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# read in the comma separated text file AlbaData.csv in the Rstudio working
# direstory exported from excel with the measurement data
AlbaData <- read.table(file = "AlbaData.csv", header = TRUE, sep = ",")
names(AlbaData)
## [1] "Plantation" "Spacing" "Od" "C"
## [5] "R" "stms" "Stms13" "Yr5.MAI.BAsfpa"
## [9] "Yr5.BAsfpa" "Yr5.MAI.HTft" "Yr5.HTft" "Yr4.MAI.BAsfpa"
## [13] "Yr4.BAsfpa" "Yr4.MAI.HTft" "Yr4.HTft" "Yr3.MAI.BAsfpa"
## [17] "Yr3.BAsfpa" "Yr3.MAI.HTft" "Yr3.HTft" "Yr2.MAI.HTft"
## [21] "Yr2.HTft"
AlbaData
## Plantation Spacing Od C R stms Stms13 Yr5.MAI.BAsfpa Yr5.BAsfpa
## 1 U07r 10x7 1 1 1 1 1 1.5 7.6
## 2 U07r 10x7 2 1 2 1 0 0.0 NA
## 3 U07r 10x7 3 1 3 1 1 7.4 37.0
## 4 U07r 10x7 4 1 4 1 1 3.6 18.0
## 5 U07r 10x7 5 1 5 1 1 7.4 37.0
## 6 U07r 10x7 6 1 6 1 0 0.0 NA
## 7 U07r 10x7 7 1 7 1 1 10.3 51.6
## 8 U07r 10x7 8 1 8 1 1 6.5 32.6
## 9 U07r 10x7 9 1 9 2 2 8.0 40.2
## 10 U07r 10x7 10 2 1 1 1 5.7 28.5
## 11 U07r 10x7 11 2 2 2 1 7.4 37.0
## 12 U07r 10x7 12 2 3 1 0 0.0 NA
## 13 U07r 10x7 13 2 4 3 2 8.6 43.0
## 14 U07r 10x7 14 2 5 2 1 7.8 39.2
## 15 U07r 10x7 15 2 6 3 1 1.3 6.7
## 16 U07r 10x7 16 2 7 1 1 7.0 34.8
## 17 U07r 10x7 17 2 8 2 1 6.1 30.5
## 18 U07r 10x7 18 2 9 1 3 9.0 45.1
## 19 U07r 10x7 19 3 1 2 1 6.1 30.5
## 20 U07r 10x7 20 3 2 1 0 0.0 NA
## 21 U07r 10x7 21 3 3 1 2 3.4 17.1
## 22 U07r 10x7 22 3 4 7 1 0.4 2.2
## 23 U07r 10x7 23 3 5 1 3 7.0 34.9
## 24 U07r 10x7 24 3 6 1 0 0.0 NA
## 25 U07r 10x7 25 3 7 1 1 7.0 34.8
## 26 U07r 10x7 26 3 8 2 1 12.0 59.9
## 27 U07r 10x7 27 3 9 2 1 12.6 62.8
## 28 U07r 10x7 28 4 1 1 1 3.3 16.4
## 29 U07r 10x7 29 4 2 2 1 1.3 6.7
## 30 U07r 10x7 30 4 3 2 1 1.0 4.9
## 31 U07r 10x7 31 4 4 1 0 0.0 NA
## 32 U07r 10x7 32 4 5 1 1 3.9 19.5
## 33 U07r 10x7 33 4 6 1 1 6.5 32.6
## 34 U07r 10x7 34 4 7 1 1 3.3 16.4
## 35 U07r 10x7 35 4 8 1 1 3.3 16.4
## 36 U07r 10x7 36 4 9 1 1 4.6 22.9
## 37 U07r 10x7 37 5 1 1 0 0.0 NA
## 38 U07r 10x7 38 5 2 1 0 0.0 NA
## 39 U07r 10x7 39 5 3 3 5 8.6 43.0
## 40 U07r 10x7 40 5 4 2 0 0.0 NA
## 41 U07r 10x7 41 5 5 1 1 5.3 26.6
## 42 U07r 10x7 42 5 6 1 1 10.9 54.3
## 43 U07r 10x7 43 5 7 1 1 8.8 44.0
## 44 U07r 10x7 44 5 8 1 1 7.0 34.8
## 45 U07r 10x7 45 5 9 1 2 12.7 63.3
## 46 U07r 10x7 46 6 1 2 1 7.8 39.2
## 47 U07r 10x7 47 6 2 1 1 2.0 9.8
## 48 U07r 10x7 48 6 3 2 1 5.7 28.5
## 49 U07r 10x7 49 6 4 1 NA 0.0 NA
## 50 U07r 10x7 50 6 5 1 1 6.1 30.5
## 51 U07r 10x7 51 6 6 2 1 7.4 37.0
## 52 U07r 10x7 52 6 7 1 NA 0.0 NA
## 53 U07r 10x7 53 6 8 2 3 9.7 48.4
## 54 U07r 10x7 54 6 9 2 2 7.9 39.5
## 55 U07r 10x7 55 7 1 3 1 3.6 18.0
## 56 U07r 10x7 56 7 2 1 0 0.0 NA
## 57 U07r 10x7 57 7 3 1 1 0.0 0.0
## 58 U07r 10x7 58 7 4 3 1 7.0 34.8
## 59 U07r 10x7 59 7 5 1 2 4.4 22.1
## 60 U07r 10x7 60 7 6 3 3 9.8 49.2
## 61 U07r 10x7 61 7 7 4 2 12.3 61.4
## 62 U07r 10x7 62 