9739,Dipol92,1.28896 NewBelgian,1000,3000,57,2,0,0,1.0638,0.1216,0.5286,?,1,?,1.118,6.7738,0.3879,3.83,0.0421,9.21378,89.9739,Discrim,2.0563 NewBelgian,1000,3000,57,2,0,0,1.0638,0.1216,0.5286,?,1,?,1.118,6.7738,0.3879,3.83,0.0421,9.21378,89.9739,ITrule,2.9436 NewBelgian,1000,3000,57,2,0,0,1.0638,0.1216,0.5286,?,1,?,1.118,6.7738,0.3879,3.83,0.0421,9.21378,89.9739,IndCART,-1.27654 NewBelgian,1000,3000,57,2,0,0,1.0638,0.1216,0.5286,?,1,?,1.118,6.7738,0.3879,3.83,0.0421,9.21378,89.9739,KNN,2.38766 NewBelgian,1000,3000,57,2,0,0,1.0638,0.1216,0.5286,?,1,?,1.118,6.7738,0.3879,3.83,0.0421,9.21378,89.9739,Kohonen,2.98674 NewBelgian,1000,3000,57,2,0,0,1.0638,0.1216,0.5286,?,1,?,1.118,6.7738,0.3879,3.83,0.0421,9.21378,89.9739,LVQ,2.67532 NewBelgian,1000,3000,57,2,0,0,1.0638,0.1216,0.5286,?,1,?,1.118,6.7738,0.3879,3.83,0.0421,9.21378,89.9739,LogDisc,1.43222 NewBelgian,1000,3000,57,2,0,0,1.0638,0.1216,0.5286,?,1,?,1.118,6.7738,0.3879,3.83,0.0421,9.21378,89.9739,NewId,0.110647 NewBelgian,1000,3000,57,2,0,0,1.0638,0.1216,0.5286,?,1,?,1.118,6.7738,0.3879,3.83,0.0421,9.21378,89.9739,QuaDisc,1.81515 NewBelgian,1000,3000,57,2,0,0,1.0638,0.1216,0.5286,?,1,?,1.118,6.7738,0.3879,3.83,0.0421,9.21378,89.9739,RBF,1.81515 NewBelgian,1000,3000,57,2,0,0,1.0638,0.1216,0.5286,?,1,?,1.118,6.7738,0.3879,3.83,0.0421,9.21378,89.9739,Smart,-13.8155 SatImage,2000,6435,36,6,0,0,1.297,0.5977,0.9366,0.9332,0.3586,0.7146,0.7316,4.1737,2.4734,5.5759,0.9443,2.61929,4.9048,Ac2,2.26737 SatImage,2000,6435,36,6,0,0,1.297,0.5977,0.9366,0.9332,0.3586,0.7146,0.7316,4.1737,2.4734,5.5759,0.9443,2.61929,4.9048,Alloc80,1.76182 SatImage,2000,6435,36,6,0,0,1.297,0.5977,0.9366,0.9332,0.3586,0.7146,0.7316,4.1737,2.4734,5.5759,0.9443,2.61929,4.9048,BackProp,1.93094 SatImage,2000,6435,36,6,0,0,1.297,0.5977,0.9366,0.9332,0.3586,0.7146,0.7316,4.1737,2.4734,5.5759,0.9443,2.61929,4.9048,Bayes,3.38696 SatImage,2000,6435,36,6,0,0,1.297,0.5977,0.9366,0.9332,0.3586,0.7146,0.7316,4.1737,2.4734,5.5759,0.9443,2.61929,4.9048,BayesTree,2.09458 SatImage,2000,6435,36,6,0,0,1.297,0.5977,0.9366,0.9332,0.3586,0.7146,0.7316,4.1737,2.4734,5.5759,0.9443,2.61929,4.9048,C4_5,2.14967 SatImage,2000,6435,36,6,0,0,1.297,0.5977,0.9366,0.9332,0.3586,0.7146,0.7316,4.1737,2.4734,5.5759,0.9443,2.61929,4.9048,CART,1.9085 SatImage,2000,6435,36,6,0,0,1.297,0.5977,0.9366,0.9332,0.3586,0.7146,0.7316,4.1737,2.4734,5.5759,0.9443,2.61929,4.9048,Cal5,2.16734 SatImage,2000,6435,36,6,0,0,1.297,0.5977,0.9366,0.9332,0.3586,0.7146,0.7316,4.1737,2.4734,5.5759,0.9443,2.61929,4.9048,Cascade,2.3584 