Bio::Tools::Run
TribeMCL
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Summary
Bio::Tools::Run::TribeMCL
Package variables
No package variables defined.
Included modules
Bio::Annotation::DBLink
Bio::Cluster::SequenceFamily
Bio::Factory::ApplicationFactoryI
Bio::Root::IO
Bio::Root::Root
Bio::Seq
Bio::SeqIO
Bio::Species
Bio::Tools::Run::WrapperBase
Inherit
Bio::Root::Root Bio::Tools::Run::WrapperBase
Synopsis
use Bio::Tools::Run::TribeMCL;
use Bio::SearchIO;
# 3 methods to input the blast results
# straight forward raw blast output (NCBI or WU-BLAST)
my @params = ('inputtype'=>'blastfile');
# OR
# markov program format
# protein_id1 protein_id2 evalue_magnitude evalue_factor
# for example:
# proteins ENSP00000257547 and ENSP00000261659
# with a blast score evalue of 1e-50
# and proteins O42187 and ENSP00000257547
# with a blast score evalue of 1e-119
# entry would be
my @array = [[qw(ENSP00000257547 ENSP00000261659 1 50)],
[qw(O42187 ENSP00000257547 1 119)]];
my @params = ('pairs'=>\@array,I=>'2.0');
# OR
# pass in a searchio object
# slowest of the 3 methods as it does more rigourous parsing
# than required for us here
my $sio = Bio::SearchIO->new(-format=>'blast',
-file=>'blast.out');
my @params=('inputtype'=>'searchio',I=>'2.0');
# you can specify the path to the executable manually in the following way
my @params=('inputtype'=>'blastfile',I=>'2.0',
'mcl'=>'/home/shawn/software/mcl-02-150/src/shmcl/mcl',
'matrix'=>'/home/shawn/software/mcl-02-150/src/contrib/tribe/tribe-matrix');
my $fact = Bio::Tools::Run::TribeMCL->new(@params);
# OR
$fact->matrix_executable('/home/shawn/software/mcl-02-150/src/contrib/tribe/tribe-matrix');
$fact->mcl_executable('/home/shawn/software/mcl-02-150/src/shmcl/mcl');
# to run
my $fact = Bio::Tools::Run::TribeMCL->new(@params);
# Run the program
# returns an array reference to clusters where members are the ids
# for example :2 clusters with 3 members per cluster:
# $fam = [ [mem1 mem2 mem3],[mem1 mem2 mem3]]
# pass in either the blastfile path/searchio obj/the array ref to scores
my $fam = $fact->run($sio);
# print out your clusters
for (my $i = 0; $i [$i]})." members\n";
foreach my $member (@{$fam->[$i]}){
print "\t$member\n";
}
}
Description
TribeMCL is a method for clustering proteins into related groups,
which are termed 'protein families'. This clustering is achieved by
analysing similarity patterns between proteins in a given dataset, and
using these patterns to assign proteins into related groups. In many
cases, proteins in the same protein family will have similar
functional properties.
TribeMCL uses a novel clustering method (Markov Clustering or MCL)
which solves problems which normally hinder protein sequence
clustering.
Reference:
Enright A.J., Van Dongen S., Ouzounis C.A; Nucleic Acids
Res. 30(7):1575-1584 (2002)
You will need tribe-matrix (the program used to generate the matrix
for input into mcl) and mcl (the clustering software) available at:
http://www.ebi.ac.uk/research/cgg/tribe/ or
http://micans.org/mcl/.
