fhes: The national forest health evaluation system
In forestHES: Forest Health Evaluation System at the Forest Stand Level in China
Description
Usage
Arguments
Details
Value
Note
Author(s)
References
See Also
Examples
Description
Zhang & Lei (2014) proposed and developed a national forest health evaluation system at the forest stand level using analytic hierarchy process (AHP), has a high application value and practical significance.
Usage
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fhes(c1, c2, c3, c4, c5, c6, c7, c8, c9, c10, c11, c12, c13, c14,
c15, c16, c17, c18, c19, c20, c21, L_8 = 3.2, U_8 = 6.4,
L_15 = 30, U_15 = 60, L_16 = 0.8, U_16 = 1.3, O1_16 = 1.15,
O2_16 = 1.25, L_17 = 5, U_17 = 8.5, O1_17 = 6.5, O2_17 = 7,
L_18 = 10, U_18 = 80, L_19 = 1.49, U_19 = 13.19, L_20 = 5,
U_20 = 30, L_21 = 80, U_21 = 200)
Arguments
c1
Tree diversity index
c2
Shrub diversity index
c3
Herb diversity index
c4
Storey quantity
c5
Tree size diversity index
c6
Age structure
c7
Canopy closure
c8
Average volume increment per hectare
c9
Bio-disaster ratio
c10
Non bio-disaster ratio
c11
Crown length ratio
c12
Crown fade ratio
c13
Foliage falling ratio
c14
Regeneration density
c15
Soil depth
c16
Soil density
c17
Soil pH
c18
Soil organic matter
c19
Soil total nitrogen
c20
Soil available phosphorus
c21
Soil available potassium
L_8
Lower limit of Average volume increment per hectare
U_8
Upper limit of average volume increment per hectare
L_15
Lower limit of average volume increment per hectare
U_15
Upper limit of average volume increment per hectare
L_16
Lower limit of soil density
U_16
Upper limit of soil density
O1_16
Effective range of soil density
O2_16
Effective range of soil density
L_17
Lower limit of soil pH
U_17
Upper limit of soil pH
O1_17
Effective range of soil pH
O2_17
Effective range of soil pH
L_18
Lower limit of soil organic matter
U_18
Upper limit of soil organic matter
L_19
Lower limit of soil total nitrogen
U_19
Upper limit of soil total nitrogen
L_20
Lower limit of soil available phosphorus
U_20
Upper limit of soil available phosphorus
L_21
Lower limit of soil available potassium
U_21
Upper limit of soil available potassium
Details
None
Value
indexSystem
index system
legend
legend
index
index
coverted.Index
coverted.Index
weighted.Index
weighted.Index
unweighted.Criterion
unweighted.Criterion
weighted.Criterion
weighted.Criterion
evaluation
evaluation results
Note
None
Author(s)
Zongzheng Chai
References
Zhang HR, and Lei XD. 2014. Health management techniques for typical forest types. Beijing: Publishing house of forestry, China
Chai ZZ.2016.National forest health evaluation system at the forest stand level in Chinahttp://www.forest-soil.net/Upload/ueditor/file/20160514/1463221795322480.pdf
See Also
None
Examples
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##forest health evaluation for singel sample plot
tree.singlefhes<-fhes(c1=0.67,c2=1.89,c3=2.04,c4=4,c5=2.04,c6=1,c7=0.3,
c8=3.4839,c9=0.75,c10=0.15,c11=0,c12=0.75,c13=0.35,
c14=2500,c15=53,c16=1.56,c17=5.49,c18=34.03,c19=2.05,
c20=21.38,c21=91.67)
tree.singlefhes
##Assigned the threshold of some variables, according to specific
##realistic condition or research contents
tree.spefhes<-fhes(c1=0.67,c2=1.89,c3=2.04,c4=4,c5=2.04,c6=1,c7=0.3,
c8=3.4839,c9=0.75,c10=0.15,c11=0,c12=0.75,c13=0.35,
c14=2500,c15=53,c16=1.56,c17=5.49,c18=34.03,c19=2.05,
c20=21.38,c21=91.67,
L_18=15,U_18=90,L_19=2,U_19=14,
L_20=8,U_20=40,L_21=60,U_21=120)
tree.spefhes
##forest health evaluation for multiple sample plot
tree.multiplefhes<-fhes(c1=c(0.67,0,0.68),c2=c(1.89,1.33,1.79),c3=c(2.04,1.91,2.19),
c4=c(4,3,4),c5=c(2.04,1.47,2.19),c6=c(1,0,1),c7=c(0.3,0.95,0.9),
c8=c(3.4839,3.1579,5.9231),c9=c(0.75,0,0.3),c10=c(0.15,0,0.09),
c11=c(0,0,0),c12=c(0.75,0.07,0.84),c13=c(0.35,0.11,0.84),
c14=c(833.33,833.33,2500),c15=c(53,59,43),c16=c(1.28,1.56,1.33),
c17=c(5.49,5.91,5.27),c18=c(38.32,34.03,25.37),c19=c(2.05,1.04,1.27),
c20=c(21.38,34.66,14.19),c21=c(86.67,80,91.67))
tree.multiplefhes
##More regulare method of forest health evaluation for multiple sample plot
data(testIndex)
tree.fhes<-fhes(c1=testIndex$c1,c2=testIndex$c2,c3=testIndex$c3,c4=testIndex$c4,
c5=testIndex$c5,c6=testIndex$c6,c7=testIndex$c7,c8=testIndex$c8,
c9=testIndex$c9,c10=testIndex$c10,c11=testIndex$c11,c12=testIndex$c12,
c13=testIndex$c13,c14=testIndex$c14,c15=testIndex$c15,c16=testIndex$c16,
c17=testIndex$c17,c18=testIndex$c18,c19=testIndex$c19,c20=testIndex$c20,
c21=testIndex$c21)
tree.fhes
pie(table(tree.fhes$evaluation$grade))
Example output
Warning message:
In length(grade) <- length(score) : length of NULL cannot be changed
$indexSystem
Criterion WeightB Index WeightC Mode L U O1 O2
1 b1 0.1887 c1 0.480 up 0.00 2.173 NA NA
2 NA c2 0.231 up 0.00 2.173 NA NA
3 NA c3 0.289 up 0.00 2.173 NA NA
4 b2 0.1267 c4 0.291 up 1.00 4.000 NA NA
5 NA c5 0.232 up 0.00 2.173 NA NA
6 NA c6 0.233 up 0.00 1.000 NA NA
7 NA c7 0.245 mid 0.20 1.000 0.50 0.70
8 b3 0.1303 c8* 1.000 up 3.20 6.400 NA NA
9 b4 0.2278 c9 0.630 down 0.00 1.000 NA NA
10 NA c10 0.370 down 0.00 1.000 NA NA
11 b5 0.1263 c11 0.226 mid 0.00 1.000 0.20 0.40
12 NA c12 0.469 down 0.00 1.000 NA NA
13 NA c13 0.306 down 0.00 1.000 NA NA
14 b6 0.0699 c14 1.000 up 500.00 2500.000 NA NA
15 b7 0.1303 c15* 0.131 up 30.00 60.000 NA NA
16 NA c16* 0.217 mid 0.80 1.300 1.15 1.25
17 NA c17* 0.171 mid 5.00 8.500 6.50 7.00
18 NA c18* 0.145 up 10.00 80.000 NA NA
19 NA c19* 0.133 up 1.49 13.190 NA NA
20 NA c20* 0.104 up 5.00 30.000 NA NA
21 NA c21* 0.100 up 80.00 200.000 NA NA
$legend
id index
1 b1 Species diversity
2 b2 Stand structure complexity
3 b3 Stand productivity
4 b4 Harmful factors occurrence
5 b5 Tree vitality
6 b6 Natural regenerating capability
7 b7 Soil quality
8 c1 Tree diversity index
9 c2 Shrub diversity index
10 c3 Herb diversity index
11 c4 Storey quantity
12 c5 Tree size diversity index
13 c6 Age structure
14 c7 Canopy closure
15 c8 Average volume increment per hectare
16 c9 Bio-disaster ratio
17 c10 Non bio-disaster ratio
18 c11 Crown length ratio
19 c12 Crown fade ratio
20 c13 Foliage falling ratio
21 c14 Regeneration density
