Landscape Structure Analysis
E. Gage
August 17, 2016
Study area illustrating the 5 ha tessellation used to subdivide the site.
FRAGSTATS run 5ha
1 ha hex
## # A tibble: 752,610 x 8
## hexagonID MEAN STD fVar Size Variable
## * <int> <dbl> <dbl> <chr> <chr> <chr>
## 1 1 -0.12395821 0.8344080 H1ha_BldTreeDiff H1ha BldTreeDiff
## 2 2 -0.22840554 0.7633468 H1ha_BldTreeDiff H1ha BldTreeDiff
## 3 3 -0.21186545 0.3759660 H1ha_BldTreeDiff H1ha BldTreeDiff
## 4 4 -0.04782874 0.3857564 H1ha_BldTreeDiff H1ha BldTreeDiff
## 5 5 -0.22414515 1.4325793 H1ha_BldTreeDiff H1ha BldTreeDiff
## 6 6 -1.33239640 0.7300447 H1ha_BldTreeDiff H1ha BldTreeDiff
## 7 7 -1.38429464 1.3507811 H1ha_BldTreeDiff H1ha BldTreeDiff
## 8 8 -1.15954845 0.7612595 H1ha_BldTreeDiff H1ha BldTreeDiff
## 9 9 -0.23893037 0.7116287 H1ha_BldTreeDiff H1ha BldTreeDiff
## 10 10 -0.38713860 1.0972278 H1ha_BldTreeDiff H1ha BldTreeDiff
## # ... with 752,600 more rows, and 2 more variables: p3 <chr>, p4 <chr>## [1] "C:/Users/eg/Dropbox/PROJECTS/Manu-LandscapePatternUHI/Rstudio/Fragstats"## character(0)Cluster 5 ha on prop class
## # A tibble: 5,863 x 7
## HEXAGONID LowImp_Per Bldg_Per Tree_Per LowVeg_Per Water_Per Other_Per
## <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl>
## 1 87 0.22230 0.05184 0.08550 0.63468 0.00000 0.00568
## 2 88 0.21726 0.10656 0.17820 0.49716 0.00000 0.00082
## 3 89 0.14832 0.07704 0.23850 0.53406 0.00000 0.00208
## 4 90 0.22032 0.08604 0.25308 0.43992 0.00000 0.00064
## 5 91 0.21492 0.09882 0.27774 0.38304 0.00000 0.02548
## 6 92 0.26730 0.03654 0.13482 0.54594 0.01476 0.00064
## 7 93 0.33624 0.19782 0.07704 0.32850 0.00000 0.06040
## 8 94 0.40410 0.14490 0.15948 0.29088 0.00000 0.00064
## 9 95 0.39438 0.22374 0.02448 0.32490 0.00000 0.03250
## 10 96 0.22518 0.08406 0.15480 0.53460 0.00000 0.00136
## # ... with 5,853 more rows
## NULL
5ha Ward.d2 k=7
## png
## 2
Scatterplots against LST
LST correlation plots
Tidy and plot the k7 ward cluster
LST by cluster
Summarised datatables
Data table of LST
Plots of Class Level metrics
PLAND
Tree-related variables
Plots of Landscape metrics
Table of PLAND for 5ha K7 clusters
Count and proportions of clusters
## # A tibble: 1 x 1
## tot.cnt
## <int>
## 1 5863## [[1]]
## NULL
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## [[2]]
## NULL
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## [[3]]
## NULL
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## [[4]]
## NULL
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## [[5]]
## NULL
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## [[6]]
## NULL
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## [[7]]
## NULLLM with do
Random Forest on Custers
