Summary

Bio::Tools::Phylo::PAML - Parses output from the PAML programs codeml,
baseml, basemlg, codemlsites and yn00

Package variables

Included modules

Inherit

Bio::AnalysisParserI Bio::Root::IO Bio::Root::Root

Synopsis

  #!/usr/bin/perl -Tw
  use strict;

  use Bio::Tools::Phylo::PAML;

  # need to specify the output file name (or a fh) (defaults to
  # -file => "codeml.mlc"); also, optionally, the directory in which
  # the other result files (rst, 2ML.dS, etc) may be found (defaults
  # to "./")
  my $parser = new Bio::Tools::Phylo::PAML
    (-file => "./results/mlc", -dir => "./results/");

  # get the first/next result; a Bio::Tools::Phylo::PAML::Result object,
  # which isa Bio::SeqAnalysisResultI object.
  my $result = $parser->next_result();

  # get the sequences used in the analysis; returns Bio::PrimarySeq
  # objects (OTU = Operational Taxonomic Unit).
  my @otus = $result->get_seqs();

  # codon summary: codon usage of each sequence [ arrayref of {
  # hashref of counts for each codon } for each sequence and the
  # overall sum ], and positional nucleotide distribution [ arrayref
  # of { hashref of frequencies for each nucleotide } for each
  # sequence and overall frequencies ]:
  my ($codonusage, $ntdist) = $result->get_codon_summary();

  # example manipulations of $codonusage and $ntdist:
  printf "There were %d %s codons in the first seq (%s)\n",
    $codonusage->[0]->{AAA}, 'AAA', $otus[0]->id();
  printf "There were %d %s codons used in all the sequences\n",
    $codonusage->[$#{$codonusage}]->{AAA}, 'AAA';
  printf "Nucleotide %c was present %g of the time in seq %s\n",
    'A', $ntdist->[1]->{A}, $otus[1]->id();

  # get Nei & Gojobori dN/dS matrix:
  my $NGmatrix = $result->get_NGmatrix();

  # get ML-estimated dN/dS matrix, if calculated; this corresponds to
  # the runmode = -2, pairwise comparison usage of codeml
  my $MLmatrix = $result->get_MLmatrix();

  # These matrices are length(@otu) x length(@otu) "strict lower
  # triangle" 2D-matrices, which means that the diagonal and
  # everything above it is undefined.  Each of the defined cells is a
  # hashref of estimates for "dN", "dS", "omega" (dN/dS ratio), "t",
  # "S" and "N".  If a ML matrix, "lnL" and "kappa" will also be defined.
  printf "The omega ratio for sequences %s vs %s was: %g\n",
    $otus[0]->id, $otus[1]->id, $MLmatrix->[0]->[1]->{omega};

  # with a little work, these matrices could also be passed to
  # Bio::Tools::Run::Phylip::Neighbor, or other similar tree-building
  # method that accepts a matrix of "distances" (using the LOWTRI
  # option):
  my $distmat = [ map { [ map { $$_{omega} } @$_ ] } @$MLmatrix ];

  # for runmode's other than -2, get tree topology with estimated
  # branch lengths; returns a Bio::Tree::TreeI-based tree object with
  # added PAML parameters at each node
  my ($tree) = $result->get_trees();
  for my $node ($tree->get_nodes()) {
     # inspect the tree: the "t" (time) parameter is available via
     # $node->branch_length(); all other branch-specific parameters
     # ("omega", "dN", etc.) are available via 
     # ($omega) = $node->get_tag_values('omega');
  }

  # if you are using model based Codeml then trees are stored in each 
  # modelresult object
  for my $modelresult ( $result->get_NSSite_results ) {
    # model M0, M1, etc
    print "model is ", $modelresult->model_num, "\n";
    my ($tree) = $modelresult->get_trees();
    for my $node ($tree->get_nodes()) {
     # inspect the tree: the "t" (time) parameter is available via
     # $node->branch_length(); all other branch-specific parameters
     # ("omega", "dN", etc.) are available via 
     # ($omega) = $node->get_tag_values('omega');
   }
  }

  # get any general model parameters: kappa (the
  # transition/transversion ratio), NSsites model parameters ("p0",
  # "p1", "w0", "w1", etc.), etc.
  my $params = $result->get_model_params();
  printf "M1 params: p0 = %g\tp1 = %g\n", $params->{p0}, $params->{p1};

  # find, say, positively selected sites!
  if ($params->{w2} > 1) {
    for (my $i = 0; $i < @probs ; $i++) {
      if ($probs[$i]->[2] > 0.5) {
         # assumes model M1: three w's, w0, w1 and w2 (positive selection)
         printf "position %d: (%g prob, %g omega, %g mean w)\n",
           $i, $probs[$i]->[2], $params->{w2}, $probs[$i]->[3];
      }
    }
  } else { print "No positive selection found!\n"; }

  # parse AAML result files
  my $aamat = $result->get_AADistMatrix();
  my $aaMLmat = $result->get_AAMLDistMatrix();

Description

This module is used to parse the output from the PAML programs codeml,
baseml, basemlg, codemlsites and yn00. You can use the
Bio::Tools::Run::Phylo::PAML::* modules to actually run some of the
PAML programs, but this module is only useful to parse the output.

Methods

Methods description

 Title   : new
 Usage   : my $obj = new Bio::Tools::Phylo::PAML(%args);
 Function: Builds a new Bio::Tools::Phylo::PAML object
 Returns : Bio::Tools::Phylo::PAML
 Args    : Hash of options: -file, -fh, -dir
           -file (or -fh) should contain the contents of the PAML
                 outfile; 
           -dir is the (optional) name of the directory in
                which the PAML program was run (and includes other
                PAML-generated files from which we can try to gather data)

 Title   : next_result
 Usage   : $result = $obj->next_result();
 Function: Returns the next result available from the input, or
           undef if there are no more results.
 Example :
 Returns : a Bio::Tools::Phylo::PAML::Result object
 Args    : none

Methods code

BEGIN {

  $RSTFILENAME = 'rst'; # where to get the RST data from

}

sub new {

  my ($class, @args) = @_;

  my $self = $class->SUPER::new(@args);
  $self->_initialize_io(@args);
  my ($dir) = $self->_rearrange([qw(DIR)], @args);
  $self->{_dir} = $dir if defined $dir;

  return $self;

}

sub next_result {

    my ($self) = @_;
    my %data;
    # parse the RST file, if it doesn't exist or if dir is not set
    # this will just skip the parsing
    $self->_parse_rst();
    my $idlookup; # a hashreference to SEQID (number) ==> 'SEQUENCENAME'
    # get the various codon and other sequence summary data, if necessary:
    $self->_parse_summary
	unless ($self->{'_summary'} && !$self->{'_summary'}->{'multidata'});
    