SatImage,2000,6435,36,6,0,0,1.297,0.5977,0.9366,0.9332,0.3586,0.7146,0.7316,4.1737,2.4734,5.5759,0.9443,2.61929,4.9048,Castle,2.72949 SatImage,2000,6435,36,6,0,0,1.297,0.5977,0.9366,0.9332,0.3586,0.7146,0.7316,4.1737,2.4734,5.5759,0.9443,2.61929,4.9048,Cn2,2.14967 SatImage,2000,6435,36,6,0,0,1.297,0.5977,0.9366,0.9332,0.3586,0.7146,0.7316,4.1737,2.4734,5.5759,0.9443,2.61929,4.9048,Default,4.62557 SatImage,2000,6435,36,6,0,0,1.297,0.5977,0.9366,0.9332,0.3586,0.7146,0.7316,4.1737,2.4734,5.5759,0.9443,2.61929,4.9048,Dipol92,0.957433 SatImage,2000,6435,36,6,0,0,1.297,0.5977,0.9366,0.9332,0.3586,0.7146,0.7316,4.1737,2.4734,5.5759,0.9443,2.61929,4.9048,Discrim,2.4681 SatImage,2000,6435,36,6,0,0,1.297,0.5977,0.9366,0.9332,0.3586,0.7146,0.7316,4.1737,2.4734,5.5759,0.9443,2.61929,4.9048,ITrule,4.93332 SatImage,2000,6435,36,6,0,0,1.297,0.5977,0.9366,0.9332,0.3586,0.7146,0.7316,4.1737,2.4734,5.5759,0.9443,2.61929,4.9048,IndCART,1.9085 SatImage,2000,6435,36,6,0,0,1.297,0.5977,0.9366,0.9332,0.3586,0.7146,0.7316,4.1737,2.4734,5.5759,0.9443,2.61929,4.9048,KNN,-13.8155 SatImage,2000,6435,36,6,0,0,1.297,0.5977,0.9366,0.9332,0.3586,0.7146,0.7316,4.1737,2.4734,5.5759,0.9443,2.61929,4.9048,Kohonen,2.56695 SatImage,2000,6435,36,6,0,0,1.297,0.5977,0.9366,0.9332,0.3586,0.7146,0.7316,4.1737,2.4734,5.5759,0.9443,2.61929,4.9048,LVQ,0.522359 SatImage,2000,6435,36,6,0,0,1.297,0.5977,0.9366,0.9332,0.3586,0.7146,0.7316,4.1737,2.4734,5.5759,0.9443,2.61929,4.9048,LogDisc,2.3584 SatImage,2000,6435,36,6,0,0,1.297,0.5977,0.9366,0.9332,0.3586,0.7146,0.7316,4.1737,2.4734,5.5759,0.9443,2.61929,4.9048,NewId,2.14967 SatImage,2000,6435,36,6,0,0,1.297,0.5977,0.9366,0.9332,0.3586,0.7146,0.7316,4.1737,2.4734,5.5759,0.9443,2.61929,4.9048,QuaDisc,2.23516 SatImage,2000,6435,36,6,0,0,1.297,0.5977,0.9366,0.9332,0.3586,0.7146,0.7316,4.1737,2.4734,5.5759,0.9443,2.61929,4.9048,RBF,1.42021 SatImage,2000,6435,36,6,0,0,1.297,0.5977,0.9366,0.9332,0.3586,0.7146,0.7316,4.1737,2.4734,5.5759,0.9443,2.61929,4.9048,Smart,2.29868 Segment,2310,2310,11,7,0,0,4.0014,0.1425,0.976,0.9623,0.3098,0.611,2.958,24.4813,2.8072,3.0787,0.6672,4.20743,3.61436,Ac2,-1.26585 Segment,2310,2310,11,7,0,0,4.0014,0.1425,0.976,0.9623,0.3098,0.611,2.958,24.4813,2.8072,3.0787,0.6672,4.20743,3.61436,Alloc80,-13.8155 Segment,2310,2310,11,7,0,0,4.0014,0.1425,0.976,0.9623,0.3098,0.611,2.958,24.4813,2.8072,3.0787,0.6672,4.20743,3.61436,BackProp,1.91132 Segment,2310,2310,11,7,0,0,4.0014,0.1425,0.976,0.9623,0.3098,0.611,2.958,24.4813,2.8072,3.0787,0.6672,4.20743,3.61436,Bayes,4.19285 