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Such knowledge is acquired from mining the data of checking a smaller model consistent with the same style.
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Double entry of 5% data for checking errors was made.
Data screening is the procedure of checking the data for errors and fixing or removing these errors.
Transfer learning as our results show can give a solution to time consummation of checking data.
First, China has a system of checking data accuracy at the provincial and national levels.
The data were extracted into SPSS statistical software [ 13], where creation of composite variables, recoding of missing values, merging of data files, checking of coefficient alphas, and checking for interaction effects were accomplished.
KE then analytically coded all data, and IM and RS coded parts of the data to check consistency of coding.
PD reviewed subsets of data to check for accurate coding.
Further, the data quality was ensured through training of data collectors, pretesting of instruments, checking of missing data, data cleaning and double entry, and careful data analysis.
We verified the authenticity of data by checking a portion of names in the database with public records.
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.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com