public Dictionary <string, double> Classify(string text)
{
Dictionary <string, double> score = new Dictionary <string, double>();
foreach (KeyValuePair <string, ICategory> cat in _categories)
{
score.Add(cat.Value.Name, 0.0);
}
EnumerableCategory wordsInFile = new EnumerableCategory("", _excludedWords);
char[] words = text.ToCharArray();
foreach (char word in words)
{
if (!string.IsNullOrWhiteSpace(word.ToString()))
{
wordsInFile.TeachPhrase(word.ToString());
}
}
double maxScore = 0;
foreach (KeyValuePair <string, PhraseCount> kvp1 in wordsInFile)
{
PhraseCount pcInFile = kvp1.Value;
foreach (KeyValuePair <string, ICategory> kvp in _categories)
{
ICategory cat = kvp.Value;
int count = cat.GetPhraseCount(pcInFile.RawPhrase);
if (count > 0)
{
score[cat.Name] += (double)count / (double)cat.TotalWords;
if (score[cat.Name] > maxScore)
{
maxScore = score[cat.Name];
}
}
System.Diagnostics.Trace.WriteLine(pcInFile.RawPhrase.ToString() + "(" +
cat.Name + ")" + score[cat.Name]);
}
}
if (maxScore > 0)
{
Dictionary <string, double> finaScore = new Dictionary <string, double>();
foreach (KeyValuePair <string, double> kv in score)
{
finaScore.Add(kv.Key, kv.Value / maxScore);
}
return(finaScore);
}
//foreach (KeyValuePair<string, ICategory> kvp in m_Categories)
//{
// ICategory cat = kvp.Value;
// score[cat.Name] += (double)cat.TotalWords / (double)this.CountTotalWordsInCategories();
//}
return(score);
}
public string GetPossibleClassify(string text)
{
Dictionary <string, double> score = new Dictionary <string, double>();
foreach (KeyValuePair <string, ICategory> cat in _categories)
{
score.Add(cat.Value.Name, 0.0);
}
EnumerableCategory wordsInFile = new EnumerableCategory("", _excludedWords);
char[] words = text.ToCharArray();
foreach (char word in words)
{
if (!string.IsNullOrWhiteSpace(word.ToString()))
{
wordsInFile.TeachPhrase(word.ToString());
}
}
double maxScore = 0;
string classifyType = "";
foreach (KeyValuePair <string, PhraseCount> kvp1 in wordsInFile)
{
PhraseCount pcInFile = kvp1.Value;
foreach (KeyValuePair <string, ICategory> kvp in _categories)
{
ICategory cat = kvp.Value;
int count = cat.GetPhraseCount(pcInFile.RawPhrase);
if (count > 0)
{
score[cat.Name] += (double)count / (double)cat.TotalWords;
if (score[cat.Name] > maxScore)
{
maxScore = score[cat.Name];
classifyType = cat.Name;
}
}
System.Diagnostics.Trace.WriteLine(pcInFile.RawPhrase.ToString() + "(" +
cat.Name + ")" + score[cat.Name]);
}
}
return(classifyType);
}
public void TeachPhrase(string rawPhrase)
{
if ((null != _mExcluded) && (_mExcluded.IsExcluded(rawPhrase)))
{
return;
}
PhraseCount pc;
string Phrase = DePhrase(rawPhrase);
if (!MPhrases.TryGetValue(Phrase, out pc))
{
pc = new PhraseCount(rawPhrase);
MPhrases.Add(Phrase, pc);
}
pc.Count++;
_totalWords++;
}
