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How to count the number of rows for a combination of categorical variables in R?
When we have two categorical variables then each of them is likely to have different number of rows for the other variable. This helps us to understand the combinatorial values of those two categorical variables. We can find such type of rows using count function of dplyr package.
Example
Consider the CO2 data in base R −
> head(CO2,20) > head(CO2,20) Plant Type Treatment conc uptake 1 Qn1 Quebec nonchilled 95 16.0 2 Qn1 Quebec nonchilled 175 30.4 3 Qn1 Quebec nonchilled 250 34.8 4 Qn1 Quebec nonchilled 350 37.2 5 Qn1 Quebec nonchilled 500 35.3 6 Qn1 Quebec nonchilled 675 39.2 7 Qn1 Quebec nonchilled 1000 39.7 8 Qn2 Quebec nonchilled 95 13.6 9 Qn2 Quebec nonchilled 175 27.3 10 Qn2 Quebec nonchilled 250 37.1 11 Qn2 Quebec nonchilled 350 41.8 12 Qn2 Quebec nonchilled 500 40.6 13 Qn2 Quebec nonchilled 675 41.4 14 Qn2 Quebec nonchilled 1000 44.3 15 Qn3 Quebec nonchilled 95 16.2 16 Qn3 Quebec nonchilled 175 32.4 17 Qn3 Quebec nonchilled 250 40.3 18 Qn3 Quebec nonchilled 350 42.1 19 Qn3 Quebec nonchilled 500 42.9 20 Qn3 Quebec nonchilled 675 43.9 > tail(CO2,20) Plant Type Treatment conc uptake 65 Mc1 Mississippi chilled 175 14.9 66 Mc1 Mississippi chilled 250 18.1 67 Mc1 Mississippi chilled 350 18.9 68 Mc1 Mississippi chilled 500 19.5 69 Mc1 Mississippi chilled 675 22.2 70 Mc1 Mississippi chilled 1000 21.9 71 Mc2 Mississippi chilled 95 7.7 72 Mc2 Mississippi chilled 175 11.4 73 Mc2 Mississippi chilled 250 12.3 74 Mc2 Mississippi chilled 350 13.0 75 Mc2 Mississippi chilled 500 12.5 76 Mc2 Mississippi chilled 675 13.7 77 Mc2 Mississippi chilled 1000 14.4 78 Mc3 Mississippi chilled 95 10.6 79 Mc3 Mississippi chilled 175 18.0 80 Mc3 Mississippi chilled 250 17.9 81 Mc3 Mississippi chilled 350 17.9 82 Mc3 Mississippi chilled 500 17.9 83 Mc3 Mississippi chilled 675 18.9 84 Mc3 Mississippi chilled 1000 19.9 > library(dplyr)
Finding the number of rows per Treatment for Type variable −
> count(CO2, Type, Treatment) # A tibble: 4 x 3 Type Treatment n <fct> <fct> <int> 1 Quebec nonchilled 21 2 Quebec chilled 21 3 Mississippi nonchilled 21 4 Mississippi chilled 21
Finding the number of rows per Plant for Type variable −
> count(CO2, Type, Plant) # A tibble: 12 x 3 Type Plant n <fct> <ord> <int> 1 Quebec Qn1 7 2 Quebec Qn2 7 3 Quebec Qn3 7 4 Quebec Qc1 7 5 Quebec Qc3 7 6 Quebec Qc2 7 7 Mississippi Mn3 7 8 Mississippi Mn2 7 9 Mississippi Mn1 7 10 Mississippi Mc2 7 11 Mississippi Mc3 7 12 Mississippi Mc1 7
Finding the number of rows per Treatment for Plant variable −
> count(CO2, Plant, Treatment) # A tibble: 12 x 3 Plant Treatment n <ord> <fct> <int> 1 Qn1 nonchilled 7 2 Qn2 nonchilled 7 3 Qn3 nonchilled 7 4 Qc1 chilled 7 5 Qc3 chilled 7 6 Qc2 chilled 7 7 Mn3 nonchilled 7 8 Mn2 nonchilled 7 9 Mn1 nonchilled 7 10 Mc2 chilled 7 11 Mc3 chilled 7 12 Mc1 chilled 7
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