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package Demeter::UI::Athena::PCA;
use strict;
use warnings;
use Wx qw( :everything );
use base 'Wx::Panel';
use Wx::Event qw(EVT_BUTTON EVT_CHECKBOX EVT_COMBOBOX EVT_RADIOBOX EVT_LIST_ITEM_SELECTED EVT_TEXT_ENTER);
use Wx::Perl::TextValidator;
use Demeter::PCA;
use Demeter::UI::Wx::SpecialCharacters qw(:all);
use Cwd;
use File::Basename;
use File::Spec;
use List::MoreUtils qw(any);
use Scalar::Util qw(looks_like_number);
use vars qw($label);
$label = "Principle components analysis"; # used in the Choicebox and in status bar messages to identify this tool
my $tcsize = [50,-1];
my $icon = File::Spec->catfile(dirname($INC{"Demeter/UI/Athena.pm"}), 'Athena', , 'icons', "bullseye.png");
my $bullseye = Wx::Bitmap->new($icon, wxBITMAP_TYPE_PNG);
sub new {
my ($class, $parent, $app) = @_;
my $this = $class->SUPER::new($parent, -1, wxDefaultPosition, wxDefaultSize, wxMAXIMIZE_BOX );
my $box = Wx::BoxSizer->new( wxVERTICAL);
$this->{sizer} = $box;
if (not exists $INC{'Demeter/PCA.pm'}) {
$box->Add(Wx::StaticText->new($this, -1, "PCA is not enabled on this computer.\nThe most likely reason is that the perl modules PDL and/or PDL::Stats are not available."), 0, wxALL|wxALIGN_CENTER_HORIZONTAL, 5);
$box->Add(1,1,1);
} else {
$this->{PCA} = Demeter::PCA->new(space=>'x', emin=>-20, emax=>80);
$this->{xmin} = Demeter->co->default('pca', 'emin');
$this->{xmax} = Demeter->co->default('pca', 'emax');
## -------- analysis range and space
my $hbox = Wx::BoxSizer->new( wxHORIZONTAL );
$box->Add($hbox, 0, wxGROW|wxLEFT|wxRIGHT, 5);
$hbox->Add(Wx::StaticText->new($this, -1, 'Analysis range:'), 0, wxRIGHT|wxALIGN_CENTRE, 5);
$this->{xmin} = Wx::TextCtrl->new($this, -1, $this->{xmin}, wxDefaultPosition, $tcsize, wxTE_PROCESS_ENTER);
$hbox->Add($this->{xmin}, 0, wxLEFT|wxRIGHT|wxALIGN_CENTRE, 5);
$this->{xmin_pluck} = Wx::BitmapButton -> new($this, -1, $bullseye);
$hbox->Add($this->{xmin_pluck}, 0, wxRIGHT|wxALIGN_CENTRE, 5);
$hbox->Add(Wx::StaticText->new($this, -1, 'to'), 0, wxRIGHT|wxALIGN_CENTRE, 5);
$this->{xmax} = Wx::TextCtrl->new($this, -1, $this->{xmax}, wxDefaultPosition, $tcsize, wxTE_PROCESS_ENTER);
$hbox->Add($this->{xmax}, 0, wxLEFT|wxRIGHT|wxALIGN_CENTRE, 5);
$this->{xmax_pluck} = Wx::BitmapButton -> new($this, -1, $bullseye);
$hbox->Add($this->{xmax_pluck}, 0, wxRIGHT|wxALIGN_CENTRE, 5);
$this->{space} = Wx::RadioBox->new($this, -1, 'Analysis space', wxDefaultPosition, wxDefaultSize,
["norm $MU(E)", "deriv $MU(E)", "$CHI(k)"],
1, wxRA_SPECIFY_ROWS);
$hbox->Add($this->{space}, 0, wxLEFT|wxRIGHT|wxALIGN_CENTRE, 5);
$this->{space}->SetSelection(0);
EVT_RADIOBOX($this, $this->{space}, sub{OnSpace(@_)});
$this->{xmin} -> SetValidator( Wx::Perl::TextValidator->new( qr([-0-9.]) ) );
$this->{xmax} -> SetValidator( Wx::Perl::TextValidator->new( qr([-0-9.]) ) );
#EVT_TEXT_ENTER($this, $this->{xmin}, sub{plot(@_)});
#EVT_TEXT_ENTER($this, $this->{xmax}, sub{plot(@_)});
## -------- big button
$hbox = Wx::BoxSizer->new( wxHORIZONTAL );
$box->Add($hbox, 0, wxGROW|wxLEFT|wxRIGHT, 5);
$this->{do_pca} = Wx::Button->new($this, -1, "Perform PCA");
$hbox->Add($this->{do_pca}, 1, wxALL, 0);
EVT_BUTTON($this, $this->{do_pca}, sub{pca(@_)});