Segment,2310,2310,11,7,0,0,4.0014,0.1425,0.976,0.9623,0.3098,0.611,2.958,24.4813,2.8072,3.0787,0.6672,4.20743,3.61436,BayesTree,-0.168419 Segment,2310,2310,11,7,0,0,4.0014,0.1425,0.976,0.9623,0.3098,0.611,2.958,24.4813,2.8072,3.0787,0.6672,4.20743,3.61436,C4_5,1.03567 Segment,2310,2310,11,7,0,0,4.0014,0.1425,0.976,0.9623,0.3098,0.611,2.958,24.4813,2.8072,3.0787,0.6672,4.20743,3.61436,CART,1.03567 Segment,2310,2310,11,7,0,0,4.0014,0.1425,0.976,0.9623,0.3098,0.611,2.958,24.4813,2.8072,3.0787,0.6672,4.20743,3.61436,Cal5,2.199 Segment,2310,2310,11,7,0,0,4.0014,0.1425,0.976,0.9623,0.3098,0.611,2.958,24.4813,2.8072,3.0787,0.6672,4.20743,3.61436,Cascade,5.61055 Segment,2310,2310,11,7,0,0,4.0014,0.1425,0.976,0.9623,0.3098,0.611,2.958,24.4813,2.8072,3.0787,0.6672,4.20743,3.61436,Castle,3.13996 Segment,2310,2310,11,7,0,0,4.0014,0.1425,0.976,0.9623,0.3098,0.611,2.958,24.4813,2.8072,3.0787,0.6672,4.20743,3.61436,Cn2,1.29828 Segment,2310,2310,11,7,0,0,4.0014,0.1425,0.976,0.9623,0.3098,0.611,2.958,24.4813,2.8072,3.0787,0.6672,4.20743,3.61436,Default,5.50175 Segment,2310,2310,11,7,0,0,4.0014,0.1425,0.976,0.9623,0.3098,0.611,2.958,24.4813,2.8072,3.0787,0.6672,4.20743,3.61436,Dipol92,-1.26585 Segment,2310,2310,11,7,0,0,4.0014,0.1425,0.976,0.9623,0.3098,0.611,2.958,24.4813,2.8072,3.0787,0.6672,4.20743,3.61436,Discrim,3.18759 Segment,2310,2310,11,7,0,0,4.0014,0.1425,0.976,0.9623,0.3098,0.611,2.958,24.4813,2.8072,3.0787,0.6672,4.20743,3.61436,ITrule,4.78535 Segment,2310,2310,11,7,0,0,4.0014,0.1425,0.976,0.9623,0.3098,0.611,2.958,24.4813,2.8072,3.0787,0.6672,4.20743,3.61436,IndCART,1.44126 Segment,2310,2310,11,7,0,0,4.0014,0.1425,0.976,0.9623,0.3098,0.611,2.958,24.4813,2.8072,3.0787,0.6672,4.20743,3.61436,KNN,2.58339 Segment,2310,2310,11,7,0,0,4.0014,0.1425,0.976,0.9623,0.3098,0.611,2.958,24.4813,2.8072,3.0787,0.6672,4.20743,3.61436,Kohonen,2.34421 Segment,2310,2310,11,7,0,0,4.0014,0.1425,0.976,0.9623,0.3098,0.611,2.958,24.4813,2.8072,3.0787,0.6672,4.20743,3.61436,LVQ,1.50585 Segment,2310,2310,11,7,0,0,4.0014,0.1425,0.976,0.9623,0.3098,0.611,2.958,24.4813,2.8072,3.0787,0.6672,4.20743,3.61436,LogDisc,3.1027 Segment,2310,2310,11,7,0,0,4.0014,0.1425,0.976,0.9623,0.3098,0.611,2.958,24.4813,2.8072,3.0787,0.6672,4.20743,3.61436,NewId,0.119559 Segment,2310,2310,11,7,0,0,4.0014,0.1425,0.976,0.9623,0.3098,0.611,2.958,24.4813,2.8072,3.0787,0.6672,4.20743,3.61436,QuaDisc,3.57744 Segment,2310,2310,11,7,0,0,4.0014,0.1425,0.976,0.9623,0.3098,0.611,2.958,24.4813,2.8072,3.0787,0.6672,4.20743,3.61436,RBF,2.3968 