public void Run()
{
try
{
while (true)
{
DateTime start = DateTime.Now;
//Get current tracking filters from database
Console.Write("|");
List<TrackFilter> filters = GetActiveTrackFilters();
Console.Write(".");
HashSet<string> stopwords = GetStopwords();
//Get a batch of tweets
Dictionary<long, string> randomTweetsJson = new Dictionary<long, string>();
Dictionary<long, string> filteredTweetsJson = new Dictionary<long, string>();
GetTweets(filteredTweetsJson, randomTweetsJson);
Console.Write(".");
//Parse the Json
List<Hashtable> filteredTweets = ParseJsonTweets(filteredTweetsJson, onlyExtractWords: false); //Tweets are appended with CREATED_AT_DATETIME
List<Hashtable> randomTweets = ParseJsonTweets(randomTweetsJson, onlyExtractWords: true); //Tweets only contain a "text" field
Console.Write(".");
//Extract (stemmed) words from tweets
WordCount wordCounts = new WordCount();
ExtractWords(randomTweets, wordCounts);
ExtractWords(filteredTweets, wordCounts); //Tweets are appended with a "words" string array
Console.Write(".");
//Insert words into Word and WordScores
Dictionary<string, long> wordIDs = null;
if (wordCounts.HasWords)
wordIDs = InsertWords(wordCounts, stopwords);
Console.Write(".");
if (filteredTweets.Count > 0)
{
//Make note of the time of the last tweet
_lastTweetTime = (DateTime)filteredTweets.Last()[CREATED_AT_DATETIME];
List<Hashtable> filteredTweetsBefore = new List<Hashtable>(filteredTweets);
if (Settings.TweetParser_UseSecondPassFiltering)
{
//Remove the off-topic tweets from further processing
var filterPerf = RemoveOffTopicTweets(filteredTweets, filters); //Tweets are appended with longitude and latitude
Console.Write(".");
//Insert filter performance
InsertFilterPerformance(filterPerf);
Console.Write(".");
}
//Count number of tweets per hour
StoreTweetCountPerHour(filteredTweets, filteredTweetsBefore);
Console.Write(".");
//Extract URLs
ExtractUrls(filteredTweets); //Tweets are appended with a "urls" string array
Console.Write(".");
//Insert into Tweet, TwitterUser, WordTweet, TweetUrl
MySqlCommand bigInsertCommand = BuildInsertSql(filteredTweets, wordIDs, stopwords);
Console.Write(".");
Helpers.RunSqlStatement(Name, bigInsertCommand);
Console.Write(".");
ParseAidrMetatags(filteredTweets);
}
if (filteredTweets.Count + randomTweetsJson.Count > 0)
{
DeleteParsedJsonTweets(randomTweetsJson.Keys.Union(filteredTweetsJson.Keys));
}
Console.WriteLine(".");
//Possibly perform maintenance
PerformMaintenance();
//Wait for up to 30 seconds, unless there are more tweets in the database to process
int runtime = (int)(DateTime.Now - start).TotalMilliseconds;
if (runtime < 30000 && filteredTweetsJson.Count + randomTweetsJson.Count < Settings.TweetParser_BatchSize)
Thread.Sleep(30000 - runtime);
}
}
catch (Exception e)
{
Output.Print(Name, e);
}
}
Dictionary<string, long> InsertWords(WordCount wc, HashSet<string> stopwords)
{
//Get unique words
IEnumerable<string> uniqueWords = wc.GetWords();
if (uniqueWords == null || uniqueWords.Count() == 0)
return new Dictionary<string, long>();
//Insert new words into Word (insert all, skip if exists)
MySqlCommand insertCommand = new MySqlCommand();
StringBuilder insertSql = new StringBuilder();
insertSql.Append("INSERT IGNORE INTO Word (Word) VALUES ");
int i = 0;
foreach (string word in uniqueWords)
{
if (i > 0)
insertSql.Append(",");
string varName = "@w" + i;