## -------- report on PCA
$hbox = Wx::BoxSizer->new( wxHORIZONTAL );
$box->Add($hbox, 2, wxGROW|wxLEFT|wxRIGHT, 5);
$this->{result} = Wx::TextCtrl->new($this, -1, q{}, wxDefaultPosition, wxDefaultSize,
wxTE_MULTILINE|wxTE_WORDWRAP|wxTE_AUTO_URL|wxTE_READONLY|wxTE_RICH2);
my $size = Wx::SystemSettings::GetFont(wxSYS_DEFAULT_GUI_FONT)->GetPointSize;
$this->{result}->SetFont( Wx::Font->new( $size, wxTELETYPE, wxNORMAL, wxNORMAL, 0, "" ) );
$hbox->Add($this->{result}, 1, wxGROW|wxALL, 5);
$hbox = Wx::BoxSizer->new( wxHORIZONTAL );
$box->Add($hbox, 3, wxGROW|wxLEFT|wxRIGHT, 5);
my $plotbox = Wx::StaticBox->new($this, -1, 'Plots', wxDefaultPosition, wxDefaultSize);
my $plotboxsizer = Wx::StaticBoxSizer->new( $plotbox, wxVERTICAL );
$hbox -> Add($plotboxsizer, 1, wxGROW|wxALL, 5);
$this->{screebox} = Wx::BoxSizer->new( wxHORIZONTAL );
$this->{scree} = Wx::Button->new($this, -1, 'Scree');
$this->{logscree} = Wx::CheckBox->new($this, -1, 'Log');
$this->{cumvar} = Wx::Button->new($this, -1, 'Cumulative variance');
$this->{stack} = Wx::Button->new($this, -1, 'Data stack');
$this->{frombox} = Wx::BoxSizer->new( wxHORIZONTAL );
$this->{ncomptext} = Wx::StaticText->new($this, -1, "from");
$this->{ncomp} = Wx::SpinCtrl->new($this, -1, 1, wxDefaultPosition, $tcsize, wxSP_ARROW_KEYS, 1, 100);
$this->{components} = Wx::Button->new($this, -1, 'Components');
$this->{screebox} -> Add($this->{scree}, 1, wxRIGHT, 5);
$this->{screebox} -> Add($this->{logscree}, 0, wxTOP, 2);
$this->{frombox} -> Add($this->{components}, 1, wxTOP, 4);
$this->{frombox} -> Add($this->{ncomptext}, 0, wxRIGHT|wxLEFT|wxTOP, 4);
$this->{frombox} -> Add($this->{ncomp}, 0, wxGROW|wxALL, 0);
my $clusterbox = Wx::StaticBox->new($this, -1, 'Cluster analysis', wxDefaultPosition, wxDefaultSize);
my $clusterboxsizer = Wx::StaticBoxSizer->new( $clusterbox, wxVERTICAL );
$this->{clusbox} = Wx::BoxSizer->new( wxHORIZONTAL );
$this->{cluster1} = Wx::SpinCtrl->new($this, -1, 1, wxDefaultPosition, $tcsize, wxSP_ARROW_KEYS, 1, 100);
$this->{cluster2} = Wx::SpinCtrl->new($this, -1, 2, wxDefaultPosition, $tcsize, wxSP_ARROW_KEYS, 1, 100);
$this->{clusvs} = Wx::StaticText->new($this, -1, "vs");
$this->{clusbox} -> Add(1,1,1);
$this->{clusbox} -> Add($this->{cluster1}, 0, wxALL, 0);
$this->{clusbox} -> Add($this->{clusvs}, 0, wxLEFT|wxRIGHT|wxTOP, 3);
$this->{clusbox} -> Add($this->{cluster2}, 0, wxALL, 0);
$this->{clusbox} -> Add(1,1,1);
$clusterboxsizer -> Add($this->{clusbox}, 1, wxGROW|wxTOP, 3);
$this->{clusplot} = Wx::Button->new($this, -1, "Cluster plot");
$clusterboxsizer -> Add($this->{clusplot}, 1, wxGROW|wxALL, 0);
foreach my $w (qw(frombox stack screebox cumvar)) {
$plotboxsizer->Add($this->{$w}, 0, wxGROW|wxALL, 1);
};
$plotboxsizer -> Add($clusterboxsizer, 0, wxGROW|wxALL, 0);
foreach my $w (qw(scree logscree cumvar stack components ncomptext ncomp cluster1 cluster2 clusvs clusplot)) {
$this->{$w}->Enable(0);
};
EVT_BUTTON($this, $this->{scree}, sub{plot_scree(@_)});
EVT_BUTTON($this, $this->{cumvar}, sub{plot_cumvar(@_)});
EVT_BUTTON($this, $this->{stack}, sub{plot_stack(@_)});
EVT_BUTTON($this, $this->{components}, sub{plot_components(@_)});
EVT_BUTTON($this, $this->{clusplot}, sub{plot_cluster(@_)});
