    DATA-SPEC:  Specify data sets for training and testing.

    Data-spec writes specifications of data sets to use for training and
    testing to the given log file (which must already exist).  If invoked
    with just a log file as argument, the program prints the data
    specifications already stored in the log file.

    Usage:

        data-spec log-file N-inputs N-targets [ int-target ] [ -n ]
                    / train-inputs train-targets [ test-inputs [ test-targets ] ]
                  [ / { input-trans } [ / { target-trans } ] ]

    or:

        data-spec log-file

    The number of "input" and "target" values must be specified.  The
    number of inputs or targets may be zero, although other programs may
    not allow this.  The user can require the targets to be integers by
    including an 'int-target' argument.  The permitted range of these
    integer targets is from zero to 'int-target' minus one.

    The training and (optionally) test sets are given in the form of
    specifications described in numin.doc.  The default specification for
    training and test inputs is "data@1,1".  The training input
    specification provides the default for the training target
    specification - i.e. the file and line range used for the inputs is
    used for targets if not overridden, and the item indexes for the
    targets start by default after the last index for the inputs.
    Similarly, the test input specification is used as the default for the
    test targets.

    The data files are read and checked for errors, unless the "-n" option
    was included before the file specifications.  If the data is checked,
    the number of lines of training inputs must match the number of lines
    of training targets, and similarly for test inputs and targets.

    The final optional arguments specify the transformations to be applied
    to inputs and targets.  A transformation specification has one of the
    four forms

               [L][+T][xS]  or  [L][-T][xS]  or  I  or  ...

    If "L" is present in the first two forms, the raw data is first
    transformed by taking the logarithm.  T is then added or subtracted
    (default 0), and the result multiplied by S (default 1).  The "I" form
    specifies an identity transformation.  The "..."  form is valid only
    at the end of a list of transformations, and indicates that the
    transformation specifications for any remaining inputs or targets
    (whichever the list pertains to) should be the same as the
    specification preceding "...".  If "..." does not occur at the end of
    a list of transformations, the transformation specification for any
    remaining inputs or targets defaults to "I".

    The translation and scaling amounts ("T" and "S") may be "@", in which
    case they are computed from the training data, so as to produce a mean
    of zero (for translation), or a variance of one (for scaling).  This
    is not allowed in conjunction with the "-n" option.

    The specifications are written to the log file as a record with type
    'D' and index -1.

                Copyright (c) 1995-2004 by Radford M. Neal