In this notebook, various steps usually performed while doing EDA on a data set are shown.
A few steps that are usually performed while doing EDA are:
- Analysing the data types of variables present.
- Basic Statistics of the variable:
- Mean, Median, Mode, Minimum and Maximum for variables that are numerical in nature
- Calculating the occurences of each of the class for a categorical variable
- Uni-variate analysis of variables: a. Histograms b. Box plots c. Frequency Distributions
- Bi-variate analysis of variables.