Future Work in this module: Port the tribe-matrix program into perl so
that we can enable have a SearchIO kinda module for reading and
writing mcl data format
Methods
Methods description
Title : mcl_executable Usage : $self->mcl_executable() Function: get set for path to mcl executable Returns : String or undef if not installed Args : [optional] string of path to executable [optional] boolean to warn on missing executable status |
Title : matrix_executable Usage : $self->matrix_executable() Function: get set for path to tribe-matrix executable Returns : String or undef if not installed Args : [optional] string of path to executable [optional] boolean to warn on missing executable status |
Title : run Usage : $self->run() Function: runs the clustering Returns : Array Ref of clustered Ids Args : |
Title : _run_mcl Usage : $self->_run_mcl() Function: internal function for running the mcl program Returns : Array Ref of clustered Ids Args : Index_file name, matrix input file name |
Title : _run_matrix Usage : $self->_run_matrix() Function: internal function for running the tribe-matrix program Returns : index filepath and matrix file path Args : filepath of parsed ids and scores |
Title : _setup_input Usage : $self->_setup_input() Function: internal function for running setting up the inputs needed for running mcl Returns : filepath of parsed ids and scores Args : |
Title : _get_from_hsp Usage : $self->_get_from_hsp() Function: internal function for getting blast scores from hsp Returns : array ref to ids and score [protein1 protein2 magnitude factor] Args : Bio::Search::HSP::GenericHSP |
Title : _get_from_searchio Usage : $self->_get_from_searchio() Function: internal function for parsing blast scores from searchio object Returns : array ref to ids and score [protein1 protein2 magnitude factor] Args : Bio::Tools::SearchIO |
Title : _parse_blastfile Usage : $self->_parse_blastfile() Function: internal function for quickly parsing blast evalue scores from raw blast output file Returns : array ref to ids and score [protein1 protein2 magnitude factor] Args : file path |
Title : _parse_mcl Usage : $self->_parse_mcl() Function: internal function for quickly parsing mcl output and generating the array of clusters Returns : Array Ref of clustered Ids Args : index file path, mcl output file path |
Methods code
BEGIN { $MATRIXPROGRAM_NAME = 'tribe-matrix';
$MCLPROGRAM_NAME = 'mcl';
if (defined $ENV{TRIBEDIR}) {
$PROGRAMDIR = $ENV{TRIBEDIR} || '';
$MCLPROGRAM = Bio::Root::IO->catfile($PROGRAMDIR,$MCLPROGRAM_NAME.($^O =~ /mswin/i ?'.exe':''));
$MATRIXPROGRAM = Bio::Root::IO->catfile($PROGRAMDIR,$MATRIXPROGRAM_NAME.($^O =~ /mswin/i ?'.exe':''));
}
@TRIBEMCL_PARAMS = qw(inputtype hsp hit scorefile blastfile description_file searchio pairs mcl matrix weight description family_tag use_db);
@MATRIXPROGRAM_PARAMS = qw(ind out chunk);
@MCLPROGRAM_PARAMS = qw(I t P R pct o);
@OTHER_SWITCHES = qw(verbose quiet);
foreach my $attr (@TRIBEMCL_PARAMS, @MATRIXPROGRAM_PARAMS,
@MCLPROGRAM_PARAMS, @OTHER_SWITCHES) {
$OK_FIELD{$attr}++;} |
sub new
{ my ($class, @args) = @_;
my $self = $class->SUPER::new(@args);
my ($attr, $value);
while (@args) {
$attr = shift @args;
$value = shift @args;
next if( $attr =~ /^-/ ); if ($attr =~/MCL/i) {
$self->mcl_executable($value);
next;
}
if ($attr =~ /MATRIX/i){
$self->matrix_executable($value);
next;
}
$self->$attr($value);
}
defined($self->weight) || $self->weight(200);
return $self;} |