    # OK, depending on seqtype and runmode now, one of a few things can happen:
    my $seqtype = $self->{'_summary'}->{'seqtype'};
    if ($seqtype eq 'CODONML' || $seqtype eq 'AAML') {
        my $has_model_line = 0;
	while (defined ($_ = $self->_readline)) {
	    if ($seqtype eq 'CODONML' && 
		m/^pairwise comparison, codon frequencies:/) {
		# runmode = -2, CODONML
		$self->_pushback($_);
		%data = $self->_parse_PairwiseCodon;
		last;
	    } elsif ($seqtype eq 'AAML' && m/^ML distances of aa seqs\.$/) {
		$self->_pushback($_);
		# get AA distances
		%data = ( '-AAMLdistmat' => $self->_parse_aa_dists());
		# $self->_pushback($_);
		# %data = $self->_parse_PairwiseAA;
		# last;	    
	    } elsif (m/^Model\s+(\d+)/ ||
                     ((! $has_model_line && m/^TREE/) &&
		      $seqtype eq 'CODONML')) {
		$self->_pushback($_);
		my $model = $self->_parse_NSsitesBatch;
		push @{$data{'-NSsitesresults'}}, $model;
                $has_model_line = 1;
	    } elsif ( m/for each branch/ ) {
		my %branch_dnds = $self->_parse_branch_dnds;
		if( ! defined $data{'-trees'} ) {
		    warn("No trees have been loaded, can't do anything\n");
		    next;
		}
		my ($tree) = @{$data{'-trees'}};
		if( ! $tree || ! ref($tree) || 
		    ! $tree->isa('Bio::Tree::Tree') ) {
		    warn("no tree object already stored!\n");
		    next;
		}
		# These need to be added to the Node/branches
		while( my ($k,$v) = each %branch_dnds) {
		    # we can probably do better by caching at some point
		    my @nodes;
		    for my $id ( split(/\.\./,$k ) ) {
			my @nodes_L = map { $tree->find_node(-id => $_) } @{$idlookup->{$id}};
			my $n = @nodes_L < 2 ? shift(@nodes_L) : $tree->get_lca(@nodes_L);
			if( ! $n ) {
			    warn("no node for $n\n");
			}
			unless( $n->is_Leaf && $n->id) { 
			    $n->id($id);
			}
			push @nodes, $n;
		    }
		    my ($parent,$child) = @nodes;
		    while ( my ($kk,$vv) = each %$v ) {
			$child->add_tag_value($kk,$vv);
		    }
		}		
	    } elsif (m/^TREE/) {
		# runmode = 0
		$self->_pushback($_);
		($data{'-trees'},$idlookup) = $self->_parse_Forestry;
		#last;
	    } elsif (m/Heuristic tree search by stepwise addition$/ ) {
		
		# runmode = 3
		$self->throw( -class => 'Bio::Root::NotImplemented',
			      -text  => "StepwiseAddition not yet implemented!"
			      );

		# $self->_pushback($_);
		# %data = $self->_parse_StepwiseAddition;
		# last;

	    } elsif (m/Heuristic tree search by NNI perturbation$/) {

		# runmode = 4
		$self->throw( -class => 'Bio::Root::NotImplemented',
			      -text  => "NNI Perturbation not yet implemented!"
			      );

		# $self->_pushback($_);
		# %data = $self->_parse_Perturbation;
		# last;

	    } elsif (m/^stage 0:/) {

		# runmode = (1 or 2)
		$self->throw( -class => 'Bio::Root::NotImplemented',
			      -text  => "StarDecomposition not yet implemented!"
			      );

		$self->_pushback($_);
		%data = $self->_parse_StarDecomposition;
		last;

	    }
	}
    } elsif ($seqtype eq 'BASEML') {	
	while( defined($_ = $self->_readline) ) {
	    if( /^Distances:/ ) {
		$self->_pushback($_);
		my ($kappa,$alpha) = $self->_parse_nt_dists();
		%data = ( '-kappa_distmat' => $kappa,
			  '-alpha_distmat' => $alpha
			  );
	    } elsif( /^TREE/ ) {
		$self->_pushback($_);
		($data{'-trees'},$idlookup) = $self->_parse_Forestry;
	    }
	}
    } elsif ($seqtype eq 'YN00') {
	while ($_ = $self->_readline) {
	    if( m/^Estimation by the method|\(B\) Yang & Nielsen \(2000\) method/ ) {
		$self->_pushback($_);
		%data = $self->_parse_YN_Pairwise;
		last;
	    }
	}
    }
    if (%data) {
	$data{'-version'}   = $self->{'_summary'}->{'version'};
	$data{'-seqs'}      = $self->{'_summary'}->{'seqs'};
	$data{'-patterns'}  = $self->{'_summary'}->{'patterns'};
	$data{'-ngmatrix'}  = $self->{'_summary'}->{'ngmatrix'};
	$data{'-codonpos'}  = $self->{'_summary'}->{'codonposition'};
	$data{'-codonfreq'} = $self->{'_summary'}->{'codonfreqs'};
	$data{'-model'}     = $self->{'_summary'}->{'model'};
	$data{'-seqfile'}     = $self->{'_summary'}->{'seqfile'};
	$data{'-aadistmat'} = $self->{'_summary'}->{'aadistmat'};
	$data{'-stats'}     = $self->{'_summary'}->{'stats'};
	$data{'-aafreq'}    = $self->{'_summary'}->{'aafreqs'};
	$data{'-ntfreq'}    = $self->{'_summary'}->{'ntfreqs'};
	$data{'-input_params'} = $self->{'_summary'}->{'inputparams'};
        $data{'-rst'}          = $self->{'_rst'}->{'rctrted_seqs'};
        $data{'-rst_persite'}  = $self->{'_rst'}->{'persite'};
        $data{'-rst_trees'}    = $self->{'_rst'}->{'trees'};
	return Bio::Tools::Phylo::PAML::Result->new(%data);
    } else {
	return;
    }

}

sub _parse_summary {

    my ($self) = @_;

    # Depending on whether verbose > 0 or not, and whether the result
    # set comes from a multi-data run, the first few lines could be
    # various things; we're going to throw away any sequence data
    # here, since we'll get it later anyways

    # multidata ? : \n\nData set 1\n
    # verbose ? : cleandata ? : \nBefore deleting alignment gaps. \d sites\n
    #                           [ sequence printout ]
    #                           \nAfter deleting gaps. \d sites\n"
    #           : [ sequence printout ]
    # CODONML (in paml 3.12 February 2002)  <<-- what we want to see!

    my $SEQTYPES = qr( (?: (?: CODON | AA | BASE | CODON2AA ) ML ) | YN00 )x;
    while ($_ = $self->_readline) {
	if ( m/^($SEQTYPES) \s+                      # seqtype: CODONML, AAML, BASEML, CODON2AAML, YN00, etc
	       (?: \(in \s+ ([^\)]+?) \s* \) \s* )?  # version: "paml 3.12 February 2002"; not present < 3.1 or YN00
	       (\S+) \s*                             # tree filename
	       (?: (.+?) )?                          # model description (not there in YN00)
	       \s* $                                 # trim any trailing space
	       /ox
	   ) {
	    @{$self->{'_summary'}}{qw(seqtype version seqfile model)} = ($1, 
									$2,
									$3,
									$4);
	    defined $self->{'_summary'}->{'model'} &&
		$self->{'_summary'}->{'model'} =~ s/Model:\s+//;
	    last;
	    