Segment,2310,2310,11,7,0,0,4.0014,0.1425,0.976,0.9623,0.3098,0.611,2.958,24.4813,2.8072,3.0787,0.6672,4.20743,3.61436,Smart,1.82423 Shuttle,14500,58000,9,7,0,0,1.6067,0.3558,0.9668,0.6968,0.6252,0.9499,4.4371,160.311,0.9653,3.4271,0.3348,2.88321,9.23626,Ac2,3.61982 Shuttle,14500,58000,9,7,0,0,1.6067,0.3558,0.9668,0.6968,0.6252,0.9499,4.4371,160.311,0.9653,3.4271,0.3348,2.88321,9.23626,Alloc80,4.59255 Shuttle,14500,58000,9,7,0,0,1.6067,0.3558,0.9668,0.6968,0.6252,0.9499,4.4371,160.311,0.9653,3.4271,0.3348,2.88321,9.23626,BackProp,3.9235 Shuttle,14500,58000,9,7,0,0,1.6067,0.3558,0.9668,0.6968,0.6252,0.9499,4.4371,160.311,0.9653,3.4271,0.3348,2.88321,9.23626,Bayes,6.29286 Shuttle,14500,58000,9,7,0,0,1.6067,0.3558,0.9668,0.6968,0.6252,0.9499,4.4371,160.311,0.9653,3.4271,0.3348,2.88321,9.23626,BayesTree,0.185649 Shuttle,14500,58000,9,7,0,0,1.6067,0.3558,0.9668,0.6968,0.6252,0.9499,4.4371,160.311,0.9653,3.4271,0.3348,2.88321,9.23626,C4_5,2.38306 Shuttle,14500,58000,9,7,0,0,1.6067,0.3558,0.9668,0.6968,0.6252,0.9499,4.4371,160.311,0.9653,3.4271,0.3348,2.88321,9.23626,CART,2.1318 Shuttle,14500,58000,9,7,0,0,1.6067,0.3558,0.9668,0.6968,0.6252,0.9499,4.4371,160.311,0.9653,3.4271,0.3348,2.88321,9.23626,Cal5,0.878797 Shuttle,14500,58000,9,7,0,0,1.6067,0.3558,0.9668,0.6968,0.6252,0.9499,4.4371,160.311,0.9653,3.4271,0.3348,2.88321,9.23626,Cascade,9.39607 Shuttle,14500,58000,9,7,0,0,1.6067,0.3558,0.9668,0.6968,0.6252,0.9499,4.4371,160.311,0.9653,3.4271,0.3348,2.88321,9.23626,Castle,6.12337 Shuttle,14500,58000,9,7,0,0,1.6067,0.3558,0.9668,0.6968,0.6252,0.9499,4.4371,160.311,0.9653,3.4271,0.3348,2.88321,9.23626,Cn2,0.878797 Shuttle,14500,58000,9,7,0,0,1.6067,0.3558,0.9668,0.6968,0.6252,0.9499,4.4371,160.311,0.9653,3.4271,0.3348,2.88321,9.23626,Default,7.85393 Shuttle,14500,58000,9,7,0,0,1.6067,0.3558,0.9668,0.6968,0.6252,0.9499,4.4371,160.311,0.9653,3.4271,0.3348,2.88321,9.23626,Dipol92,4.03597 Shuttle,14500,58000,9,7,0,0,1.6067,0.3558,0.9668,0.6968,0.6252,0.9499,4.4371,160.311,0.9653,3.4271,0.3348,2.88321,9.23626,Discrim,6.36378 Shuttle,14500,58000,9,7,0,0,1.6067,0.3558,0.9668,0.6968,0.6252,0.9499,4.4371,160.311,0.9653,3.4271,0.3348,2.88321,9.23626,ITrule,3.87472 Shuttle,14500,58000,9,7,0,0,1.6067,0.3558,0.9668,0.6968,0.6252,0.9499,4.4371,160.311,0.9653,3.4271,0.3348,2.88321,9.23626,IndCART,2.2653 Shuttle,14500,58000,9,7,0,0,1.6067,0.3558,0.9668,0.6968,0.6252,0.9499,4.4371,160.311,0.9653,3.4271,0.3348,2.88321,9.23626,KNN,3.94702 