my $actionsbox = Wx::StaticBox->new($this, -1, 'Actions', wxDefaultPosition, wxDefaultSize);
my $actionsboxsizer = Wx::StaticBoxSizer->new( $actionsbox, wxVERTICAL );
$hbox -> Add($actionsboxsizer, 1, wxGROW|wxALL, 5);
$this->{nrecbox} = Wx::BoxSizer->new( wxHORIZONTAL );
$this->{rectext} = Wx::StaticText->new($this, -1, "with");
$this->{nrecon} = Wx::SpinCtrl->new($this, -1, 2, wxDefaultPosition, $tcsize, wxSP_ARROW_KEYS, 1, 100);
$this->{reconstruct} = Wx::Button->new($this, -1, 'Reconstruct data');
$this->{ttbox} = Wx::BoxSizer->new( wxHORIZONTAL );
$this->{tttext} = Wx::StaticText->new($this, -1, "with");
$this->{ntt} = Wx::SpinCtrl->new($this, -1, 2, wxDefaultPosition, $tcsize, wxSP_ARROW_KEYS, 1, 100);
$this->{tt} = Wx::Button->new($this, -1, 'Target transform');
my $ttbox = Wx::StaticBox->new($this, -1, 'TT coefficients', wxDefaultPosition, wxDefaultSize);
my $ttboxsizer = Wx::StaticBoxSizer->new( $ttbox, wxVERTICAL );
$this->{transform} = Wx::TextCtrl->new($this, -1, q{}, wxDefaultPosition, wxDefaultSize,
wxTE_MULTILINE|wxTE_WORDWRAP|wxTE_AUTO_URL|wxTE_READONLY|wxTE_RICH2);
$this->{transform}->SetFont( Wx::Font->new( $size-1, wxTELETYPE, wxNORMAL, wxNORMAL, 0, "" ) );
$this->{nrecbox} -> Add($this->{reconstruct}, 1, wxALL, 0);
$this->{nrecbox} -> Add($this->{rectext}, 0, wxRIGHT|wxLEFT|wxTOP, 4);
$this->{nrecbox} -> Add($this->{nrecon}, 0, wxGROW|wxALL, 0);
$this->{ttbox} -> Add($this->{tt}, 1, wxALL, 0);
$this->{ttbox} -> Add($this->{tttext}, 0, wxRIGHT|wxLEFT|wxTOP, 4);
$this->{ttbox} -> Add($this->{ntt}, 0, wxGROW|wxALL, 0);
foreach my $w (qw(nrecbox ttbox)) {
$actionsboxsizer->Add($this->{$w}, 0, wxGROW|wxTOP, 4);
};
$ttboxsizer->Add($this->{transform}, 1, wxGROW|wxALL, 0);
$actionsboxsizer -> Add($ttboxsizer, 1, wxGROW|wxTOP, 4);
foreach my $w (qw(rectext nrecon reconstruct tt)) {
$this->{$w}->Enable(0);
};
EVT_BUTTON($this, $this->{reconstruct}, sub{reconstruct(@_)});
EVT_BUTTON($this, $this->{tt}, sub{tt(@_)});
EVT_BUTTON($this, $this->{savecomp}, sub{save_components(@_)});
EVT_BUTTON($this, $this->{savestack}, sub{save_stack(@_)});
my $savebox = Wx::StaticBox->new($this, -1, 'Save things to files', wxDefaultPosition, wxDefaultSize);
my $saveboxsizer = Wx::StaticBoxSizer->new( $savebox, wxHORIZONTAL );
$box -> Add($saveboxsizer, 0, wxGROW|wxALL, 2);
$this->{savecomp} = Wx::Button->new($this, -1, 'Components');
$this->{savestack} = Wx::Button->new($this, -1, 'Data stack');
$this->{saverecon} = Wx::Button->new($this, -1, 'Reconstruction');
$this->{savett} = Wx::Button->new($this, -1, 'Target transform');
$saveboxsizer -> Add($this->{savecomp}, 1, wxGROW|wxALL, 2);
$saveboxsizer -> Add($this->{savestack}, 1, wxGROW|wxALL, 2);
$saveboxsizer -> Add($this->{saverecon}, 1, wxGROW|wxALL, 2);
$saveboxsizer -> Add($this->{savett}, 1, wxGROW|wxALL, 2);
EVT_BUTTON($this, $this->{savecomp}, sub{save_components(@_)});
EVT_BUTTON($this, $this->{savestack}, sub{save_stack(@_)});
EVT_BUTTON($this, $this->{saverecon}, sub{save_reconstruction(@_)});
EVT_BUTTON($this, $this->{savett}, sub{save_tt(@_)});
foreach my $w (qw(savecomp savestack saverecon savett)) {
$this->{$w}->Enable(0);
};
};
$this->{document} = Wx::Button->new($this, -1, 'Document section: principle components analysis');
