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package Text::TFIDF; |
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12707
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use 5.012003; |
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use strict; |
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use warnings; |
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use Carp; |
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810
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require Encode; |
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our $VERSION = '0.03'; |
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sub new { |
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my $class = shift; |
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my $self = {}; |
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bless $self, $class; |
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my %args = @_; |
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2
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100
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if ($args{file}) { |
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$self->process_files(@{$args{file}}); |
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} |
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return $self; |
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} |
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sub TFIDF { |
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my $self = shift; |
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my $file = shift; |
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my $word = shift; |
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5
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100
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if (!defined $file) { |
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carp("You must give a filename for the TFIDF measure.\n"); |
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return undef; |
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} |
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100
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if (!defined $word) { |
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carp("You must give a word for the TFIDF measure.\n"); |
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return undef; |
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} |
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# $word =~ s/[?;:!,.'"]//g; |
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$word =~ s/[?;:!,."\(\)]//g; |
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return undef if (!defined $self->{file}->{$file}); |
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return $self->TF($file,$word)*$self->IDF($word); |
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} |
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48
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49
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sub TF { |
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1
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my $self = shift; |
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my $file = shift; |
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my $word = shift; |
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return $self->{file}->{$file}->{$word}; |
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} |
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57
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58
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#IDF = log(number of documents/(number of documents containing the word)) |
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sub IDF { |
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1
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my $self = shift; |
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my $word = shift; |
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4
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3
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my $count = 0; |
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66
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3
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foreach my $el (keys %{$self->{file}}) { |
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12
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50
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$count++ if (defined $self->{file}->{$el}->{$word}); |
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} |
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70
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4
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return log(scalar(keys %{$self->{file}})/(1+$count))/log(10); |
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25
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71
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} |
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73
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sub process_files { |
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75
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2
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2
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1
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248
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my $self = shift; |
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2
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3
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my @documents = @_; |
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78
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2
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2
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foreach my $el (@documents) { |
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4
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8
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$self->_process_file($el); |
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} |
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82
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2
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4
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return 1; |
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} |
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85
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sub _process_file { |
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4
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my $self = shift; |
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4
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my $file = shift; |
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89
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4
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1
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my $hash; |
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4
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50
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62
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return undef if (!-r $file); |
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1
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1
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open my $handle, '<:encoding(UTF-8)', $file || die $file," ",$!; |
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83
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92
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4
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1115
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while (<$handle>) { |
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138
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246
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chop; |
94
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138
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178
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my $line = lc($_); |
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138
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488
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my @words = split(/\s+/,$line); |
96
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138
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173
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foreach my $el (@words) { |
97
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1016
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1035
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$el =~ s/[?;:!,."\(\)]//g; |
98
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1016
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1221
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my $word = Encode::encode("utf8",$el); |
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1016
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100
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11012
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if (defined $hash->{$word}) { |
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464
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516
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$hash->{$word}++; |
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} |
102
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else { |
103
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552
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818
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$hash->{$word} = 1; |
104
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} |
105
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} |
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} |
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4
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90
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close($handle); |
108
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109
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4
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21
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$self->{file}->{$file} = $hash; |
110
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111
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} |
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113
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1; |
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__END__ |