NAME
Text::Record::Deduper - Separate complete, partial and near duplicate text records
SYNOPSIS
use Text::Record::Deduper;
my $deduper = new Text::Record::Deduper;
# Find and remove entire lines that are duplicated
$deduper->dedupe_file("orig.txt");
# Dedupe comma separated records, duplicates defined by several fields
$deduper->field_separator(',');
$deduper->add_key(field_number => 1, ignore_case => 1 );
$deduper->add_key(field_number => 2, ignore_whitespace => 1);
# unique records go to file names_uniqs.csv, dupes to names_dupes.csv
$deduper->dedupe_file('names.csv');
# Find 'near' dupes by allowing for given name aliases
my %nick_names = (Bob => 'Robert',Rob => 'Robert');
my $near_deduper = new Text::Record::Deduper();
$near_deduper->add_key(field_number => 2, alias => \%nick_names) or die;
$near_deduper->dedupe_file('names.txt');
# Create a text report, names_report.txt to identify all duplicates
$near_deduper->report_file('names.txt',all_records => 1);
# Find 'near' dupes in an array of records, returning references
# to a unique and a duplicate array
my ($uniqs,$dupes) = $near_deduper->dedupe_array(\@some_records);
# Create a report on unique and duplicate records
$deduper->report_file("orig.txt",all_records => 0);
DESCRIPTION
This module allows you to take a text file of records and split it into a file of unique and a file of duplicate records. Deduping of arrays is also possible.
Records are defined as a set of fields. Fields may be separated by spaces, commas, tabs or any other delimiter. Records are separated by a new line.
If no options are specifed, a duplicate will be created only when all the fields in a record (the entire line) are duplicated.
By specifying options a duplicate record is defined by which fields or partial fields must not occur more than once per record. There are also options to ignore case sensitivity, leading and trailing white space.
Additionally 'near' or 'fuzzy' duplicates can be defined. This is done by creating aliases, such as Bob => Robert.
This module is useful for finding duplicates that have been created by multiple data entry, or merging of similar records
METHODS
new
The new
method creates an instance of a deduping object. This must be called before any of the following methods are invoked.
field_separator
Sets the token to use as the field delimiter. Accepts any character as well as Perl escaped characters such as "\t" etc. If this method ins not called the deduper assumes you have fixed width fields .
$deduper->field_separator(',');
add_key
Lets you add a field to the definition of a duplicate record. If no keys have been added, the entire record will become the key, so that only records duplicated in their entirity are removed.
$deduper->add_key
(
field_number => 1,
key_length => 5,
ignore_case => 1,
ignore_whitespace => 1,
alias => \%nick_names
);
- field_number
-
Specifies the number of the field in the record to add to the key (1,2 ...). Note that this option only applies to character separated data. You will get a warning if you try to specify a field_number for fixed width data.
- start_pos
-
Specifies the position of the field in characters to add to the key. Note that this option only applies to fixed width data. You will get a warning if you try to specify a start_pos for character separated data. You must also specify a key_length.
Note that the first column is numbered 1, not 0.
- key_length
-
The length of a key field. This must be specifed if you are using fixed width data (along with a start_pos). It is optional for character separated data.
- ignore_case
-
When defining a duplicate, ignore the case of characters, so Robert and ROBERT are equivalent.
- ignore_whitespace
-
When defining a duplicate, ignore white space that leasd or trails a field's data.
- alias
-
When defining a duplicate, allow for aliases substitution. For example
my %nick_names = (Bob => 'Robert',Rob => 'Robert'); $near_deduper->add_key(field_number => 2, alias => \%nick_names) or die;
Whenever field 2 contains 'Bob', it will be treated as a duplicate of a record where field 2 contains 'Robert'.
dedupe_file
This method takes a file name basename.ext as it's only argument. The file is processed to detect duplicates, as defined by the methods above. Unique records are place in a file named basename_uniq.ext and duplicates in a file named basename_dupe.ext. Note that If either of this output files exist, they are over written The orignal file is left intact.
