public override IEnumerable <Row> Process(RowSet input, Row outputRow, string[] args)
{
foreach (Row row in input.Rows)
{
String ddate;
DateTime dateObject;
String currentdate = "";
String currenthour = "";
String currentminute = "";
string entityPrintable = "";
CultureInfo cultureInfo = System.Threading.Thread.CurrentThread.CurrentCulture;
TextInfo textInfo = cultureInfo.TextInfo;
string entityOriginal = "";
int userAgeInDays = 0;
//Parse Tweet's createdTime
try
{
ddate = TextFunctions.DateFormatUtc(TextFunctions.Strip(row["tCreatedAt"].ToString()), "0", 0.0);
dateObject = DateTime.Parse(ddate);
currentdate = dateObject.Date.ToString("yyyy-MM-dd");
currenthour = dateObject.ToString("HH");
currentminute = dateObject.ToString("mm");
}
catch (Exception e)
{
continue;
}
//Parse User's createdTime
try
{
userAgeInDays = Convert.ToInt32((dateObject - DateTime.Parse(TextFunctions.DateFormatUtc(TextFunctions.Strip(row["uCreatedAt"].ToString()), "0", 0.0))).TotalDays);
if (userAgeInDays < 30)
{
continue;
}
}
catch (Exception e)
{
continue;
}
string targeturl = TextFunctions.StripChar(row["tUrl"].String).Trim();
string printableUrl = targeturl;
if (targeturl != "")
{
if (targeturl.Contains("http://www."))
{
targeturl = targeturl.Replace("http://www.", "");
}
else if (targeturl.Contains("https://www."))
{
targeturl = targeturl.Replace("https://www.", "");
}
else if (targeturl.Contains("http://"))
{
targeturl = targeturl.Replace("http://", "");
}
else if (targeturl.Contains("https://"))
{
targeturl = targeturl.Replace("https://", "");
}
targeturl = TextFunctions.removeURLAfterHash(targeturl);
}
if (targeturl.Contains("itunes.apple.com"))
{
continue;
}
if (targeturl.Contains("store.apple.com"))
{
continue;
}
int isNews = 0;
if (row["tLinkAnnotations"].String.Contains("newsclassifier.is_news_domain\",\"Value\":\"1\"") && !targeturl.Contains("mtv.com") && !targeturl.Contains("popsugar.com"))
{
isNews = 1;
}
HashSet <string> alreadyPrinted = new HashSet <string>();
string title = TextFunctions.cleanString(TextFunctions.StripChar(row["tTitle"].String)).Trim();
String[] entities = new String[] { row["tNamedEntityFirst"].String.Trim(), row["tNamedEntitySecond"].String.Trim(), row["tNamedEntityThird"].String.Trim() };
String[] entityTypes = new String[] { row["tNamedEntityCategoryFirst"].String.Trim(), row["tNamedEntityCategorySecond"].String.Trim(), row["tNamedEntityCategoryThird"].String.Trim() };
int ctr = -1;
//Process explicit entities
List <Entity> entityList = new List <Entity>();
foreach (string entity in entities)
{
ctr++;
if (entity == "")
{
continue;
}
if (entity.Length < 3)
{
continue;
}
if (entityTypes[ctr] == "DATE" || entityTypes[ctr] == "TIME-POINT" || entityTypes[ctr] == "ZIP")
{
continue;
}
entityOriginal = entity.Replace(" _ ", " ").Trim();
entityPrintable = entityOriginal;
if ((entityOriginal.ToLower() == entityOriginal))
{
entityPrintable = textInfo.ToTitleCase(entityOriginal.ToLower());
}
if (alreadyPrinted.Contains(entityOriginal.ToLower()))
{
continue;
}
alreadyPrinted.Add(entityOriginal.ToLower());
if (IsEntityExtractedFromDomain(targeturl, entityOriginal))
{
continue;
}
Entity explictEntity = new Entity()
{
entity = entityOriginal.ToLower(), entityPrintable = entityPrintable, entitytype = "entity", entitysubtypetype = entityTypes[ctr], entitySource = "Original"
};
entityList.Add(explictEntity);
}
//Process ngrams
string textNgrams = TextFunctions.generateNgrams(row["tText"].String, 1, 4);
string[] tokens = textNgrams.Trim().Split(';');
string typeOfNgramType = "";
string previousEntity = "";
foreach (string token in tokens)
{
if (token.Length < 3)
{
continue;
}
if (token[0] == '#')
{
typeOfNgramType = "hashtag";
}
else if (token[0] == '@')
{
typeOfNgramType = "username";
}
else if (("@" + token) == previousEntity)
{