Shuttle,14500,58000,9,7,0,0,1.6067,0.3558,0.9668,0.6968,0.6252,0.9499,4.4371,160.311,0.9653,3.4271,0.3348,2.88321,9.23626,Kohonen,9.39607 Shuttle,14500,58000,9,7,0,0,1.6067,0.3558,0.9668,0.6968,0.6252,0.9499,4.4371,160.311,0.9653,3.4271,0.3348,2.88321,9.23626,LVQ,3.94702 Shuttle,14500,58000,9,7,0,0,1.6067,0.3558,0.9668,0.6968,0.6252,0.9499,4.4371,160.311,0.9653,3.4271,0.3348,2.88321,9.23626,LogDisc,6.13125 Shuttle,14500,58000,9,7,0,0,1.6067,0.3558,0.9668,0.6968,0.6252,0.9499,4.4371,160.311,0.9653,3.4271,0.3348,2.88321,9.23626,NewId,-13.8155 Shuttle,14500,58000,9,7,0,0,1.6067,0.3558,0.9668,0.6968,0.6252,0.9499,4.4371,160.311,0.9653,3.4271,0.3348,2.88321,9.23626,QuaDisc,6.6946 Shuttle,14500,58000,9,7,0,0,1.6067,0.3558,0.9668,0.6968,0.6252,0.9499,4.4371,160.311,0.9653,3.4271,0.3348,2.88321,9.23626,RBF,5.12031 Shuttle,14500,58000,9,7,0,0,1.6067,0.3558,0.9668,0.6968,0.6252,0.9499,4.4371,160.311,0.9653,3.4271,0.3348,2.88321,9.23626,Smart,4.24628 Technical,2580,7078,56,91,0,0,2.2442,?,0.9165,0.6818,0.5575,0.866,6.7156,108.296,4.8787,0.3672,0.1815,26.8799,1.02314,Ac2,0.756122 Technical,2580,7078,56,91,0,0,2.2442,?,0.9165,0.6818,0.5575,0.866,6.7156,108.296,4.8787,0.3672,0.1815,26.8799,1.02314,Alloc80,5.08459 Technical,2580,7078,56,91,0,0,2.2442,?,0.9165,0.6818,0.5575,0.866,6.7156,108.296,4.8787,0.3672,0.1815,26.8799,1.02314,BackProp,5.08459 Technical,2580,7078,56,91,0,0,2.2442,?,0.9165,0.6818,0.5575,0.866,6.7156,108.296,4.8787,0.3672,0.1815,26.8799,1.02314,Bayes,3.8471 Technical,2580,7078,56,91,0,0,2.2442,?,0.9165,0.6818,0.5575,0.866,6.7156,108.296,4.8787,0.3672,0.1815,26.8799,1.02314,BayesTree,2.70197 Technical,2580,7078,56,91,0,0,2.2442,?,0.9165,0.6818,0.5575,0.866,6.7156,108.296,4.8787,0.3672,0.1815,26.8799,1.02314,C4_5,1.67241 Technical,2580,7078,56,91,0,0,2.2442,?,0.9165,0.6818,0.5575,0.866,6.7156,108.296,4.8787,0.3672,0.1815,26.8799,1.02314,CART,5.08459 Technical,2580,7078,56,91,0,0,2.2442,?,0.9165,0.6818,0.5575,0.866,6.7156,108.296,4.8787,0.3672,0.1815,26.8799,1.02314,Cal5,2.80372 Technical,2580,7078,56,91,0,0,2.2442,?,0.9165,0.6818,0.5575,0.866,6.7156,108.296,4.8787,0.3672,0.1815,26.8799,1.02314,Cascade,5.08459 Technical,2580,7078,56,91,0,0,2.2442,?,0.9165,0.6818,0.5575,0.866,6.7156,108.296,4.8787,0.3672,0.1815,26.8799,1.02314,Castle,5.08459 Technical,2580,7078,56,91,0,0,2.2442,?,0.9165,0.6818,0.5575,0.866,6.7156,108.296,4.8787,0.3672,0.1815,26.8799,1.02314,Cn2,1.76764 Technical,2580,7078,56,91,0,0,2.2442,?,0.9165,0.6818,0.5575,0.866,6.7156,108.296,4.8787,0.3672,0.1815,26.8799,1.02314,Default,4.79324 