public IEnumerable <string> Preprocess(IEnumerable <string> words)
{
List <string> wordsInBasicForm;
using (var hunspell = new Hunspell("Dictionaries/ru_RU.aff", "Dictionaries/ru_RU.dic"))
{
wordsInBasicForm = (from word in words
select hunspell.Stem(word).Any()
? hunspell.Stem(word).First()
: word).ToList();
}
return(wordsInBasicForm);
}
public Result <string> Normalize(string word)
{
try
{
var lowered = word.ToLower();
var stemmed = hunspell.Stem(lowered);
return(stemmed.Count != 0
? hunspell.Stem(word.ToLower())[0]
: lowered);
}
catch (Exception e)
{
return(Result.Fail <string>(e.Message));
}
}
private bool IsVerb(string word)
{
var verbConsonants = new[] { 'с', 'з' };
var verbSuffixes = new[] { "ть", "чь", "тся", "ться", "чься" };
if (word.Length < 3)
{
return(false);
}
var stems = hunspell.Stem(word);
if (!stems.Any())
{
return(false);
}
var stem = stems[0];
if (verbSuffixes.Any(verbSuffix => stem.EndsWith(verbSuffix) && (vowels.Contains(stem[stem.Length - verbSuffix.Length - 1]) || verbConsonants.Contains(stem[stem.Length - verbSuffix.Length - 1]))))
{
return(true);
}
verbSuffixes = new[] { "ти", "тись" };
if (verbSuffixes.Any(verbSuffix => stem.EndsWith(verbSuffix) && (!vowels.Contains(stem[stem.Length - verbSuffix.Length - 1]))))
{
return(true);
}
return(false);
}
public virtual IEnumerable <(string word, int count)> GetAllWords(IEnumerable <string> text)
{
using (var hunspell = new Hunspell("ru_RU.aff", "ru_RU.dic"))
{
var result = new Dictionary <string, int>();
foreach (var word in text.SelectMany(SplitToWords))
{
if (string.IsNullOrEmpty(word))
{
continue;
}
var stems = hunspell.Stem(word);
var stem = stems.Any() ? stems[0] : word;
if (!result.TryGetValue(stem, out var count))
{
count = 0;
}
result[stem] = count + 1;
}
return(result
.Select(kvp => (kvp.Key, kvp.Value)));
}
}
private static List <string> Synonyms(string word)
{
var result = new List <string>();
var thes = new MyThes(DatFilePath);
using (var hunspell = new Hunspell(AffFilePath, DictionaryFilePath))
{
var stemmedWordResult = hunspell.Stem(word);
if (stemmedWordResult.Any())
{
var stemmedWord = stemmedWordResult.FirstOrDefault();
if (!string.IsNullOrEmpty(stemmedWord))
{
var thesaurusResult = thes.Lookup(stemmedWord);
if (thesaurusResult != null && thesaurusResult.Meanings != null && thesaurusResult.Meanings.Any())
{
thesaurusResult.Meanings.ForEach(m => m.Synonyms
.Where(s => s.ToLower() != stemmedWord.ToLower())
.Where(s => s.ToLower() != word.ToLower())
.ToList()
.ForEach(s => result.Add(s.ToLower()))
);
}
}
}
}
return(result);
}
private Result <List <string> > PrepareWords(IEnumerable <string> words)
{
var dir = Path.Combine(Directory.GetCurrentDirectory(), "Resources", "HunspellDicts", "Russian");
var affFile = Path.Combine(dir, "ru.aff");
var dictFile = Path.Combine(dir, "ru.dic");
var hunspellDictsPresent = CheckIfHunspellDictsPresent(affFile, dictFile);
if (!hunspellDictsPresent.IsSuccess)
{
return(hunspellDictsPresent);
}
var preprocessedWords = new List <string>();
using (var hunspell = new Hunspell(affFile, dictFile))
{
foreach (var word in words)
{
var lemma = hunspell.Stem(word).FirstOrDefault();
if (lemma != null && CheckIfWordMeetsAllRequirements(lemma))
{
preprocessedWords.Add(lemma.ToLower());
}
}
}
return(preprocessedWords);
}
public IEnumerable <string> Find(IEnumerable <string> words)
{
using (var hunspell = new Hunspell("en_US.aff", "en_US.dic"))
foreach (var word in words)
{
var stem = hunspell.Stem(word);
yield return(stem.Count == 0 ? word : stem[0]);
}
}
public Result <string> Process(string word)
{
var result = hunspell.Stem(word).FirstOrDefault();