## %IncMSE IncNodePurity
## BldMinusTreeRS_MEAN 19.07 938.14
## GYRATE_MN_LowVeg 16.46 245.52
## LPI_Water 14.36 287.43
## TreeHt_MEAN 14.28 727.65
## COHESION_Water 14.27 236.66
## TreeHt_STD 12.83 523.49
## PD_LowVeg 12.75 161.81
## PD_Trees 12.51 176.89
## LSI_LowImp 12.10 200.93
## CLUMPY_LowImp 12.04 373.45
## ED_Trees 11.86 347.60
## NLSI_LowImp 11.06 213.04
## ED_Other 10.92 109.30
## CLUMPY_Water 10.07 145.90
## LSI_LowVeg 9.98 89.24
## GYRATE_MN_Water 9.92 127.22
## CLUMPY_LowVeg 9.89 167.63
## LPI_LowImp 9.88 146.06
## COHESION_Trees 9.86 117.67
## IJI_Trees 9.73 134.43
## ED_LowImp 9.69 109.09
## PD_LowImp 9.61 116.36
## NLSI_LowVeg 9.49 200.55
## PD 9.44 113.57
## NLSI_Other 9.36 147.05
## LSI_Buildings 9.22 80.40
## PD_Buildings 9.16 88.62
## LSI_Other 8.98 145.95
## ED_Buildings 8.91 78.28
## SIDI 8.86 107.11
## COHESION_LowImp 8.67 143.78
## COHESION_LowVeg 8.45 107.62
## PD_Other 8.43 99.06
## ED_LowVeg 8.17 85.99
## SHDI 8.13 115.68
## LPI_Trees 8.08 170.71
## CLUMPY_Other 8.07 134.38
## GYRATE_MN_Other 7.81 86.68
## COHESION_Buildings 7.81 98.74
## LSI 7.60 86.48
## COHESION_Other 7.47 85.59
## LSI_Trees 7.34 134.81
## SIEI 7.24 108.61
## IJI_LowImp 7.22 112.24
## GYRATE_MN_Trees 7.22 91.04
## IJI_LowVeg 7.17 114.98
## LPI_Buildings 7.05 97.55
## CLUMPY_Trees 6.94 75.07
## CLUMPY_Buildings 6.81 80.66
## LPI_Other 6.81 75.64
## CONTAG 6.59 117.89
## IJI 6.41 101.01
## NLSI_Trees 6.21 109.03
## GYRATE_MN_Buildings 6.06 89.70
## LPI_LowVeg 6.06 103.37
## ED_Water 5.92 74.65
## DIVISION 5.87 101.58
## GYRATE_MN_LowImp 5.43 118.83
## IJI_Buildings 5.39 98.89
## LSI_Water 5.20 40.77
## LPI 5.08 100.38
## NLSI_Buildings 4.13 90.87
## NLSI_Water 3.70 41.32
## IJI_Other 3.68 80.23
## PD_Water 1.55 32.52
## IJI_Water 1.29 26.00## %IncMSE IncNodePurity
## BldMinusTreeRS_MEAN 20.03 287.43
## TreeHt_MEAN 14.99 163.72
## TreeHt_STD 13.16 131.89
## ED_Buildings 12.66 464.35
## NLSI_Trees 12.40 124.98
## PD_Buildings 12.40 288.33
## COHESION_Trees 12.23 154.33
## SIDI 10.24 50.61
## COHESION_Buildings 9.93 106.34
## GYRATE_MN_LowImp 9.71 40.96
## LSI_Buildings 9.42 208.94
## LPI_Trees 9.06 51.36
## LSI_Trees 8.35 32.18
## PD_LowImp 8.14 28.36
## IJI_LowVeg 8.12 35.31
## LPI_Buildings 8.04 218.74
## LSI_Other 7.96 28.04
## LSI_LowImp 7.87 25.43
## CLUMPY_Buildings 7.57 106.85
## ED_LowImp 7.49 70.60
## GYRATE_MN_LowVeg 7.42 37.61
## LSI 7.39 17.33
## ED_Trees 7.38 46.40
## COHESION_LowVeg 7.37 20.61
## SHDI 7.37 115.73
## CLUMPY_LowImp 7.02 28.41
## NLSI_LowVeg 7.00 21.58
## GYRATE_MN_Buildings 6.93 112.59
## PD_LowVeg 6.92 29.23
## PD 6.74 18.70
## LPI_LowVeg 6.65 20.09
## NLSI_LowImp 6.49 22.95
## IJI_LowImp 6.38 27.37
## COHESION_LowImp 6.36 30.40
## DIVISION 