$deduper->dedupe_file("orig.txt");
dedupe_array
This method takes an array reference as it's only argument. The array is processed to detect duplicates, as defined by the methods above. Two array references are retuned, the first to the set of unique records and the second to the set of duplicates.
Note that the memory constraints of your system may prevent you from processing very large arrays.
my ($unique_records,duplicate_records) = $deduper->dedupe_array(\@some_records);
report_file
This method takes a file name basename.ext as it's initial argument.
A text report is produced with the following columns
record number : the line number of the record
key : the key values that define record uniqueness
type: the type of record
unique : record only occurs once
identical : record occurs more than once, first occurence has parent record number of 0
alias : record occurs more than once, after alias substitutions have been applied
parent record number : the line number of the record that THIS record is a duplicate of.
By default, the report file name is basename_report.ext.
Various setup options may be defined in a hash that is passed as an optional argument to the report_file
method. Note that all the arguments are optional. They include
- all_records
-
When this option is set to a positive value, all records will be included in the report. If this value is not set, only the duplicate records will be included in the report
$deduper->report_file("orig.txt",all_records => 0)
report_array
This method takes an array as it's initial argument. The behaviour is the same as report_file
above except that the report file is named deduper_array_report.txt
EXAMPLES
Dedupe an array of single records
Given an array of strings:
my @emails =
(
'John.Smith@xyz.com',
'Bob.Smith@xyz.com',
'John.Brown@xyz.com.au,
'John.Smith@xyz.com'
);
use Text::Record::Deduper;
my $deduper = new Text::Record::Deduper();
my ($uniq,$dupe);
($uniq,$dupe) = $deduper->dedupe_array(\@emails);
The array reference $uniq now contains
'John.Smith@xyz.com',
'Bob.Smith@xyz.com',
'John.Brown@xyz.com.au'
The array reference $dupe now contains
'John.Smith@xyz.com'
Dedupe a file of fixed width records
Given a text file names.txt with space separated values and duplicates defined by the second and third columns:
100 Bob Smith
101 Robert Smith
102 John Brown
103 Jack White
104 Bob Smythe
105 Robert Smith
use Text::Record::Deduper;
my %nick_names = (Bob => 'Robert',Rob => 'Robert');
my $near_deduper = new Text::Record::Deduper();
$near_deduper->add_key(start_pos => 5, key_length => 9, ignore_whitespace => 1, alias => \%nick_names) or die;
$near_deduper->add_key(start_pos => 14, key_length => 9,) or die;
$near_deduper->dedupe_file("names.txt");
$near_deduper->report_file("names.txt");
Text::Record::Deduper will produce a file of unique records, names_uniqs.txt in the same directory as names.txt.
101 Robert Smith
102 John Brown
103 Jack White
104 Bob Smythe
and a file of duplicates, names_dupes.txt in the same directory as names.txt
100 Bob Smith
105 Robert Smith
The original file, names.txt is left intact.
A report file names_report.txt, is created in the same directory as names.txt
Number Key Type Parent Parent Key
--------------------------------------------------------------------------------
1 Bob_Smith alias 2 Robert_Smith
2 Robert_Smith identical 0
3 John_Brown unique 0
4 Jack_White unique 0
5 Bob_Smythe unique 0
6 Robert_Smith identical 2 Robert_Smith
TO DO
Allow for multi line records
Add batch mode driven by config file or command line options
Allow option to warn user when over writing output files
Allow user to customise suffix for uniq and dupe output files
SEE ALSO
sort(3), uniq(3), Text::ParseWords, Text::RecordParser, Text::xSV
AUTHOR
Text::Record::Deduper was written by Kim Ryan <kimryan at cpan d o t org>
COPYRIGHT AND LICENSE
Copyright (C) 2011 Kim Ryan.
This library is free software; you can redistribute it and/or modify it under the same terms as Perl itself.