	} elsif (m/^Data set \d$/) {
	    $self->{'_summary'} = {};
	    $self->{'_summary'}->{'multidata'}++;
	}
    }

    unless (defined $self->{'_summary'}->{'seqtype'}) {	
	$self->throw( -class => 'Bio::Root::NotImplemented',
		      -text => 'Unknown format of PAML output did not see seqtype');
    }
    my $seqtype = $self->{'_summary'}->{'seqtype'};
    $self->debug( "seqtype is $seqtype\n");
    if ($seqtype eq "CODONML") {
        $self->_parse_inputparams(); # settings from the .ctl file 
	                             # that get printed
        $self->_parse_patterns();    # codon patterns - not very interesting
        $self->_parse_seqs();        # the sequences data used for analysis
        $self->_parse_codoncts();    # counts and distributions of codon/nt
	                             # usage
        $self->_parse_codon_freqs(); # codon frequencies
        $self->_parse_distmat();     # NG distance matrices
    } elsif ($seqtype eq "AAML") {
        $self->_parse_inputparams;

        $self->_parse_patterns();
        $self->_parse_seqs();     # the sequences data used for analysis
        $self->_parse_aa_freqs(); # codon frequencies

	# get AA distances
        $self->{'_summary'}->{'aadistmat'} = $self->_parse_aa_dists();

    } elsif ($seqtype eq "CODON2AAML") {
	$self->throw( -class => 'Bio::Root::NotImplemented',
		      -text => 'CODON2AAML parsing not yet implemented!');
    } elsif ($seqtype eq "BASEML") {
	$self->_parse_patterns();
	$self->_parse_seqs();
	$self->_parse_nt_freqs();

    } elsif ($seqtype eq "YN00") {
	$self->_parse_codon_freqs();
	$self->_parse_codoncts();	
	$self->_parse_distmat(); # NG distance matrices
	
    } else {
	$self->throw( -class => 'Bio::Root::NotImplemented',
		      -text => 'Unknown seqtype, not yet implemented!',
		      -value => $seqtype
		    );
    }

}

sub _parse_inputparams {

     my ($self) = @_;
    
    while( defined($_ = $self->_readline ) ) {
	if(/^((?:Codon frequencies)|(?:Site-class models))\s*:\s+(.+)/ ) {
	    my ($param,$val) = ($1,$2);	    
	    $self->{'_summary'}->{'inputparams'}->{$param} = $val;
	} elsif( /^\s+$/ ) {
	    next;
	} elsif( /^ns\s+=\s+/ ) {
	    $self->_pushback($_);
	    last;
        }
    }

}

sub _parse_codon_freqs {

    my ($self) = @_;
    my ($okay,$done) = (0,0);
    
    while( defined($_ = $self->_readline ) ) {
	if( /^Nei|\(A\) Nei/ ) { $self->_pushback($_); last }
	last if( $done);
	next if ( /^\s+/);
	next unless($okay || /^Codon position x base \(3x4\) table\, overall/ );
	$okay = 1;
	if( s/^position\s+(\d+):\s+// ) {
	    my $pos = $1;
	    s/\s+$//;
	    my @bases = split;
	    foreach my $str ( @bases ) {
		my ( $base,$freq) = split(/:/,$str,2);
		$self->{'_summary'}->{'codonposition'}->[$pos-1]->{$base} = $freq;
	    }
	    $done = 1 if $pos == 3;
        } 
    }
    $done = 0;
    while( defined( $_ = $self->_readline) ) {
        if( /^Nei\s\&\sGojobori|\(A\)\sNei-Gojobori/ ) { $self->_pushback($_); last }
        last if ( $done );
        if( /^Codon frequencies under model, for use in evolver:/ ){
            while( defined( $_ = $self->_readline) ) {
                last if( /^\s+$/ );
		s/^\s+//;
		s/\s+$//;
		push @{$self->{'_summary'}->{'codonfreqs'}},[split];
	    }
	    $done = 1;
        }
    }

}

sub _parse_aa_freqs {

    my ($self) = @_;
    my ($okay,$done,$header) = (0,0,0);
    my (@bases);
    my $numseqs = scalar @{$self->{'_summary'}->{'seqs'} || []};
    while( defined($_ = $self->_readline ) ) {
	if( /^TREE/ || /^AA distances/ ) { $self->_pushback($_); last }
	last if( $done);
	next if ( /^\s+$/ || /^\(Ambiguity/ );
	if( /^Frequencies\./ ) { 
	    $okay = 1;
	} elsif( ! $okay ) { # skip till we see 'Frequencies.
	    next;
	} elsif ( ! $header ) {
	    s/^\s+//;        # remove leading whitespace
	    @bases = split;  # get an array of the all the aa names
	    $header = 1;
	    $self->{'_summary'}->{'aafreqs'} = {}; # reset/clear values
	    next;
	} elsif( /^\#\s+constant\s+sites\:\s+
		 (\d+)\s+ # constant sites
		 \(\s*([\d\.]+)\s*\%\s*\)/x){
	    $self->{'_summary'}->{'stats'}->{'constant_sites'} = $1;
	    $self->{'_summary'}->{'stats'}->{'constant_sites_percentage'} = $2;
	} elsif( /^ln\s+Lmax\s+\(unconstrained\)\s+\=\s+(\S+)/x ) {
	    $self->{'_summary'}->{'stats'}->{'loglikelihood'} = $1;
	    $done = 1; # done for sure
	} else { 
	    my ($seqname,@freqs) = split;
	    my $basect = 0;
	    foreach my $f ( @freqs ) { 
		# this will also store 'Average'
		$self->{'_summary'}->{'aafreqs'}->{$seqname}->{$bases[$basect++]} = $f;
	    }	    
	}

}

sub _parse_StarDecomposition {

    my ($self) = @_;
    my %data;

    return %data;

}

sub _parse_aa_dists {

    my ($self) = @_;
    my ($okay,$seen,$done) = (0,0,0);
    my (%matrix,@names,@values);
    my $numseqs = scalar @{$self->{'_summary'}->{'seqs'} || []};
    my $type = '';
    while( defined ($_ = $self->_readline ) ) {
	last if $done;
	if( /^TREE/ ) { $self->_pushback($_); last; }
	if( /^\s+$/ ) {
	    last if( $seen );
	    next;
	}
	if( /^(AA|ML) distances/ ) {
	    $okay = 1;
	    $type = $1;
	    next;
	} 
	
	
	s/\s+$//g; # remove trailing space
	if( $okay ) {
	    my ($seqname,@vl) = split;
	    $seen = 1;
	    my $i = 0;
	    # hacky workaround to problem with 3.14 aaml
	    if( $type eq 'ML' && 
		! @names && # first entry
		@vl) { # not empty
		push @names, $self->{'_summary'}->{'seqs'}->[0]->display_id;
	    }
	    for my $s ( @names ) {
		last unless @vl;
		$matrix{$seqname}->{$s} = 
		    $matrix{$s}->{$seqname} = shift @vl;
	    }
	    push @names, $seqname;

