private void DetectBotsAndSave(UserProfileGathering gath, Dictionary <long, double[]> groupmapping, XGBClassifier xgbc, List <UserGet> users)
{
var vectors = users.Select(z => z.ToVector(groupmapping)).ToArray();
var preds = xgbc.Predict(vectors);
_log.Information("Thread {GathId} intended to save {NoBotsUserCount}/{UserCount} accounts", gath.Id, preds.Count(z => z == 0), users.Count);
var tmp = new List <UserGet>();
var isbot = new List <Tuple <int, bool> >();
for (int usr = 0; usr < users.Count; usr++)
{
isbot.Add(new Tuple <int, bool>(users[usr].id, preds[usr] == 1));
if (preds[usr] == 0)
{
tmp.Add(users[usr]);
}
}
if (isbot.Any())
{
_antiBotRepository.SaveUsers(isbot);
}
if (tmp.Any())
{
_repo.SaveUsers(tmp, DateTime.Now);
}
}