$box -> Add($this->{document}, 0, wxGROW|wxALL, 2);
EVT_BUTTON($this, $this->{document}, sub{ $app->document("analysis.pca")});
$this->SetSizerAndFit($box);
return $this;
};
## deprecated?
sub pull_values {
my ($this, $data) = @_;
1;
};
## this subroutine fills the controls when an item is selected from the Group list
sub push_values {
my ($this, $data) = @_;
1;
};
## this subroutine sets the enabled/frozen state of the controls
sub mode {
my ($this, $data, $enabled, $frozen) = @_;
return if (not exists $INC{'Demeter/PCA.pm'});
my $enable = not $this->{PCA}->update_pca;
#if ($::app->{main}->{list}->IsChecked($::app->current_index)) {
if (any {$::app->current_data->group eq $_->group} (@{ $this->{PCA}->stack })) {
$this->{$_} -> Enable($enable) foreach qw(reconstruct rectext nrecon);
$this->{$_} -> Enable(0) foreach qw(tt tttext ntt);
} else {
$this->{$_} -> Enable(0) foreach qw(reconstruct rectext nrecon);
$this->{$_} -> Enable($enable) foreach qw(tt tttext ntt);
};
$this->{transform}->Clear;
$this->{saverecon}->Enable(0);
$this->{savett}->Enable(0);
};
sub OnSpace {
my ($this, $event) = @_;
$this->{result}->Clear;
$this->{transform}->Clear;
$this->disable;
if ($this->{space}->GetSelection == 2) {
$this->{PCA}->space('k');
$this->{xmin}->SetValue($this->{PCA}->kmin);
$this->{xmax}->SetValue($this->{PCA}->kmax);
} else {
if ($this->{space}->GetSelection == 1) {
$this->{PCA}->space('d');
} else {
$this->{PCA}->space('x');
};
$this->{xmin}->SetValue($this->{PCA}->emin);
$this->{xmax}->SetValue($this->{PCA}->emax);
};
};
sub tilt {
my ($this, $text, $no_result) = @_;
$this->{result}->SetValue($text) if not $no_result;
$::app->{main}->status($text, 'error');
return 0;
};
sub disable {
my ($this) = @_;
foreach my $w (qw(scree logscree cumvar stack components ncomptext ncomp savecomp savestack saverecon savett
reconstruct rectext nrecon tt)) {
$this->{$w}->Enable(0);
};
$this->{result}->Clear;
$this->{transform}->Clear;
$this->{PCA}->clear_stack;
$this->{PCA}->clear_stackgroups;
};
sub pca {
my ($this, $event) = @_;
my $busy = Wx::BusyCursor->new();
$::app->{main}->status("Performing principle components analysis ...", 'wait');
$this->disable;
if (not looks_like_number($this->{xmin}->GetValue)) {
my $letter = ($this->{space}->GetSelection == 2) ? 'k' : 'E';
return $this->tilt("Your ${letter}min value is not a number");
};
if (not looks_like_number($this->{xmax}->GetValue)) {
my $letter = ($this->{space}->GetSelection == 2) ? 'k' : 'E';
return $this->tilt("Your ${letter}max value is not a number");
};
if ($this->{space}->GetSelection == 2) { # chi(k)
$this->{PCA}->kmin($this->{xmin}->GetValue);
$this->{PCA}->kmax($this->{xmax}->GetValue);
$this->{PCA}->xmin($this->{xmin}->GetValue);
$this->{PCA}->xmax($this->{xmax}->GetValue);
} else { # xmu(E) or deriv(E)
$this->{PCA}->emin($this->{xmin}->GetValue);
$this->{PCA}->emax($this->{xmax}->GetValue);
$this->{PCA}->xmin($this->{xmin}->GetValue);
$this->{PCA}->xmax($this->{xmax}->GetValue);
};
my $count = 0;
foreach my $i (0 .. $::app->{main}->{list}->GetCount-1) {
next if not $::app->{main}->{list}->IsChecked($i);
++$count;
$this->{PCA}->add($::app->{main}->{list}->GetIndexedData($i));
};
if ($count < 3) {