Technical,2580,7078,56,91,0,0,2.2442,?,0.9165,0.6818,0.5575,0.866,6.7156,108.296,4.8787,0.3672,0.1815,26.8799,1.02314,Dipol92,2.89613 Technical,2580,7078,56,91,0,0,2.2442,?,0.9165,0.6818,0.5575,0.866,6.7156,108.296,4.8787,0.3672,0.1815,26.8799,1.02314,Discrim,3.97826 Technical,2580,7078,56,91,0,0,2.2442,?,0.9165,0.6818,0.5575,0.866,6.7156,108.296,4.8787,0.3672,0.1815,26.8799,1.02314,ITrule,5.08459 Technical,2580,7078,56,91,0,0,2.2442,?,0.9165,0.6818,0.5575,0.866,6.7156,108.296,4.8787,0.3672,0.1815,26.8799,1.02314,IndCART,-0.11991 Technical,2580,7078,56,91,0,0,2.2442,?,0.9165,0.6818,0.5575,0.866,6.7156,108.296,4.8787,0.3672,0.1815,26.8799,1.02314,KNN,3.00736 Technical,2580,7078,56,91,0,0,2.2442,?,0.9165,0.6818,0.5575,0.866,6.7156,108.296,4.8787,0.3672,0.1815,26.8799,1.02314,Kohonen,3.85839 Technical,2580,7078,56,91,0,0,2.2442,?,0.9165,0.6818,0.5575,0.866,6.7156,108.296,4.8787,0.3672,0.1815,26.8799,1.02314,LVQ,3.4128 Technical,2580,7078,56,91,0,0,2.2442,?,0.9165,0.6818,0.5575,0.866,6.7156,108.296,4.8787,0.3672,0.1815,26.8799,1.02314,LogDisc,4.01094 Technical,2580,7078,56,91,0,0,2.2442,?,0.9165,0.6818,0.5575,0.866,6.7156,108.296,4.8787,0.3672,0.1815,26.8799,1.02314,NewId,-13.8155 Technical,2580,7078,56,91,0,0,2.2442,?,0.9165,0.6818,0.5575,0.866,6.7156,108.296,4.8787,0.3672,0.1815,26.8799,1.02314,QuaDisc,4.27503 Technical,2580,7078,56,91,0,0,2.2442,?,0.9165,0.6818,0.5575,0.866,6.7156,108.296,4.8787,0.3672,0.1815,26.8799,1.02314,RBF,3.72646 Technical,2580,7078,56,91,0,0,2.2442,?,0.9165,0.6818,0.5575,0.866,6.7156,108.296,4.8787,0.3672,0.1815,26.8799,1.02314,Smart,3.89155 TseTse,1499,4999,14,2,0,0,1.1316,0.3676,0.7792,?,1,?,0.6483,4.3322,0.9998,3.8755,0.285,3.50807,12.5982,Ac2,0.826804 TseTse,1499,4999,14,2,0,0,1.1316,0.3676,0.7792,?,1,?,0.6483,4.3322,0.9998,3.8755,0.285,3.50807,12.5982,Alloc80,1.47339 TseTse,1499,4999,14,2,0,0,1.1316,0.3676,0.7792,?,1,?,0.6483,4.3322,0.9998,3.8755,0.285,3.50807,12.5982,BackProp,1.79625 TseTse,1499,4999,14,2,0,0,1.1316,0.3676,0.7792,?,1,?,0.6483,4.3322,0.9998,3.8755,0.285,3.50807,12.5982,Bayes,2.8598 TseTse,1499,4999,14,2,0,0,1.1316,0.3676,0.7792,?,1,?,0.6483,4.3322,0.9998,3.8755,0.285,3.50807,12.5982,BayesTree,-1.57022 TseTse,1499,4999,14,2,0,0,1.1316,0.3676,0.7792,?,1,?,0.6483,4.3322,0.9998,3.8755,0.285,3.50807,12.5982,C4_5,0.993992 TseTse,1499,4999,14,2,0,0,1.1316,0.3676,0.7792,?,1,?,0.6483,4.3322,0.9998,3.8755,0.285,3.50807,12.5982,CART,0.0382587 TseTse,1499,4999,14,2,0,0,1.1316,0.3676,0.7792,?,1,?,0.6483,4.3322,0.9998,3.8755,0.285,3.50807,12.5982,Cal5,1.37346 