public List <TFIDFView> CalculateTFIDFWithIDF(Document.TajikDocument documentToCalculate, IDFCategory category = null)
{
List <TFIDFView> tFIDFViews = new List <TFIDFView>();
var wordsOfDocumentToCalculate = documentToCalculate.Sentences.SelectMany(s => s.Words).ToList();
foreach (var wordToCalculate in wordsOfDocumentToCalculate.GroupBy(s => s.Value).Select(s => s.FirstOrDefault()))
{
var tFValue = CalCulateTF(wordToCalculate, documentToCalculate);
double idfValue;
var res = KEAGlobal.Context.Words.FirstOrDefault(s => s.Content == wordToCalculate.Value);
if (res != null)
{
if (category != null)
{
var categoryLink = res.IDFCategoryLinks?.FirstOrDefault(s => s.Category?.Guid == category.Guid);
if (categoryLink != null && categoryLink.IDF > 0)
{
idfValue = categoryLink.IDF;
}
else
{
idfValue = res.CommonIDF;
}
}
else
{
idfValue = res.CommonIDF;
}
}
else
{
List <Document.TajikDocument> documentsDataSet = new List <Document.TajikDocument> {
documentToCalculate
};
idfValue = CalCulateIDF(documentsDataSet, wordToCalculate);
}
tFIDFViews.Add(CalculateTFIDF(wordToCalculate.Value, idfValue, tFValue));
}
return(tFIDFViews);
}
public TF(TajikWord termin, Document.TajikDocument document)
{
Termin = termin;
Document = document;
}
public List <TFIDFView> CalculateTFIDF(List <Document.TajikDocument> documentsDataSet, Document.TajikDocument documentToCalculate)
{
List <TFIDFView> tFIDFViews = new List <TFIDFView>();
var wordsOfDocumentToCalculate = documentToCalculate.Sentences.SelectMany(s => s.Words).ToList();
foreach (var wordToCalculate in wordsOfDocumentToCalculate.GroupBy(s => s.Value).Select(s => s.FirstOrDefault()))
{
var tFValue = CalCulateTF(wordToCalculate, documentToCalculate);
double idfValue = CalCulateIDF(documentsDataSet, wordToCalculate);
tFIDFViews.Add(CalculateTFIDF(wordToCalculate.Value, idfValue, tFValue));
}
return(tFIDFViews);
}
public double CalCulateTF(TajikWord wordToCalculate, Document.TajikDocument documentToCalculate)
{
TF tF = new TF(wordToCalculate, documentToCalculate);
return(tF.CalculateTF());
}