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James CarMichael's Projects

1990_car_buying icon 1990_car_buying

Given the Consumer Reports β€œcar90” 1990 data set, categorize each of the cars as green (a good purchase), yellow (a mediocre purchase), or red (a bad purchase) for an average American city-dweller (single with no kids, average height, income, etc.). The goal is to help consumers distill complex information and make a good decision.

cms_data_shiny_app icon cms_data_shiny_app

Data Question At its root, my motivation to explore this topic comes from the desire to explore the misaligned incentives of the modern, American healthcare system. More specifically, the Affordable Care Act’s MLR (medical loss ratio) effect on the rapidly changing landscape of the industry. How do price discrepancies between providers within similar markets highlight the lack of transparency experienced by all parties of the healthcare complex: consumers, providers, and insures?

exploration_of_earthquakes icon exploration_of_earthquakes

An exploration of earthquakes data from 1900 to the present, scrapped from wikipedia using beautiful soup and mapped using geopandas.

metro_data icon metro_data

We were tasked by Robyn Mace (Nashville Metro's first data officer) to clean up and analyze the property standards violations data pulled from https://data.nashville.gov/, and then to correlate this information to existing city codes.

russian_twitter_trolls icon russian_twitter_trolls

Twitter released the screen names of about 3000 users who are thought to have been contacted with a Russian research agency. This notebook is a brief time series analysis of these trolls' tweets.

un_data icon un_data

Exploration of UN net migration and percent internet usage statistics.

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