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Results of both phases of data analysis are discussed in relation to future research and implications for practice.
In addition, the initial phases of data analysis, we used different normalization and statistical methods to identify differentially expressed genes.
Upon returning from the field, NVIVO data analysis software was used to manage the iterative phases of data analysis.
The analysis procedure followed the six phases of data analysis outlined by Braun and Clarke [ 26] which included familiarization with the data, generating initial codes, searching for, naming, defining and reviewing themes and producing a report.
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In the second phase of data analysis, intentional process and identity process data were analyzed for themes and the emotional experience data were coded.
We agreed to avoid paraphrasing the participants' words and instead used an in vivo approach to ensure that we did not over-interpret the transcripts in this initial phase of data analysis (Braun & Clarke 2006; Saldana 2009).
We report results from the first phase of data analysis in a longitudinal study exploring Spanish-English bilingual children and the relationships among (a) early brain measures of phonetic discrimination in both languages, (b) degree of exposure to each language in the home, and (c) children's later bilingual word production abilities.
As a result, in the first phase of data analysis, the state was able to pinpoint hundreds of millions of dollars in suspicious claims by hundreds of providers, which are now being investigated.
While these issues have been raised previously [e.g.], [ 14], [40], [41], [42], [43], [44,45], such analyses are becoming increasingly commonplace, especially with the advent of next-generation DNA sequencing platforms and the rapid increase in genomic data, yet, many researchers appear not to consider the estimation of molecular sequence alignment as an exploratory phase of data analysis [46].
The phase of data analysis is now in progress.
The next phase of data analysis focused on more formal comparisons of goodness of fit.
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