NAME
Text::Fingerprint - perform simple text clustering by key collision
VERSION
version 0.006
SYNOPSIS
#!/usr/bin/env perl
use common::sense;
use Text::Fingerprint qw(:all);
my $str = q(
À noite, vovô Kowalsky vê o ímã cair no pé do pingüim
queixoso e vovó põe açúcar no chá de tâmaras do jabuti feliz.
);
say fingerprint($str);
# a acucar cair cha de do e feliz ima jabuti kowalsky
# no noite o pe pinguim poe queixoso tamaras ve vovo
say fingerprint_ngram($str);
# abacadaialamanarasbucachcudedoeaedeieleoetevfeg
# uhaifiminiritixizjakokylilsmamqngnoocoeoiojokop
# osovowpepipoqurarnsdsksotatetiucueuiutvevowaxoyv
say fingerprint_ngram($str, 1);
# abcdefghijklmnopqrstuvwxyz
DESCRIPTION
Text clustering functions borrowed from the Google Refine. Can be useful for finding groups of different values that might be alternative representations of the same thing. For example, the two strings "New York" and "new york" are very likely to refer to the same concept and just have capitalization differences. Likewise, "Gödel" and "Godel" probably refer to the same person.
FUNCTIONS
fingerprint($string)
The process that generates the key from a $string
value is the following (note that the order of these operations is significant):
normalize extended western characters to their ASCII representation (for example "gödel" → "godel")
change all characters to their lowercase representation
remove leading and trailing whitespace
split the string into punctuation, whitespace and control characters-separated tokens (using
/[\W_]/
regexp)sort the tokens and remove duplicates
join the tokens back together
fingerprint_ngram($string, $n)
The n-gram fingerprint method is similar to the fingerprint
method described above but instead of using whitespace separated tokens, it uses n-grams, where the $n
(or the size in chars of the token) can be specified by the user (default: 2). Algorithm steps:
normalize extended western characters to their ASCII representation
change all characters to their lowercase representation
remove all punctuation, whitespace, and control characters (using
/[\W_]/
regexp)obtain all the string n-grams
sort the n-grams and remove duplicates
join the sorted n-grams back together
CAVEAT
Fingerprint functions are not exactly the same as those found in Google Refine! They were slightly changed to take advantage of the superb Perl handling of Unicode characters.
SEE ALSO
AUTHOR
Stanislaw Pusep <stas@sysd.org>
COPYRIGHT AND LICENSE
This software is copyright (c) 2014 by Stanislaw Pusep.
This is free software; you can redistribute it and/or modify it under the same terms as the Perl 5 programming language system itself.