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by dragging a column from the mining model onto a column from the input table or by dragging a column from the input table onto a column from the mining model. In the grid at the bottom of the window, you select the columns for your prediction SELECT statement. You can select a predicted column from the mining model, any column from the input table, or a DMX prediction function. You can also create a computed column by using a custom expression. You can define an alias name for any column, and prediction functions accept input parameters. Using the drop-down list in the top-left corner of the Prediction Query Builder, you can switch between Design, Query, and Result views. In Figure 9-21, the Decision Trees model is selected, the source view (vTargetMail) is used as the input table, and the prediction query includes three columns. The first and second columns are the CustomerKey and LastName attributes from the input table. The third column is the predicted Bike Buyer attribute from the mining model, which shows the predicted value (0 or 1) for cases from the input table. The third column uses the PredictProbability DMX function. The PredictProbability function shows how good a prediction is meaning that it shows the probability that the predicted value is correct. Of course, in a real-life scenario, you would not predict outcome on the input data, where the outcome is known. You would perform predictions on new data for example, on potential customers, to see how likely they are to buy your product. You will create a prediction report on new data in the practice for this lesson. Figure 9-22 shows the results of the example prediction query from Figure 9-21.

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large part of the development process involves removing bugs and resolving other issues in your application. Microsoft Visual Studio and Microsoft ASP.NET provide several tools to support these tasks. These tools allow you to set breakpoints in code, step through your code by using the Integrated Development Environment (IDE), view variable values in watch windows and DataTips, execute code in the command window, and more. These debugging tools work for all the applications you create with Visual Studio, not just websites. Websites do, however, present their own set of challenges. A website runs in a distributed environment in which the network, database, and client are all running on separate processes. This can make it difficult just to get debugging set up and to get the right troubleshooting information from your application and its environment. After you ve developed and tested your application, it s time to deploy it to a production environment. In most real-world scenarios, deployment involves moving an application from a staged area, where users have reviewed and tested its functionality, to one or more production servers. The deployment process can be automated with tools and scripts, managed and governed by IT departments, or deployed directly by developers through Visual Studio. The method you will use to build, verify, and deploy your application really depends on your scenarios, the type of application, and the environment. This chapter explores how you debug, monitor, troubleshoot, and deploy websites. The first lesson covers setting up debugging, creating custom error pages, debugging on a remote server, and debugging client script. The second lesson is about troubleshooting and monitoring a running ASP.NET site. The third lesson explores those tools and features of Visual Studio that make deploying websites easier.

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Exam objectives in this chapter:

You can see, for example, that for the customer with CustomerKey equal to 11001 and last name Huang, the model predicted buying a bike (value 1 in the Bike Buyer column) with more than 93 percent probability.

Lessons in this chapter:

The prediction SELECT statement is just one of several valuable DMX statements that you should master for data mining. DMX is a simple and limited language that resembles SQL. If you know T-SQL, you can probably learn DMX in two or three hours. For details, refer to Data Mining Extensions (DMX) Reference in SQL Server 2008 Books Online (see References). There are two kinds of DMX statements: data definition language (DDL) statements and data manipulation language (DML) statements. The DMX DDL statements include the following:

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Exports a mining model from an SSAS database Imports a mining structure to an existing SSAS database

To complete the lessons in this chapter, you should be familiar with developing applications with Visual Studio by using Microsoft Visual Basic or Microsoft Visual C#. In addition, you should be comfortable with all of the following:

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various application views. Application view controls refer to commands by using the command s name property. To test a command, you may use the RibbonExplorer. To be able to compile the markup, the icon s bitmaps should be put in a location relative to the directory of the markup file. There are two main conventions, the first is to put the icon s bitmap in the same folder of the ribbon markup file, the second is to put all graphics under the res folder and add the res folder prefix to the Image Source file path. To see a command in action, try the following XML text in RibbonExplorer. Make sure that you copy the PasteHS.bmp file to a folder named res that is placed in the same location of the Ribbon XML file.

The Visual Studio 2010 IDE Debugging Windows applications Using Hypertext Markup Language (HTML) and client-side scripting Creating ASP.NET websites and forms

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