Text::Similarity - Measure the pair-wise Similarity of Files or Strings


Text-Similarity documentation Contained in the Text-Similarity distribution.

Index


Code Index:

NAME

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Text::Similarity - Measure the pair-wise Similarity of Files or Strings

SYNOPSIS

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      # this will return an un-normalized score that just gives the
      # number of overlaps

      use Text::Similarity::Overlaps;
      my $mod = Text::Similarity::Overlaps->new;
      defined $mod or die "Construction of Text::Similarity::Overlaps failed";

      # adjust file names to reflect true relative position
      # these paths are valid from lib/Text/Similarity
      my $text_file1 = 'Overlaps.pm';
      my $text_file2 = '../OverlapFinder.pm';

      my $score = $mod->getSimilarity ($text_file1, $text_file2);
      print "The similarity of $text_file1 and $text_file2 is : $score\n";

      # if you want to turn on the verbose option and provide a stoplist
      # you can pass those parameters to Overlaps.pm via hash arguments

      use Text::Similarity::Overlaps;
      my %options = ('verbose' => 1, 'stoplist' => '../../samples/stoplist.txt');

      my $mod = Text::Similarity::Overlaps->new (\%options);
      defined $mod or die "Construction of Text::Similarity::Overlaps failed";

      # adjust file names to reflect true relative position
      # these paths are valid from lib/Text/Similarity
      my $text_file1 = 'Overlaps.pm';
      my $text_file2 = '../OverlapFinder.pm';

      my $score = $mod->getSimilarity ($text_file1, $text_file2);
      print "The similarity of $text_file1 and $text_file2 is : $score\n";

DESCRIPTION

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This module is a superclass for other modules and provides generic services such as stop word removal, compound identification, and text cleaning or sanitizing.

It's important to realize that additional methods of measuring similarity can be added to this package. Text::Similarity::Overlaps is just one possible way of measuring similarity, others can be added.

Subroutine sanitizeString carries out text cleaning. Briefly, it removes nearly all punctuation except for underscores and embedded apostrophes, converts all text to lower case, and collapes multiple white spaces to a single space.

This module is where compounds are identified (although currently disabled). When implemented it will check a list of compounds provided by the user, and then when a compound is found in the text it will be desigated via an underscore (e.g., white house might be converted to white_house).

Stop words are removed here. The length of the documents reported does not include the stop words. Overlaps are found after stopword removal. By including a word in the stoplist, you are saying that the word never existed in your input (in effect).

BUGS

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SEE ALSO

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 L<http://text-similarity.sourceforge.net> 

AUTHORS

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 Ted Pedersen, University of Minnesota, Duluth
 tpederse at d.umn.edu

 Siddharth Patwardhan, University of Utah
 sidd at cs.utah.edu

 Jason Michelizzi

 Ying Liu, University of Minnesota, Twin Cities
 liux0395 at umn.edu

Last modified by : $Id: Similarity.pm,v 1.26 2010/06/12 01:04:23 tpederse Exp $

COPYRIGHT AND LICENSE

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Text-Similarity documentation Contained in the Text-Similarity distribution.

package Text::Similarity;

use 5.006;
use strict;
use warnings;

use constant COMPFILE => "compfile";
use constant STEM     => "stem";
use constant VERBOSE  => "verbose";
use constant STOPLIST => "stoplist";
use constant NORMALIZE => "normalize";

require Exporter;

our @ISA = qw(Exporter);

our $VERSION = '0.08';

# Attributes -- these all have lvalue accessor methods, use those methods
# instead of accessing directly.  If you add another attribute, be sure
# to take the appropriate action in the DESTROY method; otherwise, a memory
# leak could occur.