7 8 1 1 7.4 37.0
## 63 U07r 10x7 63 7 9 1 0 0.0 NA
## 64 U07r 10x7 64 8 1 1 2 0.4 2.1
## 65 U07r 10x7 65 8 2 1 1 0.2 0.8
## 66 U07r 10x7 66 8 3 3 4 0.9 4.6
## 67 U07r 10x7 67 8 4 1 0 0.0 NA
## 68 U07r 10x7 68 8 5 3 3 10.8 54.2
## 69 U07r 10x7 69 8 6 2 1 6.1 30.5
## 70 U07r 10x7 70 8 7 2 2 9.5 47.4
## 71 U07r 10x7 71 8 8 1 1 3.9 19.5
## 72 U07r 10x7 72 8 9 3 1 6.5 32.6
## 73 U07r 10x7 73 9 1 1 0 0.0 NA
## 74 U07r 10x7 74 9 2 1 0 0.0 NA
## 75 U07r 10x7 75 9 3 1 0 0.0 NA
## 76 U07r 10x7 76 9 4 2 1 0.1 0.5
## 77 U07r 10x7 77 9 5 1 5 8.1 40.4
## 78 U07r 10x7 78 9 6 1 1 6.1 30.5
## 79 U07r 10x7 79 9 7 2 1 1.7 8.7
## 80 U07r 10x7 80 9 8 1 1 9.8 49.0
## 81 U07r 10x7 81 9 9 2 1 6.1 30.5
## 82 U07r 10x7 82 10 1 1 0 0.0 NA
## 83 U07r 10x7 83 10 2 2 1 0.5 2.7
## 84 U07r 10x7 84 10 3 1 2 1.7 8.3
## 85 U07r 10x7 85 10 4 1 2 10.0 49.8
## 86 U07r 10x7 86 10 5 1 1 7.4 37.0
## 87 U07r 10x7 87 10 6 1 0 0.0 NA
## 88 U07r 10x7 88 10 7 1 1 4.2 21.2
## 89 U07r 10x7 89 10 8 1 0 0.0 NA
## 90 U07r 10x7 90 10 9 1 1 6.5 32.6
## 91 U07s 10x7 1 1 1 1 1 5.7 28.5
## 92 U07s 10x7 2 1 2 1 1 2.0 9.8
## 93 U07s 10x7 3 1 3 1 1 5.7 28.5
## 94 U07s 10x7 4 1 4 1 1 0.3 1.7
## 95 U07s 10x7 5 1 5 2 2 10.3 51.5
## 96 U07s 10x7 6 1 6 1 1 3.6 18.0
## 97 U07s 10x7 7 1 7 1 1 4.6 22.9
## 98 U07s 10x7 8 1 8 1 1 4.6 22.9
## 99 U07s 10x7 9 1 9 1 1 0.0 NA
## 100 U07s 10x7 10 2 1 2 2 9.2 46.0
## 101 U07s 10x7 11 2 2 1 1 1.5 7.6
## 102 U07s 10x7 12 2 3 1 1 5.3 26.6
## 103 U07s 10x7 13 2 4 1 1 4.2 21.2
## 104 U07s 10x7 14 2 5 3 3 8.3 41.3
## 105 U07s 10x7 15 2 6 1 1 4.2 21.2
## 106 U07s 10x7 16 2 7 1 1 3.0 15.0
## 107 U07s 10x7 17 2 8 NA NA 0.0 NA
## 108 U07s 10x7 18 2 9 2 2 3.7 18.4
## 109 U07s 10x7 19 3 1 1 1 15.0 75.0
## 110 U07s 10x7 20 3 2 1 1 4.6 22.9
## 111 U07s 10x7 21 3 3 2 2 4.2 20.8
## 112 U07s 10x7 22 3 4 1 1 0.0 NA
## 113 U07s 10x7 23 3 5 1 1 6.5 32.6
## 114 U07s 10x7 24 3 6 2 2 2.7 13.3
## 115 U07s 10x7 25 3 7 NA NA 0.0 NA
## 116 U07s 10x7 26 3 8 1 1 5.7 28.7
## 117 U07s 10x7 27 3 9 1 1 2.0 9.8
## 118 U07s 10x7 28 4 1 1 1 10.9 54.3
## 119 U07s 10x7 29 4 2 1 1 7.8 39.2
## 120 U07s 10x7 30 4 3 1 1 8.3 41.6
## 121 U07s 10x7 31 4 4 1 1 8.3 41.6
## 122 U07s 10x7 32 4 5 1 1 4.2 21.2
## 123 U07s 10x7 33 4 6 5 5 5.0 24.8
## 124 U07s 10x7 34 4 7 1 1 6.1 30.5
## 125 U07s 10x7 35 4 8 1 1 1.3 6.7
## 126 U07s 10x7 36 4 9 2 2 11.0 55.2
## 127 U07s 10x7 37 5 1 5 5 9.8 49.2
## 128 U07s 10x7 38 5 2 1 1 3.9 19.5
## 129 U07s 10x7 39 5 3 1 1 6.5 32.6
## 130 U07s 10x7 40 5 4 1 1 8.3 41.6
## 131 U07s 10x7 41 5 5 1 1 6.1 30.5
## 132 U07s 10x7 42 5 6 5 5 8.0 40.2
## 133 U07s 10x7 43 5 7 NA NA 0.0 NA
## 134 U07s 10x7 44 5 8 1 1 9.3 46.5
## 135 U07s 10x7 45 5 9 1 1 2.7 13.6
## 136 U07s 10x7 46 6 1 1 1 4.2 21.2
## 137 U07s 10x7 47 6 2 1 1 4.9 24.7
## 138 U07s 10x7 48 6 3 1 1 4.9 24.7
## 139 U07s 10x7 49 6 4 1 1 0.0 NA
## 140 U07s 10x7 