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foreach( QString key, keys ) foreach( int value, multi.values(key) ) qDebug() << key << ": " << value; There is a quicker way to find all the items in a QMultiMap: use an iterator. A QMultiMap:: iterator has the member functions key and value, which are used to get the information that it contains. Iterators can also be used to find all the items for a given key in a highly efficient way. Using the find method, you can get an iterator that points to the first item belonging to a given key. As the keys are sorted, you can reach all items belonging to a given key by iterating until the iterator from find reaches the end of the QMultiMap or another key (Listing 1-28 shows an example). The iterator approach also avoids having to build a list with all the items belonging to the key, which is what happens when you use the values method saving both memory and time. Listing 1-28. Finding the items for a given key using an iterator QMultiMap<QString, int>::ConstIterator ii = multi.find( "foo" ); while( ii != multi.end() && ii.key() == "foo" ) { qDebug() << ii.value(); ++ii; }

>>> response = app.get('/page/view/1') 13:24:31,824 INFO [sqlalchemy.engine.base.Engine.0x..90] BEGIN 13:24:31,828 INFO [sqlalchemy.engine.base.Engine.0x..90] SELECT page.id AS page_id, page.content AS page_content, page.posted AS page_posted, page.title AS page_title, page.heading AS page_heading FROM page WHERE page.id = LIMIT 1 OFFSET 0 13:24:31,828 INFO [sqlalchemy.engine.base.Engine.0x..90] [1] >>> assert 'Updated Content' in response >>> print response.req.environ.has_key('REMOTE_USER') False >>> Notice that you receive the same logging output because of the logging configuration you added to test.ini earlier in the chapter. Also notice that because you ve already run the nosetests command, the database currently has the text Updated Content for the content rather than the message Welcome to the SimpleSite home page., which was the original value.

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ChoicePoint, one of the largest data aggregators in the United States, was scammed by fraudsters who set up approximately 50 impostor accounts and used them to query ChoicePoint s database for social security numbers, dates of birth, and other sensitive information for 163,000 people (Hines 2005; PRC ChoicePoint 2005) ChoicePoint was fined $10 million by the Federal Trade Commission (FTC), and was forced to set up a $5 million fund to help identity theft victims (Sullivan 2006) In the case of the VA, an employee who worked for Unisys, one of the VA s subcontractors, took home computer equipment that had personal information for 265 million veterans stored on it, and the employee s home was burglarized The employee, who was not authorized to take the computer equipment home, was dismissed, and the employee s supervisor resigned.

In the start of this section, I said that all the information also applies to the QMultiHash class. Listing 1-29 shows this by performing the same task as in Listing 1-26, Listing 1-27, and Listing 1-28. The highlighted lines contain the changes needed only changes of which class to use. The only possible difference in outcome is that the keys are returned in an arbitrary order. Notice that this does not mean that the find and iterate method fails the keys appear in an arbitrary order, but are still in order. Listing 1-29. Finding the items for a given key using an iterator QMultiHash<QString, int> multi; multi.insert( "foo", 10 ); multi.insert( "foo", 20 ); multi.insert( "bar", 30 ); QSet<QString> keys = QSet<QString>::fromList(multi.keys());

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foreach( QString key, keys ) foreach( int value, multi.values(key) ) qDebug() << key << ": " << value; QMultiHash<QString, int>::ConstIterator ii = multi.find( "foo" ); while( ii != multi.end() && ii.key() == "foo" ) { qDebug() << ii.value(); ++ii; }

Due in part to a California state law passed in 2003, these companies were required to notify customers when these incidents occurred It is possible that significant data theft had occurred prior to 2003, but companies were not required to report the theft to those affected The California law requires that companies report data breaches in which unencrypted data is accessed by an unauthorized party However, the original law, as written, may not apply if the customer data is encrypted this is worrisome because although the data could be encrypted, the decryption key could be stored on the same media as the encrypted data An attacker would simply need to use the decryption key to access the sensitive data! It might have been nice if the law also covered encrypted data, and also required that decryption keys be stored on media separate from the data that they protect.

In this chapter, you saw how nose, paste.fixture, and the Pylons interactive shell work together to allow you to test Pylons applications. You ve seen how to use some of the more common options available to nose to customize the output from the tests and how to debug failures and errors with Python s pdb module. You also learned the difference between unit testing, functional testing, and user testing and saw why all of them are important. You also now know exactly how Pylons sets up your tests so that you can customize their behavior by changing the websetup.py file or adding new objects to the paste.fixture response object. In the next chapter, you ll look at some of the recommended ways to document a Pylons project, and you ll learn about one more type of testing known as a doctest, which allows examples from within the documentation to be tested directly.

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