TseTse,1499,4999,14,2,0,0,1.1316,0.3676,0.7792,?,1,?,0.6483,4.3322,0.9998,3.8755,0.285,3.50807,12.5982,Cascade,5.30006 TseTse,1499,4999,14,2,0,0,1.1316,0.3676,0.7792,?,1,?,0.6483,4.3322,0.9998,3.8755,0.285,3.50807,12.5982,Castle,3.04409 TseTse,1499,4999,14,2,0,0,1.1316,0.3676,0.7792,?,1,?,0.6483,4.3322,0.9998,3.8755,0.285,3.50807,12.5982,Cn2,-13.8155 TseTse,1499,4999,14,2,0,0,1.1316,0.3676,0.7792,?,1,?,0.6483,4.3322,0.9998,3.8755,0.285,3.50807,12.5982,Default,4.54706 TseTse,1499,4999,14,2,0,0,1.1316,0.3676,0.7792,?,1,?,0.6483,4.3322,0.9998,3.8755,0.285,3.50807,12.5982,Dipol92,1.26215 TseTse,1499,4999,14,2,0,0,1.1316,0.3676,0.7792,?,1,?,0.6483,4.3322,0.9998,3.8755,0.285,3.50807,12.5982,Discrim,2.88329 TseTse,1499,4999,14,2,0,0,1.1316,0.3676,0.7792,?,1,?,0.6483,4.3322,0.9998,3.8755,0.285,3.50807,12.5982,ITrule,3.68648 TseTse,1499,4999,14,2,0,0,1.1316,0.3676,0.7792,?,1,?,0.6483,4.3322,0.9998,3.8755,0.285,3.50807,12.5982,IndCART,-0.473209 TseTse,1499,4999,14,2,0,0,1.1316,0.3676,0.7792,?,1,?,0.6483,4.3322,0.9998,3.8755,0.285,3.50807,12.5982,KNN,1.47339 TseTse,1499,4999,14,2,0,0,1.1316,0.3676,0.7792,?,1,?,0.6483,4.3322,0.9998,3.8755,0.285,3.50807,12.5982,Kohonen,2.09248 TseTse,1499,4999,14,2,0,0,1.1316,0.3676,0.7792,?,1,?,0.6483,4.3322,0.9998,3.8755,0.285,3.50807,12.5982,LVQ,1.79625 TseTse,1499,4999,14,2,0,0,1.1316,0.3676,0.7792,?,1,?,0.6483,4.3322,0.9998,3.8755,0.285,3.50807,12.5982,LogDisc,2.8234 TseTse,1499,4999,14,2,0,0,1.1316,0.3676,0.7792,?,1,?,0.6483,4.3322,0.9998,3.8755,0.285,3.50807,12.5982,NewId,-0.185125 TseTse,1499,4999,14,2,0,0,1.1316,0.3676,0.7792,?,1,?,0.6483,4.3322,0.9998,3.8755,0.285,3.50807,12.5982,QuaDisc,2.55614 TseTse,1499,4999,14,2,0,0,1.1316,0.3676,0.7792,?,1,?,0.6483,4.3322,0.9998,3.8755,0.285,3.50807,12.5982,RBF,1.20147 TseTse,1499,4999,14,2,0,0,1.1316,0.3676,0.7792,?,1,?,0.6483,4.3322,0.9998,3.8755,0.285,3.50807,12.5982,Smart,0.826804 Vehicle,846,846,18,4,0,0,1.5392,0.4828,0.842,0.8189,0.4696,0.9139,0.8282,5.18,1.9979,4.2472,0.3538,5.64698,11.0045,Ac2,2.47595 Vehicle,846,846,18,4,0,0,1.5392,0.4828,0.842,0.8189,0.4696,0.9139,0.8282,5.18,1.9979,4.2472,0.3538,5.64698,11.0045,Alloc80,0.628075 Vehicle,846,846,18,4,0,0,1.5392,0.4828,0.842,0.8189,0.4696,0.9139,0.8282,5.18,1.9979,4.2472,0.3538,5.64698,11.0045,BackProp,1.53536 Vehicle,846,846,18,4,0,0,1.5392,0.4828,0.842,0.8189,0.4696,0.9139,0.8282,5.18,1.9979,4.2472,0.3538,5.64698,11.0045,Bayes,3.5036 Vehicle,846,846,18,4,0,0,1.5392,0.4828,0.842,0.8189,0.4696,0.9139,0.8282,5.18,1.9979,4.2472,0.3538,5.64698,11.0045,BayesTree,2.28808 