50 6 5 1 1 6.5 32.6
## 141 U07s 10x7 51 6 6 2 2 5.1 25.6
## 142 U07s 10x7 52 6 7 1 1 6.1 30.5
## 143 U07s 10x7 53 6 8 3 3 8.3 41.7
## 144 U07s 10x7 54 6 9 1 1 3.3 16.4
## 145 U07s 10x7 55 7 1 1 1 9.3 46.5
## 146 U07s 10x7 56 7 2 1 1 8.3 41.6
## 147 U07s 10x7 57 7 3 1 1 9.3 46.5
## 148 U07s 10x7 58 7 4 1 1 8.3 41.6
## 149 U07s 10x7 59 7 5 1 1 7.4 37.0
## 150 U07s 10x7 60 7 6 1 1 7.4 37.0
## 151 U07s 10x7 61 7 7 2 2 2.1 10.6
## 152 U07s 10x7 62 7 8 6 6 3.0 15.2
## 153 U07s 10x7 63 7 9 2 2 0.1 0.6
## 154 U07s 10x7 64 8 1 1 1 10.9 54.3
## 155 U07s 10x7 65 8 2 2 2 6.1 30.5
## 156 U07s 10x7 66 8 3 1 1 4.6 22.9
## 157 U07s 10x7 67 8 4 1 1 7.4 37.0
## 158 U07s 10x7 68 8 5 1 1 3.9 19.5
## 159 U07s 10x7 69 8 6 3 3 4.6 23.2
## 160 U07s 10x7 70 8 7 1 1 2.5 12.3
## 161 U07s 10x7 71 8 8 1 1 3.0 15.0
## 162 U07s 10x7 72 8 9 1 1 2.0 9.8
## 163 U07s 10x7 73 9 1 1 1 8.3 41.6
## 164 U07s 10x7 74 9 2 1 1 9.8 49.0
## 165 U07s 10x7 75 9 3 2 2 2.0 9.8
## 166 U07s 10x7 76 9 4 1 1 5.7 28.5
## 167 U07s 10x7 77 9 5 1 1 9.3 46.5
## 168 U07s 10x7 78 9 6 1 1 6.1 30.5
## 169 U07s 10x7 79 9 7 2 2 5.5 27.4
## 170 U07s 10x7 80 9 8 1 1 0.2 0.8
## 171 U07s 10x7 81 9 9 2 2 5.0 25.1
## 172 U07s 10x7 82 10 1 6 6 9.1 45.4
## 173 U07s 10x7 83 10 2 1 1 7.8 39.2
## 174 U07s 10x7 84 10 3 1 1 8.3 41.3
## 175 U07s 10x7 85 10 4 1 1 9.5 47.7
## 176 U07s 10x7 86 10 5 1 1 4.2 21.2
## 177 U07s 10x7 87 10 6 1 1 9.8 49.0
## 178 U07s 10x7 88 10 7 1 1 5.3 26.6
## 179 U07s 10x7 89 10 8 1 1 1.5 7.6
## 180 U07s 10x7 90 10 9 1 1 6.1 30.5
## 181 U07s 10x7 91 11 1 1 1 5.7 28.5
## 182 U07s 10x7 92 11 2 1 1 7.4 37.0
## 183 U07s 10x7 93 11 3 1 1 4.6 22.9
## 184 U07s 10x7 94 11 4 2 2 2.5 12.3
## 185 U07s 10x7 95 11 5 1 1 3.3 16.4
## 186 U07s 10x7 96 11 6 1 1 2.5 12.3
## 187 U07s 10x7 97 11 7 1 1 0.0 NA
## 188 U07s 10x7 98 11 7 1 1 0.0 NA
## 189 U07s 10x7 99 11 8 1 1 0.0 NA
## 190 U07s 10x7 100 11 9 1 1 0.0 NA
## Yr5.MAI.HTft Yr5.HTft Yr4.MAI.BAsfpa Yr4.BAsfpa Yr4.MAI.HTft Yr4.HTft
## 1 2.6 13.0 0.5 2.2 2.6 10.5
## 2 NA NA 0.0 NA NA NA
## 3 4.7 23.5 5.3 21.2 4.5 18.0
## 4 4.4 22.0 1.9 7.6 4.3 17.0
## 5 4.2 21.0 4.9 19.5 4.1 16.5
## 6 NA NA 0.0 NA NA NA
## 7 5.2 26.0 7.6 30.5 5.4 21.5
## 8 4.6 23.0 4.1 16.4 4.5 18.0
## 9 4.4 22.0 4.3 17.1 4.0 16.0
## 10 4.4 22.0 3.7 15.0 4.8 19.0
## 11 5.2 26.0 4.9 19.5 4.3 17.0
## 12 NA NA 0.0 NA NA NA
## 13 4.0 20.0 4.7 18.9 4.8 19.0
## 14 4.4 22.0 4.1 16.4 4.0 16.0
## 15 3.6 18.0 0.7 2.7 3.3 13.0
## 16 5.0 25.0 4.5 18.0 4.5 18.0
## 17 4.4 22.0 3.1 12.3 4.4 17.5
## 18 4.6 23.0 2.5 9.8 4.4 17.5
## 19 4.6 23.0 3.7 15.0 4.6 18.5
## 20 NA NA 0.0 NA NA NA
## 21 3.6 18.0 1.2 4.6 3.3 13.0
## 22 2.2 11.0 0.1 0.5 2.1 8.5
## 23 4.3 21.5 4.0 16.1 4.4 17.5
## 24 NA NA 0.0 NA NA NA
## 25 4.6 23.0 3.7 15.0 5.0 20.0
## 26 5.4 27.0 7.6 30.5 5.8 23.0
## 27 5.6 28.0 7.1 28.5 5.6 22.5
## 28 3.9 19.5 2.2 8.7 3.8 15.0
