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Preparing the data is one of the most time-consuming parts of any data analysis/data mining project. This chapter outlines concepts and steps necessary to prepare a data set prior to any data analysis or data mining exercise. How the data is collected and prepared is critical to the con dence with which decisions can be made. The data needs to be pulled together into a table. This may involve integration of the data from multiple sources. Once the data is in a tabular format it should be fully characterized. The data should also be cleaned by resolving any ambiguities, errors, and removing redundant and problematic data. Certain columns of data can be removed if it is obvious that they would not be useful in any analysis. For a number of reasons, new columns of data may need to be calculated. Finally, the table should be divided, where appropriate, into subsets that either simplify the analysis or allow speci c questions to be answered more easily. Details concerning the steps taken to prepare the data for analysis should be recorded. This not only provides documentation of the activities performed so far, but also provides a methodology to apply to a similar data set in the future. In addition, the steps will be important when validating the results since these records will show any assumptions made about the data. The following chapter outlines the process of preparing data for analysis. It includes information on the sources of data along with methods for characterizing, cleaning, transforming, and partitioning the data.

ISO 20022 standardises such components across all messages used in the financial industry. So whenever a message is received that mentions debtor agent it is clear what is meant and what to expect in terms of descriptive data about the debtor agent. The crucial notion here is reusability. For example, the data structure FinancialInstitutionIdentification (with all its substructures) is used to describe all financial institutions in all ISO 20022 messages. Similarly, the message component DebtorAgent is used across all financial messages whenever a financial institution plays that role in a transaction. Currently, the ISO 20022 repository holds several hundred business components, around 700 message components and more than 250 message definitions.

Similarly, in the case of Internet communication, utilizing the services of a mediating component can facilitate such an interaction The function of this component is to interpret the diverse formats into those understood by the browser and the server As a result, the request in HTML is converted to the server-understandable HTTP format while the HTTP response is subsequently converted to a browserunderstandable HTML format How and where does the format interchange between the browser programs and server take place It is interesting to note that the interpretation is facilitated by a standard phenomenon and takes place at the server side only This standard, provided originally by the Common Gateway Interface (CGI), serves as a mediating interface that facilitates information exchanges between the client and the server CGI is the technology used to overcome the difference between the HTML-supporting system (browser) and the HTTP-supporting system (Web server) Figure 3.

components that you can create are the spell-check utility, the calculator, the text editor, the find-and-replace utility, and more complex components such as the login validator and the balance sheet generator.

Figure 4.6 Special requirements for a precision farming GIS Source: Grenzdorffer [2000, p. 14]

10:2-8

advance to other disorders, such as multiple sclerosis.21 Items 18, 19, and 20 ask about TMJ noise and the inability to open or close the mouth. The latter can be of muscle or TMJ origin. A TMJ Disc Displacements diagram is provided as appendix 3 and may be reproduced for your patients. It is helpful for explaining the cause of their TMJ noise and/ or inability to open or close.

On the other hand, from the regression formula it follows easily that the C 2 -functions a t and bt verify a t (t) = 1, (a t ) (t) = 0, bt (t) = 0, (bt ) (t) = Id,

Longitudinal surveys vary in their use of incentives for respondents but the use of incentives is generally part of a wider package of measures to encourage participation The measures typically involve the use of letters and short reports of findings designed to inform and motivate respondents, procedures for tracing respondents who move address and methods for respondents to let the survey organisation know their new address, providing flexibility and adapting to the respondents constraints regarding when and where interviews take place, mixed-mode data collection approaches and individual personal contacts in response to a bereavement, the birth of a child or a birthday In the absence of experimental evidence, it is difficult to disentangle the effect of incentives from these other procedures, some of which may have significant impacts on response rates.