Creates a training and a test set based on a dataframe. Can also be
stratified (i.e., evenly spread a given factor) using the group
argument.
data_partition(data, training_proportion = 0.7, group = NULL, seed = NULL, ...)| data | A data frame, or an object that can be coerced to a data frame. |
|---|---|
| training_proportion | The proportion (between 0 and 1) of the training set. The remaining part will be used for the test set. |
| group | A character vector indicating the name(s) of the column(s) used for stratified partitioning. |
| seed | A random number generator seed. Enter an integer (e.g. 123) so that the random sampling will be the same each time you run the function. |
| ... | Other arguments passed to or from other functions. |
A list of two data frames, named test and training.
df <- iris
df$Smell <- rep(c("Strong", "Light"), 75)
data_partition(df)
#> $training
#> Sepal.Length Sepal.Width Petal.Length Petal.Width Species Smell
#> 116 6.4 3.2 5.3 2.3 virginica Light
#> 149 6.2 3.4 5.4 2.3 virginica Strong
#> 49 5.3 3.7 1.5 0.2 setosa Strong
#> 93 5.8 2.6 4.0 1.2 versicolor Strong
#> 27 5.0 3.4 1.6 0.4 setosa Strong
#> 57 6.3 3.3 4.7 1.6 versicolor Strong
#> 17 5.4 3.9 1.3 0.4 setosa Strong
#> 6 5.4 3.9 1.7 0.4 setosa Light
#> 135 6.1 2.6 5.6 1.4 virginica Strong
#> 83 5.8 2.7 3.9 1.2 versicolor Strong
#> 105 6.5 3.0 5.8 2.2 virginica Strong
#> 70 5.6 2.5 3.9 1.1 versicolor Light
#> 21 5.4 3.4 1.7 0.2 setosa Strong
#> 103 7.1 3.0 5.9 2.1 virginica Strong
#> 34 5.5 4.2 1.4 0.2 setosa Light
#> 112 6.4 2.7 5.3 1.9 virginica Light
#> 54 5.5 2.3 4.0 1.3 versicolor Light
#> 8 5.0 3.4 1.5 0.2 setosa Light
#> 127 6.2 2.8 4.8 1.8 virginica Strong
#> 125 6.7 3.3 5.7 2.1 virginica Strong
#> 120 6.0 2.2 5.0 1.5 virginica Light
#> 99 5.1 2.5 3.0 1.1 versicolor Strong
#> 148 6.5 3.0 5.2 2.0 virginica Light
#> 128 6.1 3.0 4.9 1.8 virginica Light
#> 9 4.4 2.9 1.4 0.2 setosa Strong
#> 101 6.3 3.3 6.0 2.5 virginica Strong
#> 85 5.4 3.0 4.5 1.5 versicolor Strong
#> 77 6.8 2.8 4.8 1.4 versicolor Strong
#> 124 6.3 2.7 4.9 1.8 virginica Light
#> 30 4.7 3.2 1.6 0.2 setosa Light
#> 74 6.1 2.8 4.7 1.2 versicolor Light
#> 64 6.1 2.9 4.7 1.4 versicolor Light
#> 91 5.5 2.6 4.4 1.2 versicolor Strong
#> 5 5.0 3.6 1.4 0.2 setosa Strong
#> 121 6.9 3.2 5.7 2.3 virginica Strong
#> 61 5.0 2.0 3.5 1.0 versicolor Strong