## 29 2.9 14.5 0.4 1.7 2.9 11.4
## 30 2.5 12.5 0.3 1.2 2.3 9.2
## 31 NA NA 0.0 NA NA NA
## 32 3.6 18.0 2.7 11.0 3.4 13.5
## 33 4.8 24.0 4.1 16.4 4.6 18.5
## 34 3.7 18.5 2.5 9.8 3.6 14.5
## 35 3.4 17.0 2.5 9.8 3.9 15.5
## 36 3.6 18.0 2.7 11.0 3.6 14.5
## 37 NA NA 0.0 NA NA NA
## 38 NA NA 0.0 NA NA NA
## 39 4.2 21.0 5.0 20.1 4.0 16.0
## 40 NA NA 0.0 NA NA NA
## 41 4.2 21.0 3.4 13.6 NA NA
## 42 5.4 27.0 6.7 26.6 NA NA
## 43 5.0 25.0 6.2 24.7 NA NA
## 44 5.2 26.0 6.2 24.7 NA NA
## 45 5.2 26.0 8.6 34.5 NA NA
## 46 4.8 24.0 5.3 21.2 4.6 18.5
## 47 3.2 16.0 1.0 4.1 3.0 12.0
## 48 4.0 20.0 3.4 13.6 3.9 15.5
## 49 NA NA 0.0 NA NA NA
## 50 4.8 24.0 3.7 15.0 4.5 18.0
## 51 5.0 25.0 4.5 18.0 4.9 19.5
## 52 NA NA 0.0 NA NA NA
## 53 4.1 20.5 6.9 27.5 4.3 17.0
## 54 4.5 22.5 4.2 17.0 4.5 18.0
## 55 3.2 16.0 1.9 7.6 3.3 13.0
## 56 NA NA 0.0 NA NA NA
## 57 NA NA 0.0 NA NA NA
## 58 4.7 23.5 4.5 18.0 4.6 18.5
## 59 4.2 21.0 3.0 12.1 4.1 16.5
## 60 4.8 24.0 7.2 29.0 4.9 19.5
## 61 5.0 25.0 9.0 35.9 5.0 20.0
## 62 5.0 25.0 5.3 21.2 4.6 18.5
## 63 NA NA 0.0 NA NA NA
## 64 1.5 7.5 0.0 0.1 1.8 7.2
## 65 1.5 7.5 0.0 0.1 1.8 7.0
## 66 2.3 11.5 0.2 1.0 1.9 7.6
## 67 NA NA 0.0 NA NA NA
## 68 4.6 23.0 7.2 28.8 4.8 19.0
## 69 4.9 24.5 3.4 13.6 4.6 18.5
## 70 5.2 26.0 6.2 24.6 4.9 19.5
## 71 5.1 25.5 2.5 9.8 4.5 18.0
## 72 4.2 21.0 4.5 18.0 4.4 17.5
## 73 NA NA 0.0 NA NA NA
## 74 NA NA 0.0 NA NA NA
## 75 NA NA 0.0 NA NA NA
## 76 1.7 8.5 0.0 0.0 1.6 6.4
## 77 3.8 19.0 3.9 15.8 3.6 14.5
## 78 4.6 23.0 4.9 19.5 4.5 18.0
## 79 3.2 16.0 0.5 2.2 3.3 13.0
## 80 5.2 26.0 6.2 24.7 4.6 18.5
## 81 5.0 25.0 3.7 15.0 4.6 18.5
## 82 NA NA 0.0 NA NA NA
## 83 2.2 11.0 0.2 0.8 2.1 8.5
## 84 2.9 14.5 1.0 4.0 3.0 12.0
## 85 4.2 21.0 4.7 18.6 3.5 14.0
## 86 4.4 22.0 4.5 18.0 4.0 16.0
## 87 NA NA 0.0 NA NA NA
## 88 3.2 16.0 2.5 9.8 3.1 12.5
## 89 NA NA 0.0 NA NA NA
## 90 4.0 20.0 3.7 15.0 4.1 16.5
## 91 NA NA 3.7 15.0 4.6 18.3
## 92 3.0 15.0 1.4 5.7 3.3 13.2
## 93 4.0 20.0 4.9 19.5 4.8 19.2
## 94 2.6 13.0 0.4 1.7 2.9 11.5
## 95 4.8 24.0 5.9 23.7 4.6 18.5
## 96 4.2 21.0 2.1 8.3 4.0 16.0
## 97 4.6 23.0 3.4 13.6 4.6 18.3
## 98 3.8 19.0 2.7 11.0 3.8 15.0
## 99 1.6 8.0 0.2 0.8 2.0 8.0
## 100 4.7 23.5 5.8 23.4 4.4 17.5
## 101 3.6 18.0 1.7 6.7 3.4 13.5
## 102 4.4 22.0 2.7 11.0 4.3 17.2
## 103 4.6 23.0 3.4 13.6 4.9 19.5
## 104 4.4 22.0 5.1 20.6 4.4 17.7
## 105 4.4 22.0 2.5 9.8 4.6 18.4
## 106 3.6 18.0 1.7 6.7 3.7 14.7
## 107 NA NA 0.0 NA NA NA
## 108 3.4 17.0 2.8 11.0 3.6 14.5
## 109 5.8 29.0 6.7 26.6 5.1 20.5
## 110 4.4 22.0 2.2 8.7 4.2 16.9
## 111 4.6 23.0 2.8 11.0 4.6 18.3
## 112 NA NA 0.0 NA NA NA
## 113 4.7 23.5 3.4 13.6 4.7 18.7
## 114 3.4 17.0 2.9 11.5 4.2 16.7
## 115 NA NA 0.0 NA NA NA
## 116 4.6 23.0 3.7 14.7 4.4 17.7
## 117 3.0 15.0 2.2 8.7 3.6 14.2
## 118 5.6 28.0 5.7 22.9 5.0 20.0
## 119 5.2 26.0 4.5 18.0 0.6 