domain, so feel free to incorporate into postgresql.
Tim
Timothy H. Keitt wrote:
I posted this many moons ago to pgsql-hackers. 'Guess nobody noticed.
Tim
Josh Berkus wrote:
------------------------------------------------------------------------
/* Copyright (c) 2000 Timothy H. Keitt */
/* Licence: GPL version 2 or higher (see http://www.gnu.org/) */
#include "postgres.h"
#define STATIC_SIZE 32
/* This must be changed if STATIC_SIZE is changed */
static int4 static_array[STATIC_SIZE][STATIC_SIZE] = {
{0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18,
19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31},
{1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
0, 0, 0, 0, 0, 0, 0, 0, 0, 0},
{2, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
0, 0, 0, 0, 0, 0, 0, 0, 0, 0},
{3, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
0, 0, 0, 0, 0, 0, 0, 0, 0, 0},
{4, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
0, 0, 0, 0, 0, 0, 0, 0, 0, 0},
{5, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
0, 0, 0, 0, 0, 0, 0, 0, 0, 0},
{6, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
0, 0, 0, 0, 0, 0, 0, 0, 0, 0},
{7, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
0, 0, 0, 0, 0, 0, 0, 0, 0, 0},
{8, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
0, 0, 0, 0, 0, 0, 0, 0, 0, 0},
{9, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
0, 0, 0, 0, 0, 0, 0, 0, 0, 0},
{10, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
0, 0, 0, 0, 0, 0, 0, 0, 0, 0},
{11, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
0, 0, 0, 0, 0, 0, 0, 0, 0, 0},
{12, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
0, 0, 0, 0, 0, 0, 0, 0, 0, 0},
{13, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
0, 0, 0, 0, 0, 0, 0, 0, 0, 0},
{14, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
0, 0, 0, 0, 0, 0, 0, 0, 0, 0},
{15, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
0, 0, 0, 0, 0, 0, 0, 0, 0, 0},
{16, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
0, 0, 0, 0, 0, 0, 0, 0, 0, 0},
{17, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
0, 0, 0, 0, 0, 0, 0, 0, 0, 0},
{18, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
0, 0, 0, 0, 0, 0, 0, 0, 0, 0},
{19, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
0, 0, 0, 0, 0, 0, 0, 0, 0, 0},
{20, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
0, 0, 0, 0, 0, 0, 0, 0, 0, 0},
{21, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
0, 0, 0, 0, 0, 0, 0, 0, 0, 0},
{22, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
0, 0, 0, 0, 0, 0, 0, 0, 0, 0},
{23, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
0, 0, 0, 0, 0, 0, 0, 0, 0, 0},
{24, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
0, 0, 0, 0, 0, 0, 0, 0, 0, 0},
{25, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
0, 0, 0, 0, 0, 0, 0, 0, 0, 0},
{26, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
0, 0, 0, 0, 0, 0, 0, 0, 0, 0},
{27, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
0, 0, 0, 0, 0, 0, 0, 0, 0, 0},
{28, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
0, 0, 0, 0, 0, 0, 0, 0, 0, 0},
{29, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
0, 0, 0, 0, 0, 0, 0, 0, 0, 0},
{30, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
0, 0, 0, 0, 0, 0, 0, 0, 0, 0},
{31, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
0, 0, 0, 0, 0, 0, 0, 0, 0, 0}};
/* Fast version for strings up to STATIC_SIZE characters */
int4
levenshtein_distance(text *s1, text *s2) {
register int i, j, l, m, n, add, rows, columns;
columns = VARSIZE(s1) - VARHDRSZ + 1;
rows = VARSIZE(s2) - VARHDRSZ + 1;
/* Use slower dynamically allocated version for larger strings */
if (columns > STATIC_SIZE || rows > STATIC_SIZE)
return levenshtein_distance_dynamic(s1, s2);
for (j=1; j<rows; ++j) {
for (i=1; i<columns; ++i) {
if (VARDATA(s1)[i-1] == VARDATA(s2)[j-1]) add=0; else add=1;
m = 1 + static_array[j-1][i];
l = 1 + static_array[j][i-1];
n = add + static_array[j-1][i-1];
static_array[j][i] = (m < l ? (m < n ? m : n): (l < n ? l : n));
} /* next column (i) */
} /* next row (j) */
return static_array[rows-1][columns-1];
} /* end levenshtein_distance(text *s1, text *s2) */
int4
levenshtein_distance_dynamic(text *s1, text *s2) {
register int i, j, l, m, n, add, rows, columns, out;
int4 *dynamic_array;
columns = VARSIZE(s1) - VARHDRSZ + 1;
rows = VARSIZE(s2) - VARHDRSZ + 1;
dynamic_array = (int4 *) palloc(rows * columns * sizeof(int4));
if (dynamic_array == NULL) return -1;
for (i=0; i<columns; ++i) dynamic_array[i] = i;
for (j=0; j<rows; ++j) dynamic_array[j*columns] = j;
for (j=1; j<rows; ++j) {
for (i=1; i<columns; ++i) {
if (VARDATA(s1)[i-1] == VARDATA(s2)[j-1]) add=0; else add=1;
m = 1 + dynamic_array[(j-1)*columns+i];
l = 1 + dynamic_array[j*columns+i-1];
n = add + dynamic_array[(j-1)*columns+i-1];
dynamic_array[j*columns+i] =
(m < l ? (m < n ? m : n): (l < n ? l : n));
} /* next column (i) */
} /* next row (j) */
out = dynamic_array[(rows-1)*columns+columns-1];
pfree(dynamic_array);
return out;
} /* end levenshtein_distance_dynamic(text *s1, text *s2) */
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--Tim
Josh Berkus wrote:
Folks,
For many of my programs, it would be extremely useful to have some form
of "fuzzy matching" for VARCHAR fields. There are two kinds of fuzzy
matching for words that I know of:
1. Phonetic matching, which would be nice but will have to wait for
someone's $100,000 project;