6.30 22.34
## IJI 6.12 33.33
## SIEI 5.99 18.48
## ED_Other 5.85 17.92
## PD_Other 5.84 17.81
## CLUMPY_LowVeg 5.72 19.76
## CONTAG 5.72 18.52
## NLSI_Buildings 5.60 50.40
## IJI_Buildings 5.57 131.56
## LPI 5.57 16.79
## LPI_LowImp 5.52 36.17
## IJI_Trees 5.10 18.25
## LSI_LowVeg 5.05 16.33
## CLUMPY_Trees 4.93 18.66
## PD_Trees 4.71 30.40
## LPI_Other 4.70 13.84
## IJI_Other 4.47 17.33
## COHESION_Other 4.45 11.61
## NLSI_Other 4.43 19.56
## CLUMPY_Other 4.42 16.38
## ED_LowVeg 4.19 20.89
## GYRATE_MN_Other 3.45 10.81
## PD_Water 2.02 2.81
## IJI_Water 0.12 2.03
## LSI_Water 0.00 2.43
## ED_Water -0.16 3.06
## GYRATE_MN_Water -0.36 4.49
## NLSI_Water -0.55 1.70
## LPI_Water -0.59 5.93
## COHESION_Water -1.57 4.75
## GYRATE_MN_Trees -1.89 22.13
## CLUMPY_Water -2.08 4.46## %IncMSE IncNodePurity
## BldMinusTreeRS_MEAN 23.56 419.01
## NLSI_LowImp 13.95 149.15
## ED_Trees 11.58 84.22
## TreeHt_STD 10.65 52.45
## PD_Buildings 10.33 60.52
## LPI_LowImp 10.08 99.96
## TreeHt_MEAN 9.88 64.34
## CLUMPY_LowImp 9.84 111.69
## LSI_LowImp 9.72 99.31
## ED_Buildings 9.68 59.75
## SIDI 8.56 58.93
## NLSI_Buildings 8.53 46.23
## COHESION_Trees 8.43 46.77
## LPI_Trees 8.25 64.95
## COHESION_LowVeg 8.23 82.51
## ED_LowVeg 8.11 100.09
## ED_Other 8.11 45.23
## LSI_Buildings 8.11 42.11
## IJI_Trees 8.03 64.80
## SIEI 7.89 60.45
## NLSI_LowVeg 7.66 84.67
## COHESION_LowImp 7.37 97.02
## COHESION_Buildings 7.35 56.51
## LSI 7.30 63.97
## PD 7.22 46.77
## CLUMPY_Buildings 7.18 40.87
## NLSI_Trees 7.10 57.80
## GYRATE_MN_LowImp 7.05 51.26
## PD_LowImp 6.79 49.64
## LSI_Trees 6.69 39.09
## GYRATE_MN_Trees 6.66 47.35
## SHDI 6.66 47.24
## ED_LowImp 6.42 46.45
## IJI 6.31 36.70
## LPI_Buildings 6.29 47.23
## LPI_LowVeg 6.18 65.29
## CLUMPY_Trees 5.86 60.99
## GYRATE_MN_LowVeg 5.70 57.93
## PD_LowVeg 5.64 51.75
## PD_Trees 5.50 41.45
## LPI 5.48 45.80
## DIVISION 5.09 40.20
## CONTAG 4.99 40.72
## LPI_Other 4.97 34.99
## GYRATE_MN_Buildings 4.85 49.27
## IJI_LowImp 4.80 40.25
## IJI_LowVeg 4.69 39.95
## LSI_LowVeg 4.68 32.23
## COHESION_Other 4.31 27.95
## CLUMPY_LowVeg 4.18 40.06
## LSI_Other 4.16 37.68
## CLUMPY_Water 3.65 9.40
## PD_Other 3.36 32.03
## GYRATE_MN_Other 3.26 38.23
## CLUMPY_Other 2.78 41.54
## IJI_Buildings 2.62 41.21
## COHESION_Water 2.62 15.07
## NLSI_Other 1.97 27.85
## IJI_Water 1.11 4.31
## LPI_Water 0.92 15.12
## GYRATE_MN_Water 0.83 13.95
## PD_Water 0.65 10.63
## LSI_Water 0.46 4.59
## ED_Water -0.23 9.44
## IJI_Other -0.55 36.91
## NLSI_Water -1.04 5.97## %IncMSE IncNodePurity
## BldMinusTreeRS_MEAN 30.21 456.20
## ED_Trees 22.74 150.53
## TreeHt_MEAN 19.46 277.66
## ED_Buildings 19.29 87.30
## COHESION_Trees 18.32 89.55
## PD_Buildings 18.10 90.50
