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A class s having more errors than average is a warning sign A few error-prone classes tend to be the most expensive part of a program If you have a class that has had more errors than average, it will probably continue to have more errors than average Think about rewriting it If programming were a science, each warning sign would imply a specific, welldefined corrective action Because programming is still a craft, however, a warning sign merely points to an issue that you should consider You can t necessarily rewrite tricky code or improve an error-prone class Just as an abnormal number of defects in a class warns you that the class has low quality, an abnormal number of defects in a program implies that your process is defective A good process wouldn t allow error-prone code to be developed.

It would include the checks and balances of architecture followed by architecture reviews, design followed by design reviews, and code followed by code reviews By the time the code was ready for testing, most errors would have been eliminated Exceptional performance requires working smart in addition to working hard Lots of debugging on a project is a warning sign that implies people aren t working smart Writing a lot of code in a day and then spending two weeks debugging it is not working smart You can use design metrics as another kind of warning sign Most design metrics are heuristics that give an indication of the quality of a design The fact that a class contains more than 7 members doesn t necessarily mean that it s poorly designed, but it s a warning that the class is complicated.

In keeping with the classical storytelling form described in 4, Mark s next step was to present the main characters with a challenge they face on the Point A slide. In this case, Mark de ned the jurors challenge in the hidden headline, The evidence will lead you to the pharmaceutical company, illustrated with an of ce building similar to the one shown on the lower left. In screenwriting terms, this introduced the challenge that is built into your Point A headline an obstacle or an event that confronts the main character and begins the action that drives the story forward. In this case, Mark de ned the obstacle as the evidence these CSI detectives would now need to follow. But for the problem to be fully de ned, Mark needed to provide the jurors with a second crucial element Point B, or where the jurors wanted to be, which is de ned in the story template with the headline You d like to bring justice to the situation. The image of a gavel (lower right) along with Mark s narration reinforced the problem the jurors faced: they

Execution Plan ---------------------------------------------------------Plan hash value: 2578977254 -----------------------------------------------------------------------------------------| Id | Operation | Name | Rows | Bytes | Cost (%CPU)| Time | -----------------------------------------------------------------------------------------| 0 | SELECT STATEMENT | | 4 | 360 | 3 (0)| 00:00:01 | |* 1 | MAT_VIEW REWRITE ACCESS FULL| DEPT20_MV | 4 | 360 | 3 (0)| 00:00:01 | -----------------------------------------------------------------------------------------Predicate Information (identified by operation id): --------------------------------------------------1 - filter("DEPT20_MV"."JOB"='TRAINER') SQL> Although it is obvious from Listing 10-22 that you write a query against the EMPLOYEES table, the execution plan (produced with AUTOTRACE ON EXPLAIN) shows that the materialized view DEPT20_MV is accessed instead. Materialized views normally provide better response times; however, there is a risk that the results are based on stale data because the materialized views are out of sync with the underlying base tables. You can specify whether you tolerate query rewrites in such cases, thus controlling the behavior of the optimizer. If you want precise results, the optimizer considers query rewrite only when the materialized views are guaranteed to be up-to-date. Obviously, the materialized view example we used in this section is much too simple. Normally, you create materialized views with relatively expensive operations, such as aggregation (GROUP BY), joins over multiple tables, and set operators (UNION, MINUS, and INTERSECT) operations that are too timeconsuming to be repeated over and over again. For more details and examples of materialized views, see Data Warehousing Guide.