#> 1 5.1 3.5 1.4 0.2 setosa Strong
#> 132 7.9 3.8 6.4 2.0 virginica Light
#> 92 6.1 3.0 4.6 1.4 versicolor Light
#> 7 4.6 3.4 1.4 0.3 setosa Strong
#> 58 4.9 2.4 3.3 1.0 versicolor Light
#> 4 4.6 3.1 1.5 0.2 setosa Light
#> 139 6.0 3.0 4.8 1.8 virginica Strong
#> 44 5.0 3.5 1.6 0.6 setosa Light
#> 40 5.1 3.4 1.5 0.2 setosa Light
#> 89 5.6 3.0 4.1 1.3 versicolor Strong
#> 62 5.9 3.0 4.2 1.5 versicolor Light
#> 66 6.7 3.1 4.4 1.4 versicolor Light
#> 31 4.8 3.1 1.6 0.2 setosa Strong
#> 33 5.2 4.1 1.5 0.1 setosa Strong
#> 42 4.5 2.3 1.3 0.3 setosa Light
#> 141 6.7 3.1 5.6 2.4 virginica Strong
#> 51 7.0 3.2 4.7 1.4 versicolor Strong
#> 68 5.8 2.7 4.1 1.0 versicolor Light
#> 90 5.5 2.5 4.0 1.3 versicolor Light
#> 95 5.6 2.7 4.2 1.3 versicolor Strong
#> 3 4.7 3.2 1.3 0.2 setosa Strong
#> 63 6.0 2.2 4.0 1.0 versicolor Strong
#> 94 5.0 2.3 3.3 1.0 versicolor Light
#> 126 7.2 3.2 6.0 1.8 virginica Light
#> 24 5.1 3.3 1.7 0.5 setosa Light
#> 35 4.9 3.1 1.5 0.2 setosa Strong
#> 48 4.6 3.2 1.4 0.2 setosa Light
#> 100 5.7 2.8 4.1 1.3 versicolor Light
#> 129 6.4 2.8 5.6 2.1 virginica Strong
#> 97 5.7 2.9 4.2 1.3 versicolor Strong
#> 43 4.4 3.2 1.3 0.2 setosa Strong
#> 11 5.4 3.7 1.5 0.2 setosa Strong
#> 87 6.7 3.1 4.7 1.5 versicolor Strong
#> 67 5.6 3.0 4.5 1.5 versicolor Strong
#> 25 4.8 3.4 1.9 0.2 setosa Strong
#> 81 5.5 2.4 3.8 1.1 versicolor Strong
#> 143 5.8 2.7 5.1 1.9 virginica Strong
#> 118 7.7 3.8 6.7 2.2 virginica Light
#> 73 6.3 2.5 4.9 1.5 versicolor Strong
#> 19 5.7 3.8 1.7 0.3 setosa Strong
#> 110 7.2 3.6 6.1 2.5 virginica Light
#> 80 5.7 2.6 3.5 1.0 versicolor Light
#> 41 5.0 3.5 1.3 0.3 setosa Strong
#> 32 5.4 3.4 1.5 0.4 setosa Light
#> 71 5.9 3.2 4.8 1.8 versicolor Strong
#> 106 7.6 3.0 6.6 2.1 virginica Light
#> 28 5.2 3.5 1.5 0.2 setosa Light
#> 53 6.9 3.1 4.9 1.5 versicolor Strong
#> 150 5.9 3.0 5.1 1.8 virginica Light
#> 140 6.9 3.1 5.4 2.1 virginica Light
#> 39 4.4 3.0 1.3 0.2 setosa Strong
#> 78 6.7 3.0 5.0 1.7 versicolor Light
#> 104 6.3 2.9 5.6 1.8 virginica Light
#> 46 4.8 3.0 1.4 0.3 setosa Light
#> 69 6.2 2.2 4.5 1.5 versicolor Strong
#> 10 4.9 3.1 1.5 0.1 setosa Light
#> 36 5.0 3.2 1.2 0.2 setosa Light
#> 147 6.3 2.5 5.0 1.9 virginica Strong
#> 123 7.7 2.8 6.7 2.0 virginica Strong
#> 26 5.0 3.0 1.6 0.2 setosa Light
#> 47 5.1 3.8 1.6 0.2 setosa Strong
