%%  1. Title of Database: Abalone data
%%  
%%  2. Sources:
%%  
%%     (a) Original owners of database:
%%  	Marine Resources Division
%%  	Marine Research Laboratories - Taroona
%%  	Department of Primary Industry and Fisheries, Tasmania
%%  	GPO Box 619F, Hobart, Tasmania 7001, Australia
%%  	(contact: Warwick Nash +61 02 277277, wnash@dpi.tas.gov.au)
%%  
%%     (b) Donor of database:
%%  	Sam Waugh (Sam.Waugh@cs.utas.edu.au)
%%  	Department of Computer Science, University of Tasmania
%%  	GPO Box 252C, Hobart, Tasmania 7001, Australia
%%  
%%     (c) Date received: December 1995
%%  
%%
%%  3. Past Usage:
%%  
%%     Sam Waugh (1995) "Extending and benchmarking Cascade-Correlation", PhD
%%     thesis, Computer Science Department, University of Tasmania.
%%  
%%     -- Test set performance (final 1044 examples, first 3133 used for training):
%%  	24.86% Cascade-Correlation (no hidden nodes)
%%  	26.25% Cascade-Correlation (5 hidden nodes)
%%  	21.5%  C4.5
%%  	 0.0%  Linear Discriminate Analysis
%%  	 3.57% k=5 Nearest Neighbour
%%        (Problem encoded as a classification task)
%%  
%%     -- Data set samples are highly overlapped.  Further information is required
%%  	to separate completely using affine combinations.  Other restrictions
%%  	to data set examined.
%%  
%%     David Clark, Zoltan Schreter, Anthony Adams "A Quantitative Comparison of
%%     Dystal and Backpropagation", submitted to the Australian Conference on
%%     Neural Networks (ACNN'96). Data set treated as a 3-category classification
%%     problem (grouping ring classes 1-8, 9 and 10, and 11 on).
%%  
%%     -- Test set performance (3133 training, 1044 testing as above):
%%  	64%    Backprop
%%  	55%    Dystal
%%     -- Previous work (Waugh, 1995) on same data set:
%%  	61.40% Cascade-Correlation (no hidden nodes)
%%  	65.61% Cascade-Correlation (5 hidden nodes)
%%  	59.2%  C4.5
%%  	32.57% Linear Discriminate Analysis
%%  	62.46% k=5 Nearest Neighbour
%%  
%%
%%  4. Relevant Information Paragraph:
%%  
%%     Predicting the age of abalone from physical measurements.  The age of
%%     abalone is determined by cutting the shell through the cone, staining it,
%%     and counting the number of rings through a microscope -- a boring and
%%     time-consuming task.  Other measurements, which are easier to obtain, are
%%     used to predict the age.  Further information, such as weather patterns
%%     and location (hence food availability) may be required to solve the problem.
%%  
%%     From the original data examples with missing values were removed (the
%%     majority having the predicted value missing), and the ranges of the
%%     continuous values have been scaled for use with an ANN (by dividing by 200).
%%  
%%     Data comes from an original (non-machine-learning) study:
%%  
%%  	Warwick J Nash, Tracy L Sellers, Simon R Talbot, Andrew J Cawthorn and
%%  	Wes B Ford (1994) "The Population Biology of Abalone (_Haliotis_
%%  	species) in Tasmania. I. Blacklip Abalone (_H. rubra_) from the North
%%  	Coast and Islands of Bass Strait", Sea Fisheries Division, Technical
%%  	Report No. 48 (ISSN 1034-3288)
%%  
%%
%%  5. Number of Instances: 4177
%%  
%%
%%  6. Number of Attributes: 8
%%  
%%
%%  7. Attribute information:
%%  
%%     Given is the attribute name, attribute type, the measurement unit and a
%%     brief description.  The number of rings is the value to predict: either
%%     as a continuous value or as a classification problem.
%%  
%%  	Name		Data Type	Meas.	Description
%%  	----		---------	-----	-----------
%%  	Sex		nominal			M, F, and I (infant)
%%  	Length		continuous	mm	Longest shell measurement
%%  	Diameter	continuous	mm	perpendicular to length
%%  	Height		continuous	mm	with meat in shell
%%  	Whole weight	continuous	grams	whole abalone
%%  	Shucked weight	continuous	grams	weight of meat
%%  	Viscera weight	continuous	grams	gut weight (after bleeding)
%%  	Shell weight	continuous	grams	after being dried
%%  	Rings		integer			+1.5 gives the age in years
%%  
%%     Statistics for numeric domains:
%%  
%%  		Length	Diam	Height	Whole	Shucked	Viscera	Shell	Rings
%%  	Min	0.075	0.055	0.000	0.002	0.001	0.001	0.002	    1
%%  	Max	0.815	0.650	1.130	2.826	1.488	0.760	1.005	   29
%%  	Mean	0.524	0.408	0.140	0.829	0.359	0.181	0.239	9.934
%%  	SD	0.120	0.099	0.042	0.490	0.222	0.110	0.139	3.224
%%  	Correl	0.557	0.575	0.557	0.540	0.421	0.504	0.628	  1.0
%%  
%%
%%  8. Missing Attribute Values: None
%%  
%%
%%  9. Class Distribution:
%%  
%%  	Class	Examples
%%  	-----	--------
%%  	1	1
%%  	2	1
%%  	3	15
%%  	4	57
%%  	5	115
%%  	6	259
%%  	7	391
%%  	8	568
%%  	9	689
%%  	10	634
%%  	11	487
%%  	12	267
%%  	13	203
%%  	14	126
%%  	15	103
%%  	16	67
%%  	17	58
%%  	18	42
%%  	19	32
%%  	20	26
%%  	21	14
%%  	22	6
%%  	23	9
%%  	24	2
%%  	25	1
%%  	26	1
%%  	27	2
%%  	29	1
%%  	-----	----
%%  	Total	4177s

@relation abalone-3class

@attribute V1 {F,I,M}
@attribute V2 numeric
@attribute V3 numeric
@attribute V4 numeric
@attribute V5 numeric
@attribute V6 numeric
@attribute V7 numeric
@attribute V8 numeric
@attribute Class {1,2,3}

@data
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I,0.425,0.3,0.095,0.3515,0.141,0.0775,0.12,1
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M,0.61,0.485,0.175,1.2445,0.544,0.297,0.345,3
F,0.725,0.56,0.21,2.141,0.65,0.398,1.005,3
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F,0.68,0.57,0.205,1.842,0.625,0.408,0.65,3
M,0.705,0.56,0.22,1.981,0.8175,0.3085,0.76,3
F,0.68,0.515,0.175,1.6185,0.5125,0.409,0.62,3
M,0.695,0.55,0.215,1.9565,0.7125,0.541,0.59,3
F,0.53,0.395,0.145,0.775,0.308,0.169,0.255,1
M,0.525,0.435,0.155,1.065,0.486,0.233,0.285,1
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I,0.235,0.16,0.04,0.048,0.0185,0.018,0.015,1
I,0.36,0.26,0.09,0.1785,0.0645,0.037,0.075,1
I,0.315,0.21,0.06,0.125,0.06,0.0375,0.035,1
I,0.315,0.245,0.085,0.1435,0.053,0.0475,0.05,1
I,0.225,0.16,0.045,0.0465,0.025,0.015,0.015,1
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