sub AUTOLOAD
{ my $self = shift;
my $attr = $AUTOLOAD;
$attr =~ s/.*:://;
$self->throw("Unallowed parameter: $attr !") unless $OK_FIELD{$attr};
$self->{$attr} = shift if @_;
return $self->{$attr};} |
sub mcl_executable
{ my ($self,$exe,$warn) = @_;
if( defined $exe ) {
$self->{'_mcl_exe'} = $exe;
}
unless( defined $self->{'_mcl_exe'} ) {
if( $MCLPROGRAM && -e $MCLPROGRAM && -x $MCLPROGRAM ) {
$self->{'_mcl_exe'} = $MCLPROGRAM;
} else {
my $exe;
if( ( $exe = $self->io->exists_exe($MCLPROGRAM_NAME) ) &&
-x $exe ) {
$self->{'_mcl_exe'} = $exe;
} else {
$self->warn("Cannot find executable for $MCLPROGRAM_NAME") if $warn;
$self->{'_mcl_exe'} = undef;
}
}
}
$self->{'_mcl_exe'};} |
sub matrix_executable
{ my ($self,$exe,$warn) = @_;
if( defined $exe ) {
$self->{'_matrix_exe'} = $exe;
}
unless( defined $self->{'_matrix_exe'} ) {
if( $MATRIXPROGRAM && -e $MATRIXPROGRAM && -x $MATRIXPROGRAM ) {
$self->{'_matrix_exe'} = $MATRIXPROGRAM;
} else {
my $exe;
if( ( $exe = $self->io->exists_exe($MATRIXPROGRAM_NAME) ) &&
-x $exe ) {
$self->{'_matrix_exe'} = $exe;
} else {
$self->warn("Cannot find executable for $MATRIXPROGRAM_NAME")
if $warn;
$self->{'_matrix_exe'} = undef;
}
}
}
$self->{'_matrix_exe'};} |
sub run
{ my ($self,$input) = @_;
if($self->description_file){
$self->_setup_description($self->description_file);
}
my $file = $self->_setup_input($input);
defined($file) || $self->throw("Error setting up input ");
my ($index_file, $mcl_infile) = $self->_run_matrix($file);
$self->throw("tribe-matrix not run properly as index file is missing")
unless (-e $index_file);
$self->throw("tribe-matrix not run properly as matrix file is missing")
unless (-e $mcl_infile);
my $clusters = $self->_run_mcl($index_file,$mcl_infile);
my $families;
if($self->description){
my %consensus = $self->_consensifier($clusters);
$families = $self->_generate_families($clusters,\%consensus);
}
else {
$families = $self->_generate_families($clusters);
}
return @{$families};} |
sub _generate_families
{ my ($self,$clusters,$consensus) = @_;
my $family_tag = $self->family_tag || "TribeFamily";
my @fam;
if($consensus){
my %description = %{$self->description};
my %consensus = %{$consensus};
for(my $i = 0; $i < scalar(@{$clusters}); $i++){
my @mem;
foreach my $member (@{$clusters->[$i]}){
my $mem = Bio::Seq->new(-id=>$member,
-alphabet=>"protein",
-desc=>$description{$member}->[1]);
my $annot = Bio::Annotation::DBLink->new(-database=>$description{$member}->[0],
-primary_id=>$member);
$mem->annotation->add_Annotation('dblink',$annot);
my $taxon_str = $description{$member}->[2];
my %taxon;
$taxon_str=~s/=;/=undef;/g if $taxon_str; %taxon = map{split '=',$_}split';',$taxon_str if $taxon_str;
my $name = $taxon{'taxon_common_name'};
my @classification = $taxon{'taxon_classification'} ? split(':',$taxon{'taxon_classification'}) : ();
my $tax_id = $taxon{'taxon_id'};
my $sub_species = $taxon{'taxon_sub_species'};
my $species = Bio::Species->new();
$species->common_name($name) if $name; $species->sub_species($sub_species) if $sub_species;
$species->ncbi_taxid($tax_id) if $tax_id;
$species->classification(@classification) if @classification;
$mem->species($species);
push @mem, $mem;
}
my $id = $family_tag."_".$i;
my $fam = Bio::Cluster::SequenceFamily->new(-family_id=>$id,
-description=>$consensus{$i}{desc},
-annotation_score=>$consensus{$i}{conf},
-members=>\@mem);
push @fam, $fam;
}
return\@ fam;
}
else {
for(my $i = 0; $i < scalar(@{$clusters}); $i++){