	    $matrix{$seqname}->{$seqname} = 0;
	}
	$done = 1 if( scalar @names == $numseqs);
    }
    my %dist;
    my $i = 0;
    @values = ();
    foreach my $lname ( @names ) {
	my @row;
	my $j = 0;
	foreach my $rname ( @names ) {
	    my $v = $matrix{$lname}->{$rname};
	    $v = $matrix{$rname}->{$lname} unless defined $v;
	    push @row, $v;
	    $dist{$lname}{$rname} = [$i,$j++];
	}
	$i++;
	push @values,\@ row;
    }
    return new Bio::Matrix::PhylipDist
	(-program=> $self->{'_summary'}->{'seqtype'},
	 -matrix =>\% dist,
	 -names  =>\@ names,
	 -values =>\@ values );

}

sub _parse_patterns {

     my ($self) = @_;
    my ($patternct,@patterns,$ns,$ls);    
    while( defined($_ = $self->_readline) ) {
	if( /^Codon position/ ) {
	    $self->_pushback($_);
	    last;
	} elsif( /^Codon usage/ ) {
	    $self->_pushback($_);
	    last;
	} elsif( $patternct ) { 
#	    last unless ( @patterns == $patternct );
	    last if( /^\s+$/ );
	    s/^\s+//;
	    push @patterns, split;
	} elsif( /^ns\s+\=\s*(\d+)\s+ls\s+\=\s*(\d+)/ ) {
	    ($ns,$ls) = ($1,$2);
	} elsif( /^\# site patterns \=\s*(\d+)/ ) {
	    $patternct = $1;
	} else { 
#	    $self->debug("Unknown line: $_");
	}
    }
    $self->{'_summary'}->{'patterns'} = { -patterns =>\@ patterns,
					  -ns       => $ns,
					  -ls       => $ls};

}

sub _parse_seqs {

 
    # this should in fact be packed into a Bio::SimpleAlign object instead of
    # an array but we'll stay with this for now 
    my ($self) = @_;
    my (@firstseq,@seqs);
    while( defined ($_ = $self->_readline) ) {
	if( /^(TREE|Codon)/ ) { $self->_pushback($_);  last }
	last if( /^\s+$/ && @seqs > 0 );
	next if ( /^\s+$/ );
	next if( /^\d+\s+$/ );

	my ($name,$seqstr) = split(/\s+/,$_,2);
	$seqstr =~ s/\s+//g; # remove whitespace 
	unless( @firstseq) {
	    @firstseq = split(//,$seqstr);
	    push @seqs, new Bio::PrimarySeq(-display_id  => $name,
					    -seq         => $seqstr);
	} else { 

	    my $i = 0;
	    my $v;
	    while(($v = index($seqstr,'.',$i)) >= $i ) {
		# replace the '.' with the correct seq from the
		substr($seqstr,$v,1,$firstseq[$v]);
		$i = $v;
	    }
	    $self->debug( "adding seq $seqstr\n");
	    push @seqs, new Bio::PrimarySeq(-display_id  => $name,
					    -seq         => $seqstr);
	}
    }
    $self->{'_summary'}->{'seqs'} =\@ seqs;
    1;

}

sub _parse_codoncts {

}

sub _parse_distmat {

     my ($self) = @_;
    my @results;
    my $ver = 3.14;
    
    while( defined ($_ = $self->_readline) ) {
        next if/^\s+$/;
        # Bypass the reference information (4 lines)
        if (/^\(A\)\sNei-Gojobori\s\(1986\)\smethod/) {
            $ver = 3.15;
            $_ = $self->_readline;
            $_ = $self->_readline;
            $_ = $self->_readline;
            $_ = $self->_readline;
        }
        last;
    }
    
    return unless (/^Nei\s*\&\s*Gojobori/);
    # skip the next line is ver > 3.15
    $self->_readline if ($ver > 3.14);

    # skip the next 3 lines
    if( $self->{'_summary'}->{'seqtype'} eq 'CODONML' ) {
        $self->_readline;
        $self->_readline;
        $self->_readline;
    }
    my $seqct = 0;
    my @seqs;
    while( defined ($_ = $self->_readline ) ) {	
        last if( /^\s+$/ && exists $self->{'_summary'}->{'ngmatrix'} );
        next if( /^\s+$/ || /^NOTE:/i );
        chomp;
        my ($seq,$rest) = split(/\s+/,$_,2);
        $rest = '' unless defined $rest; # get rid of empty messages
        my $j = 0;
        if( $self->{'_summary'}->{'seqtype'} eq 'YN00') {
            push @seqs, Bio::PrimarySeq->new(-display_id => $seq);
        }
        while ( $rest && $rest =~ 
                /(\-?\d+(\.\d+)?)\s*\(\-?(\d+(\.\d+)?)\s+(\-?\d+(\.\d+)?)\)/g ) {
            $self->{'_summary'}->{'ngmatrix'}->[$j++]->[$seqct] = 
                { 'omega' => $1,
                  'dN'    => $3,
                  'dS'    => $5 };
        }
        $seqct++;
    }
    if($self->{'_summary'}->{'seqtype'} eq 'YN00' && @seqs ){ 
        $self->{'_summary'}->{'seqs'} =\@ seqs;
    }

    1;

}

sub _parse_PairwiseCodon {

    my ($self) = @_;
    my @result;
    my ($a,$b,$log,$model,$t,$kappa,$omega);
    while( defined( $_ = $self->_readline) ) {
	if( /^pairwise comparison, codon frequencies\:\s*(\S+)\./) {
	    $model = $1;
	} elsif( /^(\d+)\s+\((\S+)\)\s+\.\.\.\s+(\d+)\s+\((\S+)\)/ ) {
	    ($a,$b) = ($1,$3);
	} elsif( /^lnL\s+\=\s*(\-?\d+(\.\d+)?)/ ) {
	    $log = $1;
	    if( defined( $_ = $self->_readline) ) {
		s/^\s+//;
		($t,$kappa,$omega) = split;
	    }
	} elsif( m/^t\=\s*(\d+(\.\d+)?)\s+
		 S\=\s*(\d+(\.\d+)?)\s+
		 N\=\s*(\d+(\.\d+)?)\s+
		 dN\/dS\=\s*(\d+(\.\d+)?)\s+
		 dN\=\s*(\d+(\.\d+)?)\s+
		 dS\=\s*(\d+(\.\d+)?)/ox ) {
	    $result[$b-1]->[$a-1] = { 
		'lnL' => $log,
		't' => defined $t && length($t) ? $t : $1,
		'S' => $3,
		'N' => $5,
		'kappa' => $kappa,
		'omega' => defined $omega && length($omega) ? $omega : $7,
		'dN' => $9,
		'dS' => $11 };
	} elsif( /^\s+$/ ) { 
	    next; 
	} elsif( /^\s+(\d+\.\d+)\s+(\d+\.\d+)\s+(\d+\.\d+)/ ) {
	} else { 
	    $self->debug( "unknown line: $_");
	}