2.6
## 120 5.8 29.0 4.1 16.4 5.1 20.2
## 121 5.4 27.0 4.5 18.0 5.1 20.2
## 122 4.8 24.0 3.1 12.3 5.0 20.0
## 123 4.0 20.0 2.0 7.9 3.8 15.2
## 124 4.2 21.0 4.1 16.4 4.3 17.0
## 125 3.4 17.0 1.0 4.1 3.3 13.2
## 126 5.0 25.0 6.6 26.2 4.8 19.2
## 127 4.8 24.0 4.1 16.4 4.9 19.5
## 128 4.4 22.0 1.9 7.6 3.8 15.0
## 129 4.8 24.0 3.7 15.0 4.9 19.5
## 130 5.2 26.0 4.9 19.5 5.1 20.5
## 131 4.7 23.5 3.7 15.0 4.8 19.0
## 132 4.8 24.0 5.4 21.6 4.4 17.5
## 133 NA NA 0.0 NA NA NA
## 134 5.2 26.0 5.3 21.2 5.1 20.5
## 135 4.0 20.0 1.4 5.7 3.7 14.9
## 136 4.2 21.0 1.7 6.7 3.9 15.5
## 137 4.2 21.0 2.5 9.8 4.4 17.5
## 138 4.8 24.0 2.7 11.0 4.6 18.5
## 139 NA NA 0.0 NA NA NA
## 140 NA NA 4.1 16.4 4.3 17.3
## 141 4.6 23.0 2.5 10.0 4.3 17.0
## 142 5.0 25.0 3.1 12.3 4.9 19.5
## 143 4.8 24.0 4.4 17.4 4.4 17.7
## 144 3.9 19.5 1.9 7.6 3.7 14.7
## 145 5.2 26.0 5.7 22.9 5.5 22.0
## 146 5.6 28.0 4.1 16.4 5.5 22.0
## 147 5.2 26.0 5.7 22.9 5.3 21.0
## 148 5.2 26.0 4.9 19.5 5.1 20.5
## 149 5.1 25.5 3.7 15.0 4.9 19.5
## 150 5.6 28.0 4.5 18.0 5.5 22.0
## 151 3.4 17.0 0.8 3.3 3.2 12.8
## 152 3.4 17.0 2.0 7.8 3.6 14.2
## 153 2.0 10.0 0.1 0.3 2.5 10.0
## 154 5.4 27.0 5.3 21.2 5.3 21.0
## 155 5.0 25.0 2.7 11.0 5.0 20.0
## 156 4.6 23.0 2.7 11.0 4.4 17.5
## 157 5.2 26.0 4.5 18.0 5.0 20.0
## 158 5.2 26.0 3.1 12.3 5.0 20.0
## 159 4.8 24.0 2.4 9.8 4.1 16.5
## 160 4.0 20.0 1.0 4.1 3.6 14.3
## 161 3.8 19.0 2.2 8.7 3.9 15.6
## 162 3.4 17.0 0.8 3.4 3.3 13.0
## 163 5.0 25.0 4.5 18.0 5.0 20.0
## 164 5.6 28.0 5.3 21.2 5.3 21.0
## 165 3.9 19.5 1.4 5.7 3.7 14.6
## 166 5.4 27.0 3.4 13.6 4.9 19.5
## 167 5.1 25.5 4.9 19.5 4.9 19.5
## 168 5.4 27.0 3.4 13.6 4.9 19.5
## 169 4.2 21.0 2.7 10.6 3.8 15.0
## 170 3.8 19.0 0.1 0.3 2.1 8.3
## 171 3.6 18.0 2.1 8.3 3.4 13.7
## 172 4.6 23.0 4.1 16.4 3.7 14.7
## 173 5.4 27.0 4.9 19.5 5.8 23.0
## 174 5.0 25.0 3.9 15.7 4.3 17.0
## 175 5.2 26.0 5.7 22.9 4.2 16.7
## 176 4.8 24.0 2.2 8.7 4.1 16.4
## 177 5.0 25.0 4.8 19.3 4.4 17.4
## 178 4.6 23.0 2.5 9.8 4.2 16.7
## 179 2.8 14.0 0.5 2.2 2.9 11.5
## 180 4.2 21.0 3.4 13.6 3.8 15.2
## 181 4.5 22.5 3.1 12.3 3.9 15.7
## 182 4.3 21.5 4.1 16.4 4.3 17.2
## 183 3.9 19.5 2.5 9.8 4.1 16.5
## 184 2.6 13.0 0.2 0.7 2.5 10.0
## 185 3.8 19.0 1.9 7.6 3.5 14.0
## 186 3.3 16.5 1.4 5.7 3.4 13.7
## 187 NA NA 0.0 NA NA NA
## 188 NA NA 0.0 NA NA NA
## 189 NA NA 0.0 NA NA NA
## 190 NA NA 0.0 NA NA NA
## Yr3.MAI.BAsfpa Yr3.BAsfpa Yr3.MAI.HTft Yr3.HTft Yr2.MAI.HTft Yr2.HTft
## 1 0.1 0.3 2.3 6.9 1.2 2.4
## 2 0.0 NA NA NA NA NA
## 3 2.9 8.7 4.9 14.8 4.3 8.7
## 4 1.1 3.4 4.0 12.0 3.2 6.4
## 5 2.5 7.6 4.4 13.1 3.7 7.4
## 6 0.0 NA NA NA NA NA
## 7 4.5 13.6 5.2 15.7 5.0 9.9
## 8 1.9 5.7 4.2 12.5 3.2 6.5
## 9 2.9 8.7 3.8 11.5 2.9 5.8
## 10 1.4 4.1 3.6 10.8 2.9 5.7
## 11 2.2 6.7 4.3 12.8 3.2 6.5
## 12 0.0 NA NA NA NA NA
## 13 1.6 4.9 3.6 10.8 2.9 5.7
## 14 2.5 7.6 4.5 13.5 4.2 