insertSql.Append("(");
insertSql.Append(varName);
insertSql.Append(")");
insertCommand.Parameters.AddWithValue(varName, word);
i++;
}
insertSql.AppendLine(";");
Console.Write("'");
insertCommand.CommandText = insertSql.ToString();
Helpers.RunSqlStatement(Name, insertCommand, false);
Console.Write("'");
//Get WordID for each word
//Track keywords may be counted as stopwords if they have been stemmed before insert into WordTweet
MySqlCommand getAllWordsCommand = new MySqlCommand();
StringBuilder selectSql = new StringBuilder();
selectSql.Append(
@"SELECT
Word,
WordID
FROM Word WHERE Word IN (");
Helpers.AppendList(selectSql, getAllWordsCommand, uniqueWords.Cast<object>().ToArray());
selectSql.Append(");");
getAllWordsCommand.CommandText = selectSql.ToString();
Dictionary<string, long> wordIDs = new Dictionary<string, long>();
Helpers.RunSelect(Name, getAllWordsCommand, wordIDs,
(values, reader) => values.Add(reader.GetString("Word"), reader.GetInt64("WordID") ));
Console.Write("'");
if (wordIDs.Count == 0)
return wordIDs; //Empty collection
//Do insert-update into WordScore
StringBuilder sbWordScore = new StringBuilder();
sbWordScore.Append("INSERT INTO WordScore (WordID, Score1h, Score4d) VALUES ");
bool first = true;
//Some UTF16 characters don't end up in wordIDs
foreach (var wordCount in wc.GetWordCounts().Where(n => wordIDs.ContainsKey(n.Key)))
{
if (first)
first = false;
else
sbWordScore.Append(',');
sbWordScore.Append('(');
sbWordScore.Append(wordIDs[wordCount.Key]);
sbWordScore.Append(',');
sbWordScore.Append(wordCount.Value);
sbWordScore.Append(',');
sbWordScore.Append(wordCount.Value);
sbWordScore.Append(')');
}
sbWordScore.Append(" ON DUPLICATE KEY UPDATE Score1h = Score1h + VALUES(Score1h), Score4d = Score4d + VALUES(Score4d);");
Helpers.RunSqlStatement(Name, sbWordScore.ToString(), false);
Console.Write("'");
return wordIDs;
}
void ExtractWords(List<Hashtable> tweets, WordCount wc)
{
foreach (Hashtable tweet in tweets)
{
string text = tweet["text"] as string;
if (text == null || text == "")
{
tweet[IGNORE] = true;
continue;
}
text = Helpers.DecodeEncodedNonAsciiCharacters(text);
string[] wordsInTweet = WordCount.GetWordsInString(text, useStemming: true);
//string[] wordsInTweet = WordCount.GetWordsInStringWithBigrams(text, stopwords, useStemming: true);
if (wordsInTweet.Length == 0)
{
tweet[IGNORE] = true;
continue;
}
string[] uniqueWordsArr = wordsInTweet.Distinct().ToArray();
tweet.Add("words", uniqueWordsArr);
bool isRetweet = text.StartsWith("RT @") || tweet.ContainsKey("retweeted_status") && ((Hashtable)tweet["retweeted_status"]).ContainsKey("id_str");
wc.AddWords(uniqueWordsArr, isRetweet);
}
}
public void SetWords(string words)
{
_words = words.Split(' ');
_stemmedWords = _words.Select(n => WordCount.NaiveStemming(n)).ToArray();
}
Dictionary<string, Word> InsertWords(WordCount wc)
{
//Get unique words
IEnumerable<string> uniqueWords = wc.GetWords();
if (uniqueWords == null || uniqueWords.Count() == 0)
return new Dictionary<string, Word>();
//Insert new words into Word (insert all, skip if exists)
MySqlCommand insertCommand = new MySqlCommand();
StringBuilder insertSql = new StringBuilder();
insertSql.Append("INSERT IGNORE INTO Word (Word) VALUES ");
int i = 0;
foreach (string word in uniqueWords)
{
if (i > 0)
insertSql.Append(",");
string varName = "@w" + i;
insertSql.Append("(");
