This work visualizes the relationship between horsepower (hp) and fuel efficiency (mpg) using the mtcars dataset in R. A scatter plot is created with different colors representing the number of cylinders and shapes indicating the number of gears. Labels, titles, and captions are added for clarity. The visualization helps to understand how increasing horsepower affects fuel efficiency while also showing variations based on cylinders and gears.

.Write an R script to create a scatter plot, incorporating categorical analysis through color-coded data points representing different groups, using ggplot2.

implement an r function to generate a line graph depicting the trend of time-series dataset ,with separate lines for each group,utilizing ggplot2’s group aesthetic.

This report involves exploring the U.S. National Oceanic and Atmospheric Administration’s (NOAA) storm database and try to address two questions: Which types of events are most harmful with respect to population health and which one have the greatest economic consequences across US.

4.develop a script in R to produce a bar graph displaying the frequency distribution of categorial data in a given dataset,grouped by specific variable,using ggplot2

implement an R function to generate a line graph depecting the trend of time-series dataset .with separate lines for each group ,utilizing ggplot2's group aesthetic.

Develop a script in R to produce a bar graph displaying the frequency distribution of categorical data in a given dataset, grouped by a specific variable,using ggplot2

Develop a Script in R to produce a bar graph display in the frequency distribution of categorical data in a given dataset, grouped by a specific variable, using ggplot2

Implement an R function to generate a line graph depicting the trend of time -series datasetb, with the separate lines for each group, utilizing ggplot2’s group aesthetic.