8.4
## 15 0.4 1.2 3.3 9.8 2.9 5.8
## 16 2.5 7.6 4.5 13.5 3.7 7.3
## 17 2.2 6.7 4.3 12.8 3.8 7.6
## 18 1.1 3.4 4.1 12.3 3.1 6.1
## 19 1.9 5.7 4.4 13.1 4.0 7.9
## 20 0.0 NA NA NA NA NA
## 21 0.4 1.2 3.2 9.7 2.3 4.7
## 22 0.0 0.1 2.2 6.7 1.5 3.1
## 23 1.9 5.7 4.4 13.1 3.9 7.8
## 24 0.0 NA NA NA NA NA
## 25 2.5 7.6 4.5 13.5 3.4 6.9
## 26 7.1 21.2 5.9 17.7 5.6 11.2
## 27 4.5 13.6 5.4 16.1 4.6 9.2
## 28 0.7 2.2 3.5 10.5 2.5 5.0
## 29 0.2 0.5 2.7 8.2 2.2 4.3
## 30 0.1 0.3 2.2 6.6 1.2 2.5
## 31 0.0 NA NA NA NA NA
## 32 0.9 2.7 3.3 9.8 2.8 5.5
## 33 2.5 7.6 4.5 13.5 4.0 8.0
## 34 1.6 4.9 4.0 12.1 3.5 7.1
## 35 1.6 4.9 4.0 12.1 3.2 6.4
## 36 1.1 3.4 3.6 10.8 2.9 5.7
## 37 0.0 NA NA NA NA NA
## 38 0.0 NA NA NA NA NA
## 39 1.1 3.4 3.9 11.8 3.1 6.2
## 40 0.0 NA NA NA NA NA
## 41 1.6 4.9 4.2 12.5 3.6 7.3
## 42 4.5 13.6 5.6 16.7 5.1 10.1
## 43 4.5 13.6 5.0 15.1 4.7 9.4
## 44 2.9 8.7 5.0 15.1 4.3 8.6
## 45 3.3 9.8 4.9 14.8 4.4 8.8
## 46 2.5 7.6 4.8 14.4 3.8 7.6
## 47 0.2 0.5 2.6 7.9 1.4 2.9
## 48 1.6 4.9 3.8 11.5 3.0 6.0
## 49 0.0 NA NA NA NA NA
## 50 2.5 7.6 4.6 13.8 4.0 7.9
## 51 3.3 9.8 4.7 14.1 4.2 8.4
## 52 0.0 NA NA NA NA NA
## 53 1.1 3.4 4.2 12.5 3.7 7.4
## 54 2.2 6.7 4.5 13.5 4.1 8.2
## 55 0.6 1.7 3.1 9.2 2.6 5.2
## 56 0.0 NA NA NA NA NA
## 57 0.0 NA 1.0 3.1 0.7 1.3
## 58 2.9 8.7 4.9 14.8 4.6 9.1
## 59 1.4 4.1 4.2 12.5 3.7 7.4
## 60 3.3 9.8 5.0 15.1 4.6 9.2
## 61 3.7 11.0 5.0 15.1 5.2 10.3
## 62 2.9 8.7 4.9 14.8 5.2 10.4
## 63 0.0 NA NA NA NA NA
## 64 0.0 0.0 1.5 4.4 1.4 2.9
## 65 0.0 0.0 1.7 5.1 1.7 3.3
## 66 0.0 0.0 1.7 5.2 1.0 2.1
## 67 0.0 NA NA NA NA NA
## 68 2.2 6.7 4.5 13.5 4.4 8.9
## 69 2.2 6.7 4.5 13.5 4.1 8.1
## 70 3.7 11.0 5.1 15.4 4.5 9.0
## 71 1.4 4.1 4.3 12.8 3.5 7.1
## 72 2.5 7.6 4.3 12.8 3.8 7.6
## 73 0.0 NA NA NA NA NA
## 74 0.0 NA NA NA NA NA
## 75 0.0 NA NA NA NA NA
## 76 0.0 0.0 1.6 4.9 1.3 2.5
## 77 0.9 2.7 3.8 11.3 3.1 6.3
## 78 2.9 8.7 4.7 14.1 4.1 8.2
## 79 0.2 0.5 3.2 9.7 1.9 3.7
## 80 4.1 12.3 4.9 14.8 4.6 9.2
## 81 2.2 6.7 4.6 13.8 4.2 8.4
## 82 0.0 NA NA NA NA NA
## 83 0.0 0.1 1.8 5.4 1.4 2.9
## 84 0.2 0.5 2.8 8.5 2.3 4.7
## 85 0.9 2.7 3.6 10.7 3.0 6.1
## 86 1.9 5.7 3.8 11.5 3.3 6.6
## 87 0.0 NA NA NA NA NA
## 88 0.7 2.2 3.3 10.0 2.9 5.7
## 89 0.0 NA NA NA NA NA
## 90 1.1 3.4 3.8 11.3 2.9 5.8
## 91 1.9 5.7 4.3 13.0 4.4 8.9
## 92 0.7 2.2 3.7 11.0 3.3 6.6
## 93 4.1 12.3 4.5 13.5 4.4 8.9
## 94 0.1 0.3 2.6 7.8 2.2 4.4
## 95 3.3 10.0 4.5 13.5 4.1 8.2
## 96 1.4 4.2 4.1 12.4 3.5 6.9
## 97 1.6 4.9 4.3 13.0 4.2 8.3
## 98 1.9 5.7 4.2 12.5 4.2 8.4
## 99 0.1 0.3 2.3 7.0 2.5 5.0
## 100 3.6 10.8 4.5 13.5 4.3 8.6
## 101 1.1 3.4 3.8 11.5 3.6 7.2
## 102 1.6 4.9 4.3 12.8 3.8 7.6
## 103 2.2 6.7 5.0 15.0 5.6 11.2
## 104 3.1 9.3 4.2 12.5 4.4 8.8
## 105 1.1 3.4 4.2 12.5 3.6 7.1
## 106 0.9 2.7 3.7 11.0 3.9 7.8
## 107 NA NA NA NA NA NA
## 108 1.5 4.6 3.9 11.6 4.0 8.0
## 