Margaret Hallerud
October 17, 2017
setwd("~/WILD4580/data/exercise_dat")
load("grazing_impacts.RData")
write.csv(graz, "grazing_impactsV2.csv", row.names=F)setwd("~/WILD4580/data/exercise_dat")
read.csv("grazing_impactsV2.csv")## Geology Management Width2Depth_Ratio Avg_Bank_Angle PC_Predator_Taxa
## 1 granitic cattle 16.10 123.57 43.37
## 2 granitic cattle 5.40 86.58 31.27
## 3 granitic reference 11.30 83.35 20.58
## 4 granitic cattle 11.50 88.40 10.99
## 5 granitic reference 16.20 82.40 22.48
## 6 granitic reference 15.00 104.58 29.57
## 7 granitic reference 17.20 114.82 11.83
## 8 granitic cattle 7.00 77.04 14.06
## 9 granitic reference 5.49 106.69 9.14
## 10 granitic sheep 21.10 110.19 6.8
## 11 granitic sheep 12.20 125.32 13.62
## 12 granitic sheep 17.10 68.35 16.51
## 13 granitic sheep 5.80 64.70 28.3
## 14 granitic reference 17.10 102.20 39.74
## 15 granitic reference 10.70 106.15 14.47
## 16 granitic reference 12.10 123.24 23.21
## 17 granitic cattle 11.10 93.56 23.75
## 18 granitic sheep 26.40 103.29 18.2
## 19 granitic cattle 11.80 77.79 13.2
## 20 granitic reference 16.90 106.00 11.12
## 21 granitic cattle 23.30 70.70 20.84
## 22 granitic sheep 17.30 95.50 22.6
## 23 granitic reference 23.00 110.44 11.93
## 24 granitic sheep 6.00 80.00 21.33
## 25 granitic reference 12.20 102.54 21.47
## 26 granitic reference 19.90 108.47 25.49
## 27 granitic cattle 15.40 114.70 16.75
## 28 granitic cattle 20.80 106.89 9.04
## 29 granitic cattle 6.40 108.42 15.25
## 30 volcanic cattle 21.53 134.67 5.15
## 31 volcanic cattle 22.62 149.78 7.01
## 32 volcanic cattle 8.18 63.38 6.25
## 33 granitic cattle 21.39 103.95 8.53
## 34 granitic cattle 10.02 88.13 7.57
## 35 granitic cattle 14.04 106.70 18.15
## 36 granitic reference 22.90 84.72 25.3
## 37 granitic cattle 11.18 88.58 24.21
## 38 granitic reference 18.67 86.43 16.43
## 39 granitic reference 18.75 98.21 19.25
## 40 granitic reference 7.19 79.32 14.3
## 41 volcanic sheep 19.73 110.13 17.15
## 42 volcanic cattle 10.85 92.21 15.74
## 43 granitic reference 23.28 74.67 15.98
## 44 granitic reference 20.90 96.05 10.35
## 45 granitic reference 29.05 91.11 8.58
## 46 granitic reference 10.94 84.21 9.48
## 47 granitic sheep 25.51 98.52 18.41
## 48 volcanic sheep 13.18 99.30 14.14
## 49 granitic reference 5.09 52.09 12.35
## 50 granitic reference 4.62 37.71 20.05
## 51 granitic reference 4.61 57.92 14.89
## 52 granitic reference 15.89 84.88 13.71
## 53 granitic reference 3.58 53.13 15.4
## 54 volcanic sheep 28.48 113.28 7.16
## 55 granitic reference 18.22 84.09 16.09
## 56 granitic reference 2.94 62.73 42.24
## 57 granitic reference 17.58 112.64 15.73
## 58 granitic reference 10.76 86.77 13.38
## 59 granitic reference 7.71 87.26 20.93
## 60 granitic reference 18.80 81.08 16.74
## 61 granitic reference 10.89 82.73 10.07
## 62 granitic reference 5.98 92.29 6.6
## 63 granitic reference 17.35 90.96 29.29
## 64 volcanic reference 17.17 94.70 36.68
## 65 volcanic reference 11.55 71.58 11.6
## 66 volcanic cattle 22.81 135.00 6.66
## 67 volcanic cattle 23.36 98.04 .
## 68 volcanic cattle 17.98 106.54 7.12
## 69 granitic cattle 11.18 102.48 18.88
## 70 volcanic cattle 27.97 150.30 8.1
## 71 granitic cattle 12.50 87.05 32.05
## 72 volcanic cattle 31.92 97.27 28.28
## 73 granitic reference 18.21 129.20 11.82
## 74 volcanic reference 12.52 97.71 12.55
## 75 volcanic cattle 39.82 122.00 20.69
## 76 volcanic reference 26.39 126.60 9.21
## 77 volcanic cattle 13.46 107.93 7.49
## 78 volcanic cattle 17.47 124.70 7.13
## 79 granitic reference 6.88 83.48 6.36
## 80 granitic reference 17.93 93.43 13.53
## 81 granitic reference 11.10 73.92 12.5
## 82 granitic cattle 12.05 70.96 15.71
## 83 granitic cattle 6.14 90.42 11.21
## 84 volcanic sheep 18.04 121.40 9.25
## 85 volcanic sheep 29.62 113.93 12.6
## 86 granitic cattle 9.63 86.46 8.03