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package Text::Ngram; |
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use 5.008008; |
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use strict; |
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use warnings; |
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use Unicode::CaseFold; |
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require Exporter; |
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our @ISA = qw(Exporter); |
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our %EXPORT_TAGS = ( 'all' => [ qw( ngram_counts add_to_counts) ] ); |
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our @EXPORT_OK = ( @{ $EXPORT_TAGS{'all'} } ); |
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our @EXPORT = qw(); |
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our $VERSION = '0.15'; |
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=head1 NAME |
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Text::Ngram - Ngram analysis of text |
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=head1 SYNOPSIS |
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use Text::Ngram qw(ngram_counts add_to_counts); |
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my $text = "abcdefghijklmnop"; |
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my $hash_r = ngram_counts($text, 3); # Window size = 3 |
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# $hash_r => { abc => 1, bcd => 1, ... } |
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add_to_counts($more_text, 3, $hash_r); |
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=head1 DESCRIPTION |
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n-Gram analysis is a field in textual analysis which uses sliding window |
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character sequences in order to aid topic analysis, language |
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determination and so on. The n-gram spectrum of a document can be used |
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to compare and filter documents in multiple languages, prepare word |
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prediction networks, and perform spelling correction. |
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The neat thing about n-grams, though, is that they're really easy to |
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determine. For n=3, for instance, we compute the n-gram counts like so: |
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the cat sat on the mat |
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--- $counts{"the"}++; |
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--- $counts{"he "}++; |
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--- $counts{"e c"}++; |
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... |
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This module provides an efficient XS-based implementation of n-gram |
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spectrum analysis. |
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There are two functions which can be imported: |
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=cut |
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require XSLoader; |
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XSLoader::load('Text::Ngram', $VERSION); |
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sub _clean_buffer { |
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my %config = %{+shift}; |
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my $buffer = shift; |
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$buffer = fc $buffer if $config{lowercase}; |
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$buffer =~ s/\s+/ /g; |
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unless ($config{punctuation}) { |
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if ($config{flankbreaks}) { |
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$buffer =~ s/[^[:alpha:] ]+/ \xff /g; |
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} |
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else { |
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$buffer =~ s/[^[:alpha:] ]+/\xff/g; |
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} |
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} |
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$buffer =~ y/ / /s; |
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return $buffer; |
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} |
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=head2 ngram_counts |
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This first function returns a hash reference with the n-gram histogram |
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of the text for the given window size. The default window size is 5. |
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$href = ngram_counts(\%config, $text, $window_size); |
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As of version 0.14, the %config may instead be passed in as named arguments: |
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$href = ngram_counts($text, $window_size, %config); |
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The only necessary parameter is $text. |
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The possible value for %config are: |
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=head3 flankbreaks |
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If set to 1 (default), breaks are flanked by spaces; if set to 0, |
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they're not. Breaks are punctuation and other non-alphabetic |
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characters, which, unless you use C<< punctuation => 0 >> in your |
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configuration, do not make it into the returned hash. |
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Here's an example, supposing you're using the default value |
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for punctuation (1): |
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my $text = "Hello, world"; |
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my $hash = ngram_counts($text, 5); |
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That produces the following ngrams: |
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{ |
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'Hello' => 1, |
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'ello ' => 1, |
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' worl' => 1, |
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'world' => 1, |
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} |
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On the other hand, this: |
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my $text = "Hello, world"; |
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my $hash = ngram_counts({flankbreaks => 0}, $text, 5); |
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Produces the following ngrams: |
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{ |
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'Hello' => 1, |
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' worl' => 1, |
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'world' => 1, |
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} |
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=head3 lowercase |
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If set to 0, casing is preserved. If set to 1, all letters are |
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lowercased before counting ngrams. Default is 1. |
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# Get all ngrams of size 4 preserving case |
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$href_p = ngram_counts( {lowercase => 0}, $text, 4 ); |
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=head3 punctuation |
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If set to 0 (default), punctuation is removed before calculating the |
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ngrams. Set to 1 to preserve it. |
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# Get all ngrams of size 2 preserving punctuation |
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$href_p = ngram_counts( {punctuation => 1}, $text, 2 ); |
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=head3 spaces |
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If set to 0 (default is 1), no ngrams containing spaces will be returned. |
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# Get all ngrams of size 3 that do not contain spaces |
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$href = ngram_counts( {spaces => 0}, $text, 3); |
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If you're going to request both types of ngrams, than the best way to |
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avoid calculating the same thing twice is probably this: |
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$href_with_spaces = ngram_counts($text[, $window]); |
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$href_no_spaces = $href_with_spaces; |
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for (keys %$href_no_spaces) { delete $href->{$_} if / / } |
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=cut |
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sub ngram_counts { |
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my %config = ( |
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spaces => 1, |
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punctuation => 0, |
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lowercase => 1, |
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flankbreaks => 1 |
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); |
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if (ref($_[0]) eq 'HASH') { |
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%config = (%config, %{+shift}); |
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} |
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elsif (@_ > 2) { |
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%config = (%config, splice @_, (@_ & 1) ? 1 : 2); |
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} |
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my ($buffer, $width) = @_; |
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$width ||= 5; |
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return {} if $width < 1; |
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my $href = _process_buffer(_clean_buffer(\%config, $buffer), $width); |
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unless ($config{punctuation}) { |
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for (keys %$href) { delete $href->{$_} if /\xff/ } |
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} |
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unless ($config{spaces}) { |
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for (keys %$href) { delete $href->{$_} if / / } |
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} |
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return $href; |
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} |
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=head2 add_to_counts |
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This incrementally adds to the supplied hash; if C<$window> is zero or |
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undefined, then the window size is computed from the hash keys. |
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add_to_counts($more_text, $window, $href) |
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=cut |
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sub add_to_counts { |
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my %config = (punctuation => 0, lowercase => 1); |
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my ($buffer, $width, $href) = @_; |
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if (!defined $width or !$width) { |
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my ($key, undef) = each %$href; # Just gimme a random key |
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$width = length $key || 5; |
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} |
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_process_buffer_incrementally(_clean_buffer(\%config, $buffer), $width, $href); |
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for (keys %$href) { delete $href->{$_} if /\xff/ } |
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} |
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1; |
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__END__ |