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There likely will be a number of large companies that are built solely around the collection and cleaning of data, and how these companies work with other players in the automotive space is currently being explored.
The cleaning of data removes variation from the process, so that the team can get a good clean look at the process, the common variation and the potential of the system.
Further analysis and cleaning of data was performed using the R statistical package (http://www.cran.org) and scripts developed in house.
After appropriate cross-checking and cleaning of data, statistical analysis was performed using SPSS V.17.0.
Cleaning of data was done to check the consistency and completeness of the data set.
We assume here that despite the careful cleaning of data, some study results still appear unusual and are considered potential outliers.
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Hence, data cleaning, checking of data quality, and handling of outliers are important, though not all problems inherent in the data can be solved by those procedures.
For example, the cleaning of missing data mending may lead to uncertain changes in the accuracy measurement of the data when improving the integrity, due to the fact that the related cleaning technologies cannot guarantee data correctness [8].
To ensure the inclusion of all relevant information in the database, we did thorough cleaning of the data, cross-checked with the paper records and included additional relevant variables between April and December, 2009.
In addition, the Department of Health used to conduct extensive cleaning of HES data before its release for secondary analysis, but this has been replaced by a simpler data validation process.
Cleaning of the data.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com