$this->tilt("Your data set is not large enough. You must mark at least 3 data groups");
return;
};
$this->{PCA}->do_pca;
if ($this->{PCA}->undersampled) {
$this->tilt("Your problem is undersampled, try increasing the analysis range");
return;
};
$::app->{main}->status(sprintf("Performed principle components analysis on %d data groups with %d observations",
$this->{PCA}->ndata, $this->{PCA}->observations));
foreach my $w (qw(scree logscree cumvar stack components ncomptext ncomp savecomp savestack)) {
##cluster1 cluster2 clusvs clusplot)) {
$this->{$w}->Enable(1);
};
$this->{$_} ->SetRange(1, $this->{PCA}->ndata) foreach qw(ncomp nrecon cluster1 cluster2);
if ($::app->{main}->{list}->IsChecked($::app->current_index)) {
$this->{$_} -> Enable(1) foreach qw(reconstruct rectext nrecon);
} else {
$this->{$_} -> Enable(1) foreach qw(tt tttext ntt);
};
$this->{ntt}->SetRange(2, $this->{PCA}->ndata);
$this->{ntt}->SetValue($this->{PCA}->ndata);
$this->{nrecon}->SetRange(2, $this->{PCA}->ndata);
$this->{nrecon}->SetValue(2);
$this->{result}->SetValue($this->{PCA}->report);
$this->plot_components;
undef $busy;
};
sub plot_scree {
my ($this, $event) = @_;
$this->{PCA}->plot_scree($this->{logscree}->GetValue);
};
sub plot_cumvar {
my ($this, $event) = @_;
$this->{PCA}->plot_variance;
};
sub plot_stack {
my ($this, $event) = @_;
$this->{PCA}->plot_stack;
};
sub plot_components {
my ($this, $event) = @_;
$this->{PCA}->plot_components($this->{ncomp}->GetValue-1 .. $this->{PCA}->ndata-1);
};
sub plot_cluster {
my ($this, $event) = @_;
$this->tilt("Cluster analysis (not yet implemented) ...", 1);
};
sub tt {
my ($this, $event) = @_;
$this->{transform}->Clear;
my $target = $::app->current_data;
$this->{PCA}->tt($target, $this->{ntt}->GetValue);
$this->{PCA}->plot_tt($target);
$this->{transform}->SetValue($this->{PCA}->tt_report($target));
$this->{savett}->Enable(1);
$::app->{main}->status(sprintf("Made target transform of %s", $::app->current_data->name));
};
sub reconstruct {
my ($this, $event) = @_;
$this->{PCA}->reconstruct($this->{nrecon}->GetValue);
my $data_index = 0;
# foreach my $i (0 .. $::app->{main}->{list}->GetCount-1) {
# ++$data_index if $::app->{main}->{list}->IsChecked($i);
# last if ($data_index = $::app->current_index);
# };
foreach my $i (0 .. $#{ $this->{PCA}->stack }) {
if ($::app->current_data->group eq $this->{PCA}->stack->[$i]->group) {
$data_index = $i;
last;
};
};
$this->{PCA}->plot_reconstruction($data_index);
$this->{saverecon}->Enable(1);
$::app->{main}->status(sprintf("Made reconstruction of %s with %d components", $::app->current_data->name, $this->{nrecon}->GetValue));
};
sub get_filename {
my ($this, $suff, $given) = @_;
$given ||= q{};
my %defname = ( pca=>'components', stack=>'datastack', recon=>'reconstruction', tt=>'targettransform' );
my %descr = ( pca=>'components', stack=>'data stack', recon=>'reconstruction', tt=>'target transform' );
my $name = $given || basename($::app->{main}->{currentproject}, '.prj') || $defname{$suff};
my $fd = Wx::FileDialog->new( $::app->{main}, "Save PCA $descr{$suff} to a file", cwd, join(".", $name, $suff),
uc($suff)." (*.$suff)|*.$suff|All files (*)|*",
wxFD_SAVE|wxFD_CHANGE_DIR|wxFD_OVERWRITE_PROMPT,
wxDefaultPosition);