22 c15 Soil depth
23 c16 Soil density
24 c17 Soil pH
25 c18 Soil organic matter
26 c19 Soil total nitrogen
27 c20 Soil available phosphorus
28 c21 Soil available potassium
$index
c1 c2 c3 c4 c5 c6 c7 c8 c9 c10 c11 c12 c13 c14 c15 c16
1 0.67 1.89 2.04 4 2.04 1 0.3 3.4839 0.75 0.15 0 0.75 0.35 2500 53 1.56
c17 c18 c19 c20 c21
1 5.49 34.03 2.05 21.38 91.67
$coverted.Index
d1 d2 d3 d4 d5 d6 d7 d8 d9 d10 d11
1 0.3774965 0.8827888 0.9449149 1 0.9449149 1 0.4 0.1798469 0.325 0.865 0.1
d12 d13 d14 d15 d16 d17 d18 d19 d20 d21
1 0.325 0.685 1 0.79 0.1 0.394 0.4089571 0.1430769 0.68968 0.187525
$weighted.Index
wc1 wc2 wc3 wc4 wc5 wc6 wc7 wc8 wc9
1 0.1811983 0.2039242 0.2730804 0.291 0.2192202 0.233 0.098 0.1798469 0.20475
wc10 wc11 wc12 wc13 wc14 wc15 wc16 wc17 wc18
1 0.32005 0.0226 0.152425 0.20961 1 0.10349 0.0217 0.067374 0.05929879
wc19 wc20 wc21
1 0.01902923 0.07172672 0.0187525
$unweighted.Criterion
b1 b2 b3 b4 b5 b6 b7
1 0.6582029 0.8412202 0.1798469 0.5248 0.384635 1 0.3613712
$weighted.Criterion
wb1 wb2 wb3 wb4 wb5 wb6 wb7
1 0.1242029 0.1065826 0.02343405 0.1195494 0.0485794 0.0699 0.04708667
$evaluation
score grade
1 0.539335061678028 Healthy
Warning message:
In length(grade) <- length(score) : length of NULL cannot be changed
$indexSystem
Criterion WeightB Index WeightC Mode L U O1 O2
1 b1 0.1887 c1 0.480 up 0.0 2.173 NA NA
2 NA c2 0.231 up 0.0 2.173 NA NA
3 NA c3 0.289 up 0.0 2.173 NA NA
4 b2 0.1267 c4 0.291 up 1.0 4.000 NA NA
5 NA c5 0.232 up 0.0 2.173 NA NA
6 NA c6 0.233 up 0.0 1.000 NA NA
7 NA c7 0.245 mid 0.2 1.000 0.50 0.70
8 b3 0.1303 c8* 1.000 up 3.2 6.400 NA NA
9 b4 0.2278 c9 0.630 down 0.0 1.000 NA NA
10 NA c10 0.370 down 0.0 1.000 NA NA
11 b5 0.1263 c11 0.226 mid 0.0 1.000 0.20 0.40
12 NA c12 0.469 down 0.0 1.000 NA NA
13 NA c13 0.306 down 0.0 1.000 NA NA
14 b6 0.0699 c14 1.000 up 500.0 2500.000 NA NA
15 b7 0.1303 c15* 0.131 up 30.0 60.000 NA NA
16 NA c16* 0.217 mid 0.8 1.300 1.15 1.25
17 NA c17* 0.171 mid 5.0 8.500 6.50 7.00
18 NA c18* 0.145 up 15.0 90.000 NA NA
19 NA c19* 0.133 up 2.0 14.000 NA NA
20 NA c20* 0.104 up 8.0 40.000 NA NA
21 NA c21* 0.100 up 60.0 120.000 NA NA
$legend
id index
1 b1 Species diversity
2 b2 Stand structure complexity
3 b3 Stand productivity
4 b4 Harmful factors occurrence
5 b5 Tree vitality
6 b6 Natural regenerating capability
7 b7 Soil quality
8 c1 Tree diversity index
9 c2 Shrub diversity index
10 c3 Herb diversity index
11 c4 Storey quantity
12 c5 Tree size diversity index
13 c6 Age structure
14 c7 Canopy closure
15 c8 Average volume increment per hectare
16 c9 Bio-disaster ratio
17 c10 Non bio-disaster ratio
18 c11 Crown length ratio
19 c12 Crown fade ratio
20 c13 Foliage falling ratio
21 c14 Regeneration density
22 c15 Soil depth
23 c16 Soil density
24 c17 Soil pH
25 c18 Soil organic matter
26 c19 Soil total nitrogen
27 c20 Soil available phosphorus
28 c21 Soil available potassium
$index
c1 c2 c3 c4 c5 c6 c7 c8 c9 c10 c11 c12 c13 c14 c15 c16
1 0.67 1.89 2.04 4 2.04 1 0.3 3.4839 0.75 0.15 0 0.75 0.35 2500 53 1.56
c17 c18 c19 c20 c21
1 5.49 34.03 2.05 21.38 91.67
$coverted.Index
d1 d2 d3 d4 d5 d6 d7 d8 d9 d10 d11
1 0.3774965 0.8827888 0.9449149 1 0.9449149 1 0.4 0.1798469 0.325 0.865 0.1
d12 d13 d14 d15 d16 d17 d18 d19 d20 d21
1 0.325 0.685 1 0.79 0.1 0.394 0.32836 0.10375 0.4763125 0.57505
$weighted.Index
wc1 wc2 wc3 wc4 wc5 wc6 wc7 wc8 wc9
1 0.1811983 0.2039242 0.2730804 0.291 0.2192202 0.233 0.098 0.1798469 0.20475
wc10 wc11 wc12 wc13 wc14 wc15 wc16 wc17 wc18
1 0.32005 0.0226 0.152425 0.20961 1 0.10349 0.0217 0.067374 0.0476122
wc19 wc20 wc21
1 0.01379875 0.0495365 0.057505
$unweighted.Criterion
b1 b2 b3 b4 b5 b6 b7
1 0.6582029 0.8412202 0.1798469 0.5248 0.384635 1 0.3610165
$weighted.Criterion
wb1 wb2 wb3 wb4 wb5 wb6 wb7
1 0.1242029 0.1065826 0.02343405 0.1195494 0.0485794 0.0699 0.04704044
$evaluation
score grade
1 0.539288832999226 Healthy
Warning message:
In length(grade) <- length(score) : length of NULL cannot be changed
$indexSystem
Criterion WeightB Index WeightC Mode L U O1 O2
1 b1 0.1887 c1 0.480 up 0.00 2.173 NA NA
2 NA c2 0.231 up 0.00 2.173 NA NA
3 NA c3 0.289 up 0.00 2.173 NA NA
4 b2 0.1267 c4 0.291 up 1.00 4.000 NA NA
5 NA c5 0.232 up 0.00 2.173 NA NA
6 NA c6 0.233 up 0.00 1.000 NA NA
7 NA c7 0.245 mid 0.20 1.000 0.50 0.70
8 b3 0.1303 c8* 1.000 up 3.20 6.400 NA NA
9 b4 0.2278 c9 0.630 down 0.00 1.000 NA NA
10 NA c10 0.370 down 0.00 1.000 NA NA
11 b5 0.1263 c11 0.226 mid 0.00 1.000 0.20 0.40
12 NA c12 0.469 down 0.00 1.000 NA NA
13 NA c13 0.306 down 0.00 1.000 NA NA
14 b6 0.0699 c14 1.000 up 500.00 2500.000 NA NA
15 b7 0.1303 c15* 0.131 up 30.00 60.000 NA NA
16 NA c16* 0.217 mid 0.80 1.300 1.15 1.25
17 NA c17* 0.171 mid 5.00 8.500 6.50 7.00
18 NA c18* 0.145 up 10.00 80.000 NA NA
19 NA c19* 0.133 up 1.49 13.190 NA NA
20 NA c20* 0.104 up 5.00 30.000 NA NA
21 NA c21* 0.100 up 80.00 200.000 NA NA
$legend
id index
1 b1 Species diversity
2 b2 Stand structure complexity
3 b3 Stand productivity
4 b4 Harmful factors occurrence
5 b5 Tree vitality
6 b6 Natural regenerating capability
7 b7 Soil quality
8 c1 Tree diversity index
9 c2 Shrub diversity index
10 c3 Herb diversity index
11 c4 Storey quantity
12 c5 Tree size diversity index
13 c6 Age structure
14 c7 Canopy closure
15 c8 Average volume increment per hectare
16 c9 Bio-disaster ratio
17 c10 Non bio-disaster ratio
18 c11 Crown length ratio
19 c12 Crown fade ratio
20 c13 Foliage falling ratio
21 c14 Regeneration density
22 c15 Soil depth
23 c16 Soil density
24 c17 Soil pH
25 c18 Soil organic matter
26 c19 Soil total nitrogen
27 c20 Soil available phosphorus
28 c21 Soil available potassium
$index
c1 c2 c3 c4 c5 c6 c7 c8 c9 c10 c11 c12 c13 c14 c15
1 0.67 1.89 2.04 4 2.04 1 0.30 3.4839 0.75 0.15 0 0.75 0.35 833.33 53
2 0.00 1.33 1.91 3 1.47 0 0.95 3.1579 0.00 0.00 0 0.07 0.11 833.33 59
3 0.68 1.79 2.19 4 2.19 1 0.90 5.9231 0.30 0.09 0 0.84 0.84 2500.00 43
c16 c17 c18 c19 c20 c21
1 1.28 5.49 38.32 2.05 21.38 86.67
2 1.56 5.91 34.03 1.04 34.66 80.00
3 1.33 5.27 25.37 1.27 14.19 91.67
$coverted.Index
d1 d2 d3 d4 d5 d6 d7 d8 d9 d10