my %errorString;
my %compounds;
my %verbose;
my %stem;
my %normalize;
my %stoplist;

sub new
{
    my $class = shift;
    my $hash_ref = shift;
    $class = ref $class || $class;
    my $self = bless [], $class;

    if (defined $hash_ref) {
	while (my ($key, $val) = each %$hash_ref) {
	    if (($key eq COMPFILE) and (defined $val)) {
		$self->_loadCompounds ($val);
	    }
	    elsif ($key eq STEM) {
		$self->stem = $val;
	    }
	    elsif ($key eq VERBOSE) {
		$self->verbose = $val;
	    }
	    elsif ($key eq NORMALIZE) {
		$self->normalize = $val;
	    }
	    elsif ($key eq STOPLIST) {
		$self->stoplist = $val;
	    }
	    else {
		$self->error ("Unknown option: $key");
	    }
	}
    }
    return $self;
}

sub DESTROY
{
    my $self = shift;
    delete $errorString{$self};
    delete $compounds{$self};
    delete $stem{$self};
    delete $verbose{$self};
    delete $normalize{$self};
    delete $stoplist{$self};
}

#sub _loadStoplist
#{
#    my $self = shift;
#    my $file = shift;
#
#    unless (open FH, '<', $file) {
#	$self->error ("Cannot open '$file': $!");
#	return undef;
#    }
#
#    while (<FH>) {
#	chomp;
#	my $word = lc;
#	$stoplist{$self}->{$word} = 1;
#    }
#
#    close FH;
#}

sub error
{
    my $self = shift;
    my $msg = shift;
    if ($msg) {
	my ($package, $file, $line) = caller;
	$errorString{$self} .= "\n" if $errorString{$self};
	$errorString{$self} .= "($file:$line) $msg";
    }
    return $errorString{$self};
}

sub verbose : lvalue
{
    my $self = shift;
    $verbose{$self}
}

sub stem : lvalue
{
    my $self = shift;
    $stem{$self}
}

sub normalize : lvalue
{
    my $self = shift;
    $normalize{$self}
}

sub sanitizeString
{
    my $self = shift;
    my $str = shift;

    # get rid of most punctuation
    $str =~ tr/.;:,?!(){}\x22\x60\x24\x25\x40<>/ /s;

    # convert to lower case
    $str =~ tr/A-Z_/a-z /;

    # convert ampersands into 'and' -- maybe not appropriate?
    # s/\&/ and /;

    # get rid of apostrophes not surrounded by word characters
    $str =~ s/(?<!\w)\x27/ /g;
    $str =~ s/\x27(?!\w)/ /g;

    # get rid of dashes, but not hyphens
    $str =~ s/--/ /g;

    # collapse consecutive whitespace chars into one space
    $str =~ s/\s+/ /g;
    return $str;
}

sub stoplist : lvalue
{
    my $self = shift;
    $stoplist{$self}
}

sub _loadCompounds
{
    my $self = shift;
    my $compfile = shift;

    unless (open FH, '<', $compfile) {
	$self->error ("Cannot open '$compfile': $!");
	return undef;
    }
    
    while (<FH>) {
	chomp;
	$compounds{$self}{$_} = 1;
    }

    close FH;
}

sub removeStopWords
{
    my $self = shift;
    my $str = shift;
    foreach my $stopword (keys %{$self->stoplist}) {
	$str =~ s/\Q $stopword \E/ /g;
    }
    return $str;
}

# compoundifies a block of text
# e.g., if you give it "we have a new bird dog", you'll get back
# "we have a new bird_dog".
# (code borrowed from rawtextFreq.pl)

sub compoundify
{
    my $self = shift;
    my $block = shift; # get the block of text
    my $done;
    my $temp;

    unless ($compounds{$self}) {
	return $block;
    }

    # get all the words into an array
    my @wordsArray = $block =~ /(\w+)/g;

    # now compoundify, GREEDILY!!
    my $firstPtr = 0;
    my $string = "";

    while($firstPtr <= $#wordsArray)
    {
        my $secondPtr = $#wordsArray;
        $done = 0;
        while($secondPtr > $firstPtr && !$done)
        {
            $temp = join ("_", @wordsArray[$firstPtr..$secondPtr]);
            if(exists $compounds{$self}{$temp})
            {
                $string .= "$temp ";
                $done = 1;
            }
            else
            {
                $secondPtr--;
            }
        }
        if(!$done)
        {
            $string .= "$wordsArray[$firstPtr] ";
        }
        $firstPtr = $secondPtr + 1;
    }
    $string =~ s/ $//;

    return $string;
}



1;

__END__