}

sub _parse_YN_Pairwise {

    my ($self) = @_;
    my @result;
    while( defined( $_ = $self->_readline) ) {
	last if( /^seq\.\s+seq\./);
    }
    while( defined( $_ = $self->_readline) ) {
	if( m/^\s+(\d+)\s+  # seq #
	    (\d+)\s+        # seq #
	    (\d+(\.\d+))\s+ # S
	    (\d+(\.\d+))\s+ # N
	    (\d+(\.\d+))\s+ # t
	    (\d+(\.\d+))\s+ # kappa
	    (\d+(\.\d+))\s+ # omega
	    \-??(\d+(\.\d+))\s+ # dN
	    \+\-\s+
	    \-??(\d+(\.\d+))\s+ # dN SE
	    \-??(\d+(\.\d+))\s+ # dS
	    \+\-\s+
	    \-??(\d+(\.\d+))\s+ # dS SE
	    /ox 
	    ) {
	    
	    $result[$2-1]->[$1-1] = { 
		'S' => $3,
		'N' => $5,
		't' => $7,
		'kappa' => $9,
		'omega' => $11,
		'dN' => $13,
		'dN_SE' => $15,
		'dS' => $17,
		'dS_SE' => $19,
	    };
	} elsif( /^\s+$/ ) { 
	    next; 
	} elsif( /^\(C\) LWL85, LPB93 & LWLm methods/) {
	    $self->_pushback($_);
	    last;
	}
	
    }
    return ( -mlmatrix =>\@ result);

}

sub _parse_Forestry {

    my ($self) = @_;
    my ($instancecount,$num_param,
	$loglikelihood,$score,$done,$treelength) = (0,0,0,0,0,0);
    my $okay = 0;
    my (@ids,%match,@branches,@trees);
    while( defined ($_ = $self->_readline) ) {
	last if $done;	
	if( s/^TREE\s+\#\s*\d+:\s+// ) {
	    ($score) = (s/MP\s+score\:\s+(\S+)\s+$// );
	    @ids = /(\d+)[\,\)]/g;
	} elsif( /^Node\s+\&/ || /^\s+N37/ || /^(CODONML|AAML|YN00|BASEML)/ ||
		 /^\*\*/ || /^Detailed output identifying parameters/) {
	    $self->_pushback($_);
	    $done = 1;
	    last;
	} elsif( /^tree\s+length\s+\=\s+(\S+)/ ) {
	    $treelength = $1;	# not going to store this for now
            # as it is directly calculated from
	    # $tree->total_branch_length;
	}   elsif( /^\s*lnL\(.+np\:\s*(\d+)\)\:\s+(\S+)/ ) {
	# elsif( /^\s*lnL\(.+\)\:\s+(\S+)/ ) {
	    ($num_param,$loglikelihood) = ($1,$2);
	} elsif( /^\(/) {
	    s/([\,:])\s+/$1/g;
	    my $treestr = new IO::String($_);
	    my $treeio = new Bio::TreeIO(-fh => $treestr,
					 -format => 'newick');
	    my $tree = $treeio->next_tree;
	    if( $tree ) {
		$tree->score($loglikelihood);
		$tree->id("num_param:$num_param");
		if( $okay > 0 ) {
                  # we don't save the trees with the number labels
		    if( ! %match && @ids) {
			my $i = 0;
			for my $m ( /([^():,]+):/g ) {
			    $match{shift @ids} = [$m];			    
			}
			my %grp;
			while ( my $br = shift @branches ) {
			    my ($parent,$child) = @$br;
			    if( $match{$child} ) {
				push @{$match{$parent}}, @{$match{$child}};
			    } else {
				push @branches, $br;
			    }
			}
			if( $self->verbose > 1 ) {
			    for my $k ( sort { $a <=> $b } keys %match ) {
				$self->debug( "$k -> ",
					      join(",",@{$match{$k}}), "\n");
			    }
			}
		    }
		    push @trees, $tree;
		}
	    }
	    $okay++;
	} elsif( /^\s*\d+\.\.\d+/ ) {
	    push @branches, map { [split(/\.\./,$_)] } split;
	}
    }
    return\@ trees,\%match;

}

sub _parse_NSsitesBatch {

    my $self = shift;
    my (%data,$idlookup); 
    my ($okay,$done) =(0,0);
    while( defined($_ = $self->_readline) ) {
	last if $done;
	next if /^\s+$/;
	next unless( $okay || /^Model\s+\d+/ || /^TREE/);