#> 133 6.4 2.8 5.6 2.2 virginica Strong
#> 114 5.7 2.5 5.0 2.0 virginica Light
#> 20 5.1 3.8 1.5 0.3 setosa Light
#> 22 5.1 3.7 1.5 0.4 setosa Light
#> 102 5.8 2.7 5.1 1.9 virginica Light
#> 84 6.0 2.7 5.1 1.6 versicolor Light
#> 113 6.8 3.0 5.5 2.1 virginica Strong
#> 108 7.3 2.9 6.3 1.8 virginica Light
#>
#> $test
#> Sepal.Length Sepal.Width Petal.Length Petal.Width Species Smell
#> 2 4.9 3.0 1.4 0.2 setosa Light
#> 12 4.8 3.4 1.6 0.2 setosa Light
#> 13 4.8 3.0 1.4 0.1 setosa Strong
#> 14 4.3 3.0 1.1 0.1 setosa Light
#> 15 5.8 4.0 1.2 0.2 setosa Strong
#> 16 5.7 4.4 1.5 0.4 setosa Light
#> 18 5.1 3.5 1.4 0.3 setosa Light
#> 23 4.6 3.6 1.0 0.2 setosa Strong
#> 29 5.2 3.4 1.4 0.2 setosa Strong
#> 37 5.5 3.5 1.3 0.2 setosa Strong
#> 38 4.9 3.6 1.4 0.1 setosa Light
#> 45 5.1 3.8 1.9 0.4 setosa Strong
#> 50 5.0 3.3 1.4 0.2 setosa Light
#> 52 6.4 3.2 4.5 1.5 versicolor Light
#> 55 6.5 2.8 4.6 1.5 versicolor Strong
#> 56 5.7 2.8 4.5 1.3 versicolor Light
#> 59 6.6 2.9 4.6 1.3 versicolor Strong
#> 60 5.2 2.7 3.9 1.4 versicolor Light
#> 65 5.6 2.9 3.6 1.3 versicolor Strong
#> 72 6.1 2.8 4.0 1.3 versicolor Light
#> 75 6.4 2.9 4.3 1.3 versicolor Strong
#> 76 6.6 3.0 4.4 1.4 versicolor Light
#> 79 6.0 2.9 4.5 1.5 versicolor Strong
#> 82 5.5 2.4 3.7 1.0 versicolor Light
#> 86 6.0 3.4 4.5 1.6 versicolor Light
#> 88 6.3 2.3 4.4 1.3 versicolor Light
#> 96 5.7 3.0 4.2 1.2 versicolor Light
#> 98 6.2 2.9 4.3 1.3 versicolor Light
#> 107 4.9 2.5 4.5 1.7 virginica Strong
#> 109 6.7 2.5 5.8 1.8 virginica Strong
#> 111 6.5 3.2 5.1 2.0 virginica Strong
#> 115 5.8 2.8 5.1 2.4 virginica Strong
#> 117 6.5 3.0 5.5 1.8 virginica Strong
#> 119 7.7 2.6 6.9 2.3 virginica Strong
#> 122 5.6 2.8 4.9 2.0 virginica Light
#> 130 7.2 3.0 5.8 1.6 virginica Light
#> 131 7.4 2.8 6.1 1.9 virginica Strong
#> 134 6.3 2.8 5.1 1.5 virginica Light
#> 136 7.7 3.0 6.1 2.3 virginica Light
#> 137 6.3 3.4 5.6 2.4 virginica Strong
#> 138 6.4 3.1 5.5 1.8 virginica Light
#> 142 6.9 3.1 5.1 2.3 virginica Light
#> 144 6.8 3.2 5.9 2.3 virginica Light
#> 145 6.7 3.3 5.7 2.5 virginica Strong
#> 146 6.7 3.0 5.2 2.3 virginica Light
#>
data_partition(df, group = "Species")
#> $training
#> Sepal.Length Sepal.Width Petal.Length Petal.Width Species Smell
#> 2 4.9 3.0 1.4 0.2 setosa Light
#> 37 5.5 3.5 1.3 0.2 setosa Strong
#> 38 4.9 3.6 1.4 0.1 setosa Light