if (result == null)
{
return(new Result <string>("HUnspell error: no such infinitive words found"));
}
return(new Result <string>(null, result));
}
public WordsFilter Normalize(Hunspell hunspell)
{
transformations.Add(word =>
{
var stemResult = hunspell.Stem(word);
return(stemResult.Count == 0 ? word : stemResult.First());
});
return(Normalize());
}
private static IEnumerable <string> StemWords(IEnumerable <string> words)
{
using (var hunspell = new Hunspell(AffFile, DictFile))
{
foreach (var word in words)
{
var stems = hunspell.Stem(word);
yield return(stems.Count > 0 ? stems[0] : word);
}
}
}
public IEnumerable <string> GetNormalizedWords(IEnumerable <string> text, HashSet <string> boringWords,
Hunspell hunspell)
{
return(from line in text
from word in line
.Split()
.Select(TrimPunctuation)
.Where(w => w.Length > 0)
let stemResult = hunspell.Stem(word)
select stemResult.Count > 0 ? stemResult[0] : word.ToLower()
into normalizedWord
where hunspell.Spell(normalizedWord) && !boringWords.Contains(normalizedWord)
select normalizedWord);
}
public IEnumerable <string> Prepare(IEnumerable <string> wordFlow)
{
var result = new List <string>();
using (var hunspell = new Hunspell("ru_RU.aff", "ru_RU.dic"))
{
foreach (var word in wordFlow)
{
var stem = hunspell.Stem(word);
result.Add(stem.Any() ? stem.First() : word);
}
}
return(result);
}
public WordsFilter Normalize()
{
if (hunspell != null)
{
transformations.Add(word =>
{
var stemResult = hunspell.Stem(word);
return(stemResult.Count == 0 ? word : stemResult.First());
});
}
transformations.Add(word => word.ToLower());
return(this);
}
public IEnumerable <string> PrepareTags(IEnumerable <string> tags)
{
using (var hunspell = new Hunspell(Resources.en_us_aff, Encoding.UTF8.GetBytes(Resources.en_us_dic)))
{
foreach (var tag in tags)
{
var stems = hunspell.Stem(tag);
if (stems.Any())
{
yield return(stems[0]);
}
else
{
yield return(tag);
}
}
}
}
public static IList <string> SplitToWords(string sentence, bool correct = false)
{
//if (lemmatize)
//{
// return DoLemmatize(sentence);
//}
var words = SplitToWordsNoLemmatize(sentence);
if (_spell == null)
{
_spell = new Hunspell("en_us.aff", "en_us.dic");
}
var stems = new List <string>();
foreach (var word in words)
{
var tmpWord = _multipleCharacterRegex.Replace(word, "$1$1");
if (correct)
{
var correctlySpelled = _spell.Spell(word);
if (!correctlySpelled)
{
var tmp = _spell.Suggest(word);
if (tmp != null && tmp.Count == 1)
{
tmpWord = tmp[0];
}
}
}
var wordStems = _spell.Stem(tmpWord);
if (wordStems.Count > 0)
{
stems.AddRange(wordStems);
}
else
{
stems.Add(word);
}
}
return(stems);
}
public WordPreprocessing IgnoreInvalidWords()
{
using (Hunspell hunspell = new Hunspell("ru_RU.aff", "ru_RU.dic"))
{
//Words = Words.Where(w => hunspell.Spell(w)); // Hunspell выдает какие-то странные ошибки в linq
//Words = Words.Select(w => hunspell.Stem(w)[0]).Where(w => !string.IsNullOrEmpty(w));
var newWords = new List <string>();
foreach (var word in Words)
{
var stem = hunspell.Stem(word);
if (stem.Count > 0)
{
newWords.Add(stem[0]);
}
}
Words = newWords;
}
return(this);
}
public WordPreprocessing IgnoreInvalidWords()
{
Words = Words.Then(words =>
{
using (Hunspell hunspell = new Hunspell("ru_RU.aff", "ru_RU.dic"))
{
var newWords = new List <string>();
foreach (var word in words)
{
var stem = hunspell.Stem(word);
if (stem.Count > 0)
{
newWords.Add(stem[0]);
}
}
return(newWords as IEnumerable <string>);
}
}).RefineError("Hunspell didn't find dictionaries");
return(this);
}
private static List <NormalizeToken> normalizeArabic(String input)
{
List <String> stopWords = arabicStopWordArray.ToList <String>();