if ($fd->ShowModal == wxID_CANCEL) {
$::app->{main}->status("Saving PCA $descr{$suff} to a file has been canceled.");
return 0;
};
my $fname = $fd->GetPath;
#return 0 if $::app->{main}->overwrite_prompt($fname); # work-around gtk's wxFD_OVERWRITE_PROMPT bug (5 Jan 2011)
$::app->{main}->status("Wrote PCA $descr{$suff} to $fname");
return $fname;
};
sub save_components {
my ($this, $event) = @_;
my $fname = $this->get_filename('pca');
return if not $fname;
$this->{PCA}->save('components', $fname);
};
sub save_stack {
my ($this, $event) = @_;
my $fname = $this->get_filename('stack');
return if not $fname;
$this->{PCA}->save('stack', $fname);
};
sub save_reconstruction {
my ($this, $event) = @_;
my $data = $::app->current_data;
(my $name = $data->name) =~ s{\s+}{_}g;
my $fname = $this->get_filename('recon', $name);
return if not $fname;
my $data_index = 0;
foreach my $i (0 .. $#{ $this->{PCA}->stack }) {
if ($::app->current_data->group eq $this->{PCA}->stack->[$i]->group) {
$data_index = $i;
last;
};
};
$this->{PCA}->save('reconstruction', $fname, $data_index);
};
sub save_tt {
my ($this, $event) = @_;
my $target = $::app->current_data;
(my $name = $target->name) =~ s{\s+}{_}g;
my $fname = $this->get_filename('tt', $name);
return if not $fname;
$this->{PCA}->save('tt', $fname, $target);
};
## restore persistent information from a project file
sub reinstate {
my ($this, $hash) = @_;
## fitting space
$this->{space}->SetSelection(2);
$this->{space}->SetSelection(0) if ($hash->{space} eq 'x');
$this->{space}->SetSelection(1) if ($hash->{space} eq 'd');
$this->OnSpace(q{});
## fit range
$this->{xmin}->SetValue($hash->{xmin});
$this->{xmax}->SetValue($hash->{xmax});
#foreach qw(ncomp nrecon cluster1 cluster2)
$::app->mark('none');
my $clb = $::app->{main}->{list};
my @stackgroups = @{ $hash->{stackgroups} };
foreach my $i (0 .. $clb->GetCount-1) {
my $g = $clb->GetIndexedData($i)->group;
if (any {$_ eq $g} @stackgroups) {
$clb->Check($i, 1);
$clb->GetIndexedData($i)->marked(1);
};
};
$::app->{main}->status("Restored PCA state from project file");
};
1;
=head1 NAME
Demeter::UI::Athena::PCA - A principle components analysis tool for Athena
=head1 VERSION
This documentation refers to Demeter version 0.9.26.
=head1 SYNOPSIS
This module provides a
See L<http://mailman.jach.hawaii.edu/pipermail/perldl/2006-August/000588.html>
=head1 CONFIGURATION
=head1 DEPENDENCIES
Demeter's dependencies are in the F<Build.PL> file.
=head1 BUGS AND LIMITATIONS
=over 4
=item *
This 'n' that
=back
Please report problems to the Ifeffit Mailing List
(L<http://cars9.uchicago.edu/mailman/listinfo/ifeffit/>)
Patches are welcome.
=head1 AUTHOR
Bruce Ravel, L<http://bruceravel.github.io/home>
L<http://bruceravel.github.io/demeter/>
=head1 LICENCE AND COPYRIGHT
Copyright (c) 2006-2019 Bruce Ravel (L<http://bruceravel.github.io/home>). All rights reserved.
This module is free software; you can redistribute it and/or
modify it under the same terms as Perl itself. See L<perlgpl>.
This program is distributed in the hope that it will be useful,
but WITHOUT ANY WARRANTY; without even the implied warranty of
MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.
=cut
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