## ED_LowVeg 18.00 126.72
## LPI_LowVeg 14.84 93.67
## COHESION_LowVeg 14.73 84.11
## LSI_Trees 14.46 46.69
## LPI_Trees 14.33 86.36
## NLSI_Trees 14.02 56.15
## NLSI_LowVeg 13.86 60.89
## IJI_Trees 12.50 63.37
## TreeHt_STD 12.49 115.80
## NLSI_LowImp 12.21 42.16
## LSI_Buildings 11.68 43.56
## DIVISION 11.14 62.08
## CLUMPY_Trees 11.12 32.77
## GYRATE_MN_Trees 10.92 35.66
## LPI_LowImp 10.82 129.63
## PD_Trees 10.77 51.90
## LPI 10.50 104.52
## NLSI_Buildings 10.48 39.01
## LSI_LowVeg 10.38 32.90
## SIEI 10.13 42.12
## SIDI 9.90 71.06
## IJI_LowVeg 9.89 61.77
## IJI 9.83 47.44
## ED_LowImp 9.66 31.29
## PD 9.27 27.79
## CLUMPY_Buildings 9.15 35.10
## LSI 9.15 27.05
## PD_LowVeg 9.03 30.96
## CONTAG 8.94 30.88
## SHDI 8.82 44.20
## CLUMPY_LowVeg 8.67 30.80
## COHESION_LowImp 8.59 73.54
## COHESION_Buildings 8.41 41.68
## PD_LowImp 7.82 33.43
## CLUMPY_LowImp 7.51 21.54
## LPI_Buildings 7.49 45.83
## LSI_LowImp 7.39 23.13
## PD_Other 7.04 21.92
## IJI_LowImp 6.87 34.13
## GYRATE_MN_LowImp 6.25 33.54
## GYRATE_MN_LowVeg 5.89 42.76
## GYRATE_MN_Other 5.26 24.97
## LSI_Other 4.71 18.94
## GYRATE_MN_Buildings 4.59 36.05
## LPI_Other 4.37 19.18
## ED_Other 4.24 19.66
## IJI_Other 4.06 19.51
## IJI_Buildings 4.04 30.51
## NLSI_Other 3.90 19.33
## GYRATE_MN_Water 3.33 5.87
## COHESION_Other 3.27 20.59
## CLUMPY_Water 2.81 6.55
## LPI_Water 2.64 6.73
## LSI_Water 2.19 2.28
## PD_Water 1.98 2.12
## COHESION_Water 1.94 8.41
## CLUMPY_Other 1.33 17.54
## NLSI_Water 1.18 1.30
## ED_Water 0.18 2.84
## IJI_Water -0.68 1.70## %IncMSE IncNodePurity
## PD_Trees 13.26 255.12
## GYRATE_MN_LowImp 13.25 215.35
## NLSI_Trees 11.60 235.92
## LSI_Trees 11.19 202.56
## NLSI_LowVeg 10.81 212.39
## BldMinusTreeRS_MEAN 10.52 353.06
## LPI_LowImp 10.02 96.84
## COHESION_LowVeg 9.80 169.09
## COHESION_Trees 9.80 112.38
## ED_Trees 9.61 170.30
## LPI_LowVeg 9.58 109.97
## LPI_Trees 9.35 145.02
## LPI 9.04 106.41
## CLUMPY_LowVeg 9.01 195.04
## IJI_Trees 8.71 133.29
## GYRATE_MN_Trees 8.69 149.74
## TreeHt_MEAN 8.68 128.02
## CLUMPY_Trees 8.67 104.09
## DIVISION 8.28 102.86
## COHESION_LowImp 8.02 108.33
## TreeHt_STD 7.84 165.21
## PD 7.78 150.69
## LSI_LowImp 7.64 120.04
## ED_LowImp 7.41 90.42
## PD_LowImp 7.37 170.97
## CLUMPY_Other 7.24 74.80
## CLUMPY_LowImp 7.16 169.35
## LSI_Other 6.85 74.73
## SHDI 6.63 82.77
## PD_Other 6.51 105.95
## LSI 6.49 92.07
## ED_LowVeg 6.43 101.54
## SIEI 6.34 102.55
## GYRATE_MN_LowVeg 6.26 177.52
## NLSI_Other 6.26 120.85
## LSI_LowVeg 6.19 125.42
## SIDI 5.96 74.06
## GYRATE_MN_Buildings 5.80 62.11
## ED_Other 5.53 51.29
## IJI 5.42 119.33
## PD_Buildings 5.42 38.25
## IJI_LowVeg 5.30 104.25
## GYRATE_MN_Other 5.22 75.20
## LPI_Buildings 5.07 