#> 34 5.5 4.2 1.4 0.2 setosa Light
#> 5 5.0 3.6 1.4 0.2 setosa Strong
#> 4 4.6 3.1 1.5 0.2 setosa Light
#> 47 5.1 3.8 1.6 0.2 setosa Strong
#> 7 4.6 3.4 1.4 0.3 setosa Strong
#> 44 5.0 3.5 1.6 0.6 setosa Light
#> 9 4.4 2.9 1.4 0.2 setosa Strong
#> 1 5.1 3.5 1.4 0.2 setosa Strong
#> 3 4.7 3.2 1.3 0.2 setosa Strong
#> 6 5.4 3.9 1.7 0.4 setosa Light
#> 27 5.0 3.4 1.6 0.4 setosa Strong
#> 32 5.4 3.4 1.5 0.4 setosa Light
#> 11 5.4 3.7 1.5 0.2 setosa Strong
#> 31 4.8 3.1 1.6 0.2 setosa Strong
#> 48 4.6 3.2 1.4 0.2 setosa Light
#> 42 4.5 2.3 1.3 0.3 setosa Light
#> 17 5.4 3.9 1.3 0.4 setosa Strong
#> 46 4.8 3.0 1.4 0.3 setosa Light
#> 26 5.0 3.0 1.6 0.2 setosa Light
#> 19 5.7 3.8 1.7 0.3 setosa Strong
#> 43 4.4 3.2 1.3 0.2 setosa Strong
#> 30 4.7 3.2 1.6 0.2 setosa Light
#> 36 5.0 3.2 1.2 0.2 setosa Light
#> 33 5.2 4.1 1.5 0.1 setosa Strong
#> 14 4.3 3.0 1.1 0.1 setosa Light
#> 24 5.1 3.3 1.7 0.5 setosa Light
#> 40 5.1 3.4 1.5 0.2 setosa Light
#> 39 4.4 3.0 1.3 0.2 setosa Strong
#> 21 5.4 3.4 1.7 0.2 setosa Strong
#> 23 4.6 3.6 1.0 0.2 setosa Strong
#> 29 5.2 3.4 1.4 0.2 setosa Strong
#> 18 5.1 3.5 1.4 0.3 setosa Light
#> 99 5.1 2.5 3.0 1.1 versicolor Strong
#> 86 6.0 3.4 4.5 1.6 versicolor Light
#> 88 6.3 2.3 4.4 1.3 versicolor Light
#> 80 5.7 2.6 3.5 1.0 versicolor Light
#> 61 5.0 2.0 3.5 1.0 versicolor Strong
#> 67 5.6 3.0 4.5 1.5 versicolor Strong
#> 75 6.4 2.9 4.3 1.3 versicolor Strong
#> 58 4.9 2.4 3.3 1.0 versicolor Light
#> 93 5.8 2.6 4.0 1.2 versicolor Strong
#> 83 5.8 2.7 3.9 1.2 versicolor Strong
#> 54 5.5 2.3 4.0 1.3 versicolor Light
#> 96 5.7 3.0 4.2 1.2 versicolor Light
#> 51 7.0 3.2 4.7 1.4 versicolor Strong
#> 90 5.5 2.5 4.0 1.3 versicolor Light
#> 82 5.5 2.4 3.7 1.0 versicolor Light
#> 59 6.6 2.9 4.6 1.3 versicolor Strong
#> 81 5.5 2.4 3.8 1.1 versicolor Strong
#> 62 5.9 3.0 4.2 1.5 versicolor Light
#> 94 5.0 2.3 3.3 1.0 versicolor Light
#> 91 5.5 2.6 4.4 1.2 versicolor Strong
#> 71 5.9 3.2 4.8 1.8 versicolor Strong
#> 68 5.8 2.7 4.1 1.0 versicolor Light
#> 98 6.2 2.9 4.3 1.3 versicolor Light
#> 100 5.7 2.8 4.1 1.3 versicolor Light
#> 63 6.0 2.2 4.0 1.0 versicolor Strong
#> 92 6.1 3.0 4.6 1.4 versicolor Light
#> 97 5.7 2.9 4.2 1.3 versicolor Strong
#> 69 6.2 2.2 4.5 1.5 versicolor Strong
#> 65 5.6 2.9 3.6 1.3 versicolor Strong
#> 64 6.1 2.9 4.7 1.4 versicolor Light
