Exploratory data analysis refers to the critical process of understanding the quirks of data—the outliers, the columns containing the most relevant information, and determining the relationship between the variables using statistics and graphical representations.

Let's consider the following DataFrame to perform exploratory data analysis:

df = pd.read_csv("data.csv")
df

The following screenshot shows the DataFrame loaded in Jupyter Notebook: