In recent decades, researchers have begun to learn about exoplanets, which are planets that orbit a star outside of our solar system. Exoplanets are very diverse in their properties, for example, their masses, periods, radii, average temperature, and average densities. They also show a variety of elements and molecules in their atmospheres. One of the ways that we use to analyze the composition of their atmospheres is by using transmission spectroscopy. In our research group we are interested in learning whether there are any trends between the physical and orbital properties of the exoplanets, the host stars, and the atmospheric composition of the exoplanets. Our study centers on exoplanets with up to 3.5-days orbits and radii between 1 to 2 times the radius of Jupiter, the so called “hot Jupiters”. The Habitable Zone Gallery is a website which provides information about planetary parameters and how much time each planet spends in its stars habitable zone. The habitable zone is the region in which exoplanets can be found where they have the ability to hold liquid water on their surface. This region is a specific range of circumstellar distance from the host star depending on the host star. We will present the results of this study, utilizing data from the Habitable Zone Gallery, Astrophysics Data System for published data on each exoplanet, and NASA Exoplanet data archive for additional information. We have focused on studying the wavelength range from 3000 to 17000 Å, which is where absorption by sodium, potassium, and water can be found. Any trends between physical, orbital and atmospheric properties will be useful for future selection of targets.