1 0.3774965 0.8827888 0.9449149 1.0 0.9449149 1.0 0.40 0.1798469 0.325 0.865
2 0.1000000 0.6508514 0.8910723 0.7 0.7088357 0.1 0.25 0.1000000 1.000 1.000
3 0.3816383 0.8413714 1.0000000 1.0 1.0000000 1.0 0.40 0.8658719 0.730 0.919
d11 d12 d13 d14 d15 d16 d17 d18 d19 d20
1 0.1 0.325 0.685 0.2499985 0.79 0.46 0.394 0.4641143 0.1430769 0.68968
2 0.1 0.937 0.901 0.2499985 0.97 0.10 0.646 0.4089571 0.1000000 1.00000
3 0.1 0.244 0.244 1.0000000 0.49 0.10 0.262 0.2976143 0.1000000 0.43084
d21
1 0.150025
2 0.100000
3 0.187525
$weighted.Index
wc1 wc2 wc3 wc4 wc5 wc6 wc7 wc8
1 0.1811983 0.2039242 0.2730804 0.2910 0.2192202 0.2330 0.09800 0.1798469
2 0.0480000 0.1503467 0.2575199 0.2037 0.1644499 0.0233 0.06125 0.1000000
3 0.1831864 0.1943568 0.2890000 0.2910 0.2320000 0.2330 0.09800 0.8658719
wc9 wc10 wc11 wc12 wc13 wc14 wc15 wc16 wc17
1 0.20475 0.32005 0.0226 0.152425 0.209610 0.2499985 0.10349 0.09982 0.067374
2 0.63000 0.37000 0.0226 0.439453 0.275706 0.2499985 0.12707 0.02170 0.110466
3 0.45990 0.34003 0.0226 0.114436 0.074664 1.0000000 0.06419 0.02170 0.044802
wc18 wc19 wc20 wc21
1 0.06729657 0.01902923 0.07172672 0.0150025
2 0.05929879 0.01330000 0.10400000 0.0100000
3 0.04315407 0.01330000 0.04480736 0.0187525
$unweighted.Criterion
b1 b2 b3 b4 b5 b6 b7
1 0.6582029 0.8412202 0.1798469 0.52480 0.384635 0.2499985 0.4437390
2 0.4558665 0.4526999 0.1000000 1.00000 0.737759 0.2499985 0.4458348
3 0.6665432 0.8540000 0.8658719 0.79993 0.211700 1.0000000 0.2507059
$weighted.Criterion
wb1 wb2 wb3 wb4 wb5 wb6 wb7
1 0.12420290 0.10658261 0.02343405 0.1195494 0.04857940 0.0174749 0.05781919
2 0.08602202 0.05735708 0.01303000 0.2278000 0.09317896 0.0174749 0.05809227
3 0.12577670 0.10820180 0.11282311 0.1822241 0.02673771 0.0699000 0.03266698
$evaluation
score grade
1 0.497642479306599 Subhealthy
2 0.552955221695023 Healthy
3 0.658330347626331 Healthy
Warning message:
In length(grade) <- length(score) : length of NULL cannot be changed
$indexSystem
Criterion WeightB Index WeightC Mode L U O1 O2
1 b1 0.1887 c1 0.480 up 0.00 2.173 NA NA
2 NA c2 0.231 up 0.00 2.173 NA NA
3 NA c3 0.289 up 0.00 2.173 NA NA
4 b2 0.1267 c4 0.291 up 1.00 4.000 NA NA
5 NA c5 0.232 up 0.00 2.173 NA NA
6 NA c6 0.233 up 0.00 1.000 NA NA
7 NA c7 0.245 mid 0.20 1.000 0.50 0.70
8 b3 0.1303 c8* 1.000 up 3.20 6.400 NA NA
9 b4 0.2278 c9 0.630 down 0.00 1.000 NA NA
10 NA c10 0.370 down 0.00 1.000 NA NA
11 b5 0.1263 c11 0.226 mid 0.00 1.000 0.20 0.40
12 NA c12 0.469 down 0.00 1.000 NA NA
13 NA c13 0.306 down 0.00 1.000 NA NA
14 b6 0.0699 c14 1.000 up 500.00 2500.000 NA NA
15 b7 0.1303 c15* 0.131 up 30.00 60.000 NA NA
16 NA c16* 0.217 mid 0.80 1.300 1.15 1.25
17 NA c17* 0.171 mid 5.00 8.500 6.50 7.00
18 NA c18* 0.145 up 10.00 80.000 NA NA
19 NA c19* 0.133 up 1.49 13.190 NA NA
20 NA c20* 0.104 up 5.00 30.000 NA NA
21 NA c21* 0.100 up 80.00 200.000 NA NA
$legend
id index
1 b1 Species diversity
2 b2 Stand structure complexity
3 b3 Stand productivity
4 b4 Harmful factors occurrence
5 b5 Tree vitality
6 b6 Natural regenerating capability
7 b7 Soil quality
8 c1 Tree diversity index
9 c2 Shrub diversity index
10 c3 Herb diversity index
11 c4 Storey quantity
12 c5 Tree size diversity index
13 c6 Age structure
14 c7 Canopy closure
15 c8 Average volume increment per hectare
16 c9 Bio-disaster ratio
17 c10 Non bio-disaster ratio
18 c11 Crown length ratio
19 c12 Crown fade ratio
20 c13 Foliage falling ratio
21 c14 Regeneration density
22 c15 Soil depth
23 c16 Soil density
24 c17 Soil pH
25 c18 Soil organic matter
26 c19 Soil total nitrogen
27 c20 Soil available phosphorus
28 c21 Soil available potassium
$index
c1 c2 c3 c4 c5 c6 c7 c8 c9 c10 c11 c12 c13 c14
1 0.000 0.745 1.234 2 1.722 0 0.34 3.567 0.456 1.000 0.32 0.480 0.170 0
2 1.874 2.552 1.753 4 1.848 1 0.87 4.275 0.028 0.002 0.86 0.013 0.010 2000
3 0.000 0.000 0.000 1 1.571 0 1.00 1.560 1.000 0.200 0.06 0.870 0.650 0
4 1.692 1.881 1.402 3 1.807 1 0.75 6.236 0.048 0.002 0.54 0.009 0.006 6000
5 1.437 1.984 1.050 3 1.492 1 0.80 4.397 0.038 0.001 0.60 0.006 0.004 0
6 1.846 2.304 1.872 4 1.760 1 0.79 5.699 0.000 0.000 0.54 0.011 0.008 1500
7 0.000 0.524 0.524 1 1.000 0 1.00 1.999 0.345 1.000 0.22 0.540 0.660 0
8 1.075 0.678 0.678 2 1.637 0 1.00 3.277 0.234 1.000 0.45 0.134 0.340 0
9 1.459 2.128 1.510 4 1.241 1 0.78 2.218 0.044 0.001 0.78 0.011 0.008 1000
10 1.471 2.044 1.622 3 1.855 1 0.45 3.373 0.086 0.002 0.60 0.011 0.008 2500
11 1.318 2.172 1.990 4 1.866 1 0.85 3.466 0.000 0.000 0.76 0.007 0.004 1500
12 2.042 2.149 1.485 3 1.629 1 0.72 4.022 0.058 0.001 0.93 0.010 0.008 1000
13 1.691 2.053 1.922 4 1.637 1 0.78 3.875 0.000 0.000 0.52 0.005 0.009 500
14 1.247 0.531 1.087 1 1.746 1 0.52 4.019 0.145 0.087 0.70 0.760 0.240 500
15 1.257 0.654 1.242 2 1.794 0 0.44 4.508 0.282 0.076 0.56 0.450 0.240 1500
16 1.366 1.461 1.682 3 1.793 1 0.75 3.741 0.060 0.002 0.78 0.014 0.011 1500
17 1.678 1.892 2.046 4 1.791 1 0.51 7.431 0.000 0.001 0.67 0.008 0.008 2500
18 1.154 0.824 0.629 2 1.334 1 0.38 3.578 0.283 1.000 0.54 0.560 0.340 500
19 1.563 1.945 1.242 3 1.860 1 0.85 6.307 0.047 0.001 0.73 0.007 0.008 11000
20 1.205 0.524 0.876 1 1.579 0 0.43 2.832 0.345 1.000 0.65 0.650 0.290 1500
21 1.357 2.347 1.888 4 1.800 1 0.60 4.568 0.000 0.000 0.76 0.012 0.014 5000
22 1.401 1.423 1.529 4 1.791 1 0.70 6.370 0.059 0.001 0.81 0.005 0.006 2000
23 0.000 0.531 0.000 1 1.663 0 1.00 2.340 1.000 0.142 0.19 0.890 0.760 0
24 1.525 1.605 1.867 4 1.968 1 0.76 7.787 0.000 0.000 0.73 0.012 0.009 3500
25 1.320 1.128 1.565 3 1.622 1 0.78 4.570 0.063 0.001 0.67 0.009 0.008 1000
26 1.285 1.605 1.755 3 1.684 1 0.75 3.688 0.183 0.032 0.68 0.007 0.005 0
27 2.076 2.020 1.960 4 1.590 1 0.83 5.287 0.000 0.000 0.51 0.006 0.006 1000
28 0.000 0.567 0.000 1 1.532 1 1.00 3.256 1.000 0.168 0.28 0.760 0.680 250
29 1.271 1.423 1.485 3 1.576 1 0.85 4.339 0.167 0.045 0.60 0.067 0.009 750
30 0.000 0.625 0.000 1 1.492 0 1.00 1.630 1.000 0.150 0.23 0.760 0.750 0
c15 c16 c17 c18 c19 c20 c21
1 42 0.9 5.48 14.9 1.6 2.84 85.90
2 45 1.1 5.70 56.3 2.3 4.44 140.79
3 10 0.7 5.63 11.0 1.3 2.63 76.00
4 62 0.8 5.27 27.7 1.5 3.57 119.07
5 83 0.7 5.33 34.8 1.5 2.39 81.83
6 59 1.0 5.23 32.3 1.5 2.87 129.07
