Natural Language Processing Library for Turkish in C#
C#
Latest commit a2a9ba2 Jun 7, 2016 @hrzafer Make some properties of Morpheme public
- Add ImmutableHashSet and ImmutableSortedSet classes
- Try to provide immutability of the Morpheme, Root and Suffix classes

Thus we consider safe to make public those properties. Client code will
get a NotSupportedException when they try to change those properties.

README.md

nuve

Nuve is a Natural Language Processing Library for Turkish. Currently it supports:

  • Morphologic analysis (35K word per second on a i5 2.8 GHz 64 bit machine)
  • Morphologic generation
  • Stemming
  • Sentence (segmentation) boundary detection
  • N-gram extraction

Morphologic Analysis is demonstrated here: http://nuvedemo.apphb.com

Morphologic Generation is demonstrated here: http://fiilcek.apphb.com

Use cases for the above tasks are as follows:

Morphologic Analysis and Stemming

Language tr = LanguageFactory.Create(LanguageType.Turkish);

IList<Word> solutions = tr.Analyze("yolsuzu");

foreach (var solution in solutions)
{
    Console.WriteLine("\t{0}", solution);
    Console.WriteLine("\toriginal:{0} stem:{1}\n",
    solution.GetSurface(),
    solution.GetStem().GetSurface()); //Stemming
}

Output:

    yol/ISIM IY_SIFAT_sUz IC_SAHIPLIK_O_(s)U
    original:yolsuzu stem:yolsuz root:yol/ISIM

    yol/ISIM IY_SIFAT_sUz IC_HAL_BELIRTME_(y)U
    original:yolsuzu stem:yolsuz root:yol/ISIM

Morphologic Generation

//Method 1: Specify the ids of the morphemes that constitute the word
var word1 = tr.Generate("kitap/ISIM", "IC_COGUL_lAr", "IC_SAHIPLIK_BEN_(U)m",
"IC_HAL_BULUNMA_DA","IC_AITLIK_ki", "IC_COGUL_lAr", "IC_HAL_AYRILMA_DAn");

//Method 2: Specify the string representation of the analysis of the word.
string analysis = "kitap/ISIM IC_COGUL_lAr IC_SAHIPLIK_BEN_(U)m";
var word2 = tr.GetWord(analysis);

Console.WriteLine(word1.GetSurface());
Console.WriteLine(word2.GetSurface());

Output:

    kitaplarımdakilerden
    kitaplarım

Use the public bool AddSuffix(Suffix suffix, Language language) method in order to make sure that the word is still valid (for Turkish) after adding the suffix.

Root root = tr.GetRootsHavingSurface("gel").First(); //A Turkish verb root 

var word = new Word(root);

//In Turkish the plural suffix "IC_COGUL_lAr" can not be appended to verbs!
if(!word.AddSuffix(tr.GetSuffix("IC_COGUL_lAr"), tr))
{
    Console.WriteLine("Adding the suffix IC_COGUL_lAr after a verb is not valid!");
    Console.WriteLine(word.GetSurface()); //prints "gel"
}

Sentence Segmentation:

var paragraph = "Prof. Dr. Ahmet Bey 1.6 oranında artış var dedi 2. kez. E-posta adresi ahmet.bilir@prof.dr imiş! Doğru mu?";
ITokenizer tokenizer = new ClassicTokenizer(true);
SentenceSegmenter segmenter = new TokenBasedSentenceSegmenter(tokenizer);
var sentences = segmenter.GetSentences(paragraph);
foreach (string sentence in sentences)
{
    Console.WriteLine(sentence);
}

N-gram Extraction:

string Text1 = "I am Sam";
string Text2 = "Sam I am";
string Text3 = "I do not like green eggs and ham";
int Unigram = 1;
int Bigram = 2;
int Trigram = 3;

var corpus = new NGramDictionary(new NGramExtractor(Unigram, Trigram));
corpus.AddSequence(Text1.Split(null).ToList());
corpus.AddSequence(Text2.Split(null).ToList());
corpus.AddSequence(Text3.Split(null).ToList());

int freq = corpus.GetFrequency("I", "am");

Add to your project

The easiest way to add Nuve in to your project is NuGet

In Visual Studio open Package Manager Console and run the following command:

PM> Install-Package Nuve