109 4.1 12.3 5.0 15.0 4.9 9.8
## 110 1.1 3.4 4.0 12.0 3.8 7.5
## 111 2.0 6.1 4.3 13.0 4.1 8.2
## 112 NA NA 0.0 0.0 4.7 9.4
## 113 4.4 13.3 5.0 15.0 5.2 10.3
## 114 1.8 5.5 3.8 11.4 3.4 6.9
## 115 NA NA NA NA NA NA
## 116 1.4 4.1 4.3 13.0 4.0 8.0
## 117 1.4 4.1 3.9 11.6 4.2 8.4
## 118 4.1 12.3 5.0 15.0 5.7 11.5
## 119 3.3 9.8 5.3 16.0 5.7 11.5
## 120 2.5 7.6 5.0 15.0 5.1 10.2
## 121 2.5 7.6 5.0 15.0 5.2 10.3
## 122 2.2 6.7 5.0 15.0 3.4 6.9
## 123 1.3 3.9 4.1 12.3 5.0 10.0
## 124 2.5 7.6 4.6 13.8 5.0 10.0
## 125 0.9 2.7 3.6 10.7 3.8 7.5
## 126 4.2 12.6 4.4 13.1 4.5 8.9
## 127 1.6 4.9 4.5 13.5 4.4 8.9
## 128 1.1 3.4 3.7 11.2 3.8 7.7
## 129 2.2 6.7 4.8 14.4 4.6 9.2
## 130 3.3 9.8 4.8 14.4 5.0 10.0
## 131 2.5 7.6 4.7 14.1 4.9 9.8
## 132 2.8 8.5 4.7 14.1 4.6 9.2
## 133 NA NA NA NA NA NA
## 134 2.9 8.7 4.7 14.1 5.0 10.0
## 135 0.7 2.2 3.8 11.5 3.3 6.6
## 136 0.7 2.2 3.5 10.5 2.9 5.8
## 137 1.1 3.4 3.9 11.8 3.5 7.1
## 138 1.6 4.9 4.5 13.6 4.5 9.0
## 139 NA NA NA NA NA NA
## 140 2.5 7.6 4.8 14.4 4.9 9.8
## 141 1.3 4.0 3.8 11.3 3.5 7.0
## 142 1.9 5.7 4.9 14.8 5.2 10.5
## 143 1.6 4.9 4.4 13.1 3.9 7.9
## 144 0.9 2.7 3.9 11.6 3.7 7.3
## 145 3.3 9.8 5.2 15.7 5.3 10.7
## 146 2.2 6.7 4.4 13.1 4.4 8.9
## 147 3.3 9.8 4.9 14.8 4.8 9.5
## 148 2.9 8.7 5.4 16.1 5.0 10.0
## 149 2.2 6.7 4.6 13.8 4.2 8.5
## 150 2.9 8.7 5.1 15.4 4.9 9.8
## 151 0.4 1.1 3.2 9.5 4.3 8.5
## 152 0.7 2.2 3.5 10.5 3.7 7.3
## 153 0.1 0.3 2.4 7.2 1.7 3.3
## 154 2.9 8.7 5.0 15.1 5.0 10.0
## 155 2.4 7.1 4.3 12.8 3.8 7.7
## 156 1.6 4.9 4.4 13.1 4.1 8.3
## 157 3.3 9.8 5.0 15.1 3.2 6.4
## 158 1.9 5.7 4.9 14.8 4.9 9.8
## 159 1.9 5.8 4.3 12.8 3.9 7.9
## 160 0.4 1.2 3.4 10.2 2.5 4.9
## 161 0.9 2.7 3.9 11.8 3.3 6.6
## 162 0.4 1.2 3.3 9.8 4.1 8.2
## 163 2.2 6.7 4.7 14.1 4.6 9.3
## 164 2.5 7.6 5.2 15.7 4.7 9.4
## 165 0.7 2.2 3.5 10.5 3.2 6.4
## 166 2.2 6.7 5.2 15.7 5.6 11.2
## 167 2.9 8.7 4.7 14.1 5.2 10.5
## 168 2.5 7.6 5.1 15.4 5.0 10.0
## 169 0.8 2.5 3.4 10.2 3.0 5.9
## 170 0.0 0.1 2.2 6.6 1.8 3.6
## 171 0.8 2.5 3.0 8.9 1.2 2.5
## 172 0.7 2.2 3.6 10.8 3.6 7.1
## 173 3.3 9.8 5.4 16.1 6.1 12.1
## 174 1.9 5.7 4.6 13.8 5.1 10.2
## 175 1.1 3.4 4.6 13.8 4.1 8.2
## 176 1.1 3.4 4.2 12.5 3.6 7.2
## 177 1.4 4.1 4.6 13.8 4.2 8.4
## 178 1.1 3.4 3.8 11.5 3.4 6.8
## 179 0.3 0.8 2.9 8.7 2.9 5.8
## 180 2.2 6.7 4.3 12.8 4.2 8.5
## 181 1.4 4.1 3.8 11.5 3.4 6.9
## 182 2.5 7.6 4.6 13.8 4.4 8.9
## 183 1.4 4.1 4.3 12.8 4.2 8.3
## 184 0.1 0.3 2.1 6.2 2.0 3.9
## 185 0.9 2.7 3.7 11.0 3.6 7.3
## 186 0.6 1.7 3.4 10.2 3.0 6.0
## 187 NA NA NA NA NA NA
## 188 NA NA NA NA 1.1 2.3
## 189 NA NA NA NA NA NA
## 190 NA NA NA NA 1.0 1.9
boxplot(AlbaData$Yr5.MAI.BAsfpa ~ AlbaData$Plantation, las = 1, main = "Alba Planations, Avg. 5-Yr Mean Annual Increment Basal Area per Acre (sq.ft)")
t.test(AlbaData$Yr5.MAI.BAsfpa[AlbaData$Plantation == "U07r"], AlbaData$Yr5.MAI.BAsfpa[AlbaData$Plantation ==
