Agenda

• understand categorical data
• ordinal vs nominal data
• how to create factors
• how to check
  • number of levels
  • names of levels
• how to create ordered factors
• how to
  • tabulate levels
  • reorder levels
  • reverse levels
  • collapse levels
  • recode levels
  • recategorize levels
  • shift levels

Libraries

library(forcats)
library(magrittr)
library(dplyr)
library(readr)
library(descriptr)

Categorical/Qualitative Data

Nominal Data

Ordinal Data

Factors

str(descriptr::mtcarz)

## 'data.frame':    32 obs. of  11 variables:
##  $ mpg : num  21 21 22.8 21.4 18.7 18.1 14.3 24.4 22.8 19.2 ...
##  $ cyl : Factor w/ 3 levels "4","6","8": 2 2 1 2 3 2 3 1 1 2 ...
##  $ disp: num  160 160 108 258 360 ...
##  $ hp  : num  110 110 93 110 175 105 245 62 95 123 ...
##  $ drat: num  3.9 3.9 3.85 3.08 3.15 2.76 3.21 3.69 3.92 3.92 ...
##  $ wt  : num  2.62 2.88 2.32 3.21 3.44 ...
##  $ qsec: num  16.5 17 18.6 19.4 17 ...
##  $ vs  : Factor w/ 2 levels "0","1": 1 1 2 2 1 2 1 2 2 2 ...
##  $ am  : Factor w/ 2 levels "0","1": 2 2 2 1 1 1 1 1 1 1 ...
##  $ gear: Factor w/ 3 levels "3","4","5": 2 2 2 1 1 1 1 2 2 2 ...
##  $ carb: Factor w/ 6 levels "1","2","3","4",..: 4 4 1 1 2 1 4 2 2 4 ...

Levels

nlevels(mtcarz$gear)

## [1] 3

Level Names

levels(mtcarz$gear)

## [1] "3" "4" "5"

Ordered Factors

ordered(mtcarz$gear, levels = c(3, 4, 5))

##  [1] 4 4 4 3 3 3 3 4 4 4 4 3 3 3 3 3 3 4 4 4 3 3 3 3 3 4 5 5 5 5 5 4
## Levels: 3 < 4 < 5

Convert to Factor

as.factor(mtcars$cyl)

##  [1] 6 6 4 6 8 6 8 4 4 6 6 8 8 8 8 8 8 4 4 4 4 8 8 8 8 4 4 4 8 6 8 4
## Levels: 4 6 8

Labels

factor(mtcars$cyl, labels = c("four", "six", "eight"))

##  [1] six   six   four  six   eight six   eight four  four  six   six  
## [12] eight eight eight eight eight eight four  four  four  four  eight
## [23] eight eight eight four  four  four  eight six   eight four 
## Levels: four six eight

Exclude Levels

factor(mtcars$cyl, exclude = 4)

##  [1] 6    6    <NA> 6    8    6    8    <NA> <NA> 6    6    8    8    8   
## [15] 8    8    8    <NA> <NA> <NA> <NA> 8    8    8    8    <NA> <NA> <NA>
## [29] 8    6    8    <NA>
## Levels: 6 8

Case Study: Data

## # A tibble: 48,232 x 1
##    traffics
##    <fct>   
##  1 google  
##  2 google  
##  3 google  
##  4 google  
##  5 google  
##  6 google  
##  7 google  
##  8 google  
##  9 google  
## 10 google  
## # ... with 48,222 more rows

Extract Column

traffics <- use_series(web_traffic, traffics)
traffics

##     [1] google     google     google     google     google     google    
##     [7] google     google     google     google     google     google    
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