#> 57 6.3 3.3 4.7 1.6 versicolor Strong
#> 52 6.4 3.2 4.5 1.5 versicolor Light
#> 77 6.8 2.8 4.8 1.4 versicolor Strong
#> 78 6.7 3.0 5.0 1.7 versicolor Light
#> 89 5.6 3.0 4.1 1.3 versicolor Strong
#> 106 7.6 3.0 6.6 2.1 virginica Light
#> 119 7.7 2.6 6.9 2.3 virginica Strong
#> 138 6.4 3.1 5.5 1.8 virginica Light
#> 133 6.4 2.8 5.6 2.2 virginica Strong
#> 126 7.2 3.2 6.0 1.8 virginica Light
#> 124 6.3 2.7 4.9 1.8 virginica Light
#> 107 4.9 2.5 4.5 1.7 virginica Strong
#> 141 6.7 3.1 5.6 2.4 virginica Strong
#> 120 6.0 2.2 5.0 1.5 virginica Light
#> 147 6.3 2.5 5.0 1.9 virginica Strong
#> 104 6.3 2.9 5.6 1.8 virginica Light
#> 129 6.4 2.8 5.6 2.1 virginica Strong
#> 128 6.1 3.0 4.9 1.8 virginica Light
#> 105 6.5 3.0 5.8 2.2 virginica Strong
#> 137 6.3 3.4 5.6 2.4 virginica Strong
#> 113 6.8 3.0 5.5 2.1 virginica Strong
#> 149 6.2 3.4 5.4 2.3 virginica Strong
#> 122 5.6 2.8 4.9 2.0 virginica Light
#> 101 6.3 3.3 6.0 2.5 virginica Strong
#> 111 6.5 3.2 5.1 2.0 virginica Strong
#> 143 5.8 2.7 5.1 1.9 virginica Strong
#> 103 7.1 3.0 5.9 2.1 virginica Strong
#> 145 6.7 3.3 5.7 2.5 virginica Strong
#> 115 5.8 2.8 5.1 2.4 virginica Strong
#> 117 6.5 3.0 5.5 1.8 virginica Strong
#> 109 6.7 2.5 5.8 1.8 virginica Strong
#> 150 5.9 3.0 5.1 1.8 virginica Light
#> 130 7.2 3.0 5.8 1.6 virginica Light
#> 146 6.7 3.0 5.2 2.3 virginica Light
#> 110 7.2 3.6 6.1 2.5 virginica Light
#> 116 6.4 3.2 5.3 2.3 virginica Light
#> 114 5.7 2.5 5.0 2.0 virginica Light
#> 118 7.7 3.8 6.7 2.2 virginica Light
#> 127 6.2 2.8 4.8 1.8 virginica Strong
#> 144 6.8 3.2 5.9 2.3 virginica Light
#>
#> $test
#> Sepal.Length Sepal.Width Petal.Length Petal.Width Species Smell
#> 8 5.0 3.4 1.5 0.2 setosa Light
#> 10 4.9 3.1 1.5 0.1 setosa Light
#> 12 4.8 3.4 1.6 0.2 setosa Light
#> 13 4.8 3.0 1.4 0.1 setosa Strong
#> 15 5.8 4.0 1.2 0.2 setosa Strong
#> 16 5.7 4.4 1.5 0.4 setosa Light
#> 20 5.1 3.8 1.5 0.3 setosa Light
#> 22 5.1 3.7 1.5 0.4 setosa Light
#> 25 4.8 3.4 1.9 0.2 setosa Strong
#> 28 5.2 3.5 1.5 0.2 setosa Light
#> 35 4.9 3.1 1.5 0.2 setosa Strong
#> 41 5.0 3.5 1.3 0.3 setosa Strong
#> 45 5.1 3.8 1.9 0.4 setosa Strong
#> 49 5.3 3.7 1.5 0.2 setosa Strong
#> 50 5.0 3.3 1.4 0.2 setosa Light
#> 53 6.9 3.1 4.9 1.5 versicolor Strong
#> 55 6.5 2.8 4.6 1.5 versicolor Strong
#> 56 5.7 2.8 4.5 1.3 versicolor Light
#> 60 5.2 2.7 3.9 1.4 versicolor Light