insertSql.Append(varName);
insertSql.Append(")");
insertCommand.Parameters.AddWithValue(varName, word);
i++;
}
insertSql.AppendLine(";");
Console.Write("'");
insertCommand.CommandText = insertSql.ToString();
Helpers.RunSqlStatement(Name, insertCommand, false);
Console.Write("'");
//Get WordID for each word
//Track keywords may be counted as stopwords if they have been stemmed before insert into WordTweet
MySqlCommand selectCommand = new MySqlCommand();
StringBuilder selectSql = new StringBuilder();
selectSql.Append(
@"SELECT
Word,
Word.WordID
FROM Word left join WordScore on WordScore.WordID = Word.WordID WHERE Word IN (");
AppendList(selectSql, selectCommand, uniqueWords.Cast<object>().ToArray());
selectSql.Append(");");
selectCommand.CommandText = selectSql.ToString();
Dictionary<string, Word> wordIDs = new Dictionary<string, Word>();
Helpers.RunSelect(Name, selectCommand, wordIDs,
(values, reader) => values.Add(reader.GetString("Word"), new Word()
{
ID = reader.GetInt64("WordID")
}));
Console.Write("'");
if (wordIDs.Count == 0)
return wordIDs; //Empty collection
//Do insert-update into WordScore
StringBuilder sbWordScore = new StringBuilder();
sbWordScore.Append("INSERT INTO WordScore (WordID, Score1h, Score4d) VALUES ");
bool first = true;
//Some UTF16 characters don't end up in wordIDs
foreach (var wordCount in wc.GetWordCounts().Where(n => wordIDs.ContainsKey(n.Key)))
{
if (first)
first = false;
else
sbWordScore.Append(',');
sbWordScore.Append('(');
sbWordScore.Append(wordIDs[wordCount.Key].ID);
sbWordScore.Append(',');
sbWordScore.Append(wordCount.Value);
sbWordScore.Append(',');
sbWordScore.Append(wordCount.Value);
sbWordScore.Append(')');
}
sbWordScore.Append(" ON DUPLICATE KEY UPDATE Score1h = Score1h + VALUES(Score1h), Score4d = Score4d + VALUES(Score4d);");
Helpers.RunSqlStatement(Name, sbWordScore.ToString(), false);
Console.Write("'");
//Get wordscores and stopword status for words. Stopwords are never inserted into WordTweet.
Dictionary<long, Word> wordIDsByID = new Dictionary<long, Word>();
foreach (Word word in wordIDs.Values)
wordIDsByID.Add(word.ID, word);
string getScoresSql =
@"SELECT
WordID,
ScoreToIdf(Score4d) as Idf,
coalesce(
if(Word like '#%', 0, null),
(select 0 from TwitterTrackFilter where FilterType = 0 and Word = Word.Word and IsActive limit 1),
Score4d > (select value from Constants where name = 'WordScore4dHigh')
) as IsStopWord
FROM WordScore ws natural join Word WHERE WordID IN (" + string.Join(",", wordIDsByID.Keys.Select(n => n.ToString()).ToArray()) + ");";
Helpers.RunSelect(Name, getScoresSql, wordIDsByID,
(values, reader) =>
{
Word word = values[reader.GetInt64("WordID")];
word.Idf = reader.GetDouble("Idf");
word.IsStopWord = reader.GetBoolean("IsStopword");
});
return wordIDs;
}
void ExtractWords(List<Hashtable> tweets, WordCount wc)
{
foreach (Hashtable tweet in tweets)
{
string text = tweet["text"] as string;
if (text == null || text == "")
continue;
text = Helpers.DecodeEncodedNonAsciiCharacters(text);
string[] wordsInTweet = WordCount.GetWordsInString(text, useStemming: true);
if (wordsInTweet.Length == 0)
continue;
string[] uniqueWordsArr = wordsInTweet.Distinct().ToArray();
tweet.Add("words", uniqueWordsArr);
wc.AddWords(uniqueWordsArr);
}
//Word co-occurrence
/*
* Remove stopwords (maybe do on insert?)
* Record all co-occurrences
*
*
*/
}