	if( /^Model\s+(\d+)/ ) {
	    if( $okay ) {
		# this only happens if $okay was already 1 and 
		# we hit a Model line
		$self->_pushback($_);
		$done = 1;
	    } else {
		chomp;
		$data{'-model_num'}        = $1;
		($data{'-model_description'}) = ( /\:\s+(.+)/ );
		$okay = 1;
	    }
	} elsif( /^Time used\:\s+(\S+)/ ) {
	    $data{'-time_used'} = $1;
	    $done = 1;
	} elsif( /^kappa\s+\(ts\/tv\)\s+\=\s+(\S+)/ ) { 	    
	    $data{'-kappa'} = $1;
	} elsif( /^TREE/ ) {
	    $self->_pushback($_);
	    ($data{'-trees'},$idlookup) = $self->_parse_Forestry;
	    if( defined $data{'-trees'} && 
		scalar @{$data{'-trees'}} ) {
		$data{'-likelihood'}= $data{'-trees'}->[0]->score;
	    }
            $okay = 1;
	} elsif ( /^omega\s+\(dn\/ds\)\s+\=\s+(\S+)/i ) {
            # for M0 (single ratio for the entire tree)
            # explicitly put '1.00000' rather than '1', because \d+\.\d{5}
            # is reported in all other cases.
            my @p = (q//1.00000/); # since there is only one class,
            my @w = $1;
            $data{'-dnds_site_classes'} = { 'p' =>\@ p,
                                            'w' =>\@ w};
            # since no K=X is provided, put 1 here
            $data{q//-num_site_classes/} = 1;
	} elsif( /^(Naive Empirical Bayes)|(Bayes Empirical Bayes)|(Positively\sselected\ssites)/i ) {
	    $self->_pushback($_);
	    my ($sites,$neb,$beb) = $self->_parse_Pos_selected_sites;
	    $data{'-pos_sites'} = $sites;
	    $data{'-neb_sites'} = $neb;
	    $data{'-beb_sites'} = $beb;
	} elsif( /^dN/i ) {
	    if( /K\=(\d+)/ ) {
		$data{'-num_site_classes'} = $1;   
                while ($_ = $self->_readline) {
                    unless ($_ =~ /^\s+$/) {
                        $self->_pushback($_);
                        last;
                    }
                }
                if ( /^site class/ ) {
                    $self->_readline;
                    my @p = $self->_readline =~ /(\d+\.\d{5})/g;
                    my @b_w = $self->_readline =~ /(\d+\.\d{5})/g;
                    my @f_w = $self->_readline =~ /(\d+\.\d{5})/g;
                    my @w;
                    foreach my $i (0..$#b_w) {
                        push @w, { q//background/ => $b_w[$i],
                                   q//foreground/ => $f_w[$i] };
                    }
                    $data{'-dnds_site_classes'} = { q//p/ =>\@ p,
                                                    q//w/ =>\@ w };
                } else {
		my @p = $self->_readline =~ /(\d+\.\d{5})/g;
		my @w = $self->_readline =~ /(\d+\.\d{5})/g;
		$data{'-dnds_site_classes'} = { 'p' =>\@ p,
						'w' =>\@ w};
                }
	    } elsif( /for each branch/ ) {
		my %branch_dnds = $self->_parse_branch_dnds;
		if( ! defined $data{'-trees'} ) {
		    warn("No trees have been loaded, can't do anything\n");
		    next;
		}
		my ($tree) = @{$data{'-trees'}};
		if( ! $tree || ! ref($tree) || 
		    ! $tree->isa('Bio::Tree::Tree') ) {
		    warn("no tree object already stored!\n");
		    next;
		}
		# These need to be added to the Node/branches
		while( my ($k,$v) = each %branch_dnds) {
		    # we can probably do better by caching at some point
		    my @nodes;
		    for my $id ( split(/\.\./,$k ) ) {
            my @nodes_L = map { $tree->find_node(-id => $_) } @{$idlookup->{$id}};
            my $n = @nodes_L < 2 ? shift(@nodes_L) : $tree->get_lca(@nodes_L);
			if( ! $n ) {
			    $self->warn("no node could be found for $id (no lca?)");
			}
			unless( $n->is_Leaf && $n->id) { 
			    $n->id($id);
			}
			push @nodes, $n;
		    }
		    my ($parent,$child) = @nodes;
		    while ( my ($kk,$vv) = each %$v ) {
			$child->add_tag_value($kk,$vv);
		    }
		}
	    }
	} elsif( /^Parameters in beta:/ ) {
	    $_ = $self->_readline; # need the next line
	    if ( /p\=\s+(\S+)\s+q\=\s+(\S+)/ ) {
		$data{'-shape_params'} = { 
		    'shape' => 'beta',
		    'p'     => $1,
		    'q'     => $2 };
	    } else {
		$self->warn("unparseable beta parameters: $_");
	    }
	} elsif( /^Parameters in beta\&w\>1:/ ) {
            # Parameters in beta&w>1:
            #   p0=  1.00000  p=  0.07642 q=  0.85550
            #  (p1=  0.00000) w=  1.00000
	    $_ = $self->_readline; # need the next line
            my ($p0,$p,$q,$p1,$w);
	    if ( /p0\=\s+(\S+)\s+p\=\s+(\S+)\s+q\=\s+(\S+)/ ) {
                $p0 = $1; $p = $2; $q = $3;
	    } else {
		$self->warn("unparseable beta parameters: $_");
	    }
	    $_ = $self->_readline; # need the next line
	    if ( /\(p1\=\s+(\S+)\)\s+w\=\s*(\S+)/ ) {
                $p1 = $1; $w = $2;
		$data{'-shape_params'} = { 
		    'shape' => 'beta',
		    'p0'    => $p0,
		    'p'     => $p,
		    'q'     => $q,
		    'p1'    => $p1,
                    'w'     => $w };
	    } else {
		$self->warn("unparseable beta parameters: $_");
	    }
	}  elsif( /^alpha\s+\(gamma\)\s+\=\s+(\S+)/ ) {
	    my $gamma = $1;
	    $_ = $self->_readline;
	    my (@r,@f);
	    if( s/^r\s+\(\s*\d+\)\:\s+// ) {
		@r = split;
	    }
	    $_ = $self->_readline;
	    if( s/^f\s*\:\s+// ) {
		@f = split;
	    }
	    $data{'-shape_params'} = { 
		'shape' => 'alpha',
		'gamma' => $gamma,
		'r'     =>\@ r,
		'f'     =>\@ f };
	}
    }
    return new Bio::Tools::Phylo::PAML::ModelResult(%data);

}

sub _parse_Pos_selected_sites {

    my $self = shift;
    my $okay = 0;
    my (%sites) = ('default' => [],
		   'neb'     => [],
		   'beb'     => []);
    my $type = 'default';
    while( defined($_ = $self->_readline) ) {
	next if ( /^\s+$/ || /^\s+Pr\(w\>1\)/ );
	if(  /^Time used/ || /^TREE/) {
	    $self->_pushback($_);
	    last;
	}
	if( /^Naive Empirical Bayes/i ) {
	    $type = 'neb';
	} elsif( /^Bayes Empirical Bayes/i ) {
	    $type = 'beb';
	} elsif( /^Positively selected sites/ ) {
	    $okay = 1;
	} elsif( $okay && /^\s+(\d+)\s+(\S+)\s+(\-?\d+(?:\.\d+)?)(\**)\s+(\-?\d+(?:\.\d+)?)\s+\+\-\s+(\-?\d+(?:\.\d+)?)/ ) {
	    my $signif = $4;
	    $signif = '' unless defined $signif;
	    push @{$sites{$type}}, [$1,$2,$3,$signif,$5,$6];
	} elsif( $okay && /^\s+(\d+)\s+(\S+)\s+(\-?\d*(?:.\d+))(\**)\s+(\-?\d+(?:\.\d+)?)/ ) {
	    my $signif = $4;
	    $signif = '' unless defined $signif;
	    push @{$sites{$type}}, [$1,$2,$3,$signif,$5];
	} elsif( $okay && /^\s+(\d+)\s+(\S)\s+([\d\.\-\+]+)(\**)/ ) {
	    my $signif = $4; 
	    $signif = '' unless defined $signif;
	    push @{$sites{$type}}, [$1,$2,$3,$signif];
	} 
    }
    return ($sites{'default'}, $sites{'neb'}, $sites{'beb'});

}

sub _parse_branch_dnds {

     my $self = shift;
    my ($okay) = (0);
    my %branch_dnds;
    my @header;
    while(defined($_ = $self->_readline ) ) {
	next if( /^\s+$/);
	next unless ( $okay || /^\s+branch\s+t/);
	if( /^\s+branch\s+(.+)/ ) {
	    s/^\s+//;
	    @header = split(/\s+/,$_);
	    $okay = 1;
	} elsif( /^\s*(\d+\.\.\d+)/ ) {
	    my $branch = $1;
	    s/^\s+//;
	    my $i =0;
	    # fancyness just maps the header names like 't' or 'dN'
	    # into the hash so we get at the end of the day
	    # 't' => 0.067
	    # 'dN'=> 0.001
	    $branch_dnds{$branch} = { map { $header[$i++] => $_ } split};
	} else { 
	    $self->_pushback($_);
	    last;
	}
    }
    return %branch_dnds;