7 30 0.6 4.93 12.6 1.2 2.57 42.52
8 32 1.0 5.47 13.7 1.6 2.64 98.38
9 60 1.0 6.80 35.3 1.2 2.93 93.21
10 48 1.2 5.25 18.1 0.5 4.05 102.52
11 59 1.2 5.29 45.7 2.3 4.44 128.79
12 55 1.5 6.35 85.1 3.2 7.34 204.92
13 66 0.9 4.90 46.2 1.7 3.79 66.31
14 30 0.9 5.75 15.7 2.1 7.83 82.51
15 35 0.8 5.28 17.6 2.3 4.44 140.79
16 53 0.8 5.20 50.1 1.6 3.52 104.58
17 65 1.0 5.60 43.2 1.8 3.22 176.81
18 27 1.0 6.00 14.0 2.0 4.63 84.32
19 65 1.4 5.37 42.3 1.9 2.00 89.07
20 28 0.8 5.00 16.9 1.8 3.77 89.44
21 49 1.5 5.40 33.6 1.5 2.58 241.89
22 71 0.8 5.23 43.3 1.9 2.54 203.89
23 20 0.9 5.37 12.8 1.5 2.93 82.34
24 44 1.1 5.43 45.7 1.9 2.00 89.07
25 59 1.3 5.33 39.8 1.3 2.63 226.64
26 53 0.7 5.43 33.2 2.2 4.44 138.79
27 80 0.9 5.13 71.1 2.8 2.43 70.45
28 28 0.8 5.73 11.1 1.4 2.44 80.45
29 43 0.7 5.05 17.4 1.5 2.29 91.83
30 15 0.7 5.24 13.6 0.8 2.09 88.23
$coverted.Index
d1 d2 d3 d4 d5 d6 d7 d8 d9 d10
1 0.1000000 0.4085596 0.6110907 0.4 0.8132075 0.1 0.52 0.2032188 0.5896 0.1000
2 0.8761620 1.0000000 0.8260469 1.0 0.8653935 1.0 0.49 0.4023438 0.9748 0.9982
3 0.1000000 0.1000000 0.1000000 0.1 0.7506673 0.1 0.10 0.1000000 0.1000 0.8200
4 0.8007823 0.8790612 0.6806719 0.7 0.8484123 1.0 0.85 0.9538750 0.9568 0.9982
5 0.6951680 0.9217211 0.5348827 0.7 0.7179475 1.0 0.70 0.4366563 0.9658 0.9991
6 0.8645651 1.0000000 0.8753336 1.0 0.8289462 1.0 0.73 0.8028437 1.0000 1.0000
7 0.1000000 0.3170272 0.3170272 0.1 0.5141740 0.1 0.10 0.1000000 0.6895 0.1000
8 0.5452370 0.3808099 0.3808099 0.4 0.7780028 0.1 0.10 0.1216562 0.7894 0.1000
9 0.7042798 0.9813622 0.7254027 1.0 0.6139899 1.0 0.76 0.1000000 0.9604 0.9991
10 0.7092499 0.9465716 0.7717902 0.7 0.8682927 1.0 0.85 0.1486563 0.9226 0.9982
11 0.6458813 0.9995858 0.9242062 1.0 0.8728486 1.0 0.55 0.1748125 1.0000 1.0000
12 0.9457432 0.9900598 0.7150483 0.7 0.7746894 1.0 0.94 0.3311875 0.9478 0.9991
13 0.8003682 0.9502991 0.8960423 1.0 0.7780028 1.0 0.76 0.2898437 1.0000 1.0000
14 0.6164749 0.3199264 0.5502071 0.1 0.8231477 1.0 1.00 0.3303437 0.8695 0.9217
15 0.6206167 0.3708698 0.6144040 0.4 0.8430281 0.1 0.82 0.4678750 0.7462 0.9316
16 0.6657616 0.7051081 0.7966406 0.7 0.8426139 1.0 0.85 0.2521562 0.9460 0.9982
17 0.7949839 0.8836171 0.9473999 1.0 0.8417855 1.0 1.00 1.0000000 1.0000 0.9991
18 0.5779567 0.4412793 0.3605154 0.4 0.6525081 1.0 0.64 0.2063125 0.7453 0.1000
19 0.7473539 0.9055683 0.6144040 0.7 0.8703636 1.0 0.55 0.9738438 0.9577 0.9991
20 0.5990796 0.3170272 0.4628164 0.1 0.7539807 0.1 0.79 0.1000000 0.6895 0.1000
21 0.6620341 1.0000000 0.8819604 1.0 0.8455131 1.0 1.00 0.4847500 1.0000 1.0000
22 0.6802577 0.6893695 0.7332720 1.0 0.8417855 1.0 1.00 0.9915625 0.9469 0.9991
23 0.1000000 0.3199264 0.1000000 0.1 0.7887713 0.1 0.10 0.1000000 0.1000 0.8722
24 0.7316153 0.7647492 0.8732628 1.0 0.9150943 1.0 0.82 1.0000000 1.0000 1.0000
25 0.6467096 0.5671882 0.7481822 0.7 0.7717902 1.0 0.76 0.4853125 0.9433 0.9991
26 0.6322135 0.7647492 0.8268753 0.7 0.7974689 1.0 0.85 0.2372500 0.8353 0.9712
27 0.9598251 0.9366314 0.9117809 1.0 0.7585366 1.0 0.61 0.6869687 1.0000 1.0000
28 0.1000000 0.3348366 0.1000000 0.1 0.7345145 1.0 0.10 0.1157500 0.1000 0.8488
29 0.6264151 0.6893695 0.7150483 0.7 0.7527382 1.0 0.55 0.4203438 0.8497 0.9595
30 0.1000000 0.3588587 0.1000000 0.1 0.7179475 0.1 0.10 0.1000000 0.1000 0.8650
d11 d12 d13 d14 d15 d16 d17 d18 d19 d20
1 1.000 0.5680 0.8470 0.1000 0.46 0.3571429 0.388 0.1630000 0.1084615 0.10000
2 0.310 0.9883 0.9910 0.7750 0.55 0.8714286 0.520 0.6952857 0.1623077 0.10000
3 0.370 0.2170 0.4150 0.1000 0.10 0.1000000 0.478 0.1128571 0.1000000 0.10000
4 0.790 0.9919 0.9946 1.0000 1.00 0.1000000 0.262 0.3275714 0.1007692 0.10000
5 0.700 0.9946 0.9964 0.1000 1.00 0.1000000 0.298 0.4188571 0.1007692 0.10000
6 0.790 0.9901 0.9928 0.5500 0.97 0.6142857 0.238 0.3867143 0.1007692 0.10000
7 1.000 0.5140 0.4060 0.1000 0.10 0.1000000 0.100 0.1334286 0.1000000 0.10000
8 0.925 0.8794 0.6940 0.1000 0.16 0.6142857 0.382 0.1475714 0.1084615 0.10000
9 0.430 0.9901 0.9928 0.3250 1.00 0.6142857 1.000 0.4252857 0.1000000 0.10000
10 0.700 0.9901 0.9928 1.0000 0.64 1.0000000 0.250 0.2041429 0.1000000 0.10000
11 0.460 0.9937 0.9964 0.5500 0.97 1.0000000 0.274 0.5590000 0.1623077 0.10000
12 0.205 0.9910 0.9928 0.3250 0.85 0.1000000 0.910 1.0000000 0.2315385 0.18424
13 0.820 0.9955 0.9919 0.1000 1.00 0.3571429 0.100 0.5654286 0.1161538 0.10000
14 0.550 0.3160 0.7840 0.1000 0.10 0.3571429 0.550 0.1732857 0.1469231 0.20188
15 0.760 0.5950 0.7840 0.5500 0.25 0.1000000 0.268 0.1977143 0.1623077 0.10000
16 0.430 0.9874 0.9901 0.5500 0.79 0.1000000 0.220 0.6155714 0.1084615 0.10000
17 0.595 0.9928 0.9928 1.0000 1.00 0.6142857 0.460 0.5268571 0.1238462 0.10000
18 0.790 0.4960 0.6940 0.1000 0.10 0.6142857 0.700 0.1514286 0.1392308 0.10000
19 0.505 0.9937 0.9928 1.0000 1.00 0.1000000 0.322 0.5152857 0.1315385 0.10000
20 0.625 0.4150 0.7390 0.5500 0.10 0.1000000 0.100 0.1887143 0.1238462 0.10000
21 0.460 0.9892 0.9874 1.0000 0.67 0.1000000 0.340 0.4034286 0.1007692 0.10000
22 0.385 0.9955 0.9946 0.7750 1.00 0.1000000 0.238 0.5281429 0.1315385 0.10000
23 0.955 0.1990 0.3160 0.1000 0.10 0.3571429 0.322 0.1360000 0.1007692 0.10000
24 0.505 0.9892 0.9919 1.0000 0.52 0.8714286 0.358 0.5590000 0.1315385 0.10000
25 0.595 0.9919 0.9928 0.3250 0.97 0.1000000 0.298 0.4831429 0.1000000 0.10000
26 0.580 0.9937 0.9955 0.1000 0.79 0.1000000 0.358 0.3982857 0.1546154 0.10000
27 0.835 0.9946 0.9946 0.3250 1.00 0.3571429 0.178 0.8855714 0.2007692 0.10000
28 1.000 0.3160 0.3880 0.1000 0.10 0.1000000 0.538 0.1141429 0.1000000 0.10000
29 0.700 0.9397 0.9919 0.2125 0.49 0.1000000 0.130 0.1951429 0.1007692 0.10000
30 1.000 0.3160 0.3250 0.1000 0.10 0.1000000 0.244 0.1462857 0.1000000 0.10000
d21
1 0.144250
2 0.555925
3 0.100000
4 0.393025
5 0.113725
6 0.468025
7 0.100000
8 0.237850
9 0.199075
10 0.268900
11 0.465925
12 1.000000
13 0.100000
14 0.118825
15 0.555925
16 0.284350
17 0.826075
18 0.132400
19 0.168025
20 0.170800
21 1.000000
22 1.000000
23 0.117550
24 0.168025
25 1.000000
26 0.540925
27 0.100000
28 0.103375
29 0.188725
30 0.161725
$weighted.Index
wc1 wc2 wc3 wc4 wc5 wc6 wc7 wc8
