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Descriptive statistics and function masking

Previously, you have seen that the summary() function computes the mean, median, 1st, and 3rd quartiles plus the min and max. The standard deviation is not included. However, the Hmisc and psych packages both have a describe() function that provide more descriptive statistics including the standard deviation.

To get these descriptive statistics, you will run the describe() function which has the same name in both packages. To avoid confusion, you should always use the notation packagename::functionname() to explicitly specify the function from the package you want.

The abaloneKeep dataset and dplyr package are already loaded for you.

Deze oefening maakt deel uit van de cursus

R For SAS Users

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Oefeninstructies

  • Load Hmisc package
  • Get descriptive stats for abalone sex, length, diameter, and height using Hmisc::describe() function.
  • Load psych package - notice the warnings about the describe() function masked from Hmisc package (since both packages have a describe() function).
  • Run describe() function from psych package to get descriptive stats for abalone length, diameter, height. Leave sex out since psych::describe() only works for numeric variables.

Praktische interactieve oefening

Probeer deze oefening eens door deze voorbeeldcode in te vullen.

# Load the Hmisc package
library(___)

# Run describe() from Hmisc for sex, length, diameter, height
abaloneKeep %>% 
  select(___, ___, ___, ___) %>% 
  ___::___

# Load the psych package
___

# Run describe() from psych for length, diameter, height
___ %>% 
  ___ %>% 
  ___::___
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