public static NRCRecord FindRecord(this INRCDictionary dictionary, IWordItem word)
{
NRCRecord nrcRecord = null;
foreach (var text in word.GetPossibleText())
{
nrcRecord = dictionary.FindRecord(text);
if (nrcRecord != null)
{
break;
}
}
if (nrcRecord == null)
{
return(null);
}
nrcRecord = (NRCRecord)nrcRecord.Clone();
if (word.Relationship?.Inverted != null)
{
nrcRecord.Invert();
}
return(nrcRecord);
}
private void PopulateAttributes(SentimentVector vector, WordEx word, IWordItem original)
{
var record = nrcDictionary.FindRecord(word);
vector.ExtractData(record);
word.Emotions = record?.GetDefinedCategories().ToArray();
word.Attributes = original.Inquirer.Records.SelectMany(item => item.Description.Attributes).ToArray();
}
public void Save(ProcessingContext context)
{
var vector = new SentimentVector();
if (ExtractStyle)
{
foreach (var word in context.Processed.Words)
{
vector.ExtractData(dictionary.FindRecord(word));
}
}
lock (csvDataOut)
{
csvDataOut.WriteField(context.Original.Id);
csvDataOut.WriteField(context.Original.DocumentTime);
csvDataOut.WriteField(context.Original.Stars);
csvDataOut.WriteField(context.Adjustment.Rating.StarsRating);
csvDataOut.WriteField(context.Review.GetAllSentiments().Length);
if (ExtractStyle)
{
csvDataOut.WriteField(vector.Anger);
csvDataOut.WriteField(vector.Anticipation);
csvDataOut.WriteField(vector.Disgust);
csvDataOut.WriteField(vector.Fear);
csvDataOut.WriteField(vector.Joy);
csvDataOut.WriteField(vector.Sadness);
csvDataOut.WriteField(vector.Surprise);
csvDataOut.WriteField(vector.Trust);
csvDataOut.WriteField(vector.Total);
}
csvDataOut.NextRecord();
csvDataOut.Flush();
}
if (Debug)
{
resultsWriter.WriteObject(context.Processed);
}
}
public static SentimentVector Extract(this INRCDictionary dictionary, IEnumerable <WordEx> words)
{
if (dictionary is null)
{
throw new ArgumentNullException(nameof(dictionary));
}
if (words is null)
{
throw new ArgumentNullException(nameof(words));
}
var vector = new SentimentVector();
foreach (var word in words)
{
vector.ExtractData(dictionary.FindRecord(word));
}
return(vector);
}
public static void ExtractToVector(this INRCDictionary dictionary, SentimentVector vector, IEnumerable <IWordItem> words)
{
if (dictionary is null)
{
throw new ArgumentNullException(nameof(dictionary));
}
if (vector is null)
{
throw new ArgumentNullException(nameof(vector));
}
if (words is null)
{
throw new ArgumentNullException(nameof(words));
}
foreach (var word in words)
{
vector.ExtractData(dictionary.FindRecord(word));
}
}
public DocumentStyle Extract()
{
TextBlock text = new TextBlock(tagger, inquirer, frequency, document.Sentences.ToArray());
var style = new DocumentStyle();
style.Obscrunity = text.VocabularyObscurity.GetData();
style.CharactersSurface = text.Surface.Characters.GetData();
style.SentenceSurface = text.Surface.Sentence.GetData();
style.WordSurface = text.Surface.Words.GetData();
style.Readability = text.Readability.GetData();
style.Syntax = text.SyntaxFeatures.GetData();
foreach (var sentence in document.Sentences.Where(item => item.Words.Count > 0))
{
text = new TextBlock(tagger, inquirer, frequency, new[] { sentence });
var sentenceStyle = new SentenceStyle();
sentenceStyle.Sentence = sentence;
style.Sentences.Add(sentenceStyle);
text.Surface.Words.Load();
sentenceStyle.WordSurface = text.Surface.Words.GetData();
foreach (var word in sentence.Words)
{
var wordStyle = new WordStyle(word);
wordStyle.Inquirer = text.InquirerFinger.GetData(word);
var record = nrcDictionary.FindRecord(word.Text);
if (record != null)
{
wordStyle.NRC = record;
}
if (wordStyle.HasValue)
{
sentenceStyle.Words.Add(wordStyle);
}
}
}
return(style);
}