my @mem;
foreach my $member (@{$clusters->[$i]}){
my $mem = Bio::Seq->new(-id=>$member,
-alphabet=>"protein");
push @mem, $mem;
}
my $id = $family_tag."_".$i;
my $fam = Bio::Cluster::SequenceFamily->new(-family_id=>$id,
-members=>\@mem);
push @fam, $fam;
}
return\@ fam;
}} |
sub _consensifier
{ my ($self,$clusters) = @_;
eval {
require "Algorithm/Diff.pm";
};
if($@){
$self->warn("Algorith::Diff is needed to run TribeMCL");
return undef;
}
my %description = %{$self->description};
my %consensus;
my $best_annotation;
my %use_db;
if($self->use_db){
foreach my $key(split(',',$self->use_db)){
$use_db{$key}++;
}
}
CLUSTER:
for(my $i = 0; $i < scalar(@{$clusters}); $i++){
my @desc;
my @orig_desc;
my $total_members = scalar(@{$clusters->[$i]});
foreach my $member(@{$clusters->[$i]}){
if($self->use_db){
if($use_db{$description{$member}->[0]}){
push @desc, $description{$member}->[1] if $description{$member}->[1];
push @orig_desc, $description{$member}->[1] if $description{$member}->[1];
}
}
else {
push @desc, $description{$member}->[1] if $description{$member}->[1];
push @orig_desc, $description{$member}->[1] if $description{$member}->[1];
}
}
if($#desc < 0){ $consensus{$i}{desc} = "UNKNOWN";
$consensus{$i}{conf} = 0;
next CLUSTER;
}
if($#desc == 0){ $consensus{$i}{desc} = grep(/S+/,@desc);
$consensus{$i}{desc} = $consensus{$i}{desc} || "UNKNOWN";
if ($consensus{$i}{desc} eq "UNKNOWN") {
$consensus{$i}{conf} = 0;
} else {
$consensus{$i}{conf} = 100 * int(1/$total_members); }
next CLUSTER;
}
my %desc = ();
foreach my $desc (@desc) { $desc{$desc}++; }
if ( (keys %desc) == 1 ) {
my ($best_annotation,) = keys %desc;
my $n = grep($_ eq $best_annotation, @desc);
my $perc= int( 100*($n/$total_members) ); $consensus{$i}{desc} = $best_annotation;
$consensus{$i}{conf} = $perc;
next CLUSTER;
}
my %lcshash = ();
my %lcnext = ();
while (@desc) {
for (my $i=0;$i<@desc;$i++) {
for (my $j=$i+1;$j<@desc;$j++){
my @list1=split(" ",$desc[$i]);
my @list2=split(" ",$desc[$j]);
my @lcs=Algorithm::Diff::LCS(\@list1,\@list2);
my $lcs=join(" ",@lcs);
$lcshash{$lcs}=1;
$lcnext{$lcs}=1;
}
}
@desc=keys(%lcnext);
undef %lcnext;
}
my ($best_score, $best_perc)=(0, 0);
my @all_cands=sort {length($b) <=>length($a)} keys %lcshash ;
foreach my $candidate_consensus (@all_cands) {
my @temp=split(" ",$candidate_consensus);
my $length=@temp;
my ($lcs_count)=0;
foreach my $orig_desc (@orig_desc) {
my @list1=split(" ",$candidate_consensus);
my @list2=split(" ",$orig_desc);
my @lcs=Algorithm::Diff::LCS(\@list1,\@list2);
my $lcs=join(" ",@lcs);
if ($lcs eq $candidate_consensus ||
index($orig_desc,$candidate_consensus) != -1 ) {
$lcs_count++;
}
}
my $perc_with_desc=(($lcs_count/$total_members))*100; my $perc=($lcs_count/$total_members)*100; my $score=$perc + ($length*14); $score = 0 if $length==0;
if (($perc_with_desc >= 40) && ($length >= 1)) {
if ($score > $best_score) {
$best_score=$score;
$best_perc=$perc;
$best_annotation=$candidate_consensus;
}
}
}
if ($best_perc==0 || $best_perc >= 100 ) {
$best_perc='NA';
}
if ($best_annotation eq '') {
$best_annotation = 'AMBIGUOUS';
}
$consensus{$i}{desc} = $best_annotation;
$consensus{$i}{conf} = $best_perc;
}
return %consensus;} |
sub _setup_description
{ my ($self,$file) = @_;
my $goners='().-';
my $spaces= ' ' x length($goners);
my $filter = "tr '$goners' '$spaces' < $file";
open (FILE,"$filter | ") || die "$filter: $!";
my %description;
while(<FILE>){
chomp;
