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-rw-r--r--src/Chapter5/trends/ControlChartExample.java144
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diff --git a/src/Chapter5/trends/ControlChartExample.java b/src/Chapter5/trends/ControlChartExample.java
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--- a/src/Chapter5/trends/ControlChartExample.java
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@@ -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));
- }
-
-}