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!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!

Weight treated as the class attribute. Identifier deleted.

As used by Kilpatrick, D. &amp; Cameron-Jones, M. (1998). Numeric prediction
using instance-based learning with encoding length selection. In Progress
in Connectionist-Based Information Systems. Singapore: Springer-Verlag.

!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!

NAME:  fishcatch
TYPE:  Sample 
SIZE:  159 observations, 8 variables

DESCRIPTIVE ABSTRACT:

159 fishes of 7 species are caught and measured. Altogether there are
8 variables.  All the fishes are caught from the same lake
(Laengelmavesi) near Tampere in Finland.

SOURCES:
Brofeldt, Pekka: Bidrag till kaennedom on fiskbestondet i vaera
        sjoear. Laengelmaevesi. T.H.Jaervi: Finlands Fiskeriet  Band 4,
        Meddelanden utgivna av fiskerifoereningen i Finland.
        Helsingfors 1917

VARIABLE DESCRIPTIONS:

1  Obs       Observation number ranges from 1 to 159
2  Species   (Numeric)
        Code Finnish  Swedish    English        Latin      
         1   Lahna    Braxen     Bream          Abramis brama
         2   Siika    Iiden      Whitewish      Leusiscus idus
         3   Saerki   Moerten    Roach          Leuciscus rutilus
         4   Parkki   Bjoerknan  ?              Abramis bjrkna
         5   Norssi   Norssen    Smelt          Osmerus eperlanus
         6   Hauki    Jaedda     Pike           Esox lucius
         7   Ahven    Abborre    Perch          Perca fluviatilis

3  Weight      Weight of the fish (in grams)
4  Length1     Length from the nose to the beginning of the tail (in cm)
5  Length2     Length from the nose to the notch of the tail (in cm)
6  Length3     Length from the nose to the end of the tail (in cm)
7  Height%     Maximal height as % of Length3
8  Width%      Maximal width as % of Length3
9  Sex         1 = male 0 = female


          ___/////___                  _
         /           \\    ___          |
       /\\             \\_ /  /          H
     &lt;   )            __)  \\           |
       \\/_\\\\_________/   \\__\\          _

     |------- L1 -------|
     |------- L2 ----------|
     |------- L3 ------------|


Values are aligned and delimited by blanks.
Missing values are denoted with NA.
There is one data line for each case.

SPECIAL NOTES:
I have usually calculated
           Height =  Height%*Length3/100
           Widht  =  Widht%*Length3/100


PEDAGOGICAL NOTES:
I have mainly used only  Species=7 (Perch) and here is some of the
models and test, we have used

      Weight=a+b*(Length3*Height*Width)+epsilon
         Ho: a=0;
         Heteroscedastic case. Question: What is proper weighting, 
         if you use Length3 as a weighting variable.

      Log(Weight)=a+b1*Length3+epsilon

      Weight^(1/3)=a+b1*Length3+epsilon
      (Given by Box-Cox-transformation)
         Ho: a=0;

      Log(Weight)=a+b1*Length3+b2*Height+b3*Width+epsilon
         Ho: b1+b2+b3=3;  
         i.e. dimension of the fish = 3

      Weight^(1/3)=a+b1*Length3+b2*Height+b3*Width+epsilon
      (Given by Box-Cox-transformation)
         Ho: a=0;

      Weight=a*Length3^b1*Height^b2*Width^b3+epsilon
         Nonlinear, heteroscedastic case.
         What is proper weighting?

      Is obs 143

      143  7  840.0 32.5  35.0  37.3  30.8  20.9  0

      an outlier? It had in its stomach 6 roach.


