public DaySplitter(UserBehaviorDatabase db, int daysForTesting)
{
int splitDay = db.UserActions.Max(x => x.Day) - daysForTesting;
TrainingDB = db.Clone();
TrainingDB.UserActions.RemoveAll(x => x.Day > splitDay);
TestingDB = db.Clone();
TestingDB.UserActions.RemoveAll(x => x.Day <= splitDay);
// Remove any user-article pairs from the testing set that are also in the training set
TestingDB.UserActions.RemoveAll(test => TrainingDB.UserActions.Any(train => train.UserID == test.UserID && train.ArticleID == test.ArticleID));
}
public UserBehaviorTransformer(UserBehaviorDatabase database)
{
db = database;
}
public UserBehaviorDatabase LoadUserBehaviorDatabase(string file)
{
UserBehaviorDatabase db = new UserBehaviorDatabase();
List <string> lines = File.ReadAllLines(file).ToList();
// Get the indexes of each data section
int tagsIndex = lines.FindIndex(x => x.StartsWith(HeaderTags));
int articlesIndex = lines.FindIndex(x => x.StartsWith(HeaderArticles));
int usersIndex = lines.FindIndex(x => x.StartsWith(HeaderUsers));
int userActionsIndex = lines.FindIndex(x => x.StartsWith(HeaderUserActions));
// Parse out the tags
for (int i = tagsIndex; i < articlesIndex; i++)
{
if (!lines[i].Trim().StartsWith("#") && lines[i].Trim().Length > 0)
{
foreach (string s in lines[i].Split(','))
{
db.Tags.Add(new Tag(s.Trim()));
}
}
}
// Parse out the articles
for (int i = articlesIndex; i < usersIndex; i++)
{
if (!lines[i].Trim().StartsWith("#") && lines[i].Trim().Length > 0)
{
string[] cols = lines[i].Split(',');
List <Tag> tags = new List <Tag>();
for (int c = 2; c < cols.Length; c++)
{
tags.Add(new Tag(cols[c].Trim()));
}
db.Articles.Add(new Article(int.Parse(cols[0].Trim()), cols[1].Trim(), tags));
}
}
// Parse out the users
for (int i = usersIndex; i < userActionsIndex; i++)
{
if (!lines[i].Trim().StartsWith("#") && lines[i].Trim().Length > 0)
{
string[] cols = lines[i].Split(',');
db.Users.Add(new User(int.Parse(cols[0].Trim()), cols[1].Trim()));
}
}
// Parse out the user actions
for (int i = userActionsIndex; i < lines.Count; i++)
{
if (!lines[i].Trim().StartsWith("#") && lines[i].Trim().Length > 0)
{
string[] cols = lines[i].Split(',');
db.UserActions.Add(new UserAction(int.Parse(cols[0].Trim()), cols[1].Trim(), int.Parse(cols[2].Trim()), cols[3].Trim(), int.Parse(cols[4].Trim()), cols[5].Trim()));
}
}
return(db);
}