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personal-projects's Introduction

Personal Projects

This repository is a collection of my data science projects, reflecting my interest in particular topics and methodologies.

Project Descriptions

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  • Built an interactive Shiny app to plot comparisons of variables
  • Used publicly available data from the site IMDb, as provided by Kaggle
  • This app decreases time spent programming to quickly dive into a dataset and explore relationships between variables
  • I plan to iteratively add features to this Shiny app to make it more useful and applicable to other types of datasets

  • Interested in how various websites ranked episodes of the popular animated show
  • Collected rankings of up to 31 episodes (as of November 2018) from various websites, blogs, forums
  • Applied different metrics to summarize ranks and figure out which episodes are most popular, least popular, and most controversial (inconsistent/variable rankings)

  • Interested in business and economic development in a largely un-gentrified/under-developed area of Washington, DC
  • Some recent infographic maps have omitted this part of the city as if the data don't exist or don't matter
  • Historically, it is considered an undesirable, 'sketchy' area
  • It is also historically majority African-American, with a lower average income compared to other parts of DC
  • Used data from opendata.dc.gov
  • This project has re-ignited my passion for cartographic justice

  • Scraped data on data science career accelerator programs
  • Created structured datasets that include participants' academic background, project descriptions, and hiring company
  • Compared information on program partcipants and their projects
  • Discovered that these programs attract participants from Physics-related academic backgrounds who have attained at least a PhD
  • Some programs offer the option to participate remotely
  • Hot project topics include NLP, image classification, mapping, and recommender systems

Tools Used

  • R/R Studio
  • Python/Jupyter Notebook
  • Venngage, Canva

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