#> 66 6.7 3.1 4.4 1.4 versicolor Light
#> 70 5.6 2.5 3.9 1.1 versicolor Light
#> 72 6.1 2.8 4.0 1.3 versicolor Light
#> 73 6.3 2.5 4.9 1.5 versicolor Strong
#> 74 6.1 2.8 4.7 1.2 versicolor Light
#> 76 6.6 3.0 4.4 1.4 versicolor Light
#> 79 6.0 2.9 4.5 1.5 versicolor Strong
#> 84 6.0 2.7 5.1 1.6 versicolor Light
#> 85 5.4 3.0 4.5 1.5 versicolor Strong
#> 87 6.7 3.1 4.7 1.5 versicolor Strong
#> 95 5.6 2.7 4.2 1.3 versicolor Strong
#> 102 5.8 2.7 5.1 1.9 virginica Light
#> 108 7.3 2.9 6.3 1.8 virginica Light
#> 112 6.4 2.7 5.3 1.9 virginica Light
#> 121 6.9 3.2 5.7 2.3 virginica Strong
#> 123 7.7 2.8 6.7 2.0 virginica Strong
#> 125 6.7 3.3 5.7 2.1 virginica Strong
#> 131 7.4 2.8 6.1 1.9 virginica Strong
#> 132 7.9 3.8 6.4 2.0 virginica Light
#> 134 6.3 2.8 5.1 1.5 virginica Light
#> 135 6.1 2.6 5.6 1.4 virginica Strong
#> 136 7.7 3.0 6.1 2.3 virginica Light
#> 139 6.0 3.0 4.8 1.8 virginica Strong
#> 140 6.9 3.1 5.4 2.1 virginica Light
#> 142 6.9 3.1 5.1 2.3 virginica Light
#> 148 6.5 3.0 5.2 2.0 virginica Light
#>
data_partition(df, group = c("Species", "Smell"))
#> $training
#> Sepal.Length Sepal.Width Petal.Length Petal.Width Species Smell
#> 10 4.9 3.1 1.5 0.1 setosa Light
#> 44 5.0 3.5 1.6 0.6 setosa Light
#> 42 4.5 2.3 1.3 0.3 setosa Light
#> 40 5.1 3.4 1.5 0.2 setosa Light
#> 6 5.4 3.9 1.7 0.4 setosa Light
#> 12 4.8 3.4 1.6 0.2 setosa Light
#> 34 5.5 4.2 1.4 0.2 setosa Light
#> 4 4.6 3.1 1.5 0.2 setosa Light
#> 18 5.1 3.5 1.4 0.3 setosa Light
#> 20 5.1 3.8 1.5 0.3 setosa Light
#> 16 5.7 4.4 1.5 0.4 setosa Light
#> 24 5.1 3.3 1.7 0.5 setosa Light
#> 8 5.0 3.4 1.5 0.2 setosa Light
#> 30 4.7 3.2 1.6 0.2 setosa Light
#> 38 4.9 3.6 1.4 0.1 setosa Light
#> 48 4.6 3.2 1.4 0.2 setosa Light
#> 26 5.0 3.0 1.6 0.2 setosa Light
#> 56 5.7 2.8 4.5 1.3 versicolor Light
#> 66 6.7 3.1 4.4 1.4 versicolor Light
#> 94 5.0 2.3 3.3 1.0 versicolor Light
#> 60 5.2 2.7 3.9 1.4 versicolor Light
#> 98 6.2 2.9 4.3 1.3 versicolor Light
#> 54 5.5 2.3 4.0 1.3 versicolor Light
#> 84 6.0 2.7 5.1 1.6 versicolor Light
#> 74 6.1 2.8 4.7 1.2 versicolor Light
#> 52 6.4 3.2 4.5 1.5 versicolor Light
#> 92 6.1 3.0 4.6 1.4 versicolor Light
#> 88 6.3 2.3 4.4 1.3 versicolor Light
#> 96 5.7 3.0 4.2 1.2 versicolor Light
#> 86 6.0 3.4 4.5 1.6 versicolor Light
#> 90 5.5 2.5 4.0 1.3 versicolor Light
