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ESM 244 Lab 2

Intros to PCA and Shiny

Required packages:

  • tidyverse
  • janitor
  • naniar
  • VIM
  • skimr
  • ggfortify
  • shinythemes
  • shiny

Data

California pollution burden

Source: California Office of Environmental Health Hazard Assessment (OEHHA)’s CalEnviroScreen database: https://oehha.ca.gov/calenviroscreen/maps-data/download-data

Files you’ll use for PCA part of lab:

  • ca_pollution_burden.csv: data for metrics of pollution burden in California by census tract (2018)
  • ca_census_demographics_2010.csv: selected demographics (race, poverty, age) for California census tracts, from 2010 census

Candy/costume data for Shiny intro

Data in spooky_data.csv are curated from two sources:

  1. Candy Store (candystore.com) data for 2019 candy sales by state.
  2. Costume rankings by state (2017) from Google Frightgeist

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