Vehicle,846,846,18,4,0,0,1.5392,0.4828,0.842,0.8189,0.4696,0.9139,0.8282,5.18,1.9979,4.2472,0.3538,5.64698,11.0045,C4_5,2.24591 Vehicle,846,846,18,4,0,0,1.5392,0.4828,0.842,0.8189,0.4696,0.9139,0.8282,5.18,1.9979,4.2472,0.3538,5.64698,11.0045,CART,1.93499 Vehicle,846,846,18,4,0,0,1.5392,0.4828,0.842,0.8189,0.4696,0.9139,0.8282,5.18,1.9979,4.2472,0.3538,5.64698,11.0045,Cal5,2.35214 Vehicle,846,846,18,4,0,0,1.5392,0.4828,0.842,0.8189,0.4696,0.9139,0.8282,5.18,1.9979,4.2472,0.3538,5.64698,11.0045,Cascade,2.35982 Vehicle,846,846,18,4,0,0,1.5392,0.4828,0.842,0.8189,0.4696,0.9139,0.8282,5.18,1.9979,4.2472,0.3538,5.64698,11.0045,Castle,3.36443 Vehicle,846,846,18,4,0,0,1.5392,0.4828,0.842,0.8189,0.4696,0.9139,0.8282,5.18,1.9979,4.2472,0.3538,5.64698,11.0045,Cn2,2.59219 Vehicle,846,846,18,4,0,0,1.5392,0.4828,0.842,0.8189,0.4696,0.9139,0.8282,5.18,1.9979,4.2472,0.3538,5.64698,11.0045,Default,3.88925 Vehicle,846,846,18,4,0,0,1.5392,0.4828,0.842,0.8189,0.4696,0.9139,0.8282,5.18,1.9979,4.2472,0.3538,5.64698,11.0045,Dipol92,-2.51331 Vehicle,846,846,18,4,0,0,1.5392,0.4828,0.842,0.8189,0.4696,0.9139,0.8282,5.18,1.9979,4.2472,0.3538,5.64698,11.0045,Discrim,1.68194 Vehicle,846,846,18,4,0,0,1.5392,0.4828,0.842,0.8189,0.4696,0.9139,0.8282,5.18,1.9979,4.2472,0.3538,5.64698,11.0045,ITrule,2.65141 Vehicle,846,846,18,4,0,0,1.5392,0.4828,0.842,0.8189,0.4696,0.9139,0.8282,5.18,1.9979,4.2472,0.3538,5.64698,11.0045,IndCART,2.48956 Vehicle,846,846,18,4,0,0,1.5392,0.4828,0.842,0.8189,0.4696,0.9139,0.8282,5.18,1.9979,4.2472,0.3538,5.64698,11.0045,KNN,2.32062 Vehicle,846,846,18,4,0,0,1.5392,0.4828,0.842,0.8189,0.4696,0.9139,0.8282,5.18,1.9979,4.2472,0.3538,5.64698,11.0045,Kohonen,2.73936 Vehicle,846,846,18,4,0,0,1.5392,0.4828,0.842,0.8189,0.4696,0.9139,0.8282,5.18,1.9979,4.2472,0.3538,5.64698,11.0045,LVQ,2.41234 Vehicle,846,846,18,4,0,0,1.5392,0.4828,0.842,0.8189,0.4696,0.9139,0.8282,5.18,1.9979,4.2472,0.3538,5.64698,11.0045,LogDisc,1.22993 Vehicle,846,846,18,4,0,0,1.5392,0.4828,0.842,0.8189,0.4696,0.9139,0.8282,5.18,1.9979,4.2472,0.3538,5.64698,11.0045,NewId,2.48956 Vehicle,846,846,18,4,0,0,1.5392,0.4828,0.842,0.8189,0.4696,0.9139,0.8282,5.18,1.9979,4.2472,0.3538,5.64698,11.0045,QuaDisc,-13.8155 Vehicle,846,846,18,4,0,0,1.5392,0.4828,0.842,0.8189,0.4696,0.9139,0.8282,5.18,1.9979,4.2472,0.3538,5.64698,11.0045,RBF,2.54859 Vehicle,846,846,18,4,0,0,1.5392,0.4828,0.842,0.8189,0.4696,0.9139,0.8282,5.18,1.9979,4.2472,0.3538,5.64698,11.0045,Smart,1.69708