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Pasture Production
------------------

Data source:   Dave Barker
	 AgResearch Grasslands
	 Palmerston North
               New Zealand

The objective was to predict pasture production from a variety of biophysical
factors. Vegetation and soil variables from areas of grazed North Island 
hill country with different management (fertilizer application/stocking rate)
histories (1973-1994) were measured and subdivided into 36 paddocks. Ninteen 
vegetation (including herbage producution); soil chemical, physical and 
biological; and soil water variables were selected as potentially useful 
biophysical indicators.

Number of Instances: 36

Attribute Information:
 1.  fertiliser - fertiliser used - enumerated
 2.  slope - slope of the paddock - integer
 3.  aspect-dev-NW - the deviation from the north-west - integer
 4.  OlsenP - integer
 5.  MinN - integer
 6.  TS - integer
 7.  Ca-Mg - calcium magnesium ration - real
 8.  LOM - soil lom (g/100g) - real
 9.  NFIX-mean - a mean calculation - real
 10. Eworms-main-3 - main 3 spp earth worms per g/m2 - real
 11. Eworms-No-species - number of spp - integer
 12. KUnSat - mm/hr - real
 13. OM - real
 14. Air-Perm - real
 15. Porosity - real
 16. HFRG-pct-mean - mean percent - real
 17. legume-yield - kgDM/ha - real
 18. OSPP-pct-mean - mean percent - real
 19. Jan-Mar-mean-TDR - real
 20. Annual-Mean-Runoff - in mm - real
 21. root-surface-area - m2/m3 - real
 22. Leaf-P - ppm - real
 Class:
 23. pasture-prod-class - pasture production categorisation - enumerated

Class Distribution:
 LO  - 12
 MED - 12
 HI  - 12
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      </hdf5:Dataset>
      <hdf5:Dataset Name="int6" OBJ-XID="xid_11152" H5Path= "/data/int6" Parents="xid_2560" 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="36" MaxDimSize="36"/>
            </hdf5:SimpleDataspace>
         </hdf5:Dataspace>
         <hdf5:DataType>
            <hdf5:AtomicType>
               <hdf5:IntegerType ByteOrder="LE" Sign="true" Size="4" />
            </hdf5:AtomicType>
         </hdf5:DataType>
         <hdf5:Data>
            <hdf5:DataFromFile>
            19
            24
            27
            24
            30
            28
            36
            39
            27
            25
            36
            23
            35
            28
            37
            33
            34
            34
            29
            18
            29
            23
            25
            31
            26
            32
            26
            25
            22
            24
            25
            24
            26
            27
            35
            22
            </hdf5:DataFromFile>
         </hdf5:Data>
      </hdf5:Dataset>
      <hdf5:Dataset Name="int8" OBJ-XID="xid_13824" H5Path= "/data/int8" Parents="xid_2560" 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="36" MaxDimSize="36"/>
            </hdf5:SimpleDataspace>
         </hdf5:Dataspace>
         <hdf5:DataType>
            <hdf5:AtomicType>
               <hdf5:IntegerType ByteOrder="LE" Sign="true" Size="4" />
            </hdf5:AtomicType>
         </hdf5:DataType>
         <hdf5:Data>
            <hdf5:DataFromFile>
            1335
            2161
            1481
            2063
            1765
            2924
            2222
            2157
            1694
            1309
            1757
            1162
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            2025
            1713
            2253
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            1509
            3862
            3873
            3064
            3272
            3348
            2936
            3158
            3682
            3993
            3405
            </hdf5:DataFromFile>
         </hdf5:Data>
      </hdf5:Dataset>
      <hdf5:Dataset Name="pasture-prod-class" OBJ-XID="xid_10336" H5Path= "/data/pasture-prod-class" Parents="xid_2560" H5ParentPaths="/data">
         <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="36" MaxDimSize="36"/>
            </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>
            "MED"
            "MED"
            "MED"
            "MED"
            "MED"
            "HI"
            "MED"
            "MED"
            "LO"
            "LO"
            "LO"
            "LO"
            "LO"
            "LO"
            "LO"
            "LO"
            "MED"
            "LO"
            "MED"
            "LO"
            "LO"
            "MED"
            "HI"
            "HI"
            "HI"
            "LO"
            "MED"
            "HI"
            "HI"
            "HI"
            "HI"
            "HI"
            "MED"
            "HI"
            "HI"
            "HI"
            </hdf5:DataFromFile>
         </hdf5:Data>
      </hdf5:Dataset>
   </hdf5:Group>
   <hdf5:Group Name="data_descr" OBJ-XID="xid_14368" H5Path="/data_descr" Parents="xid_96" H5ParentPaths="/" >
      <hdf5:Dataset Name="names" OBJ-XID="xid_15968" H5Path= "/data_descr/names" Parents="xid_14368" 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="23" MaxDimSize="23"/>
            </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>
            "fertiliser"
            "slope"
            "aspect-dev-NW"
            "OlsenP"
            "MinN"
            "TS"
            "Ca-Mg"
            "LOM"
            "NFIX-mean"
            "Eworms-main-3"
            "Eworms-No-species"
            "KUnSat"
            "OM"
            "Air-Perm"
            "Porosity"
            "HFRG-pct-mean"
            "legume-yield"
            "OSPP-pct-mean"
            "Jan-Mar-mean-TDR"
            "Annual-Mean-Runoff"
            "root-surface-area"
            "Leaf-P"
            "pasture-prod-class"
            </hdf5:DataFromFile>
         </hdf5:Data>
      </hdf5:Dataset>
      <hdf5:Dataset Name="ordering" OBJ-XID="xid_19112" H5Path= "/data_descr/ordering" Parents="xid_14368" 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="11" MaxDimSize="11"/>
            </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>
            "fertiliser"
            "int0"
            "double1"
            "int2"
            "double3"
            "int4"
            "double5"
            "int6"
            "double7"
            "int8"
            "pasture-prod-class"
            </hdf5:DataFromFile>
         </hdf5:Data>
      </hdf5:Dataset>
      <hdf5:Dataset Name="types" OBJ-XID="xid_19384" H5Path= "/data_descr/types" Parents="xid_14368" 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="23" MaxDimSize="23"/>
            </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:LL,LN,HN,HH"
            "numeric"
            "numeric"
            "numeric"
            "numeric"
            "numeric"
            "numeric"
            "numeric"
            "numeric"
            "numeric"
            "numeric"
            "numeric"
            "numeric"
            "numeric"
            "numeric"
            "numeric"
            "numeric"
            "numeric"
            "numeric"
            "numeric"
            "numeric"
            "numeric"
            "nominal:LO,MED,HI"
            </hdf5:DataFromFile>
         </hdf5:Data>
      </hdf5:Dataset>
   </hdf5:Group>
</hdf5:RootGroup>
</hdf5:HDF5-File>