}

sub _parse_nt_freqs {

    my ($self) = @_;
    my ($okay,$done,$header) = (0,0,0);
    my (@bases);
    my $numseqs = scalar @{$self->{'_summary'}->{'seqs'} || []};
    while( defined($_ = $self->_readline ) ) {
	if( /^TREE/ || /^Distances/ ) { $self->_pushback($_); last }
	last if( $done);
	next if ( /^\s+$/ || /^\(Ambiguity/ );
	if( /^Frequencies\./ ) { 
	    $okay = 1;
	} elsif( ! $okay ) {	# skip till we see 'Frequencies.
	    next;
	} elsif ( ! $header ) {
	    s/^\s+//;		# remove leading whitespace
	    @bases = split;	# get an array of the all the aa names
	    $header = 1;
	    $self->{'_summary'}->{'ntfreqs'} = {}; # reset/clear values
	    next;
	} elsif( /^\#\s+constant\s+sites\:\s+
		 (\d+)\s+	# constant sites
		 \(\s*([\d\.]+)\s*\%\s*\)/ox){
	    $self->{'_summary'}->{'stats'}->{'constant_sites'} = $1;
	    $self->{'_summary'}->{'stats'}->{'constant_sites_percentage'} = $2;
	} elsif( /^ln\s+Lmax\s+\(unconstrained\)\s+\=\s+(\S+)/ox ) {
	    $self->{'_summary'}->{'stats'}->{'loglikelihood'} = $1;
	    $done = 1;		# done for sure
	} else { 
	    my ($seqname,@freqs) = split;
	    my $basect = 0;
	    foreach my $f ( @freqs ) { 
		# this will also store 'Average'
		$self->{'_summary'}->{'ntfreqs'}->{$seqname}->{$bases[$basect++]} = $f;
	    }
	}

}

sub _parse_nt_dists {

    my ($self) = @_;
    my ($okay,$seen,$done) = (0,0,0);
    my (%matrix,@names);
    my $numseqs = scalar @{$self->{'_summary'}->{'seqs'} || []};
    my $type = '';
    while( defined ($_ = $self->_readline ) ) {
	if( /^TREE/ ) { $self->_pushback($_); last; }
	last if $done;
	next if(/^This matrix is not used in later/);
	if( /^\s+$/ ) {
	    last if( $seen );
	    next;
	}
	if( /^Distances:(\S+)\s+\(([^\)]+)\)\s+\(alpha set at (\-?\d+\.\d+)\)/ ) {
	    $okay = 1;
	    $type = $1;
	    next;
	} 
	s/\s+$//g; # remove trailing space
	if( $okay ) {
	    my ($seqname,$vl) = split(/\s+/,$_,2);	    
	    $seen = 1;
	    my $i = 0;
	    if( defined $vl ) {
		while( $vl =~ /(\-?\d+\.\d+)\s*\(\s*(\-?\d+\.\d+)\s*\)\s*/g ) {
		    my ($kappa,$alpha) = ($1,$2);
		    $matrix{$seqname}{$names[$i]} = 
			$matrix{$names[$i]}{$seqname} = [$kappa,$alpha];

		    $i++;
		}
		unless($i) {
		    $self->warn("no matches for $vl\n");
		}
	    }
	    
	    push @names, $seqname;
	    $matrix{$seqname}->{$seqname} = [0,0];
	}
	$done = 1 if( scalar @names == $numseqs);
    }
    my %dist;
    my $i = 0;
    my (@kvalues,@avalues);
    foreach my $lname ( @names ) {
	my (@arow,@krow);
	my $j = 0;
	foreach my $rname ( @names ) {
	    my $v = $matrix{$lname}{$rname};

	    push @krow, $v->[0]; # kappa values
	    push @arow, $v->[1]; # alpha 
	    $dist{$lname}{$rname} = [$i,$j++];
	}
	$i++;
	push @kvalues,\@ krow;
	push @avalues,\@ arow;
    }
    return 
	(new Bio::Matrix::PhylipDist
	 (-program=> $self->{'_summary'}->{'seqtype'},
	  -matrix =>\% dist,
	  -names  =>\@ names,
	  -values =>\@ kvalues ),
	 new Bio::Matrix::PhylipDist
	 (-program=> $self->{'_summary'}->{'seqtype'},
	  -matrix =>\% dist,
	  -names  =>\@ names,
	  -values =>\@ avalues )
	 );

}

sub _parse_rate_parametes {

    my $self = shift;
    my (%rate_parameters);
    while( defined($_ = $self->_readline) ) {
	if( /^Rate\s+parameters:\s+/ ) {
	    s/\s+$//;
	    $rate_parameters{'rate_parameters'} = [split(/\s+/,$_)];
	} elsif(/^Base\s+frequencies:\s+/) {
	    s/\s+$//;
	    $rate_parameters{'base_frequencies'} = [split(/\s+/,$_)];
	} elsif( m/^Rate\s+matrix\s+Q,\s+Average\s+Ts\/Tv\s+(\([^\)+]+\))?\s*\=\s+
		 (\-?\d+\.\d+)/x) {
	    $rate_parameters{'average_TsTv'} = $1;
	    while( defined ($_ = $self->_readline) ) {
		# short circuit
		last if(/^\s+$/);
		if( /^alpha/ ) { 
		    $self->_pushback($_);
		    last;
		}
		s/^\s+//;
		s/\s+$//;
		push @{$rate_parameters{'rate_matrix_Q'}}, [split];
	    }
	} elsif(/^alpha\s+\(gamma,\s+K=\s*(\d+)\s*\)\s*\=\s*(\-?\d+\.\d+)/ ) {
	    $rate_parameters{'K'} = $1;
	    $rate_parameters{'alpha'} = $2;
	} elsif(s/^(r|f):\s+// ) {
	    my ($p) = $1;
	    s/\s+$//;
	    $rate_parameters{$p} = [split];
	}

}

sub _parse_rst {

   my ($self) = @_;
  return unless $self->{'_dir'} && -d $self->{'_dir'} && -r $self->{'_dir'};

  my $rstfile = File::Spec->catfile($self->{'_dir'},$RSTFILENAME);
  return unless -e $rstfile && ! -z $rstfile;
  
  my $rstio = Bio::Root::IO->new(-file => $rstfile);

  # define whatever data structures you need to store the data
  # key points are to reuse existing bioperl objs (like Bio::Seq) 
  # where appropriate
    
  my (@firstseq,@seqs,@trees,@per_site_prob);
  my $count;
  while ( defined( $_ = $rstio->_readline ) ) {
      # implement the parsing here
      if( /^TREE\s+\#\s+(\d+)/ ) {
	  while(defined ($_ = $rstio->_readline) ) {
	      if( /tree\s+with\s+node\s+labels\s+for/) {
		  my $tree = Bio::TreeIO->new(-noclose =>1,
					      -fh      => $rstio->_fh,
					      -format  =>'newick')->next_tree;
		  # cleanup leading/trailing whitespace
		  for my $n ( $tree->get_nodes ) {
		      my $id = $n->id;
		      $id =~ s/^\s+//; $id =~ s/\s+$//;
		      $n->id($id);
		      
		      if( defined( my $blen = $n->branch_length) ) {
			  $blen =~ s/^\s+//; $blen =~ s/\s+$//;
			  $n->branch_length($blen);
		      }
		      