#> 78 6.7 3.0 5.0 1.7 versicolor Light
#> 68 5.8 2.7 4.1 1.0 versicolor Light
#> 76 6.6 3.0 4.4 1.4 versicolor Light
#> 150 5.9 3.0 5.1 1.8 virginica Light
#> 102 5.8 2.7 5.1 1.9 virginica Light
#> 140 6.9 3.1 5.4 2.1 virginica Light
#> 144 6.8 3.2 5.9 2.3 virginica Light
#> 148 6.5 3.0 5.2 2.0 virginica Light
#> 136 7.7 3.0 6.1 2.3 virginica Light
#> 116 6.4 3.2 5.3 2.3 virginica Light
#> 112 6.4 2.7 5.3 1.9 virginica Light
#> 134 6.3 2.8 5.1 1.5 virginica Light
#> 118 7.7 3.8 6.7 2.2 virginica Light
#> 128 6.1 3.0 4.9 1.8 virginica Light
#> 110 7.2 3.6 6.1 2.5 virginica Light
#> 114 5.7 2.5 5.0 2.0 virginica Light
#> 122 5.6 2.8 4.9 2.0 virginica Light
#> 138 6.4 3.1 5.5 1.8 virginica Light
#> 104 6.3 2.9 5.6 1.8 virginica Light
#> 120 6.0 2.2 5.0 1.5 virginica Light
#> 5 5.0 3.6 1.4 0.2 setosa Strong
#> 49 5.3 3.7 1.5 0.2 setosa Strong
#> 13 4.8 3.0 1.4 0.1 setosa Strong
#> 23 4.6 3.6 1.0 0.2 setosa Strong
#> 45 5.1 3.8 1.9 0.4 setosa Strong
#> 27 5.0 3.4 1.6 0.4 setosa Strong
#> 11 5.4 3.7 1.5 0.2 setosa Strong
#> 29 5.2 3.4 1.4 0.2 setosa Strong
#> 35 4.9 3.1 1.5 0.2 setosa Strong
#> 3 4.7 3.2 1.3 0.2 setosa Strong
#> 47 5.1 3.8 1.6 0.2 setosa Strong
#> 25 4.8 3.4 1.9 0.2 setosa Strong
#> 37 5.5 3.5 1.3 0.2 setosa Strong
#> 7 4.6 3.4 1.4 0.3 setosa Strong
#> 39 4.4 3.0 1.3 0.2 setosa Strong
#> 43 4.4 3.2 1.3 0.2 setosa Strong
#> 41 5.0 3.5 1.3 0.3 setosa Strong
#> 57 6.3 3.3 4.7 1.6 versicolor Strong
#> 91 5.5 2.6 4.4 1.2 versicolor Strong
#> 51 7.0 3.2 4.7 1.4 versicolor Strong
#> 83 5.8 2.7 3.9 1.2 versicolor Strong
#> 75 6.4 2.9 4.3 1.3 versicolor Strong
#> 59 6.6 2.9 4.6 1.3 versicolor Strong
#> 55 6.5 2.8 4.6 1.5 versicolor Strong
#> 71 5.9 3.2 4.8 1.8 versicolor Strong
#> 89 5.6 3.0 4.1 1.3 versicolor Strong
#> 95 5.6 2.7 4.2 1.3 versicolor Strong
#> 73 6.3 2.5 4.9 1.5 versicolor Strong
#> 93 5.8 2.6 4.0 1.2 versicolor Strong
#> 79 6.0 2.9 4.5 1.5 versicolor Strong
#> 63 6.0 2.2 4.0 1.0 versicolor Strong
#> 77 6.8 2.8 4.8 1.4 versicolor Strong
#> 85 5.4 3.0 4.5 1.5 versicolor Strong
#> 53 6.9 3.1 4.9 1.5 versicolor Strong
#> 115 5.8 2.8 5.1 2.4 virginica Strong
#> 103 7.1 3.0 5.9 2.1 virginica Strong
#> 149 6.2 3.4 5.4 2.3 virginica Strong
#> 131 7.4 2.8 6.1 1.9 virginica Strong
#> 117 6.5 3.0 5.5 1.8 virginica Strong
#> 123 7.7 2.8 6.7 2.0 virginica Strong
#> 125 6.7 3.3 5.7 2.1 virginica Strong