REFERENCES:
Brofeldt, Pekka: Bidrag till kaennedom on fiskbestondet i vaara
        sjoear. Laengelmaevesi. T.H.Jaervi: Finlands Fiskeriet  Band 4,
        Meddelanden utgivna av fiskerifoereningen i Finland.
        Helsingfors 1917


SUBMITTED BY:
Juha Puranen
Departement of statistics
PL33 (Aleksanterinkatu 7)
000014 University of Helsinki
Finland
e-mail: jpuranen@noppa.helsinki.fi
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            28.7
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            32.7
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            32
            32.5
            34
            34
            34.5
            34.6
            36.5
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            36.4
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            37.2
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            38.6
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            44
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            45.9
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            34
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            25
            25
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            35
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            12.6
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            13.5
            13.8
            15.2
            16.2
            34.8
            37.8
            38.8
            39.8
            40.5
            41
            45.5
            45.5
            45.8
            48
            48.7
            51.2
            55.1
            59.7
            64
            64
            68
            8.8
            14.7
            16
            17.2
            18.5
            19.2
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            20.2
            20.8
            21
            22.5
            22.5
            22.5
            22.8
            23.5
            23.5
            23.5
            23.5
            23.5
            24
            24
            24.2
            24.5
            25
            25.5
            25.5
            26.2
            26.5
            27
            28
            28.7
            28.9
            28.9
            28.9
            29.4
            30.1
            31.6
            34
            36.5
            37.3
            39
            38.3
            39.4
            39.3
            41.4
            41.4
            41.3
            42.3
            42.5
            42.4
            42.5
            44.6
            45.2
            45.5
            46
            46.6
            38.4
            40
            39.8
            38
            36.6
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            41.1
            36.2
            39.9
            39.3
            39.4
            39.7
            37.8
            40.2
            41.5
            38.8
            38.8
            40.5
            37.4
            38.3
            40.8
            39.1
            38.1
            40.1
            40
            40.3
            39.8
            40.6
            44.5
            40.9
            41.1
            41.4
            40.6
            37.9
            29.2
            27.8
            28.5
            31.6
            29.7
            28.4
            25.6
            26.1
            26.3
            25.3
            28
            28.4
            26.7
            25.8
            23.5
            27.3
            27.8
            26.2
            25.6
            27.7
            25.9
            27.6
            25.4
            30.4
            28
            27.1
            41.5
            37.8
            37.4
            39.4
            39.7
            36.8
            40.5
            40.4
            40.1
            39.6
            39.2
            16.1
            17
            14.9
            18.3
            16.8
            15.7
            16.9
            16.9
            16.7
            15.6
            18
            16.5
            18.9
            18.1
            16
            15.1
            15.3
            15.8
            18
            15.6
            16
            15
            17
            14.5
            16
            15
            16.2
            17.9
            15
            15
            15.9
            24
            24
            23.9
            26.7
            24.8
            27.2
            26.8
            27.9
            24.7
            24.2
            25.3
            26.3
            25.3
            28
            26
            24
            26
            25
            23.5
            24.4
            28.3
            24.6
            21.3
            25.1
            28.6
            25
            25.7
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            24.3
            25.6
            29
            24.8
            24.4
            25.2
            26.6
            25.2
            24.1
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            28.1
            30.8
            27.9
            27.7
            27.5
            26.9
            26.9
            26.9
            30.1
            28.2
            27.6
            29.2
            26.2
            28.7
            26.4
            27.5