		  }
		  push @trees, $tree;
		  last;
	      }
	  } 
      } elsif(/^Prob\sof\sbest\scharacter\sat\seach\snode,\slisted\sby\ssite/){
	  $self->{'_rst'}->{'persite'} = [];
	  while(defined($_ = $rstio->_readline ) ) {
	      next if(/^Site/ || /^\s+$/ );
	      if( s/^\s+(\d+)\s+(\d+)\s+([^:]+)\s+:\s+(.+)// ) {
		  my ($sitenum,$freq,$extant,$ancestral) = ($1,$2,$3,$4);
		  my (@anc_site,@extant_site);
		  @anc_site = {};
		  @extant_site = {};
		  while( $extant =~ s/^([A-Z]{3})\s+\(([A-Z])\)\s+//g ) {
		      push @extant_site, {'codon'=>$1,'aa' => $2 };
		  }
		  while( $ancestral =~ s/^([A-Z]{3})\s+([A-Z])\s+  # codon AA
			                (\S+)\s+                   # Prob
			                \(([A-Z])\s+(\S+)\)\s+//xg # AA Prob
			 ) {
		      push @anc_site, {'codon'            => $1,
				       'aa'               => $2, 
				       'prob'             => $3,
				       'Yang95_aa'        => $4, 
				       'Yang95_aa_prob'   => $5};
		  }
		  # saving persite
		  $self->{'_rst'}->{'persite'}->[$sitenum] = [@extant_site,
							      @anc_site];
		  
	      } elsif(/^Summary\sof\schanges\salong\sbranches\./ ) {
		  last;
	      }
	  }
      } elsif( /^Check\sroot\sfor\sdirections\sof\schange\./ || 
	       /^Summary\sof\schanges\salong\sbranches\./ ) {
	  my (@branches,@branch2node,$branch,$node);
	  my $tree = $trees[-1];
	  if( ! $tree ) {
	      $self->warn("No tree built before parsing Branch changes\n");
	      last;
	  }
	  my @nodes = ( map { $_->[0] } 
			sort { $a->[1] <=> $b->[1] } 
			map { [$_, $_->id =~ /^(\d+)\_?/] } $tree->get_nodes);
	  unshift @nodes, undef; # fake first node so that index will match nodeid
	  while(defined($_ = $rstio->_readline ) ) {
	      next if /^\s+$/;
	      if( m/^List\sof\sextant\sand\sreconstructed\ssequences/ ) {
		  $rstio->_pushback($_);
		  last;
	      } elsif( /^Branch\s+(\d+):\s+(\d+)\.\.(\d+)\s+/ ) {
		  my ($left,$right);
		  ($branch,$left,$right) = ($1,$2,$3);
		  ($node) = $nodes[$right];
		  if( ! $node ) {
		      warn("cannot find $right in $tree ($branch $left..$right)\n");
		      last;
		  }
		  my ($n,$s) = (/\(n=\s*(\S+)\s+s=\s*(\S+)\)/);
		  $node->add_tag_value('n', $n);
		  $node->add_tag_value('s', $s);
		  $branch2node[$branch] = $right;		  
	      } elsif( /^\s+(\d+)\s+([A-Z])\s+(\S+)\s+\-\>\s+([A-Z])\s+(\S+)?/){
		  my ($site,$anc,$aprob, $derived,$dprob)= ($1,$2,$3,$4,$5);
		  if( ! $node ) {
		      $self->warn("no branch line was previously parsed!");
		      next;
		  }
		  my %c = ( 'site'        => $site,
			    'anc_aa'      => $anc,
			    'anc_prob'    => $aprob,
			    'derived_aa'  => $derived,
			    );
		  $c{'derived_prob'} = $dprob if defined $dprob;
		  $node->add_tag_value('changes',\%c);
	      }
	  }	  
      } elsif( /^Overall\s+accuracy\s+of\s+the\s+(\d+)\s+ancestral\s+sequences:/) 
      {
	  my $line = $rstio->_readline;
	  $line =~ s/^\s+//; $line =~ s/\s+$//;
	  my @overall_site = split(/\s+/,$line);
	  # skip next 2 lines, want the third
	  for ( 1..3 ) {
	      $line = $rstio->_readline;
	  }
	  $line =~ s/^\s+//; $line =~ s/\s+$//;
	  my @overall_seq = split(/\s+/,$line);	  
	  if( @overall_seq != @overall_site ||
	      @overall_seq != @seqs ) {
	      $self->warn("out of sync somehow seqs, site scores don't match\n");
	      warn("@seqs @overall_seq @overall_site\n");
	  }
	  for ( @seqs ) {
	      $_->description(sprintf("overall_accuracy_site=%s overall_accuracy_seq=%s",
				      shift @overall_site,
				      shift @overall_seq));
	  } 
      } elsif (m/^List of extant and reconstructed sequences/o) {
	  while ( defined( $_ = $rstio->_readline ) ) {
	      last if( /^Overall accuracy of the/ );
	      last if( /^\s+$/ && @seqs > 0 );
	      next if ( /^\s+$/ );
	      next if( /^\d+\s+$/ );
	      # runmode = (0)
	      # this should in fact be packed into a Bio::SimpleAlign object
	      # instead of an array but we'll stay with this for now
	      if ($_ =~ /^node /) {
		  my ($name,$num,$seqstr) = split(/\s+/,$_,3);
		  $name .= $num;
		  $seqstr =~ s/\s+//g; # remove whitespace 
		  unless( @firstseq ) {
		      @firstseq = split(//,$seqstr);
		      push @seqs, Bio::PrimarySeq->new(-display_id  => $name,
						       -seq         => $seqstr);
		  } else { 
		      my $i = 0;
		      my $v;
		      while (($v = index($seqstr,'.',$i)) >= $i ) {
			  # replace the '.' with the correct seq from the
			  substr($seqstr,$v,1,$firstseq[$v]);
			  $i = $v;
		      }
		      $self->debug( "adding seq $seqstr\n");
		      push @seqs, Bio::PrimarySeq->new
			  (-display_id  => $name,
			   -seq         => $seqstr);
		  }
	      }
	  }
	  $self->{'_rst'}->{'rctrted_seqs'} =\@ seqs;
      } else {
	  
      }
  }
  $self->{'_rst'}->{'trees'} =\@ trees;
  return;

}

General documentation

Implement get_posteriors(). For NSsites models, obtain arrayrefs of
posterior probabilities for membership in each class for every
position; probabilities correspond to classes w0, w1, ... etc.

  my @probs = $result->get_posteriors();

User feedback is an integral part of the evolution of this and other
Bioperl modules. Send your comments and suggestions preferably to
the Bioperl mailing list. Your participation is much appreciated.

  bioperl-l@bioperl.org                  - General discussion
  http://bioperl.org/wiki/Mailing_lists  - About the mailing lists

Report bugs to the Bioperl bug tracking system to help us keep track
of the bugs and their resolution. Bug reports can be submitted via the
web:

  http://bugzilla.open-bio.org/

Email jason-at-bioperl.org
Email amackey-at-virginia.edu

Albert Vilella avilella-AT-gmail-DOT-com
Sendu Bala bix@sendu.me.uk

RST parsing -- done, Avilella contributions bugzilla#1506, added by jason 1.29
-- still need to parse in joint probability and non-syn changes
at site table

The rest of the documentation details each of the object methods.
Internal methods are usually preceded with a _