% 1. Title: Waveform Database Generator (written in C)
%  
% 2. Source:
%    (a) Breiman,L., Friedman,J.H., Olshen,R.A., & Stone,C.J. (1984). 
%        Classification and Regression Trees.  Wadsworth International
%        Group: Belmont, California.  (see pages 43-49).
%    (b) Donor: David Aha 
%    (c) Date: 11/10/1988
% 
% 3. Past Usage:
%      1. CART book (above):
%         -- Optimal Bayes classification rate: 86% accuracy
%         -- CART decision tree algorithm: 72%
%         -- Nearest Neighbor Algorithm: 78%
%            --	300 training and 5000 test instances
% 
% 4. Relevant Information:
%      -- 3 classes of waves
%      -- 21 attributes, all of which include noise
%      -- See the book for details (49-55, 169)
%      -- waveform.data.Z contains 5000 instances
% 
% 5. Number of Instances: chosen by user
% 
% 6. Number of Attributes:
%     -- 21 attributes with continuous values between 0 and 6
% 
% 7. Attribute Information:
%     -- Each class is generated from a combination of 2 of 3 "base" waves
%     -- Each instance is generated f added noise (mean 0, variance 1) in 
%        each attribute
%      -- See the book for details (49-55, 169)
%     
% 8. Missing Attribute Values: none
% 
% 9. Class Distribution: 33% for each of 3 classes

@relation waveform

@attribute x1 real
@attribute x2 real
@attribute x3 real
@attribute x4 real
@attribute x5 real
@attribute x6 real
@attribute x7 real
@attribute x8 real
@attribute x9 real
@attribute x10 real
@attribute x11 real
@attribute x12 real
@attribute x13 real
@attribute x14 real
@attribute x15 real
@attribute x16 real
@attribute x17 real
@attribute x18 real
@attribute x19 real
@attribute x20 real
@attribute x21 real
@attribute x22 real
@attribute x23 real
@attribute x24 real
@attribute x25 real
@attribute x26 real
@attribute x27 real
@attribute x28 real
@attribute x29 real
@attribute x30 real
@attribute x31 real
@attribute x32 real
@attribute x33 real
@attribute x34 real
@attribute x35 real
@attribute x36 real
@attribute x37 real
@attribute x38 real
@attribute x39 real
@attribute x40 real
@attribute class {0,1,2}

@data
0.02,0.55,1.60,1.16,2.35,3.53,3.93,2.08,1.91,3.22,3.22,0.16,1.77,1.29,3.88,3.48,-0.31,0.36,1.24,1.01,0.57,0.04,-0.86,1.68,0.86,-0.96,0.32,1.85,0.77,-0.37,0.49,1.29,0.85,0.99,0.77,0.18,-1.56,-1.36,0.83,0.08,0
0.71,0.04,1.35,1.49,1.44,2.96,5.41,1.16,2.94,0.50,2.90,2.68,2.55,3.38,2.29,2.39,1.54,-0.06,0.18,0.82,0.43,-0.87,0.21,-2.58,0.24,-0.11,-0.63,0.37,0.51,-0.12,1.99,-2.10,1.58,0.16,0.25,-0.49,0.59,-0.15,1.01,0.51,0
0.76,2.32,1.18,0.16,2.45,4.26,1.21,3.05,3.75,4.43,6.95,2.95,3.33,3.36,2.71,0.93,0.50,-0.37,-1.80,-0.72,-0.89,-0.57,-0.06,-0.78,-0.05,-0.35,0.02,-0.78,-0.93,1.50,0.48,-0.84,1.32,1.71,0.29,1.29,0.59,1.50,-0.09,-0.73,1
0.03,0.01,0.65,0.45,2.28,2.81,2.98,0.91,1.32,2.86,2.89,1.86,2.69,2.00,2.52,1.99,0.53,1.75,1.70,1.05,-0.53,-0.69,-0.97,1.66,-1.39,0.79,0.19,0.66,-0.53,0.05,0.50,0.71,-1.40,1.48,-1.39,2.75,-0.01,-0.03,0.10,0.68,0
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-1.42,0.14,0.18,5.18,3.39,4.57,5.73,4.69,3.41,2.60,2.91,1.01,1.67,-0.54,-0.84,1.71,-0.39,-0.77,0.76,-1.07,0.09,-0.58,0.27,-0.15,0.02,0.36,-0.60,1.36,0.15,-1.92,-0.77,-1.06,-0.05,-1.94,1.04,0.64,-0.56,0.58,1.01,-0.38,0
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