1 0.0480000 0.09437727 0.17660520 0.1164 0.1886642 0.0233 0.12740 0.2032188
2 0.4205578 0.23100000 0.23872757 0.2910 0.2007713 0.2330 0.12005 0.4023438
3 0.0480000 0.02310000 0.02890000 0.0291 0.1741548 0.0233 0.02450 0.1000000
4 0.3843755 0.20306314 0.19671417 0.2037 0.1968317 0.2330 0.20825 0.9538750
5 0.3336806 0.21291758 0.15458109 0.2037 0.1665638 0.2330 0.17150 0.4366563
6 0.4149913 0.23100000 0.25297142 0.2910 0.1923155 0.2330 0.17885 0.8028437
7 0.0480000 0.07323327 0.09162085 0.0291 0.1192884 0.0233 0.02450 0.1000000
8 0.2617138 0.08796710 0.11005407 0.1164 0.1804966 0.0233 0.02450 0.1216562
9 0.3380543 0.22669466 0.20964137 0.2910 0.1424457 0.2330 0.18620 0.1000000
10 0.3404399 0.21865803 0.22304735 0.2037 0.2014439 0.2330 0.20825 0.1486563
11 0.3100230 0.23090433 0.26709558 0.2910 0.2025009 0.2330 0.13475 0.1748125
12 0.4539567 0.22870382 0.20664896 0.2037 0.1797279 0.2330 0.23030 0.3311875
13 0.3841767 0.21951910 0.25895624 0.2910 0.1804966 0.2330 0.18620 0.2898437
14 0.2959080 0.07390299 0.15900985 0.0291 0.1909703 0.2330 0.24500 0.3303437
15 0.2978960 0.08567092 0.17756277 0.1164 0.1955825 0.0233 0.20090 0.4678750
16 0.3195656 0.16287998 0.23022913 0.2037 0.1954864 0.2330 0.20825 0.2521562
17 0.3815923 0.20411555 0.27379857 0.2910 0.1952942 0.2330 0.24500 1.0000000
18 0.2774192 0.10193553 0.10418896 0.1164 0.1513819 0.2330 0.15680 0.2063125
19 0.3587299 0.20918629 0.17756277 0.2037 0.2019243 0.2330 0.13475 0.9738438
20 0.2875582 0.07323327 0.13375393 0.0291 0.1749235 0.0233 0.19355 0.1000000
21 0.3177763 0.23100000 0.25488656 0.2910 0.1961590 0.2330 0.24500 0.4847500
22 0.3265237 0.15924436 0.21191560 0.2910 0.1952942 0.2330 0.24500 0.9915625
23 0.0480000 0.07390299 0.02890000 0.0291 0.1829949 0.0233 0.02450 0.1000000
24 0.3511753 0.17665706 0.25237294 0.2910 0.2123019 0.2330 0.20090 1.0000000
25 0.3104206 0.13102048 0.21622467 0.2037 0.1790553 0.2330 0.18620 0.4853125
26 0.3034625 0.17665706 0.23896696 0.2037 0.1850128 0.2330 0.20825 0.2372500
27 0.4607161 0.21636185 0.26350469 0.2910 0.1759805 0.2330 0.14945 0.6869687
28 0.0480000 0.07734726 0.02890000 0.0291 0.1704074 0.2330 0.02450 0.1157500
29 0.3006792 0.15924436 0.20664896 0.2037 0.1746353 0.2330 0.13475 0.4203438
30 0.0480000 0.08289636 0.02890000 0.0291 0.1665638 0.0233 0.02450 0.1000000
wc9 wc10 wc11 wc12 wc13 wc14 wc15 wc16 wc17
1 0.371448 0.037000 0.22600 0.2663920 0.2591820 0.1000 0.06026 0.0775 0.066348
2 0.614124 0.369334 0.07006 0.4635127 0.3032460 0.7750 0.07205 0.1891 0.088920
3 0.063000 0.303400 0.08362 0.1017730 0.1269900 0.1000 0.01310 0.0217 0.081738
4 0.602784 0.369334 0.17854 0.4652011 0.3043476 1.0000 0.13100 0.0217 0.044802
5 0.608454 0.369667 0.15820 0.4664674 0.3048984 0.1000 0.13100 0.0217 0.050958
6 0.630000 0.370000 0.17854 0.4643569 0.3037968 0.5500 0.12707 0.1333 0.040698
7 0.434385 0.037000 0.22600 0.2410660 0.1242360 0.1000 0.01310 0.0217 0.017100
8 0.497322 0.037000 0.20905 0.4124386 0.2123640 0.1000 0.02096 0.1333 0.065322
9 0.605052 0.369667 0.09718 0.4643569 0.3037968 0.3250 0.13100 0.1333 0.171000
10 0.581238 0.369334 0.15820 0.4643569 0.3037968 1.0000 0.08384 0.2170 0.042750
11 0.630000 0.370000 0.10396 0.4660453 0.3048984 0.5500 0.12707 0.2170 0.046854
12 0.597114 0.369667 0.04633 0.4647790 0.3037968 0.3250 0.11135 0.0217 0.155610
13 0.630000 0.370000 0.18532 0.4668895 0.3035214 0.1000 0.13100 0.0775 0.017100
14 0.547785 0.341029 0.12430 0.1482040 0.2399040 0.1000 0.01310 0.0775 0.094050
15 0.470106 0.344692 0.17176 0.2790550 0.2399040 0.5500 0.03275 0.0217 0.045828
16 0.595980 0.369334 0.09718 0.4630906 0.3029706 0.5500 0.10349 0.0217 0.037620
17 0.630000 0.369667 0.13447 0.4656232 0.3037968 1.0000 0.13100 0.1333 0.078660
18 0.469539 0.037000 0.17854 0.2326240 0.2123640 0.1000 0.01310 0.1333 0.119700
19 0.603351 0.369667 0.11413 0.4660453 0.3037968 1.0000 0.13100 0.0217 0.055062
20 0.434385 0.037000 0.14125 0.1946350 0.2261340 0.5500 0.01310 0.0217 0.017100
21 0.630000 0.370000 0.10396 0.4639348 0.3021444 1.0000 0.08777 0.0217 0.058140
22 0.596547 0.369667 0.08701 0.4668895 0.3043476 0.7750 0.13100 0.0217 0.040698
23 0.063000 0.322714 0.21583 0.0933310 0.0966960 0.1000 0.01310 0.0775 0.055062
24 0.630000 0.370000 0.11413 0.4639348 0.3035214 1.0000 0.06812 0.1891 0.061218
25 0.594279 0.369667 0.13447 0.4652011 0.3037968 0.3250 0.12707 0.0217 0.050958
26 0.526239 0.359344 0.13108 0.4660453 0.3046230 0.1000 0.10349 0.0217 0.061218
27 0.630000 0.370000 0.18871 0.4664674 0.3043476 0.3250 0.13100 0.0775 0.030438
28 0.063000 0.314056 0.22600 0.1482040 0.1187280 0.1000 0.01310 0.0217 0.091998
29 0.535311 0.355015 0.15820 0.4407193 0.3035214 0.2125 0.06419 0.0217 0.022230
30 0.063000 0.320050 0.22600 0.1482040 0.0994500 0.1000 0.01310 0.0217 0.041724
wc18 wc19 wc20 wc21
1 0.02363500 0.01442538 0.01040000 0.0144250
2 0.10081643 0.02158692 0.01040000 0.0555925
3 0.01636429 0.01330000 0.01040000 0.0100000
4 0.04749786 0.01340231 0.01040000 0.0393025
5 0.06073429 0.01340231 0.01040000 0.0113725
6 0.05607357 0.01340231 0.01040000 0.0468025
7 0.01934714 0.01330000 0.01040000 0.0100000
8 0.02139786 0.01442538 0.01040000 0.0237850
9 0.06166643 0.01330000 0.01040000 0.0199075
10 0.02960071 0.01330000 0.01040000 0.0268900
11 0.08105500 0.02158692 0.01040000 0.0465925
12 0.14500000 0.03079462 0.01916096 0.1000000
13 0.08198714 0.01544846 0.01040000 0.0100000
14 0.02512643 0.01954077 0.02099552 0.0118825
15 0.02866857 0.02158692 0.01040000 0.0555925
16 0.08925786 0.01442538 0.01040000 0.0284350
17 0.07639429 0.01647154 0.01040000 0.0826075
18 0.02195714 0.01851769 0.01040000 0.0132400
19 0.07471643 0.01749462 0.01040000 0.0168025
20 0.02736357 0.01647154 0.01040000 0.0170800
21 0.05849714 0.01340231 0.01040000 0.1000000
22 0.07658071 0.01749462 0.01040000 0.1000000
23 0.01972000 0.01340231 0.01040000 0.0117550
24 0.08105500 0.01749462 0.01040000 0.0168025
25 0.07005571 0.01330000 0.01040000 0.1000000
26 0.05775143 0.02056385 0.01040000 0.0540925
27 0.12840786 0.02670231 0.01040000 0.0100000
28 0.01655071 0.01330000 0.01040000 0.0103375
29 0.02829571 0.01340231 0.01040000 0.0188725
