Surprises, but doesn't scale Create new variables & new summaries Visualise Transform Model Communicate Scales, but doesn't (fundamentally) surprise Automate Store data consistently Import Understand
= "DP03_0021PE", summary_var = "B01003_001", survey = "acs1", endyear = 2016 ) # Thanks to Kyle Walker (@kyle_e_walker) # For package and example A small example
• • • • • • • • • • • • • • • • • • • • • • • • • Indianapolis, IN Kansas City, MO Riverside, CA Charlotte, NC Dallas, TX Tampa, FL Detroit, MI Columbus, OH Phoenix, AZ Cincinnati, OH Houston, TX Orlando, FL Sacramento, CA Austin, TX San Antonio, TX San Juan, PR St, MO San Diego, CA Atlanta, GA Cleveland, OH Las Vegas, NV Miami, FL Denver, CO Minneapolis, MN Los Angeles, CA Pittsburgh, PA Baltimore, MD Portland, OR Philadelphia, PA Seattle, WA Chicago, IL Boston, MA Washington, DC San Francisco, CA New York, NY 0 10 20 30 estimate reorder(name, estimate)
image_animate(fps = 1, loop = 25) %>% image_write("my_animation.gif") And hence you can read unfamiliar code https://twitter.com/ricardokriebel/status/849626401611411458 What does this code do?
use same tools as practitioners. Anyone can use best tools regardless of wealth. Anyone can re-run your analysis You can fix problems You can build your own tools Fluid