How can I rearange a dataset depending on its results in R?

I have a dataset and I want to rearrange it in order to have more harmony and calculate in a more easy way means and frequency.

Let’s take the following example, I have a dataset cointaining the last shopping expenditures of different models:

As you can see somme clothing pieces are the same but are written differently (it’s on purpose). I want to rearrange this dataset in order to keep the models in the exact same order but organize the clothing so that it will always start in alphabetic order and missing values at the end (blouse, dress, hat, jacket, jeans, skirt, NA), regardless of how the word is written.

I don’t have many ideas about what to use as code for this, so I cannot provide a code…

>Solution :

You can sort only on the Clothing column, and put it back to your df$Clothing.

df$Clothing <- sort(df$Clothing, na.last = T)

   Observation   Model    Date Clothing Price in $ Store
1          # 1     Amy 14 / 01   Blouse         60     X
2          # 2     Amy 17 / 03   BLOUSE         35     X
3          # 3     Amy 05 / 05    Dress         40     X
4          # 4     Amy 05 / 05      Hat         70     P
5          # 5 Claudia 17 / 02   Jacket         40     B
6          # 6 Claudia 17 / 02    Jeans         90     L
7          # 7 Claudia 21 / 04    Skirt        120     L
8          # 8 Claudia 22 / 04    Skirt         30     X
9          # 9 Estella 05 / 05    SKIRT         95     L
10        # 10 Estella 07 / 06      Top         40     X
11        # 11 Estella 08 / 07      TOP        150     H
12        # 12 Estella 04 / 08     <NA>         15     X

UPDATE: Seems like OP wants to arrange Clothing within each Model, here’s the code for this:

library(dplyr)

df %>% group_by(Model) %>% arrange(Clothing, .by_group = T)

# A tibble: 12 × 6
# Groups:   Model [3]
   Observation Model   Date    Clothing `Price in $` Store
   <chr>       <chr>   <chr>   <chr>           <int> <chr>
 1 # 4         Amy     05 / 05 Blouse             70 P    
 2 # 3         Amy     05 / 05 Skirt              40 X    
 3 # 2         Amy     17 / 03 SKIRT              35 X    
 4 # 1         Amy     14 / 01 Top                60 X    
 5 # 5         Claudia 17 / 02 BLOUSE             40 B    
 6 # 7         Claudia 21 / 04 Jacket            120 L    
 7 # 6         Claudia 17 / 02 Jeans              90 L    
 8 # 8         Claudia 22 / 04 TOP                30 X    
 9 # 11        Estella 08 / 07 Dress             150 H    
10 # 12        Estella 04 / 08 Hat                15 X    
11 # 10        Estella 07 / 06 Skirt              40 X    
12 # 9         Estella 05 / 05 NA                 95 L