30 0.02121143 0.01330000 0.01040000 0.0161725
$unweighted.Criterion
b1 b2 b3 b4 b5 b6 b7
1 0.3189825 0.4557642 0.2032188 0.408448 0.7515740 0.1000 0.2669934
2 0.8902853 0.8448213 0.4023438 0.983458 0.8368187 0.7750 0.5384659
3 0.1000000 0.2510548 0.1000000 0.366400 0.3123830 0.1000 0.1666023
4 0.7841528 0.8417817 0.9538750 0.972118 0.9480887 1.0000 0.3081047
5 0.7011793 0.7747638 0.4366563 0.978121 0.9295658 0.1000 0.2995671
6 0.8989627 0.8951655 0.8028437 1.000000 0.9466937 0.5500 0.4277464
7 0.2128541 0.1961884 0.1000000 0.471385 0.5913020 0.1000 0.1049471
8 0.4597349 0.3446966 0.1216562 0.534322 0.8338526 0.1000 0.2895902
9 0.7743903 0.8526457 0.1000000 0.974719 0.8653337 0.3250 0.5405739
10 0.7821453 0.8463939 0.1486563 0.950572 0.9263537 1.0000 0.4237807
11 0.8080229 0.8612509 0.1748125 1.000000 0.8749037 0.5500 0.5505584
12 0.8893095 0.8467279 0.3311875 0.966781 0.8149058 0.3250 0.5836156
13 0.8626520 0.8906966 0.2898437 1.000000 0.9557309 0.1000 0.3434356
14 0.5288208 0.6980703 0.3303437 0.888814 0.5124080 0.1000 0.2621952
15 0.5611297 0.5361825 0.4678750 0.814798 0.6907190 0.5500 0.2165260
16 0.7126747 0.8404364 0.2521562 0.965314 0.8632412 0.5500 0.3053282
17 0.8595064 0.9642942 1.0000000 0.999667 0.9038900 1.0000 0.5288333
18 0.4835437 0.6575819 0.2063125 0.506539 0.6235280 0.1000 0.3302148
19 0.7454789 0.7733743 0.9738438 0.973018 0.8839721 1.0000 0.3271755
20 0.4945454 0.4208735 0.1000000 0.471385 0.5620190 0.5500 0.1232151
21 0.8036629 0.9651590 0.4847500 1.000000 0.8700392 1.0000 0.3499095
22 0.6976837 0.9642942 0.9915625 0.966214 0.8582471 0.7750 0.3978733
23 0.1508030 0.2598949 0.1000000 0.385714 0.4058570 0.1000 0.2009393
24 0.7802053 0.9372019 1.0000000 1.000000 0.8815862 1.0000 0.4441901
25 0.6576658 0.8019553 0.4853125 0.963946 0.9034679 0.3250 0.3934837
26 0.7190865 0.8299628 0.2372500 0.885583 0.9017483 0.1000 0.3292158
27 0.9405826 0.8494305 0.6869687 1.000000 0.9595250 0.3250 0.4144482
28 0.1542473 0.4570074 0.1157500 0.377056 0.4929320 0.1000 0.1773862
29 0.6665726 0.7460853 0.4203438 0.890326 0.9024407 0.2125 0.1790905
30 0.1597964 0.2434638 0.1000000 0.383050 0.4736540 0.1000 0.1376079
$weighted.Criterion
wb1 wb2 wb3 wb4 wb5 wb6 wb7
1 0.06019199 0.05774532 0.02647940 0.09304445 0.09492380 0.00699000 0.03478924
2 0.16799684 0.10703886 0.05242539 0.22403173 0.10569020 0.05417250 0.07016210
3 0.01887000 0.03180864 0.01303000 0.08346592 0.03945397 0.00699000 0.02170828
4 0.14796964 0.10665374 0.12428991 0.22144848 0.11974360 0.06990000 0.04014604
5 0.13231253 0.09816258 0.05689631 0.22281596 0.11740416 0.00699000 0.03903359
6 0.16963426 0.11341747 0.10461054 0.22780000 0.11956741 0.03844500 0.05573535
7 0.04016557 0.02485706 0.01303000 0.10738150 0.07468144 0.00699000 0.01367461
8 0.08675198 0.04367306 0.01585181 0.12171855 0.10531558 0.00699000 0.03773361
9 0.14612746 0.10803020 0.01303000 0.22204099 0.10929165 0.02271750 0.07043678
10 0.14759082 0.10723811 0.01936991 0.21654030 0.11699847 0.06990000 0.05521863
11 0.15247392 0.10912049 0.02277807 0.22780000 0.11050034 0.03844500 0.07173776
12 0.16781271 0.10728043 0.04315373 0.22023271 0.10292260 0.02271750 0.07604511
13 0.16278244 0.11285126 0.03776664 0.22780000 0.12070881 0.00699000 0.04474966
14 0.09978849 0.08844550 0.04304379 0.20247183 0.06471713 0.00699000 0.03416404
15 0.10588517 0.06793432 0.06096411 0.18561098 0.08723781 0.03844500 0.02821334
16 0.13448171 0.10648329 0.03285596 0.21989853 0.10902736 0.03844500 0.03978427
17 0.16218886 0.12217608 0.13030000 0.22772414 0.11416131 0.06990000 0.06890698
18 0.09124470 0.08331562 0.02688252 0.11538958 0.07875159 0.00699000 0.04302699
19 0.14067187 0.09798653 0.12689184 0.22165350 0.11164568 0.06990000 0.04263097
20 0.09332072 0.05332467 0.01303000 0.10738150 0.07098300 0.03844500 0.01605493
21 0.15165119 0.12228565 0.06316292 0.22780000 0.10988595 0.06990000 0.04559320
22 0.13165291 0.12217608 0.12920059 0.22010355 0.10839661 0.05417250 0.05184289
23 0.02845652 0.03292869 0.01303000 0.08786565 0.05125974 0.00699000 0.02618239
24 0.14722475 0.11874348 0.13030000 0.22780000 0.11134434 0.06990000 0.05787797
25 0.12410153 0.10160774 0.06323622 0.21958690 0.11410800 0.02271750 0.05127093
26 0.13569163 0.10515629 0.03091367 0.20173581 0.11389081 0.00699000 0.04289682
27 0.17748794 0.10762284 0.08951203 0.22780000 0.12118801 0.02271750 0.05400260
28 0.02910646 0.05790283 0.01508222 0.08589336 0.06225731 0.00699000 0.02311342
29 0.12578224 0.09452900 0.05477079 0.20281626 0.11397826 0.01485375 0.02333550
30 0.03015357 0.03084687 0.01303000 0.08725879 0.05982250 0.00699000 0.01793031
$evaluation
score grade
1 0.374164201119124 Subhealthy
2 0.781517621832622 Exehealthy
3 0.215326815031379 Unhealthy
4 0.83015140908105 Exehealthy
5 0.673615135364618 Healthy
6 0.829210035463029 Exehealthy
7 0.280780195364447 Subhealthy
8 0.418034598258768 Subhealthy
9 0.691674577798623 Healthy
10 0.732856241384961 Healthy
11 0.732855578925165 Healthy
12 0.740164791822855 Healthy
13 0.713648818341581 Healthy
14 0.539620775604396 Healthy
15 0.574290739118949 Healthy
16 0.680976130878713 Healthy
17 0.895357369963764 Exehealthy
18 0.445601004751177 Subhealthy
19 0.811380392843701 Exehealthy
20 0.392539826937457 Subhealthy
21 0.790278918908241 Exehealthy
22 0.817545134939173 Exehealthy
23 0.246712993171001 Unhealthy
24 0.863190535477496 Exehealthy
25 0.696628808949045 Healthy
26 0.637275019689856 Healthy
27 0.800330911813652 Exehealthy
28 0.280345608336339 Subhealthy
29 0.630065804552832 Healthy
30 0.246032044378913 Unhealthy
forestHES documentation built on May 2, 2019, 7:31 a.m.
R Package Documentation
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Note that we can't provide technical support on individual packages. You should contact the package authors for that.
Description Usage Arguments Details Value Note Author(s) References See Also Examples
Description
Zhang & Lei (2014) proposed and developed a national forest health evaluation system at the forest stand level using analytic hierarchy process (AHP), has a high application value and practical significance.
