code: package zemberek.morphology.ambiguity;
  
  import java.io.IOException;
  import java.nio.charset.StandardCharsets;
  import java.nio.file.Files;
  import java.nio.file.Path;
  import java.util.ArrayList;
  import java.util.Collection;
  import java.util.LinkedHashSet;
  import java.util.List;
  import java.util.function.Predicate;
  import java.util.stream.Collectors;
  import zemberek.langid.LanguageIdentifier;
  import zemberek.morphology.TurkishMorphology;
  import zemberek.morphology.analysis.WordAnalysis;
  import zemberek.morphology.lexicon.RootLexicon;
  import zemberek.tokenization.TurkishSentenceExtractor;
  import zemberek.tokenization.TurkishTokenizer;
  import zemberek.tokenization.Token;
  
  public class AmbiguityScriptsBase {
  
    LanguageIdentifier identifier;
    Collection<Predicate<WordAnalysis>> acceptWordPredicates = new ArrayList<>();
    Collection<Predicate<String>> ignoreSentencePredicates = new ArrayList<>();
    TurkishMorphology morphology;
  
    public AmbiguityScriptsBase() throws IOException {
      try {
        identifier = LanguageIdentifier.fromInternalModelGroup("tr_group");
      } catch (IOException e) {
        e.printStackTrace();
      }
      this.morphology = TurkishMorphology.create(RootLexicon.builder()
          .addTextDictionaryResources(
              "tr/master-dictionary.dict",
              "tr/non-tdk.dict",
              "tr/proper.dict",
              "tr/proper-from-corpus.dict",
              "tr/abbreviations.dict",
              "tr/person-names.dict"
          ).build());
    }
  
    Predicate<WordAnalysis> hasAnalysis() {
      return WordAnalysis::isCorrect;
    }
  
    Predicate<WordAnalysis> maxAnalysisCount(int i) {
      return p -> p.analysisCount() <= i;
    }
  
    Predicate<String> contains(String s) {
      return p -> p.contains(s);
    }
  
    Predicate<String> probablyNotTurkish() {
      return p -> !identifier.identify(p).equals("tr");
    }
  
    Predicate<String> tooMuchNumberAndPunctuation(int k) {
      return p -> TurkishTokenizer.DEFAULT.tokenize(p).stream()
          .filter(s -> s.getType() == Token.Type.Punctuation || s.getType() == Token.Type.Number)
          .count() > k;
    }
  
    Predicate<String> tooLongSentence(int tokenCount) {
      return p -> p.split("[ ]+").length > tokenCount;
    }
  
    LinkedHashSet<String> getAccpetableSentences(List<String> strings) {
      List<String> normalized = new ArrayList<>();
      for (String sentence : strings) {
        sentence = sentence.replaceAll("\\s+|\\u00a0+|\\u200b+", " ");
        sentence = sentence.replaceAll("[\\u00ad]", "");
        normalized.add(sentence);
      }
  
      LinkedHashSet<String> toProcess = new LinkedHashSet<>();
      for (String s : normalized) {
        boolean ok = true;
        for (Predicate<String> ignorePredicate : ignoreSentencePredicates) {
          if (ignorePredicate.test(s)) {
            ok = false;
            break;
          }
        }
        if (ok) {
          toProcess.add(s);
        }
      }
      return toProcess;
    }
  
    List<List<String>> group(List<String> lines, int blockCount) {
      List<List<String>> result = new ArrayList<>();
      if (lines.size() <= blockCount) {
        result.add(new ArrayList<>(lines));
        return result;
      }
      int start = 0;
      int end = start + blockCount;
      while (end < lines.size()) {
        result.add(new ArrayList<>(lines.subList(start, end)));
        start = end;
        end = start + blockCount;
        if (end >= lines.size()) {
          end = lines.size();
          ArrayList<String> l = new ArrayList<>(lines.subList(start, end));
          if (l.size() > 0) {
            result.add(l);
          }
          break;
        }
      }
      return result;
    }
  
    LinkedHashSet<String> getSentences(Path p) throws IOException {
      List<String> lines = Files.readAllLines(p, StandardCharsets.UTF_8).stream()
          .filter(s -> !s.startsWith("<"))
          .collect(Collectors.toList());
      return new LinkedHashSet<>(TurkishSentenceExtractor.DEFAULT.fromParagraphs(lines));
    }
  }
  