37.76
## CONTAG 5.05 134.75
## NLSI_LowImp 4.68 167.96
## PD_LowVeg 4.67 135.08
## COHESION_Other 4.49 47.74
## ED_Water 4.44 44.97
## GYRATE_MN_Water 4.40 42.51
## IJI_LowImp 4.32 86.37
## LPI_Water 4.30 50.32
## COHESION_Buildings 4.17 37.85
## CLUMPY_Water 3.95 96.64
## LPI_Other 3.86 40.03
## ED_Buildings 3.83 33.72
## IJI_Buildings 3.62 33.97
## LSI_Water 3.54 42.50
## NLSI_Water 3.41 77.30
## PD_Water 3.22 53.33
## COHESION_Water 3.21 40.51
## LSI_Buildings 2.84 33.07
## IJI_Water 1.28 24.47
## CLUMPY_Buildings 0.90 31.23
## IJI_Other -0.95 28.59
## NLSI_Buildings -1.44 44.46## %IncMSE IncNodePurity
## BldMinusTreeRS_MEAN 14.25 93.41
## COHESION_LowImp 10.87 49.52
## NLSI_LowVeg 8.33 41.68
## COHESION_LowVeg 7.67 44.92
## PD_Buildings 7.25 23.30
## ED_LowVeg 6.86 34.25
## LPI_Trees 6.74 41.03
## ED_Buildings 6.67 20.40
## IJI_Buildings 6.46 37.60
## LPI_LowVeg 6.36 36.30
## LSI_LowImp 6.17 21.14
## IJI_Trees 6.06 22.67
## IJI_LowVeg 5.88 19.32
## LSI_Other 5.28 16.67
## ED_Other 5.26 12.68
## CLUMPY_LowVeg 5.10 21.28
## PD_LowImp 5.10 38.94
## PD 4.72 18.88
## SHDI 4.69 18.06
## GYRATE_MN_LowVeg 4.62 25.13
## TreeHt_MEAN 4.55 13.59
## CONTAG 4.52 13.09
## LSI_LowVeg 4.48 16.02
## PD_Other 4.47 14.49
## PD_LowVeg 4.20 26.50
## ED_LowImp 4.18 18.14
## TreeHt_STD 4.18 18.58
## SIEI 4.08 14.03
## CLUMPY_Trees 4.01 18.52
## ED_Trees 4.01 24.02
## COHESION_Other 3.98 9.09
## LSI 3.95 15.81
## CLUMPY_Buildings 3.82 19.55
## LPI_LowImp 3.82 18.61
## COHESION_Trees 3.75 25.90
## SIDI 3.75 14.21
## GYRATE_MN_Buildings 3.57 22.61
## NLSI_Buildings 3.55 29.53
## LSI_Buildings 3.54 15.57
## LPI 3.28 19.99
## IJI 3.26 13.24
## IJI_LowImp 3.24 16.73
## GYRATE_MN_LowImp 3.16 29.83
## COHESION_Buildings 3.03 33.16
## LPI_Buildings 2.98 47.55
## DIVISION 2.93 11.99
## PD_Trees 2.84 19.63
## NLSI_Trees 2.60 17.99
## CLUMPY_LowImp 2.58 13.53
## NLSI_LowImp 2.51 15.86
## PD_Water 2.41 4.71
## LPI_Other 2.27 8.27
## GYRATE_MN_Other 2.25 11.85
## GYRATE_MN_Trees 2.02 14.98
## ED_Water 1.53 0.94
## NLSI_Other 1.41 12.57
## CLUMPY_Other 1.35 13.48
## LSI_Water 1.04 1.06
## IJI_Other 0.96 13.91
## LPI_Water 0.85 0.60
## GYRATE_MN_Water -0.26 0.96
## NLSI_Water -0.36 0.88
## COHESION_Water -0.57 0.81
## CLUMPY_Water -0.59 1.76
## LSI_Trees -0.62 21.74
## IJI_Water -1.53 1.84## %IncMSE IncNodePurity
## BldMinusTreeRS_MEAN 14.25 93.41
## COHESION_LowImp 10.87 49.52
## NLSI_LowVeg 8.33 41.68
## COHESION_LowVeg 7.67 44.92
## PD_Buildings 7.25 23.30
## ED_LowVeg 6.86 34.25
## LPI_Trees 6.74 41.03
## ED_Buildings 6.67 20.40
## IJI_Buildings 6.46 37.60
## LPI_LowVeg 6.36 36.30
## LSI_LowImp 6.17 21.14
## IJI_Trees 6.06 22.67
## IJI_LowVeg 5.88 19.32
## LSI_Other 5.28 16.67
## ED_Other 