            27.4
            26.8
            13.4
            13.8
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            13.3
            15.1
            14.2
            15.3
            13.4
            13.8
            13.7
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            13.3
            12
            13.9
            15
            13.8
            13.5
            13.3
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            13.3
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            14.8
            15
            14.1
            14.9
            15.5
            14.3
            14.3
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            14.7
            13.7
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            14.5
            15.2
            19.3
            16.6
            15
            14
            13.9
            13.7
            14.3
            16.1
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            14.7
            13.9
            15.2
            14.6
            15.1
            13.3
            15.2
            14.1
            13.6
            15.4
            14
            15.4
            15.6
            15.3
            14.1
            13.3
            13.5
            13.7
            14.7
            14.2
            14.7
            13.1
            14.2
            14.8
            14.6
            9.7
            10
            9.9
            11.5
            10.3
            10.2
            9.8
            8.9
            8.7
            10.4
            9.4
            9.1
            13.6
            11.6
            9.7
            11
            11.3
            10.1
            11.3
            9.7
            9.5
            9.8
            11.2
            10.2
            10
            10.5
            11.2
            11.7
            9.6
            9.6
            11
            16
            13.6
            15.2
            15.3
            15.9
            17.3
            16.1
            15.1
            14.6
            13.2
            15.8
            14.7
            16.3
            15.5
            14.5
            15
            15
            15
            17
            15.1
            15.1
            15
            14.8
            14.9
            14.6
            15
            15.9
            13.9
            15.7
            14.8
            17.9
            15
            15
            15.8
            14.3
            15.4
            15.1
            17.7
            17.5
            20.9
            17.6
            17.6
            15.9
            16.2
            18.1
            14.5
            17.8
            16.8
            17
            17.6
            15.6
            15.4
            16.1
            16.3
            17.7
            16.3
            nan
            nan
            nan
            nan
            nan
            nan
            nan
            nan
            nan
            nan
            nan
            nan
            nan
            1
            nan
            1
            nan
            nan
            nan
            1
            nan
            nan
            nan
            nan
            1
            nan
            nan
            nan
            0
            0
            nan
            1
            0
            nan
            nan
            nan
            nan
            nan
            0
            nan
            nan
            nan
            nan
            nan
            nan
            nan
            0
            0
            0
            0
            0
            nan
            0
            nan
            nan
            0
            nan
            nan
            0
            nan
            nan
            1
            1
            1
            nan
            nan
            0
            0
            nan
            0
            0
            1
            0
            1
            0
            1
            1
            1
            0
            0
            0
            0
            0
            0
            0
            nan
            0
            nan
            nan
            nan
            1
            nan
            nan
            nan
            nan
            0
            0
            nan
            nan
            nan
            0
            0
            nan
            nan
            nan
            nan
            nan
            nan
            nan
            nan
            nan
            nan
            nan
            nan
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            0
            0
            nan
            nan
            nan
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            0
            0
            nan
            nan
            nan
            nan
            nan
            nan
            0
            nan
            nan
            0
            0
            nan
            0
            nan
            0
            0
            nan
            nan
            0
            0
            0
            0
            0
            0
            nan
            nan
            0
            0
            0
            0
            0
            0
            0
            1
            0
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         <hdf5:Dataspace>
