Exploratory Data Analysis (EDA)

Exploratory Data Analysis refers to the critical process of performing initial investigations on data to discover patterns, to spot anomalies, to test hypothesis and to check assumptions with the help of summary statistics and graphical representations. We can check for the overall data summary, the individual Variables and their distribution/statistics/info etc, the Correlation between variables, the data sample etc using the EDA report.

We can get visualisations of Data distribution, frequency counts and comparisons to evaluate data trends, biasness, imbalance etc as well.