/// <summary>
/// This method generates synonyms
/// </summary>
/// <author>
/// This code with libraries in TOOLSWord2vec.Tools-master
/// was programmed by GitHub user: GuntaButya
/// Link to GitHub code: https://github.com/GuntaButya/Word2Vec.Net-CSharp
/// </author>
/// <param name="path">This file is located in Models file</param>
public static Dictionary <string, string> UseWord2Vec(string path, string[] words)
{
Dictionary <string, string> replacedWords = new Dictionary <string, string>();
var vocabulary = new Word2VecTextReader().Read(path);
foreach (string word in words)
{
int count = 10;
var closest = vocabulary.Distance(word, count);
foreach (var neightboor in closest)
{
if ((neightboor.Representation.WordOrNull.ToLower() == neightboor.Representation.WordOrNull) &&
(neightboor.Representation.WordOrNull != null) &&
(
(word.StartsWith("ne") && neightboor.Representation.WordOrNull.StartsWith("ne")) ||
(!word.StartsWith("ne") && !neightboor.Representation.WordOrNull.StartsWith("ne"))
)
)
{
if (!replacedWords.ContainsKey(word))
{
replacedWords.Add(word, neightboor.Representation.WordOrNull);
if (word != word.ToLower() && !replacedWords.ContainsKey(word.ToLower()))
{
replacedWords.Add(word.ToLower(), neightboor.Representation.WordOrNull);
}
}
break;
}
}
}
return(replacedWords);
}
public void CheckVocublary(string W2Vlocation)
{
Vocabulary W2Vvocublary = new Word2VecTextReader().Read(W2Vlocation);
foreach (var ky in dictwords)
{
Console.WriteLine("-------- " + ky.Key + " --------");
int i = 0;
foreach (string kyw in ky.Value.Keys)
{
if (!W2Vvocublary.ContainsWord(kyw))
{
Console.WriteLine(i++ + kyw);
}
}
}
}