2. Textual mathcing, which I will outline below.
The way textual fuzzy matching should work is as follows:
The developer supplies two VARCHARs to match and a number/percent of
character mis-match that is acceptable:
Fuzzy_match('Thornton','Tornton',1)
And the fuzzy_match should return True if the two phrases are no more
than that number of characters different. Thus, we should get:
fuzzy_match('Thornton','Tornton',1) = TRUE
fuzzy_match('Thornton','Torntin',1) = FALSE
fuzzy_match('Thornton','Torntin',2) = TRUE
Unfortunately, I cannot think of a way to make this happen in a function
without cycling through all the possible permutations of characters for
both words or doing some character-by-character comparison with
elaborate logic for placement. Either of these approaches would be very
slow, and completely unsuitable for column comparisons on large tables.
Can anyone suggest some shortcuts here? Perhaps using pl/perl or
something similar?
Grazie!
-Josh Berkus
______AGLIO DATABASE SOLUTIONS___________________________
Josh Berkus
Complete information technology [email protected]
and data management solutions (415) 565-7293
for law firms, small businesses fax 621-2533
and non-profit organizations. San Francisco
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For many of my programs, it would be extremely useful to have some form
of "fuzzy matching" for VARCHAR fields. There are two kinds of fuzzy
matching for words that I know of:
1. Phonetic matching, which would be nice but will have to wait for
someone's $100,000 project;
2. Textual mathcing, which I will outline below.
The way textual fuzzy matching should work is as follows:
The developer supplies two VARCHARs to match and a number/percent of
character mis-match that is acceptable:
Fuzzy_match('Thornton','Tornton',1)
And the fuzzy_match should return True if the two phrases are no more
than that number of characters different. Thus, we should get:
fuzzy_match('Thornton','Tornton',1) = TRUE
fuzzy_match('Thornton','Torntin',1) = FALSE
fuzzy_match('Thornton','Torntin',2) = TRUE
Unfortunately, I cannot think of a way to make this happen in a function
without cycling through all the possible permutations of characters for
both words or doing some character-by-character comparison with
elaborate logic for placement. Either of these approaches would be very
slow, and completely unsuitable for column comparisons on large tables.
Can anyone suggest some shortcuts here? Perhaps using pl/perl or
something similar?
Grazie!