my ($db,$acc,$description,$taxon_str) = split("\t",$_);
$description || $self->throw("Wrongly formated description file");
$description = $self->_apply_edits($description);
if($description{$acc}){
$self->warn("Duplicated entry $acc in description file, overwriting..");
}
$description{$acc} = [$db,$description,$taxon_str];
}
$self->description(\%description);} |
sub as_words
{ my (@words);
my @newwords=();
foreach my $word (@words) { push @newwords, "^$word\$" }; } |
sub _apply_edits
{ my ($self,$desc) = @_;
my @deletes = ( 'FOR\$', 'SIMILAR TO\$', 'SIMILAR TO PROTEIN\$',
'RIKEN.*FULL.*LENGTH.*ENRICHED.*LIBRARY',
'\w*\d{4,}','HYPOTHETICAL PROTEIN'
);
my @newwords = &as_words(qw(NOVEL PUTATIVE PREDICTED
UNNAMED UNNMAED ORF CLONE MRNA
CDNA EST RIKEN FIS KIAA\d+\S +RIK IMAGE HSPC\d+
FOR HYPOTETICAL HYPOTHETICAL));
push @deletes, @newwords;
foreach my $re ( @deletes ) { $desc=~s/$re//g; }
#Apply some fixes to the annotation: $desc=~s/EC (\d+) (\d+) (\d+) (\d+)/EC $1.$2.$3.$4/;
$desc=~s/EC (\d+) (\d+) (\d+)/EC $1.$2.$3.-/; $desc=~s/EC (\d+) (\d+)/EC $1\.$2.-.-/; $desc=~s/(\d+) (\d+) KDA/$1.$2 KDA/; return $desc;} |
sub _run_mcl
{ my ($self,$ind_file,$infile) = @_;
my $exe = $self->mcl_executable || $self->throw("mcl not found.");
my $cmd = $exe . " $infile";
unless (defined $self->o) {
my ($fh,$o) = $self->io->tempfile(-dir=>$self->tempdir);
$self->o($o);
close($fh);
undef $fh;
}
unless (defined $self->I) {
$self->I(3.0);
}
foreach my $param (@MCLPROGRAM_PARAMS) {
if (defined $self->$param) {
$cmd .= " -$param ".$self->$param;
}
}
if($self->quiet ||
($self->verbose < 0)){
$cmd .= " -V all";
if( $^O !~ /Mac/ && $^O !~ /Win/ ) {
$cmd .= ' 2> /dev/null';
}
}
my $status = system($cmd);
$self->throw( "mcl call ($cmd) crashed: $?\n ") unless $status==0;
my $families = $self->_parse_mcl($ind_file,$self->o);
return $families;} |
sub _run_matrix
{ my ($self,$parse_file) = @_;
my $exe = $self->matrix_executable || $self->throw("tribe-matrix not found.");
my $cmd = $exe . " $parse_file";
unless (defined $self->ind) {
my ($fh,$indexfile) = $self->io->tempfile(-dir=>$self->tempdir);
$self->ind($indexfile);
close($fh);
undef $fh;
}
unless (defined $self->out) {
my ($fh,$matrixfile) = $self->io->tempfile(-dir=>$self->tempdir);
$self->out($matrixfile);
close($fh);
undef $fh;
}
foreach my $param (@MATRIXPROGRAM_PARAMS) {
if (defined $self->$param) {
$cmd .= " -$param ".$self->$param;
}
}
$cmd .= " > /dev/null";
my $status = system($cmd);
$self->throw( "tribe-matrix call ($cmd) crashed: $?\n ") unless $status==0;
return ($self->ind,$self->out);} |
sub _setup_input
{ my ($self,$input) = @_;
my ($type,$rc);
my ($tfh,$outfile) = $self->io->tempfile(-dir=>$self->tempdir);
$type = $self->inputtype();
if($type=~/scorefile/i){
-e $self->scorefile ||
$self->throw("Scorefile doesn't seem to exist or accessible");
return $self->scorefile;
}
if($type =~/blastfile/i){
$self->blastfile($input);
$rc = $self->_parse_blastfile($self->blastfile,$tfh);
}
elsif($type=~/searchio/i){
$self->searchio($input);
$rc = $self->_get_from_searchio($self->searchio,$tfh);
}
elsif($type=~/pairs/i) {
$self->pairs($input);
for my $line (@{ $self->pairs }){
print $tfh join("\t",@{$line}), "\n";
$rc++;
}
}
elsif($type =~/hsp/i) {
$self->hsp($input);
$rc = $self->_get_from_hsp($self->hsp,$tfh);
}
elsif($type=~/hit/i){
$self->hit($input);
$rc = $self->_get_from_hit($self->hit,$tfh);
}
else {
$self->throw("Must set inputtype to either blastfile,searchio or ".
