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he problem with a number of small databases (and quite probably with many large ones) is that the initial idea of how to record the data is not necessarily the correct one. Often a table or spreadsheet is designed to mimic a possible data entry screen or a hoped-for report. This practice may be adequate for solving the immediate problem (e.g., storing the data somewhere); however, mimicking a data entry screen or report in your database design often causes problems later. It can make it difficult, if not impossible, to get information for different reports or summaries that were not originally envisaged but nevertheless should be available given the data collected. This chapter gives examples drawn from real life to illustrate some very basic types of problems encountered when data is stored in poorly designed spreadsheets or tables. These are real examples that I have encountered in my own design work. They do not come from a textbook or out of an exam paper. Some of the data has been removed or altered to protect the identities of the guilty.

is a cross-platform, graphical, application development toolkit that enables you to compile and run your applications on Windows, Mac OS X, Linux, and different brands of Unix. A large part of Qt is devoted to providing a platform-neutral interface to everything, ranging from representing characters in memory to creating a multithreaded graphical application.

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f you were to walk up to three developers and ask them to describe BizTalk Server, you would undoubtedly receive three different opinions. Here are some of the responses that I ve received from a few of my peers: It s a messaging system for enterprise architecture. BizTalk allows you to connect different entities to one central location. It gives you a method of processing live messages. BTS lets me apply business rules to vendor data. The amazing thing about these answers is that they re all correct. BizTalk Server 2006 is a collection of components that all seek to accomplish one task: integration. In this chapter, we ll take a look at what BizTalk Server can do for an enterprise, and then have a quick tour of its components.

Note Even though Qt was originally developed to help C++ programmers, bindings are available for a

A common problem in database design is the failure to properly deal with keywords and categories. Many database applications involve data that is categorized in some way: products or events may be of interest to certain categories of people; customers may be categorized by age or interest or income (or all three). When entering data, you usually think of an item with its particular list of categories or keywords. However, when you come to preparing reports or doing some analyses, you may need to look at things the other way round. You often want to see a category with a list of all its items or a count of the number of items. For example, you might ask What percentage of our customers are in the high-income bracket If keywords and categories are not stored correctly initially, these reports can become very difficult to produce. Example 1-1 describes a case in which information about how plants are used was recorded in a way that seems reasonable at first glance, but that ultimately works against certain types of searches that you would realistically expect to perform.

number of languages. Trolltech provides official bindings for C++, Java, and JavaScript. Third parties provide bindings for many languages, including Python, Ruby, PHP, and the .NET platform.

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