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                <text>Studies have shown that transportation access is one of the major factors in employment (Mengedoth 2023). In many places, lack of a car can be a barrier to employment, especially among low-income individuals who are least likely to own a car and therefore must rely on other means of transportation, such as public transportation, ride services, bikes, or walking to get to work. While public transportation options typically exist in larger urban areas, those options become more limited further from the urban center. New York City is known for its robust subway systems and thus provides an interesting site to look into how public transportation access could alleviate car ownership as a barrier to employment. In my study, I wanted to assess where in the city people had access to public transportation, how they typically got to work, and how vehicle ownership affected employment especially in areas that were further from the public transit hub.</text>
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                <text>I wanted to find out if US states varied in the amount of cats and dogs adopted normalized by population, so I mapped data of dog and cat adoptions by state, per 1,000 people. I used a choropleth to display data. I also created bivariate maps comparing reported euthanasia and shelter intakes for both cats and dogs, to see if there was a spatial pattern in state with higher intakes and higher euthanasia rates. </text>
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                <text>Ashfall Risks in Alaska's Aleutian Islands and Cook Inlet</text>
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                <text>The increased seismic activity in the Russian Kamchatka Peninsula raises many concerns about possible eruptions in Alaska in the future. The volcanoes in Alaska are active, having mostly ash-based, effusive eruptions. The ash of Alaskan volcanoes affects air travel more than anything, with the ash getting into engines and obscuring the windows. Due to Alaska’s lack of roads and its many islands, air travel is one of the main modes of transportation for the state. Alaska also has a very busy airspace, as the state serves commercial, military, and personal flights. There are two major groups of volcanoes: the Cook Inlet (Spurr, Redoubt, Augustine, Trident) and Aleutian Islands (Great Sitkin, Cleveland, Okmok, Majushin, Shishaldin). The Cook Inlet group in particular hosts many National Parks as well as many highly populated areas of the state, so many Alaskans will not be affected by pyroclastic flow or lahars, but are more likely to be affected by ashfall. </text>
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                <text>Understanding how environmental and&#13;
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improve well-being, while population density&#13;
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