#> 111 6.5 3.2 5.1 2.0 virginica Strong
#> 119 7.7 2.6 6.9 2.3 virginica Strong
#> 121 6.9 3.2 5.7 2.3 virginica Strong
#> 147 6.3 2.5 5.0 1.9 virginica Strong
#> 101 6.3 3.3 6.0 2.5 virginica Strong
#> 135 6.1 2.6 5.6 1.4 virginica Strong
#> 105 6.5 3.0 5.8 2.2 virginica Strong
#> 113 6.8 3.0 5.5 2.1 virginica Strong
#> 141 6.7 3.1 5.6 2.4 virginica Strong
#> 143 5.8 2.7 5.1 1.9 virginica Strong
#>
#> $test
#> Sepal.Length Sepal.Width Petal.Length Petal.Width Species Smell
#> 2 4.9 3.0 1.4 0.2 setosa Light
#> 14 4.3 3.0 1.1 0.1 setosa Light
#> 22 5.1 3.7 1.5 0.4 setosa Light
#> 28 5.2 3.5 1.5 0.2 setosa Light
#> 32 5.4 3.4 1.5 0.4 setosa Light
#> 36 5.0 3.2 1.2 0.2 setosa Light
#> 46 4.8 3.0 1.4 0.3 setosa Light
#> 50 5.0 3.3 1.4 0.2 setosa Light
#> 58 4.9 2.4 3.3 1.0 versicolor Light
#> 62 5.9 3.0 4.2 1.5 versicolor Light
#> 64 6.1 2.9 4.7 1.4 versicolor Light
#> 70 5.6 2.5 3.9 1.1 versicolor Light
#> 72 6.1 2.8 4.0 1.3 versicolor Light
#> 80 5.7 2.6 3.5 1.0 versicolor Light
#> 82 5.5 2.4 3.7 1.0 versicolor Light
#> 100 5.7 2.8 4.1 1.3 versicolor Light
#> 106 7.6 3.0 6.6 2.1 virginica Light
#> 108 7.3 2.9 6.3 1.8 virginica Light
#> 124 6.3 2.7 4.9 1.8 virginica Light
#> 126 7.2 3.2 6.0 1.8 virginica Light
#> 130 7.2 3.0 5.8 1.6 virginica Light
#> 132 7.9 3.8 6.4 2.0 virginica Light
#> 142 6.9 3.1 5.1 2.3 virginica Light
#> 146 6.7 3.0 5.2 2.3 virginica Light
#> 1 5.1 3.5 1.4 0.2 setosa Strong
#> 9 4.4 2.9 1.4 0.2 setosa Strong
#> 15 5.8 4.0 1.2 0.2 setosa Strong
#> 17 5.4 3.9 1.3 0.4 setosa Strong
#> 19 5.7 3.8 1.7 0.3 setosa Strong
#> 21 5.4 3.4 1.7 0.2 setosa Strong
#> 31 4.8 3.1 1.6 0.2 setosa Strong
#> 33 5.2 4.1 1.5 0.1 setosa Strong
#> 61 5.0 2.0 3.5 1.0 versicolor Strong
#> 65 5.6 2.9 3.6 1.3 versicolor Strong
#> 67 5.6 3.0 4.5 1.5 versicolor Strong
#> 69 6.2 2.2 4.5 1.5 versicolor Strong
#> 81 5.5 2.4 3.8 1.1 versicolor Strong
#> 87 6.7 3.1 4.7 1.5 versicolor Strong
#> 97 5.7 2.9 4.2 1.3 versicolor Strong
#> 99 5.1 2.5 3.0 1.1 versicolor Strong
#> 107 4.9 2.5 4.5 1.7 virginica Strong
#> 109 6.7 2.5 5.8 1.8 virginica Strong
#> 127 6.2 2.8 4.8 1.8 virginica Strong
#> 129 6.4 2.8 5.6 2.1 virginica Strong
#> 133 6.4 2.8 5.6 2.2 virginica Strong
#> 137 6.3 3.4 5.6 2.4 virginica Strong
#> 139 6.0 3.0 4.8 1.8 virginica Strong
#> 145 6.7 3.3 5.7 2.5 virginica Strong
#>