List <NormalizeToken> list = new List <NormalizeToken>();
using (Hunspell hunspell = new Hunspell(ar_aff_path, ar_dic_path))
{
if (!stopWords.Contains(input))
{
List <string> stems = hunspell.Stem(input);
if (stems.Count == 0)
{
NormalizeToken normalizeToken = new NormalizeToken()
{
source = input,
stem = input,
isEn = false
};
list.Add(normalizeToken);
}
else
{
foreach (string sstem in stems)
{
NormalizeToken normalizeToken = new NormalizeToken()
{
source = input,
stem = sstem,
isEn = false
};
list.Add(normalizeToken);
}
}
}
}
return(list);
}
public Dictionary <string, int> Processing(Dictionary <string, int> stats)
{
var newStats = new Dictionary <string, int>();
using (Hunspell hunspell = new Hunspell("ru_RU.aff", "ru_RU.dic"))
{
foreach (var wordToFrequence in stats)
{
var stem = hunspell.Stem(wordToFrequence.Key).FirstOrDefault();
stem = stem ?? wordToFrequence.Key;
if (newStats.ContainsKey(stem))
{
newStats[stem] += wordToFrequence.Value;
}
else
{
newStats.Add(stem, wordToFrequence.Value);
}
}
}
return(newStats);
}
static void Main(string[] args)
{
using (Hunspell hunspell = new Hunspell("en_us.aff", "en_us.dic"))
{
var correct = hunspell.Spell("houses");
var suggest = hunspell.Suggest("haise");
foreach (var x in suggest)
{
Console.WriteLine(x);
}
}
/*
* var test = new SpellEngineTests();
* test.CreationAndDestructionTest();
* test.FunctionsTest();
* return;
*/
// var test = new HyphenTests();
// test.CreationAndDestructionTest();
// test.MemoryLeakTest();
// test.UnicodeFilenameTest();
// test.GermanUmlautTest();
// test.CyrillicLanguagesTest();
// test.NemethTests();
var test = new HunspellTests();
// test.AllDictionariesTest();
test.SpellComplexWordsTest();
test.AddWordTest();
// test.GermanUmlautTest();
// test.UnicodeFilenameTest();
// test.MemoryLeakTest();
/*
* var test = new InteropTests();
* test.Init();
* test.ArrayInteropTests();
* test.StringInteropTests();
*
*
* Console.WriteLine("");
* Console.WriteLine("Press any key to continue...");
* Console.ReadKey();
*
* return;
*/
Console.WriteLine("NHunspell functions and classes demo");
/*
* Console.WriteLine("Thesaurus with Thes");
* Thes thes = new Thes();
* thes.LoadOpenOffice("th_en_us_new.dat");
*/
Console.WriteLine("");
Console.WriteLine("Thesaurus with Thes");
MyThes thes = new MyThes("th_en_us_new.dat");
using (Hunspell hunspell = new Hunspell("en_us.aff", "en_us.dic"))
{
ThesResult result = thes.Lookup("cars", hunspell);
foreach (ThesMeaning meaning in result.Meanings)
{
Console.WriteLine(" Meaning:" + meaning.Description);
foreach (string synonym in meaning.Synonyms)
{
Console.WriteLine(" Synonym:" + synonym);
}
}
}
Console.WriteLine("");
Console.WriteLine("Spell Check with with Hunspell");
// Important: Due to the fact Hunspell will use unmanaged memory you have to serve the IDisposable pattern
// In this block of code this is be done by a using block. But you can also call hunspell.Dispose()
using (Hunspell hunspell = new Hunspell("en_us.aff", "en_us.dic"))
{
Console.WriteLine("Check if the word 'Recommendation' is spelled correct");
bool correct = hunspell.Spell("Recommendation");
Console.WriteLine("Recommendation is spelled " + (correct ? "correct" : "not correct"));
Console.WriteLine("");
Console.WriteLine("Make suggestions for the word 'Recommendatio'");
List <string> suggestions = hunspell.Suggest("Recommendatio");
Console.WriteLine("There are " + suggestions.Count.ToString() + " suggestions");
foreach (string suggestion in suggestions)
{
Console.WriteLine("Suggestion is: " + suggestion);
}
Console.WriteLine("");
Console.WriteLine("Analyze the word 'decompressed'");