typeOfNgramType = "username";
}
else
{
typeOfNgramType = "ngram";
}
if (alreadyPrinted.Contains(token.ToLower()))
{
continue;
}
if (IsEntityExtractedFromDomain(targeturl, token))
{
continue;
}
previousEntity = token;
alreadyPrinted.Add(token.ToLower());
Entity tweetTextNGram = new Entity()
{
entity = token.ToLower(), entityPrintable = token, entitytype = typeOfNgramType, entitysubtypetype = string.Empty, entitySource = "Text"
};
entityList.Add(tweetTextNGram);
}
/////////////////////////////HEADLINE/////////////////////// (should be news document's title)
string textNgrams1 = "";
if (isNews == 1)
{
textNgrams1 = TextFunctions.generateNgrams(title, 1, 4);
}
string[] tokens1 = textNgrams1.Trim().Split(';');
foreach (string token in tokens1)
{
if (token.Length < 3)
{
continue;
}
if (token[0] == '#')
{
typeOfNgramType = "hashtag";
}
else if (token[0] == '@')
{
typeOfNgramType = "username";
}
else if (("@" + token) == previousEntity)
{
typeOfNgramType = "username";
}
else
{
typeOfNgramType = "ngram";
}
if (alreadyPrinted.Contains(token.ToLower()))
{
continue;
}
if (IsEntityExtractedFromDomain(targeturl, token))
{
continue;
}
previousEntity = token;
alreadyPrinted.Add(token.ToLower());
Entity titleTextNGram = new Entity()
{
entity = token.ToLower(), entityPrintable = token, entitytype = typeOfNgramType, entitysubtypetype = string.Empty, entitySource = "Title"
};
entityList.Add(titleTextNGram);
}
outputRow["dateCreation"].Set(currentdate);
outputRow["hourCreation"].Set(currenthour);
outputRow["minuteCreation"].Set(currentminute);
outputRow["targeturl"].Set(targeturl);
outputRow["domain"].Set(row["tDomain"].String.Trim());
outputRow["thumbnail"].Set(TextFunctions.ExtractThumbnail(row["tLinkAnnotations"].String));
outputRow["url"].Set(printableUrl);
outputRow["isnewsurl"].Set(isNews);
outputRow["tID"].Set(row["tID"].String);
outputRow["uID"].Set(row["uID"].String);
outputRow["uScreenName"].Set(row["uScreenName"].String);
outputRow["uName"].Set(row["uName"].String);
outputRow["userAgeInDays"].Set(userAgeInDays);
outputRow["sentiment"].Set(0.0);
if (isNews == 1)
{
outputRow["tweettext"].Set(TextFunctions.cleanString(title));
}
else if (row["tDomain"].String == "youtube.com")
{
outputRow["tweettext"].Set(TextFunctions.cleanString(title));
}
else
{
outputRow["tweettext"].Set("");
}
outputRow["tIsRetweet"].Set(row["tIsRetweet"].String);
/////////////////////////new columns/////////////////////////
string text = TextFunctions.normalizedText(TextFunctions.cleanText(row["tText"].String));
outputRow["tText"].Set(text);
row["tText"].CopyTo(outputRow["tRawText"]);
outputRow["tTextFragments"].Set(row["tTextFragments"].String);
outputRow["tPublishTime"].Set(TextFunctions.DateFormatFileUtc(TextFunctions.Strip(row["tCreatedAt"].ToString()), "0", 0.0));
outputRow["tRetweetCount"].Set(row["tRetweetCount"].String);
outputRow["tSpamScore"].Set(row["tSpamScore"].String);
outputRow["uAuthScore"].Set(row["uAuthScore"].String);
outputRow["uFavoritesCount"].Set(row["uFavoritesCount"].String);
outputRow["uFollowersCount"].Set(row["uFollowersCount"].String);
outputRow["uFriendsCount"].Set(row["uFriendsCount"].String);
outputRow["uProfile"].Set(TextFunctions.generateProfile(row["uID"].String, row["uName"].String, row["uScreenName"].String, row["uProfilePage"].String, row["uProfileImageUrl"].String, row["uVerified"].Boolean));
outputRow["uVerified"].Set(row["uVerified"].String);
/////////////////////////new columns end/////////////////////////
foreach (Entity entity in entityList)
{
outputRow["entity"].Set(entity.entity);
outputRow["entityPrintable"].Set(entity.entityPrintable);
outputRow["entitytype"].Set(entity.entitytype);
outputRow["entitysubtypetype"].Set(entity.entitysubtypetype);
outputRow["entitySource"].Set(entity.entitySource);//new column
yield return(outputRow);
}
}
}