Usage
1 2 3 4 5 6 | fhes(c1, c2, c3, c4, c5, c6, c7, c8, c9, c10, c11, c12, c13, c14,
c15, c16, c17, c18, c19, c20, c21, L_8 = 3.2, U_8 = 6.4,
L_15 = 30, U_15 = 60, L_16 = 0.8, U_16 = 1.3, O1_16 = 1.15,
O2_16 = 1.25, L_17 = 5, U_17 = 8.5, O1_17 = 6.5, O2_17 = 7,
L_18 = 10, U_18 = 80, L_19 = 1.49, U_19 = 13.19, L_20 = 5,
U_20 = 30, L_21 = 80, U_21 = 200)
|
Arguments
c1 |
Tree diversity index |
c2 |
Shrub diversity index |
c3 |
Herb diversity index |
c4 |
Storey quantity |
c5 |
Tree size diversity index |
c6 |
Age structure |
c7 |
Canopy closure |
c8 |
Average volume increment per hectare |
c9 |
Bio-disaster ratio |
c10 |
Non bio-disaster ratio |
c11 |
Crown length ratio |
c12 |
Crown fade ratio |
c13 |
Foliage falling ratio |
c14 |
Regeneration density |
c15 |
Soil depth |
c16 |
Soil density |
c17 |
Soil pH |
c18 |
Soil organic matter |
c19 |
Soil total nitrogen |
c20 |
Soil available phosphorus |
c21 |
Soil available potassium |
L_8 |
Lower limit of Average volume increment per hectare |
U_8 |
Upper limit of average volume increment per hectare |
L_15 |
Lower limit of average volume increment per hectare |
U_15 |
Upper limit of average volume increment per hectare |
L_16 |
Lower limit of soil density |
U_16 |
Upper limit of soil density |
O1_16 |
Effective range of soil density |
O2_16 |
Effective range of soil density |
L_17 |
Lower limit of soil pH |
U_17 |
Upper limit of soil pH |
O1_17 |
Effective range of soil pH |
O2_17 |
Effective range of soil pH |
L_18 |
Lower limit of soil organic matter |
U_18 |
Upper limit of soil organic matter |
L_19 |
Lower limit of soil total nitrogen |
U_19 |
Upper limit of soil total nitrogen |
L_20 |
Lower limit of soil available phosphorus |
U_20 |
Upper limit of soil available phosphorus |
L_21 |
Lower limit of soil available potassium |
U_21 |
Upper limit of soil available potassium |
Details
None
Value
indexSystem |
index system |
legend |
legend |
index |
index |
coverted.Index |
coverted.Index |
weighted.Index |
weighted.Index |
unweighted.Criterion |
unweighted.Criterion |
weighted.Criterion |
weighted.Criterion |
evaluation |
evaluation results |
Note
None
Author(s)
Zongzheng Chai
References
Zhang HR, and Lei XD. 2014. Health management techniques for typical forest types. Beijing: Publishing house of forestry, China Chai ZZ.2016.National forest health evaluation system at the forest stand level in Chinahttp://www.forest-soil.net/Upload/ueditor/file/20160514/1463221795322480.pdf
See Also
None
Examples
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 | ##forest health evaluation for singel sample plot
tree.singlefhes<-fhes(c1=0.67,c2=1.89,c3=2.04,c4=4,c5=2.04,c6=1,c7=0.3,
c8=3.4839,c9=0.75,c10=0.15,c11=0,c12=0.75,c13=0.35,
c14=2500,c15=53,c16=1.56,c17=5.49,c18=34.03,c19=2.05,
c20=21.38,c21=91.67)
tree.singlefhes
##Assigned the threshold of some variables, according to specific
##realistic condition or research contents
tree.spefhes<-fhes(c1=0.67,c2=1.89,c3=2.04,c4=4,c5=2.04,c6=1,c7=0.3,
c8=3.4839,c9=0.75,c10=0.15,c11=0,c12=0.75,c13=0.35,
c14=2500,c15=53,c16=1.56,c17=5.49,c18=34.03,c19=2.05,
c20=21.38,c21=91.67,
L_18=15,U_18=90,L_19=2,U_19=14,
L_20=8,U_20=40,L_21=60,U_21=120)
tree.spefhes
##forest health evaluation for multiple sample plot
tree.multiplefhes<-fhes(c1=c(0.67,0,0.68),c2=c(1.89,1.33,1.79),c3=c(2.04,1.91,2.19),
c4=c(4,3,4),c5=c(2.04,1.47,2.19),c6=c(1,0,1),c7=c(0.3,0.95,0.9),
c8=c(3.4839,3.1579,5.9231),c9=c(0.75,0,0.3),c10=c(0.15,0,0.09),
c11=c(0,0,0),c12=c(0.75,0.07,0.84),c13=c(0.35,0.11,0.84),
c14=c(833.33,833.33,2500),c15=c(53,59,43),c16=c(1.28,1.56,1.33),
c17=c(5.49,5.91,5.27),c18=c(38.32,34.03,25.37),c19=c(2.05,1.04,1.27),
c20=c(21.38,34.66,14.19),c21=c(86.67,80,91.67))
tree.multiplefhes
##More regulare method of forest health evaluation for multiple sample plot
data(testIndex)
tree.fhes<-fhes(c1=testIndex$c1,c2=testIndex$c2,c3=testIndex$c3,c4=testIndex$c4,
c5=testIndex$c5,c6=testIndex$c6,c7=testIndex$c7,c8=testIndex$c8,
c9=testIndex$c9,c10=testIndex$c10,c11=testIndex$c11,c12=testIndex$c12,
c13=testIndex$c13,c14=testIndex$c14,c15=testIndex$c15,c16=testIndex$c16,
c17=testIndex$c17,c18=testIndex$c18,c19=testIndex$c19,c20=testIndex$c20,
c21=testIndex$c21)
tree.fhes
pie(table(tree.fhes$evaluation$grade))
|
Example output
Warning message:
In length(grade) <- length(score) : length of NULL cannot be changed
$indexSystem
Criterion WeightB Index WeightC Mode L U O1 O2
1 b1 0.1887 c1 0.480 up 0.00 2.173 NA NA
2 NA c2 0.231 up 0.00 2.173 NA NA
3 NA c3 0.289 up 0.00 2.173 NA NA
4 b2 0.1267 c4 0.291 up 1.00 4.000 NA NA
5 NA c5 0.232 up 0.00 2.173 NA NA
6 NA c6 0.233 up 0.00 1.000 NA NA
7 NA c7 0.245 mid 0.20 1.000 0.50 0.70
8 b3 0.1303 c8* 1.000 up 3.20 6.400 NA NA
9 b4 0.2278 c9 0.630 down 0.00 1.000 NA NA
10 NA c10 0.370 down 0.00 1.000 NA NA
11 b5 0.1263 c11 0.226 mid 0.00 1.000 0.20 0.40
12 NA c12 0.469 down 0.00 1.000 NA NA
13 NA c13 0.306 down 0.00 1.000 NA NA
14 b6 0.0699 c14 1.000 up 500.00 2500.000 NA NA
15 b7 0.1303 c15* 0.131 up 30.00 60.000 NA NA
16 NA c16* 0.217 mid 0.80 1.300 1.15 1.25
17 NA c17* 0.171 mid 5.00 8.500 6.50 7.00
18 NA c18* 0.145 up 10.00 80.000 NA NA
19 NA c19* 0.133 up 1.49 13.190 NA NA
20 NA c20* 0.104 up 5.00 30.000 NA NA
21 NA c21* 0.100 up 80.00 200.000 NA NA
$legend
id index
1 b1 Species diversity
2 b2 Stand structure complexity
3 b3 Stand productivity
4 b4 Harmful factors occurrence
5 b5 Tree vitality
6 b6 Natural regenerating capability
7 b7 Soil quality
8 c1 Tree diversity index
9 c2 Shrub diversity index
10 c3 Herb diversity index
11 c4 Storey quantity
12 c5 Tree size diversity index
13 c6 Age structure
14 c7 Canopy closure
15 c8 Average volume increment per hectare
16 c9 Bio-disaster ratio
17 c10 Non bio-disaster ratio
18 c11 Crown length ratio
19 c12 Crown fade ratio
20 c13 Foliage falling ratio
21 c14 Regeneration density
22 c15 Soil depth
23 c16 Soil density
24 c17 Soil pH
25 c18 Soil organic matter
26 c19 Soil total nitrogen
27 c20 Soil available phosphorus
28 c21 Soil available potassium
$index
c1 c2 c3 c4 c5 c6 c7 c8 c9 c10 c11 c12 c13 c14 c15 c16
1 0.67 1.89 2.04 4 2.04 1 0.3 3.4839 0.75 0.15 0 0.75 0.35 2500 53 1.56
c17 c18 c19 c20 c21
1 5.49 34.03 2.05 21.38 91.67
$coverted.Index
d1 d2 d3 d4 d5 d6 d7 d8 d9 d10 d11
1 0.3774965 0.8827888 0.9449149 1 0.9449149 1 0.4 0.1798469 0.325 0.865 0.1
d12 d13 d14 d15 d16 d17 d18 d19 d20 d21
1 0.325 0.685 1 0.79 0.1 0.394 0.4089571 0.1430769 0.68968 0.187525
$weighted.Index
wc1 wc2 wc3 wc4 wc5 wc6 wc7 wc8 wc9
1 0.1811983 0.2039242 0.2730804 0.291 0.2192202 0.233 0.098 0.1798469 0.20475
wc10 wc11 wc12 wc13 wc14 wc15 wc16 wc17 wc18
1 0.32005 0.0226 0.152425 0.20961 1 0.10349 0.0217 0.067374 0.05929879
wc19 wc20 wc21
1 0.01902923 0.07172672 0.0187525
$unweighted.Criterion
b1 b2 b3 b4 b5 b6 b7
1 0.6582029 0.8412202 0.1798469 0.5248 0.384635 1 0.3613712
$weighted.Criterion
wb1 wb2 wb3 wb4 wb5 wb6 wb7
