Exploratory Data Analysis

Exploratory Data Analysis involves checking for missing values to ensure data completeness. This step is essential to identify any gaps that might affect the analysis. The data types are converted to ensure accuracy, with dates formatted correctly and categorical variables treated as factors.

Convert Data Types

Including Plots

Monthly Distribution:

Yearly Distribution:

Boxplot for Outlier Analysis: Plot a boxplot to identify outliers in the total bikes rented:

Note that the echo = FALSE parameter was added to the code chunk to prevent printing of the R code that generated the plot.