| Required Packages: | |
|---|---|
| readr | |
| stringr | |
| ggplot2 |
As REM sleep percentage increases, sleep efficiency increases
More childen sleep for longer compared to adults and seniors. Some adults and seniors have shorter sleep duration than children.
Men who exercise once per week have the highest percentage of REM Sleep, but decrease the more the exercise. Female exercise does not have a large affect on REM Sleep
Non-smokers experience better sleep up two 3 drinks, yet see worse sleep after 4-5 drinks. Smokers see a decline in sleep after more than 1 drink.
There are no major differences in how age groups sleep compared to gender