List <string> morphs = hunspell.Analyze("decompressed");
foreach (string morph in morphs)
{
Console.WriteLine("Morph is: " + morph);
}
Console.WriteLine("");
Console.WriteLine("Stem the word 'decompressed'");
List <string> stems = hunspell.Stem("decompressed");
foreach (string stem in stems)
{
Console.WriteLine("Stem is: " + stem);
}
/*
* for (; ; )
* {
* Console.WriteLine("");
* Console.WriteLine("Word1:");
* string word = Console.ReadLine();
* Console.WriteLine("Word2:");
* string word2 = Console.ReadLine();
*
* List<string> generated = hunspell.Generate(word, word2); // Generate("Girl","Boys");
* foreach (string stem in generated)
* {
* Console.WriteLine("Generated is: " + stem);
* }
* }
*/
}
Console.WriteLine("");
Console.WriteLine("Hyphenation with Hyph");
// Important: Due to the fact Hyphen will use unmanaged memory you have to serve the IDisposable pattern
// In this block of code this is be done by a using block. But you can also call hyphen.Dispose()
using (Hyphen hyphen = new Hyphen("hyph_en_us.dic"))
{
Console.WriteLine("Get the hyphenation of the word 'Recommendation'");
HyphenResult hyphenated = hyphen.Hyphenate("Recommendation");
Console.WriteLine("'Recommendation' is hyphenated as: " + hyphenated.HyphenatedWord);
hyphenated = hyphen.Hyphenate("eighteen");
hyphenated = hyphen.Hyphenate("eighteen");
}
Console.WriteLine("");
Console.WriteLine("Press any key to continue...");
Console.ReadKey();
}
public string ConvertWord(string word)
{
return(hunspell.Stem(word).Any() ? hunspell.Stem(word).First() : word);
}
/// <summary>
/// Gets the word stems for the specified word.
/// </summary>
/// <param name="word">The word to find stems for.</param>
/// <returns>The list of stems.</returns>
public List <string> Stem(string word)
{
return(_hunspell.Stem(word));
}
public string GetSynonyms(string query)
{
//var words = query.Split(new char[] {' '});
//for( int i = 0; i < words.Length; i++ )
//{
// var synSetList = wordNet.GetSynSets(words[i]);
// words[i] += "^5";
// if (synSetList.Count == 0)
// {
// continue;
// }
// foreach (var synSet in synSetList)
// {
// var synWords = synSet.Words;
// for( int j = 0; j < synWords.Count; j++)
// {
// if(synWords[j].Contains("_"))
// {
// synWords[j] = synWords[j].Replace("_", " ");
// synWords[j] = "\"" + synWords[j] + "\"";
// }
// }
// var synonyms = string.Join(" ", synWords);
// words[i] += " " + synonyms;
// }
//}
//query = string.Join(" ", words);
//return query;
string expandedQuery = String.Empty;
MyThes thes = new MyThes("th_en_us_new.dat");
using (Hunspell hunspell = new Hunspell("en_AU.aff", "en_AU.dic"))
{
var words = query.Split(new char[] { ' ' }, StringSplitOptions.RemoveEmptyEntries);
for (int i = 0; i < words.Length; i++)
{
List <string> stems = new List <string>();
var word = words[i];
expandedQuery += " " + word + "^5";
var wordStems = hunspell.Stem(word);
if (wordStems.Count > 0)
{
stems.Add(word);
stems.AddRange(wordStems);
}
else
{
stems.Add(word);
}
foreach (var stem in stems)
{
ThesResult tr = thes.Lookup(stem, hunspell);
if (!stem.Equals(word))
{
expandedQuery += " " + stem;
}
if (tr != null && tr.Meanings.Count > 0)
{
foreach (ThesMeaning meaning in tr.Meanings)
{
expandedQuery += " " + string.Join(" ", meaning.Synonyms);
}
}
}
}
}
return(expandedQuery);
}
public List <string> getStems(string word)
{
return(hunspell.Stem(word));
}
public static IEnumerable <string> GetStems(string word)
{
return(HunspellTr.Stem(word));
}
private string ToInitialForm(string word, Hunspell hunspell)
{
var firstForm = hunspell.Stem(word).FirstOrDefault();
return(firstForm ?? word);
}