-Josh Berkus
______AGLIO DATABASE SOLUTIONS___________________________
Josh Berkus
Complete information technology [email protected]
and data management solutions (415) 565-7293
for law firms, small businesses fax 621-2533
and non-profit organizations. San Francisco
------------------------------------------------------------------------
------------------------------------------------------------------------
------------------------------------------------------------------------
------------------------------------------------------------------------
---------------------------(end of broadcast)---------------------------
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/* Copyright (c) 2000 Timothy H. Keitt */
/* Licence: GPL version 2 or higher (see http://www.gnu.org/) */
#include "postgres.h"
#define STATIC_SIZE 32
/* This must be changed if STATIC_SIZE is changed */
static int4 static_array[STATIC_SIZE][STATIC_SIZE] = {
{0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18,
19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31},
{1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
0, 0, 0, 0, 0, 0, 0, 0, 0, 0},
{2, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
0, 0, 0, 0, 0, 0, 0, 0, 0, 0},
{3, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
0, 0, 0, 0, 0, 0, 0, 0, 0, 0},
{4, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
0, 0, 0, 0, 0, 0, 0, 0, 0, 0},
{5, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
0, 0, 0, 0, 0, 0, 0, 0, 0, 0},
{6, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
0, 0, 0, 0, 0, 0, 0, 0, 0, 0},
{7, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
0, 0, 0, 0, 0, 0, 0, 0, 0, 0},
{8, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
0, 0, 0, 0, 0, 0, 0, 0, 0, 0},
{9, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
0, 0, 0, 0, 0, 0, 0, 0, 0, 0},
{10, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
0, 0, 0, 0, 0, 0, 0, 0, 0, 0},
{11, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
0, 0, 0, 0, 0, 0, 0, 0, 0, 0},
{12, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
0, 0, 0, 0, 0, 0, 0, 0, 0, 0},
{13, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
0, 0, 0, 0, 0, 0, 0, 0, 0, 0},
{14, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
0, 0, 0, 0, 0, 0, 0, 0, 0, 0},
{15, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
0, 0, 0, 0, 0, 0, 0, 0, 0, 0},
{16, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
0, 0, 0, 0, 0, 0, 0, 0, 0, 0},
{17, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
0, 0, 0, 0, 0, 0, 0, 0, 0, 0},
{18, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
0, 0, 0, 0, 0, 0, 0, 0, 0, 0},
{19, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
0, 0, 0, 0, 0, 0, 0, 0, 0, 0},
{20, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
0, 0, 0, 0, 0, 0, 0, 0, 0, 0},
{21, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
0, 0, 0, 0, 0, 0, 0, 0, 0, 0},
{22, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
0, 0, 0, 0, 0, 0, 0, 0, 0, 0},
{23, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
0, 0, 0, 0, 0, 0, 0, 0, 0, 0},
{24, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
0, 0, 0, 0, 0, 0, 0, 0, 0, 0},
{25, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
0, 0, 0, 0, 0, 0, 0, 0, 0, 0},
{26, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
0, 0, 0, 0, 0, 0, 0, 0, 0, 0},
{27, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
0, 0, 0, 0, 0, 0, 0, 0, 0, 0},
{28, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
0, 0, 0, 0, 0, 0, 0, 0, 0, 0},
{29, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
0, 0, 0, 0, 0, 0, 0, 0, 0, 0},
{30, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
0, 0, 0, 0, 0, 0, 0, 0, 0, 0},
{31, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
0, 0, 0, 0, 0, 0, 0, 0, 0, 0}};
/* Fast version for strings up to STATIC_SIZE characters */
int4
levenshtein_distance(text *s1, text *s2) {
register int i, j, l, m, n, add, rows, columns;
columns = VARSIZE(s1) - VARHDRSZ + 1;
rows = VARSIZE(s2) - VARHDRSZ + 1;
/* Use slower dynamically allocated version for larger strings */
if (columns > STATIC_SIZE || rows > STATIC_SIZE)
return levenshtein_distance_dynamic(s1, s2);
for (j=1; j<rows; ++j) {
for (i=1; i<columns; ++i) {
if (VARDATA(s1)[i-1] == VARDATA(s2)[j-1]) add=0; else add=1;
m = 1 + static_array[j-1][i];
l = 1 + static_array[j][i-1];
n = add + static_array[j-1][i-1];
static_array[j][i] = (m < l ? (m < n ? m : n): (l < n ? l : n));
} /* next column (i) */
} /* next row (j) */
return static_array[rows-1][columns-1];
} /* end levenshtein_distance(text *s1, text *s2) */
int4
levenshtein_distance_dynamic(text *s1, text *s2) {
register int i, j, l, m, n, add, rows, columns, out;
int4 *dynamic_array;
columns = VARSIZE(s1) - VARHDRSZ + 1;
rows = VARSIZE(s2) - VARHDRSZ + 1;
dynamic_array = (int4 *) palloc(rows * columns * sizeof(int4));
if (dynamic_array == NULL) return -1;
for (i=0; i<columns; ++i) dynamic_array[i] = i;
for (j=0; j<rows; ++j) dynamic_array[j*columns] = j;
for (j=1; j<rows; ++j) {
for (i=1; i<columns; ++i) {
if (VARDATA(s1)[i-1] == VARDATA(s2)[j-1]) add=0; else add=1;
m = 1 + dynamic_array[(j-1)*columns+i];
l = 1 + dynamic_array[j*columns+i-1];
n = add + dynamic_array[(j-1)*columns+i-1];
dynamic_array[j*columns+i] =
(m < l ? (m < n ? m : n): (l < n ? l : n));
} /* next column (i) */
} /* next row (j) */
out = dynamic_array[(rows-1)*columns+columns-1];
pfree(dynamic_array);
return out;
} /* end levenshtein_distance_dynamic(text *s1, text *s2) */
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Timothy H. Keitt
Department of Ecology and Evolution
State University of New York at Stony Brook
Stony Brook, New York 11794 USA
Phone: 631-632-1101, FAX: 631-632-7626
http://life.bio.sunysb.edu/ee/keitt/
