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Diffstat (limited to 'src/Chapter5/trends/ControlChartExample.java')
-rw-r--r-- | src/Chapter5/trends/ControlChartExample.java | 144 |
1 files changed, 0 insertions, 144 deletions
diff --git a/src/Chapter5/trends/ControlChartExample.java b/src/Chapter5/trends/ControlChartExample.java deleted file mode 100644 index 2df814f..0000000 --- a/src/Chapter5/trends/ControlChartExample.java +++ /dev/null @@ -1,144 +0,0 @@ -/* TweetTracker. Copyright (c) Arizona Board of Regents on behalf of Arizona State University - * @author shamanth - */ -package Chapter5.trends; - -import java.io.BufferedReader; -import java.io.File; -import java.io.FileInputStream; -import java.io.IOException; -import java.io.InputStreamReader; -import java.text.ParseException; -import java.text.SimpleDateFormat; -import java.util.ArrayList; -import java.util.Collections; -import java.util.Date; -import java.util.HashMap; -import java.util.Set; -import java.util.logging.Level; -import java.util.logging.Logger; -import org.json.JSONArray; -import org.json.JSONException; -import org.json.JSONObject; - -public class ControlChartExample -{ - static final String DEF_INFILENAME = "ows.json"; - static final SimpleDateFormat SDM = new SimpleDateFormat("dd MMM yyyy HH:mm"); - - public JSONArray GenerateDataTrend(String inFilename) - { - BufferedReader br = null; - JSONArray result = new JSONArray(); - HashMap<String,Integer> datecount = new HashMap<String,Integer>(); - try{ - br= new BufferedReader(new InputStreamReader(new FileInputStream(inFilename),"UTF-8")); - String temp = ""; - while((temp = br.readLine())!=null) - { - try { - JSONObject jobj = new JSONObject(temp); - long timestamp = jobj.getLong("timestamp"); - Date d = new Date(timestamp); - String strdate = SDM.format(d); - if(datecount.containsKey(strdate)) - { - datecount.put(strdate, datecount.get(strdate)+1); - } - else - { - datecount.put(strdate, 1); - } - } catch (JSONException ex) { - Logger.getLogger(ControlChartExample.class.getName()).log(Level.SEVERE, null, ex); - } - } - ArrayList<DateInfo> dinfos = new ArrayList<DateInfo>(); - Set<String> keys = datecount.keySet(); - for(String key:keys) - { - DateInfo dinfo = new DateInfo(); - try { - dinfo.d = SDM.parse(key); - } catch (ParseException ex) { - ex.printStackTrace(); - continue; - } - dinfo.count = datecount.get(key); - dinfos.add(dinfo); - } - double mean = this.GetMean(dinfos); - double stddev = this.GetStandardDev(dinfos, mean); - Collections.sort(dinfos); - //Normalize the trend by subtracting the mean and dividing by standard deviation to get a distribution with 0 mean and a standard deviation of 1 - for(DateInfo dinfo:dinfos) - { - try{ - JSONObject jobj = new JSONObject(); - jobj.put("date", SDM.format(dinfo.d)); - jobj.put("count", (dinfo.count-mean)/stddev); - jobj.put("mean", 0); - jobj.put("stdev+3", 3); - jobj.put("stdev-3", -3); - result.put(jobj); - }catch(JSONException ex) - { - ex.printStackTrace(); - } - } - }catch(IOException ex) - { - ex.printStackTrace(); - }finally{ - try { - br.close(); - } catch (IOException ex) { - Logger.getLogger(ControlChartExample.class.getName()).log(Level.SEVERE, null, ex); - } - } - return result; - } - - public double GetStandardDev(ArrayList<DateInfo> dateinfos,double mean) - { - double intsum = 0; - int numperiods = dateinfos.size(); - for(DateInfo dinfo:dateinfos) - { - intsum+=Math.pow((dinfo.count - mean),2); - } -// System.out.println(Math.sqrt((double)intsum/timePeriodCounts.size())); - return Math.sqrt((double)intsum/numperiods); - } - - public double GetMean(ArrayList<DateInfo> dateinfos) - { - int numperiods = dateinfos.size(); - int sum = 0; - for(DateInfo dinfo:dateinfos) - { - sum +=dinfo.count; - } -// System.out.println((double)sum/numPeriods); - return ((double)sum/numperiods); - } - - public static void main(String[] args) - { - ControlChartExample cce = new ControlChartExample(); - String infilename = DEF_INFILENAME; - if(args!=null) - { - if(args.length>=1&&!args[0].isEmpty()) - { - File fl = new File(args[0]); - if(fl.exists()) - { - infilename = args[0]; - } - } - } - System.out.println(cce.GenerateDataTrend(infilename)); - } - -} |