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Unless updates at the sources are replicated at the warehouse via two-phase commit, the warehouse will never be quite up to date with the sources Twophase commit is usually far too expensive to be an option, so data warehouses typically have slightly out-of-date data That, however, is usually not a problem for decision-support systems What schema to use Data sources that have been constructed independently are likely to have different schemas In fact, they may even use different data models Part of the task of a warehouse is to perform schema integration, and to convert data to the integrated schema before they are stored As a result, the data stored in the warehouse are not just a copy of the data at the sources Instead, they can be thought of as a materialized view of the data at the sources Data cleansing The task of correcting and preprocessing data is called data cleansing Data sources often deliver data with numerous minor inconsistencies, that can be corrected For example, names are often misspelled, and addresses may have street/area/city names misspelled, or zip codes entered incorrectly These can be corrected to a reasonable extent by consulting a database of street names and zip codes in each city Address lists collected from multiple sources may have duplicates that need to be eliminated in a merge purge operation Records for multiple individuals in a house may be grouped together so only one mailing is sent to each house; this operation is called householding How to propagate updates Updates on relations at the data sources must be propagated to the data warehouse If the relations at the data warehouse are exactly the same as those at the data source, the propagation is straightforward If they are not, the problem of propagating updates is basically the view-maintenance problem, which was discussed in Section 145 What data to summarize The raw data generated by a transaction-processing system may be too large to store online However, we can answer many queries by maintaining just summary data obtained by aggregation on a relation, rather than maintaining the entire relation For example, instead of storing data about every sale of clothing, we can store total sales of clothing by itemname and category Suppose that a relation r has been replaced by a summary relation s Users may still be permitted to pose queries as though the relation r were available online If the query requires only summary data, it may be possible to transform it into an equivalent one using s instead; see Section 145.

Data warehouses typically have schemas that are designed for data analysis, using tools such as OLAP tools Thus, the data are usually multidimensional data, with dimension attributes and measure attributes Tables containing multidimensional data are called fact tables and are usually very large A table recording sales information

v 2 (t) dt = (170)2 = (170)2 2

The McGraw Hill Companies, 2001

ow that you have a pretty good understanding of the basics of creating DVD movies, we re going to turn our focus in a slightly different direction Starting in this chapter, I m going to show you how to create a movie from beginning to end using one of the popular DVD creation programs If it happens that a chapter covers the application that you currently have installed on your PC, you ll be able to use the chapter as a tutorial and learn what you need to know in order to use that program more effectively On the other hand, you can use the chapters that cover some of the other programs to gain a better understanding of just how those other applications differ from the one you currently use In that way, you ll learn which programs you might want to consider as an upgrade if you feel that you want to add additional functionality We re going to start out this series by covering Sonic MyDVD The OEM (Original Equipment Manufacturer) version of Sonic MyDVD is the DVD creation software that is most often bundled with equipment such as camcorders and DVD burners, so it seems like a good idea to start our coverage with this particular program Note, however, that I ll be covering Sonic MyDVD Video Suite Version 40 your bundled copy may be an earlier version or the Plus version, which may not include the ArcSoft ShowBiz video editor that is included in the Video Suite version of Sonic MyDVD (I discussed ways you could upgrade your version of Sonic MyDVD in 2) By the way, I d like to point out one thing right now Creating your videos should be fun, rather than something that you consider to be a chore No one expects you to turn out Hollywood blockbusters with your camcorder and your PC Sure, you ll want to create the best looking movies possible, but be sure to enjoy your videos for what they are Your early efforts may not be perfect, but that s just a part of the learning process You ll get better with a little practice, and as long as you re having fun, the rest will come along in time! If you see features in this chapter that interest you (but might not be included in your copy of Sonic MyDVD), be sure to have a look at the back of the book for the special upgrade offer on Sonic MyDVD Video Suite that we have arranged for our readers.

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