"U07s"])
##
## Welch Two Sample t-test
##
## data: AlbaData$Yr5.MAI.BAsfpa[AlbaData$Plantation == "U07r"] and AlbaData$Yr5.MAI.BAsfpa[AlbaData$Plantation == "U07s"]
## t = -1.007, df = 174.4, p-value = 0.3152
## alternative hypothesis: true difference in means is not equal to 0
## 95 percent confidence interval:
## -1.561 0.506
## sample estimates:
## mean of x mean of y
## 4.647 5.174
boxplot(AlbaData$Yr5.MAI.HTft ~ AlbaData$Plantation, las = 1, main = "Alba Plantations, Mean Annual Increment of Height after 5 Yrs (feet)")
t.test(AlbaData$Yr5.MAI.HTft[AlbaData$Plantation == "U07r"], AlbaData$Yr5.MAI.HTft[AlbaData$Plantation ==
"U07s"])
##
## Welch Two Sample t-test
##
## data: AlbaData$Yr5.MAI.HTft[AlbaData$Plantation == "U07r"] and AlbaData$Yr5.MAI.HTft[AlbaData$Plantation == "U07s"]
## t = -1.95, df = 134.5, p-value = 0.05326
## alternative hypothesis: true difference in means is not equal to 0
## 95 percent confidence interval:
## -0.588595 0.004163
## sample estimates:
## mean of x mean of y
## 4.125 4.417
boxplot(AlbaData$Yr5.BAsfpa ~ AlbaData$Plantation, las = 1, main = "Alba Planations, (no zeros for missing trees) Average 5-Yr Basal Area per Acre (sq.ft)")
t.test(AlbaData$Yr5.BAsfpa[AlbaData$Plantation == "U07r"], AlbaData$Yr5.BAsfpa[AlbaData$Plantation ==
"U07s"])
##
## Welch Two Sample t-test
##
## data: AlbaData$Yr5.BAsfpa[AlbaData$Plantation == "U07r"] and AlbaData$Yr5.BAsfpa[AlbaData$Plantation == "U07s"]
## t = 0.4379, df = 136.5, p-value = 0.6622
## alternative hypothesis: true difference in means is not equal to 0
## 95 percent confidence interval:
## -3.905 6.127
## sample estimates:
## mean of x mean of y
## 29.87 28.76
names(AlbaData)
## [1] "Plantation" "Spacing" "Od" "C"
## [5] "R" "stms" "Stms13" "Yr5.MAI.BAsfpa"
## [9] "Yr5.BAsfpa" "Yr5.MAI.HTft" "Yr5.HTft" "Yr4.MAI.BAsfpa"
## [13] "Yr4.BAsfpa" "Yr4.MAI.HTft" "Yr4.HTft" "Yr3.MAI.BAsfpa"
## [17] "Yr3.BAsfpa" "Yr3.MAI.HTft" "Yr3.HTft" "Yr2.MAI.HTft"
## [21] "Yr2.HTft"
# fix(AlbaData)
summary(AlbaData$Yr5.BAsfpa, AlbaData$Yr5.BAsfpa[Plantation = "U07r"])
## Min. 1st Qu. Median Mean 3rd Qu. Max. NA's
## 0.0 18.0 30.5 29.2 40.6 75.0 30
summary(AlbaData$Yr5.BAsfpa, na.rm = TRUE)
## Min. 1st Qu. Median Mean 3rd Qu. Max. NA's
## 0.0 18.0 30.5 29.2 40.6 75.0 30
by(AlbaData$Yr5.BAsfpa, AlbaData$Plantation, summary)
## AlbaData$Plantation: U07r
## Min. 1st Qu. Median Mean 3rd Qu. Max. NA's
## 0.0 17.3 32.6 29.9 40.0 63.3 20
## --------------------------------------------------------
## AlbaData$Plantation: U07s
## Min. 1st Qu. Median Mean 3rd Qu. Max. NA's
## 0.6 18.7 28.0 28.8 41.3 75.0 10
describe(AlbaData$Yr5.BAsfpa)
## Error: could not find function "describe"
describeBy(AlbaData$Yr5.BAsfpa, as.factor(AlbaData$Plantation))
## Error: could not find function "describeBy"