public SentimentPredictions()
{
sc = new SpectralClustering();
List <List <int> > rawCommunities = sc.FindCommunities();
SentimentModel model = new SentimentModel(File.ReadAllText("brain.json"));
reviews = ReadFriendshipReviewData.readFileAsReview("friendships.reviews.txt");//.Where(r => r != null).ToList();
for (int i = 0; i < reviews.Count; i++)
{
reviews[i] = model.AnalyseReview(reviews[i]);
}
int communityIndex = 0;
foreach (List <int> community in rawCommunities)
{
foreach (int user in community)
{
reviews[user].community = communityIndex;
}
communityIndex++;
}
foreach (Review user in reviews.Where(u => u.sentiment == Review.Sentiment.blank))
{
PredictSentiment(user);
}
}
private static void FindCommunities()
{
SpectralClustering sc = new SpectralClustering();
foreach (List <int> community in sc.FindCommunities())
{
Console.WriteLine(community.Count);
}
}