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.

To Understand the Monthly Variance of all attributes and understand how they are understanding

To objectively compare the fitness and improvement trajectories of two runners ("Hound" and "Collie") using their running data, addressing challenges of inconsistent data collection and differing training habits. Techniques & Methods: 1. Hypothesis Testing 2. Regression Modeling 3. Time-Series Analysis 4. Unsupervised learning (K-means clustering, Silhouette analysis for cluster validation) 5.

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Estadística para las Ciencias Sociales