Abstract
The exploratory analysis of data is the first important step in any research study. The main objective of conducting exploratory analyses is to achieve maximum insights into the data by employing a variety of techniques. Typically, these techniques are employed before building a statistical model or conducting more advanced analyses. Exploratory data analyses are mainly performed to discover variable patterns, to identify outliers, to test hypothesis, and to examine data assumptions using summary statistics and graphical representations. Through the visualization of data, exploratory analyses can reveal the underlying structure of the data and help select one or more models for analyzing the data.
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