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Businesses often track a variety of period-to-date measurements. Examples include month-todate orders by customer, along with quarter-to-date, year-to-date, and lifetime-to-date versions. These measurements are similar to balance measurements in several ways. Like a balance, they measure the cumulative effect of activities, rather than activities themselves. Also, like a balance, these facts are not additive across the time dimension. It makes no sense to add together lifetime-to-date order dollars for a customer across two successive days. Period-to-date measurements are not usually stored in transaction fact tables, for the same reason that balance measurements are not stored with transactions. It would be impossible to determine the period-to-date status at a particular point in time unless there happens to be a transaction, and if there are two transactions on a single day, both will have the period-to-date value, risking double-counting. A snapshot fact table is the logical home for period-to-date measurements. It is sampled on a regular basis, in the same way that a useful period-to-date measurement is sampled, and it is defined by a specific combination of dimensions, in the same way the period-todate measurement is defined. The period component of the grain statement describes the point in time at which the measurement is collected; the other dimensions describe the entity being measured. For example, the fact table in Figure 11-4 contains one row per

// create a queue connection QueueConnection qconn = qconnf.createQueueConnection(); // create a queue session QueueSession qsess = qconn.createQueueSession( false, Session.AUTO_ACKNOWLEDGE); // lookup the queue object Queue queue = (Queue) ctx.lookup(QUEUE); // create a queue sender QueueSender qsend = qsess.createSender(queue); qsend.setDeliveryMode(DeliveryMode.NON_PERSISTENT); // start the connection qconn.start(); // get the number of messages to send int numMsgs = (args.length > 0) new Integer(args[0]).intValue() : 10; // create messages Message msg = qsess.createMessage(); TextMessage tmsg = qsess.createTextMessage(); ObjectMessage omsg = qsess.createObjectMessage(); Hashtable hTable = new Hashtable(); log("Started."); // send the messages for (int i=0,j=0,k=0; i < numMsgs; i++) { j++;k++; //Increment counters if (k == 1) { tmsg.setText("News item #"+(i+1)); // randomly set the Interesting property to true or false tmsg.setBooleanProperty("Interesting",((j==3) true:false)); log(tmsg.getText()+((j==3) " (Interesting)":"")); qsend.send(tmsg); } else { hTable.clear(); hTable.put("symbol","ucny"); hTable.put("bid",new String(""+(100+i))); hTable.put("ask",new String(""+(100+i+1))); omsg.setObject(hTable); // randomly set the Interesting property to true or false omsg.setBooleanProperty("Interesting",((j==3) true:false)); log(hTable+((j==3) " (Interesting)":"")); qsend.send(omsg); k=0; //reset counter } if (j==3) j=0; } // create a couple of close messages tmsg.setText("***CLOSE***");

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account sampled at the end of each month. Several period-to-date facts could be stored, including year-, quarter-, and month-to-date deposits, fees, and withdrawals. Do not confuse the period component of the snapshot definition with the period being summarized by a period-to-date measurement. The period component of the snapshot grain describes the frequency at which the measurements are sampled. A monthly snapshot can sample quarter-to-date, year-to-date, or lifetime-to date measurements. It should be the case, however, that the remaining dimensions that define the snapshot grain also define the periodto-date measurements. In the case of an account snapshot, stored period-to-date measurements should also describe accounts. This ensures that the period-to-date measurement will remain additive across dimensions other than time. A period-to-date measurement at a higher level of summarization, such as branch, would not be additive since it would repeat for multiple accounts held at the same branch.

// set the Interesting property to true on this one tmsg.setBooleanProperty("Interesting", true); log(tmsg.getText()+" (Interesting)"); qsend.send(tmsg); // set the Interesting property to false on this one tmsg.setBooleanProperty("Interesting", false); log(tmsg.getText()); qsend.send(tmsg); // close up qsend.close(); qsess.close(); qconn.close(); ctx.close(); log("Finished."); } private static void log(String msg) { System.out.println(new java.util.Date()+" "+THIS+" "+msg); } }

The second stored procedure, the nested stored procedure, is not business-oriented unlike the caller stored procedure, the nested stored procedure does not implement the business rule. It simply loops through the records in the temporary table (which was created in the calling stored procedure) and assembles them into a single varchar variable:

The monthly snapshot of account balance may raise a question Instead of recording the snapshot period with a month dimension, why not simply record the date on which the snapshot was taken In the case of the monthly snapshot, this date would be the last day of the month the date on which the balance is sampled This approach is valid and used by many schema designers It may simplify the configuration of some query and reporting tools, particularly those that are not well equipped to handle conformed dimensions such as month and day However, associating a date with a monthly snapshot also has some drawbacks Most importantly, there will be many days in this dimension table roughly 29 out of every 30 for which there is no snapshot data This can lead to tremendous confusion on the part of users or developers attempting to assemble queries.

Here is the code for the receiving client. Note that the receiving client has been coded by implementing a message listener:

package javaee.architect; import javax.naming.*; import javax.jms.*; public class PTPReceive implements MessageListener { private static final String THIS = "PTPReceive"; public static final String JMS_FACTORY = "myQueueConnectionFactory"; public static final String QUEUE = "myQueue1"; private InitialContext ctx; protected QueueConnectionFactory qconnf; protected QueueConnection qconn; protected QueueSession qsess; protected Queue queue; protected QueueReceiver qrecv; private boolean quit = false; public boolean ready; public static void main(String[] args) throws Exception { // instantiate the receiver, if there is no argument // pass a null to the constructor. PTPReceive rec = new PTPReceive(args.length>0 args[0]:null); // if constructor code does not initialize, we exit. if (!rec.ready) { log("Not ready to receive messages.");

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