Reputation: 2137
I'm trying to do a string compare in C# with some allowance for error. For example, if my search term is "Welcome", but if my comparison string (generated through OCR) is "We1come" and my error allowance is 20%, that should match. That part isn't so difficult using something like the Levenshtein algorithm. The hard part is making it work within a larger block of text, like a regular expression. For example, maybe my OCR result is "Hello. My name is Ben. We1come to my StackOverflow question.", I would like to pick out that We1come as a good result compared to my search term.
Upvotes: 2
Views: 280
Reputation: 848
Took quite a while, but this works well. Fun problem :)
string PossibleString = PossibleString.ToString().ToLower();
string StaticText = StaticText.ToLower();
decimal PossibleStringLength = (PossibleString.Length);
decimal StaticTextLength = (StaticText.Length);
decimal NumberOfErrorsAllowed = Math.Round((StaticTextLength * (ErrorAllowance / 100)), MidpointRounding.AwayFromZero);
int LevenshteinDistance = LevenshteinAlgorithm(StaticText, PossibleString);
string PossibleResult = string.Empty;
if (LevenshteinDistance == PossibleStringLength - StaticTextLength)
{
// Perfect match. no need to calculate.
PossibleResult = StaticText;
}
else
{
int TextLengthBuffer = (int)StaticTextLength - 1;
int LowestLevenshteinNumber = 999999;
for (int i = 0; i < 3; i++) // Check for best results with same amount of characters as expected, as well as +/- 1
{
for (int e = TextLengthBuffer; e <= (int)PossibleStringLength; e++)
{
string possibleResult = (PossibleString.Substring((e - TextLengthBuffer), TextLengthBuffer));
int lAllowance = (int)(Math.Round((possibleResult.Length - StaticTextLength) + (NumberOfErrorsAllowed), MidpointRounding.AwayFromZero));
int lNumber = LevenshteinAlgorithm(StaticText, possibleResult);
if (lNumber <= lAllowance && ((lNumber < LowestLevenshteinNumber) || (TextLengthBuffer == StaticText.Length && lNumber <= LowestLevenshteinNumber)))
{
PossibleResult = possibleResult;
LowestLevenshteinNumber = lNumber;
}
}
TextLengthBuffer++;
}
}
public static int LevenshteinAlgorithm(string s, string t)
{
int n = s.Length;
int m = t.Length;
int[,] d = new int[n + 1, m + 1];
if (n == 0)
{
return m;
}
if (m == 0)
{
return n;
}
for (int i = 0; i <= n; d[i, 0] = i++)
{
}
for (int j = 0; j <= m; d[0, j] = j++)
{
}
for (int i = 1; i <= n; i++)
{
for (int j = 1; j <= m; j++)
{
int cost = (t[j - 1] == s[i - 1]) ? 0 : 1;
d[i, j] = Math.Min(
Math.Min(d[i - 1, j] + 1, d[i, j - 1] + 1),
d[i - 1, j - 1] + cost);
}
}
return d[n, m];
}
Upvotes: 1
Reputation: 43053
If it is somehow predictable how the OCR can miss letters, I would replace the letters in the search with misses.
If the search is Welcome
, the regex would be (?i)We[l1]come
.
Upvotes: 0