"paris using\$ fact->blastfile |\$fact->searchio|\$ fact->pairs");
}
unless ( $rc ) {
$self->throw("Need inputs for running tribe mcl, nothing provided");
}
close($tfh);
$tfh= undef;
return $outfile;} |
sub _get_from_hsp
{ my ($self,$hsp,$tfh) = @_;
my @array;
my $count;
foreach my $pair (@{$hsp}){
my $sig = $pair->score;
$sig =~ s/^e-/1e-/g;
my $expect=sprintf("%e",$sig);
if ($expect==0){
my $wt = $self->weight;
$expect=sprintf("%e","1e-$wt");
}
my $first=(split("e-",$expect))[0];
my $second=(split("e-",$expect))[1];
print $tfh join("\t", $pair->feature1->seq_id,
$pair->feature2->seq_id,int($first),
int($second) ), "\n";
$count++;
}
return $count;} |
sub _get_from_hit
{ my ($self,$hit,$tfh) = @_;
my $count;
foreach my $pair(@{$hit}){
my $sig = $pair->raw_score;
$sig =~s/^e-/1e-/g; my $expect = sprintf("%e",$sig);
if ($expect==0){
my $wt = $self->weight;
$expect=sprintf("%e","1e-$wt");
}
my $first=(split("e-",$expect))[0];
my $second=(split("e-",$expect))[1];
print $tfh join("\t",$pair->name,$pair->description,int($first),int($second)),"\n";
$count++;
}
return $count;} |
sub _get_from_searchio
{ my ($self,$sio,$tfh) = @_;
my @array;
my $count;
while( my $result = $sio->next_result ) {
while( my $hit = $result->next_hit ) {
while( my $hsp = $hit->next_hsp ) {
my $sig = $hsp->evalue;
$sig =~ s/^e-/1e-/g;
my $expect=sprintf("%e",$sig);
if ($expect==0){
my $wt = $self->weight;
$expect=sprintf("%e","1e-$wt");
}
my $first=(split("e-",$expect))[0];
my $second=(split("e-",$expect))[1];
print $tfh join("\t",
$hsp->feature1->seq_id,
$hsp->feature2->seq_id,
int($first),
int($second) ), "\n";
$count++;
}
}
}
return $count;} |
sub _parse_blastfile
{ my ($self, $file,$tfh) = @_;
open(FILE,$file) || $self->throw("Cannot open Blast Output File");
my ($query,$reference,$first,$second);
my @array;
my $count;
my $weight = $self->weight;
while(<FILE>){
if(/Query=\s+(\S+)/){
$query = $1;
}
if(/^>(\S+)/){
$reference = $1;
}
if (/Expect = (\S+)/){
my $raw=$1;
$raw=~s/^e-/1e-/g; my $expect=sprintf("%e",$raw);
if ($expect==0){
$expect=sprintf("%e","1e-$weight");
}
$first=(split("e-",$expect))[0];
$second=(split("e-",$expect))[1];
print $tfh join("\t", $query,
$reference,
int($first),
int($second)), "\n";
$count++;
}
}
return $count;} |
sub _parse_mcl
{ my ($self,$ind,$mcl) = @_;
open (MCL,$mcl) || $self->throw("Error, cannot open $mcl for parsing");
my $i =-1;
my $start;
my (@cluster,@out);
while(<MCL>) {
if ($start) {
chomp($_);
$cluster[$i] = join(" ",$cluster[$i],"$_");
}
if(/^\d+/){
$start = 1;
$i++;
$cluster[$i] = join(" ",$cluster[$i] || '',"$_");
}
if (/\$$/){
$start = 0;
}
last if /^\(mclruninfo/;
}
open (IND,$ind) || $self->throw("Cannot open $ind for parsing");
my %hash;
while(<IND>){
/^(\S+)\s+(\S+)/;
$hash{$1}=$2;
}
for (my $j=0;$j<$i+1;$j++) {
my @array=split(" ",$cluster[$j]);
for (my $p=1;$p<$#array;$p++){
push @{$out[$array[0]]}, $hash{$array[$p]};
}
}
return\@ out;
}
1;} |
General documentation
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bioperl-l@bioperl.org
rather than to the module maintainer directly. Many experienced and
reponsive experts will be able look at the problem and quickly
address it. Please include a thorough description of the problem
with code and data examples if at all possible.
The rest of the documentation details each of the object
methods. Internal methods are usually preceded with a "_".