            <hdf5:SimpleDataspace Ndims="1">
               <hdf5:Dimension  DimSize="158" MaxDimSize="158"/>
            </hdf5:SimpleDataspace>
         </hdf5:Dataspace>
         <hdf5:DataType>
            <hdf5:AtomicType>
               <hdf5:IntegerType ByteOrder="LE" Sign="true" Size="4" />
            </hdf5:AtomicType>
         </hdf5:DataType>
         <hdf5:Data>
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            </hdf5:DataFromFile>
         </hdf5:Data>
      </hdf5:Dataset>
      <hdf5:Dataset Name="int4" OBJ-XID="xid_12264" H5Path= "/data/int4" Parents="xid_4760" H5ParentPaths="/data">
         <hdf5:StorageLayout>
            <hdf5:ContiguousLayout/>
         </hdf5:StorageLayout>
         <hdf5:FillValueInfo FillTime="FillIfSet" AllocationTime="Late">
            <hdf5:FillValue>
               <hdf5:NoFill/>
            </hdf5:FillValue>
         </hdf5:FillValueInfo>
         <hdf5:Dataspace>
            <hdf5:SimpleDataspace Ndims="1">
               <hdf5:Dimension  DimSize="158" MaxDimSize="158"/>
            </hdf5:SimpleDataspace>
         </hdf5:Dataspace>
         <hdf5:DataType>
            <hdf5:AtomicType>
               <hdf5:IntegerType ByteOrder="LE" Sign="true" Size="4" />
            </hdf5:AtomicType>
         </hdf5:DataType>
         <hdf5:Data>
            <hdf5:DataFromFile>
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            </hdf5:DataFromFile>
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   </hdf5:Group>
   <hdf5:Group Name="data_descr" OBJ-XID="xid_12536" H5Path="/data_descr" Parents="xid_96" H5ParentPaths="/" >
      <hdf5:Dataset Name="names" OBJ-XID="xid_16656" H5Path= "/data_descr/names" Parents="xid_12536" H5ParentPaths="/data_descr">
         <hdf5:StorageLayout>
            <hdf5:ContiguousLayout/>
         </hdf5:StorageLayout>
         <hdf5:FillValueInfo FillTime="FillOnAlloc" AllocationTime="Late">
            <hdf5:FillValue>
               <hdf5:Data>
                  <!-- String fill values not yet implemented. -->
                  <hdf5:NoData />
               </hdf5:Data>
            </hdf5:FillValue>
         </hdf5:FillValueInfo>
         <hdf5:Dataspace>
            <hdf5:SimpleDataspace Ndims="1">
               <hdf5:Dimension  DimSize="8" MaxDimSize="8"/>
            </hdf5:SimpleDataspace>
         </hdf5:Dataspace>
         <hdf5:DataType>
            <hdf5:AtomicType>
               <hdf5:StringType Cset="H5T_CSET_ASCII" StrSize="H5T_VARIABLE" StrPad="H5T_STR_NULLTERM"/>
            </hdf5:AtomicType>
         </hdf5:DataType>
         <hdf5:Data>
            <hdf5:DataFromFile>
            "Species"
            "Length1"
            "Length2"
            "Length3"
            "Height"
            "Width"
            "Sex"
            "class"
            </hdf5:DataFromFile>
         </hdf5:Data>
      </hdf5:Dataset>
      <hdf5:Dataset Name="ordering" OBJ-XID="xid_21352" H5Path= "/data_descr/ordering" Parents="xid_12536" H5ParentPaths="/data_descr">
         <hdf5:StorageLayout>
            <hdf5:ContiguousLayout/>
         </hdf5:StorageLayout>
         <hdf5:FillValueInfo FillTime="FillOnAlloc" AllocationTime="Late">
            <hdf5:FillValue>
               <hdf5:Data>
                  <!-- String fill values not yet implemented. -->
                  <hdf5:NoData />
               </hdf5:Data>
            </hdf5:FillValue>
         </hdf5:FillValueInfo>
         <hdf5:Dataspace>
            <hdf5:SimpleDataspace Ndims="1">
               <hdf5:Dimension  DimSize="5" MaxDimSize="5"/>
            </hdf5:SimpleDataspace>
         </hdf5:Dataspace>
         <hdf5:DataType>
            <hdf5:AtomicType>
               <hdf5:StringType Cset="H5T_CSET_ASCII" StrSize="H5T_VARIABLE" StrPad="H5T_STR_NULLTERM"/>
            </hdf5:AtomicType>
         </hdf5:DataType>
         <hdf5:Data>
            <hdf5:DataFromFile>
            "int0"
            "double1"
            "int2"
            "double3"
            "int4"
            </hdf5:DataFromFile>
         </hdf5:Data>
      </hdf5:Dataset>
      <hdf5:Dataset Name="types" OBJ-XID="xid_21624" H5Path= "/data_descr/types" Parents="xid_12536" H5ParentPaths="/data_descr">
         <hdf5:StorageLayout>
            <hdf5:ContiguousLayout/>
         </hdf5:StorageLayout>
         <hdf5:FillValueInfo FillTime="FillOnAlloc" AllocationTime="Late">
            <hdf5:FillValue>
               <hdf5:Data>
                  <!-- String fill values not yet implemented. -->
                  <hdf5:NoData />
               </hdf5:Data>
            </hdf5:FillValue>
         </hdf5:FillValueInfo>
         <hdf5:Dataspace>
            <hdf5:SimpleDataspace Ndims="1">
               <hdf5:Dimension  DimSize="8" MaxDimSize="8"/>
            </hdf5:SimpleDataspace>
         </hdf5:Dataspace>
         <hdf5:DataType>
            <hdf5:AtomicType>
               <hdf5:StringType Cset="H5T_CSET_ASCII" StrSize="H5T_VARIABLE" StrPad="H5T_STR_NULLTERM"/>
            </hdf5:AtomicType>
         </hdf5:DataType>
         <hdf5:Data>
            <hdf5:DataFromFile>
            "nominal:1,2,3,4,5,6,7"
            "numeric"
            "numeric"
            "numeric"
            "numeric"
            "numeric"
            "nominal:1,0"
            "numeric"
            </hdf5:DataFromFile>
         </hdf5:Data>
      </hdf5:Dataset>
   </hdf5:Group>
</hdf5:RootGroup>
</hdf5:HDF5-File>