5.26 12.68
## CLUMPY_LowVeg 5.10 21.28
## PD_LowImp 5.10 38.94
## PD 4.72 18.88
## SHDI 4.69 18.06
## GYRATE_MN_LowVeg 4.62 25.13
## TreeHt_MEAN 4.55 13.59
## CONTAG 4.52 13.09
## LSI_LowVeg 4.48 16.02
## PD_Other 4.47 14.49
## PD_LowVeg 4.20 26.50
## ED_LowImp 4.18 18.14
## TreeHt_STD 4.18 18.58
## SIEI 4.08 14.03
## CLUMPY_Trees 4.01 18.52
## ED_Trees 4.01 24.02
## COHESION_Other 3.98 9.09
## LSI 3.95 15.81
## CLUMPY_Buildings 3.82 19.55
## LPI_LowImp 3.82 18.61
## COHESION_Trees 3.75 25.90
## SIDI 3.75 14.21
## GYRATE_MN_Buildings 3.57 22.61
## NLSI_Buildings 3.55 29.53
## LSI_Buildings 3.54 15.57
## LPI 3.28 19.99
## IJI 3.26 13.24
## IJI_LowImp 3.24 16.73
## GYRATE_MN_LowImp 3.16 29.83
## COHESION_Buildings 3.03 33.16
## LPI_Buildings 2.98 47.55
## DIVISION 2.93 11.99
## PD_Trees 2.84 19.63
## NLSI_Trees 2.60 17.99
## CLUMPY_LowImp 2.58 13.53
## NLSI_LowImp 2.51 15.86
## PD_Water 2.41 4.71
## LPI_Other 2.27 8.27
## GYRATE_MN_Other 2.25 11.85
## GYRATE_MN_Trees 2.02 14.98
## ED_Water 1.53 0.94
## NLSI_Other 1.41 12.57
## CLUMPY_Other 1.35 13.48
## LSI_Water 1.04 1.06
## IJI_Other 0.96 13.91
## LPI_Water 0.85 0.60
## GYRATE_MN_Water -0.26 0.96
## NLSI_Water -0.36 0.88
## COHESION_Water -0.57 0.81
## CLUMPY_Water -0.59 1.76
## LSI_Trees -0.62 21.74
## IJI_Water -1.53 1.84Conditional RF on clusters
Combine the variable importance for different clusters…
Plot of conditional variable importance:
5ha tesselation; 2008-224 LST
## [1] "BldTreeDiff_MEAN" "Bldg30m3HaMean_MEAN"
## [3] "BldHtMax_MEAN" "BldHtMean30m_MEAN"
## [5] "BldTree3HaMeanMinus_MEAN" "LST2005199_MEAN"
## [7] "LST2008192_MEAN" "LST2008224_MEAN"
## [9] "LST2010149_MEAN" "LST2010229_MEAN"
## [11] "LST2011200_MEAN" "LSTfinal_MEAN"
## [13] "ndsm_MEAN" "SurfAreaCM_MEAN"
## [15] "SurfRatio_MEAN" "Tree30m3HaMean_MEAN"
## [17] "TreeHtMax_MEAN" "TreeHt30m_MEAN"
## [19] "TrHtMean_MEAN" "LSTdev2005199_MEAN"
## [21] "LSTdev2008192_MEAN" "LSTdev2008224_MEAN"
## [23] "LSTdev2010149_MEAN" "LSTdev2010229_MEAN"
## [25] "LSTdev2011200_MEAN" "NA_MEAN"
## [27] "BldTreeDiff_STD" "Bldg30m3HaMean_STD"
## [29] "BldHtMax_STD" "BldHtMean30m_STD"
## [31] "BldTree3HaMeanMinus_STD" "LST2005199_STD"
## [33] "LST2008192_STD" "LST2008224_STD"
## [35] "LST2010149_STD" "LST2010229_STD"
## [37] "LST2011200_STD" "LSTfinal_STD"
## [39] "ndsm_STD" "SurfAreaCM_STD"
## [41] "SurfRatio_STD" "Tree30m3HaMean_STD"
## [43] "TreeHtMax_STD" "TreeHt30m_STD"
## [45] "TrHtMean_STD" "LSTdev2005199_STD"
## [47] "LSTdev2008192_STD" "LSTdev2008224_STD"
## [49] "LSTdev2010149_STD" "LSTdev2010229_STD"
## [51] "LSTdev2011200_STD" "NA_STD"## # A tibble: 1 x 1
## max.value
## <dbl>
## 1 6.848485 ha Landscape component summaries [original run]