1 0.1242029 0.1065826 0.02343405 0.1195494 0.0485794 0.0699 0.04708667
$evaluation
score grade
1 0.539335061678028 Healthy
Warning message:
In length(grade) <- length(score) : length of NULL cannot be changed
$indexSystem
Criterion WeightB Index WeightC Mode L U O1 O2
1 b1 0.1887 c1 0.480 up 0.0 2.173 NA NA
2 NA c2 0.231 up 0.0 2.173 NA NA
3 NA c3 0.289 up 0.0 2.173 NA NA
4 b2 0.1267 c4 0.291 up 1.0 4.000 NA NA
5 NA c5 0.232 up 0.0 2.173 NA NA
6 NA c6 0.233 up 0.0 1.000 NA NA
7 NA c7 0.245 mid 0.2 1.000 0.50 0.70
8 b3 0.1303 c8* 1.000 up 3.2 6.400 NA NA
9 b4 0.2278 c9 0.630 down 0.0 1.000 NA NA
10 NA c10 0.370 down 0.0 1.000 NA NA
11 b5 0.1263 c11 0.226 mid 0.0 1.000 0.20 0.40
12 NA c12 0.469 down 0.0 1.000 NA NA
13 NA c13 0.306 down 0.0 1.000 NA NA
14 b6 0.0699 c14 1.000 up 500.0 2500.000 NA NA
15 b7 0.1303 c15* 0.131 up 30.0 60.000 NA NA
16 NA c16* 0.217 mid 0.8 1.300 1.15 1.25
17 NA c17* 0.171 mid 5.0 8.500 6.50 7.00
18 NA c18* 0.145 up 15.0 90.000 NA NA
19 NA c19* 0.133 up 2.0 14.000 NA NA
20 NA c20* 0.104 up 8.0 40.000 NA NA
21 NA c21* 0.100 up 60.0 120.000 NA NA
$legend
id index
1 b1 Species diversity
2 b2 Stand structure complexity
3 b3 Stand productivity
4 b4 Harmful factors occurrence
5 b5 Tree vitality
6 b6 Natural regenerating capability
7 b7 Soil quality
8 c1 Tree diversity index
9 c2 Shrub diversity index
10 c3 Herb diversity index
11 c4 Storey quantity
12 c5 Tree size diversity index
13 c6 Age structure
14 c7 Canopy closure
15 c8 Average volume increment per hectare
16 c9 Bio-disaster ratio
17 c10 Non bio-disaster ratio
18 c11 Crown length ratio
19 c12 Crown fade ratio
20 c13 Foliage falling ratio
21 c14 Regeneration density
22 c15 Soil depth
23 c16 Soil density
24 c17 Soil pH
25 c18 Soil organic matter
26 c19 Soil total nitrogen
27 c20 Soil available phosphorus
28 c21 Soil available potassium
$index
c1 c2 c3 c4 c5 c6 c7 c8 c9 c10 c11 c12 c13 c14 c15 c16
1 0.67 1.89 2.04 4 2.04 1 0.3 3.4839 0.75 0.15 0 0.75 0.35 2500 53 1.56
c17 c18 c19 c20 c21
1 5.49 34.03 2.05 21.38 91.67
$coverted.Index
d1 d2 d3 d4 d5 d6 d7 d8 d9 d10 d11
1 0.3774965 0.8827888 0.9449149 1 0.9449149 1 0.4 0.1798469 0.325 0.865 0.1
d12 d13 d14 d15 d16 d17 d18 d19 d20 d21
1 0.325 0.685 1 0.79 0.1 0.394 0.32836 0.10375 0.4763125 0.57505
$weighted.Index
wc1 wc2 wc3 wc4 wc5 wc6 wc7 wc8 wc9
1 0.1811983 0.2039242 0.2730804 0.291 0.2192202 0.233 0.098 0.1798469 0.20475
wc10 wc11 wc12 wc13 wc14 wc15 wc16 wc17 wc18
1 0.32005 0.0226 0.152425 0.20961 1 0.10349 0.0217 0.067374 0.0476122
wc19 wc20 wc21
1 0.01379875 0.0495365 0.057505
$unweighted.Criterion
b1 b2 b3 b4 b5 b6 b7
1 0.6582029 0.8412202 0.1798469 0.5248 0.384635 1 0.3610165
$weighted.Criterion
wb1 wb2 wb3 wb4 wb5 wb6 wb7
1 0.1242029 0.1065826 0.02343405 0.1195494 0.0485794 0.0699 0.04704044
$evaluation
score grade
1 0.539288832999226 Healthy
Warning message:
In length(grade) <- length(score) : length of NULL cannot be changed
$indexSystem
Criterion WeightB Index WeightC Mode L U O1 O2
1 b1 0.1887 c1 0.480 up 0.00 2.173 NA NA
2 NA c2 0.231 up 0.00 2.173 NA NA
3 NA c3 0.289 up 0.00 2.173 NA NA
4 b2 0.1267 c4 0.291 up 1.00 4.000 NA NA
5 NA c5 0.232 up 0.00 2.173 NA NA
6 NA c6 0.233 up 0.00 1.000 NA NA
7 NA c7 0.245 mid 0.20 1.000 0.50 0.70
8 b3 0.1303 c8* 1.000 up 3.20 6.400 NA NA
9 b4 0.2278 c9 0.630 down 0.00 1.000 NA NA
10 NA c10 0.370 down 0.00 1.000 NA NA
11 b5 0.1263 c11 0.226 mid 0.00 1.000 0.20 0.40
12 NA c12 0.469 down 0.00 1.000 NA NA
13 NA c13 0.306 down 0.00 1.000 NA NA
14 b6 0.0699 c14 1.000 up 500.00 2500.000 NA NA
15 b7 0.1303 c15* 0.131 up 30.00 60.000 NA NA
16 NA c16* 0.217 mid 0.80 1.300 1.15 1.25
17 NA c17* 0.171 mid 5.00 8.500 6.50 7.00
18 NA c18* 0.145 up 10.00 80.000 NA NA
19 NA c19* 0.133 up 1.49 13.190 NA NA
20 NA c20* 0.104 up 5.00 30.000 NA NA
21 NA c21* 0.100 up 80.00 200.000 NA NA
$legend
id index
1 b1 Species diversity
2 b2 Stand structure complexity
3 b3 Stand productivity
4 b4 Harmful factors occurrence
5 b5 Tree vitality
6 b6 Natural regenerating capability
7 b7 Soil quality
8 c1 Tree diversity index
9 c2 Shrub diversity index
10 c3 Herb diversity index
11 c4 Storey quantity
12 c5 Tree size diversity index
13 c6 Age structure
14 c7 Canopy closure
15 c8 Average volume increment per hectare
16 c9 Bio-disaster ratio
17 c10 Non bio-disaster ratio
18 c11 Crown length ratio
19 c12 Crown fade ratio
20 c13 Foliage falling ratio
21 c14 Regeneration density
22 c15 Soil depth
23 c16 Soil density
24 c17 Soil pH
25 c18 Soil organic matter
26 c19 Soil total nitrogen
27 c20 Soil available phosphorus
28 c21 Soil available potassium
$index
c1 c2 c3 c4 c5 c6 c7 c8 c9 c10 c11 c12 c13 c14 c15
1 0.67 1.89 2.04 4 2.04 1 0.30 3.4839 0.75 0.15 0 0.75 0.35 833.33 53
2 0.00 1.33 1.91 3 1.47 0 0.95 3.1579 0.00 0.00 0 0.07 0.11 833.33 59
3 0.68 1.79 2.19 4 2.19 1 0.90 5.9231 0.30 0.09 0 0.84 0.84 2500.00 43
c16 c17 c18 c19 c20 c21
1 1.28 5.49 38.32 2.05 21.38 86.67
2 1.56 5.91 34.03 1.04 34.66 80.00
3 1.33 5.27 25.37 1.27 14.19 91.67
$coverted.Index
d1 d2 d3 d4 d5 d6 d7 d8 d9 d10
1 0.3774965 0.8827888 0.9449149 1.0 0.9449149 1.0 0.40 0.1798469 0.325 0.865
2 0.1000000 0.6508514 0.8910723 0.7 0.7088357 0.1 0.25 0.1000000 1.000 1.000
3 0.3816383 0.8413714 1.0000000 1.0 1.0000000 1.0 0.40 0.8658719 0.730 0.919
d11 d12 d13 d14 d15 d16 d17 d18 d19 d20
1 0.1 0.325 0.685 0.2499985 0.79 0.46 0.394 0.4641143 0.1430769 0.68968
2 0.1 0.937 0.901 0.2499985 0.97 0.10 0.646 0.4089571 0.1000000 1.00000
3 0.1 0.244 0.244 1.0000000 0.49 0.10 0.262 0.2976143 0.1000000 0.43084
d21
1 0.150025
2 0.100000
3 0.187525
$weighted.Index
wc1 wc2 wc3 wc4 wc5 wc6 wc7 wc8
1 0.1811983 0.2039242 0.2730804 0.2910 0.2192202 0.2330 0.09800 0.1798469
2 0.0480000 0.1503467 0.2575199 0.2037 0.1644499 0.0233 0.06125 0.1000000
3 0.1831864 0.1943568 0.2890000 0.2910 0.2320000 0.2330 0.09800 0.8658719
wc9 wc10 wc11 wc12 wc13 wc14 wc15 wc16 wc17
1 0.20475 0.32005 0.0226 0.152425 0.209610 0.2499985 0.10349 0.09982 0.067374
2 0.63000 0.37000 0.0226 0.439453 0.275706 0.2499985 0.12707 0.02170 0.110466
3 0.45990 0.34003 0.0226 0.114436 0.074664 1.0000000 0.06419 0.02170 0.044802
wc18 wc19 wc20 wc21
1 0.06729657 0.01902923 0.07172672 0.0150025
2 0.05929879 0.01330000 0.10400000 0.0100000
3 0.04315407 0.01330000 0.04480736 0.0187525
$unweighted.Criterion
b1 b2 b3 b4 b5 b6 b7
1 0.6582029 0.8412202 0.1798469 0.52480 0.384635 0.2499985 0.4437390
2 0.4558665 0.4526999 0.1000000 1.00000 0.737759 0.2499985 0.4458348
3 0.6665432 0.8540000 0.8658719 0.79993 0.211700 1.0000000 0.2507059
$weighted.Criterion
wb1 wb2 wb3 wb4 wb5 wb6 wb7
1 0.12420290 0.10658261 0.02343405 0.1195494 0.04857940 0.0174749 0.05781919
2 0.08602202 0.05735708 0.01303000 0.2278000 0.09317896 0.0174749 0.05809227
3 0.12577670 0.10820180 0.11282311 0.1822241 0.02673771 0.0699000 0.03266698
$evaluation
score grade
1 0.497642479306599 Subhealthy
2 0.552955221695023 Healthy
3 0.658330347626331 Healthy
Warning message:
In length(grade) <- length(score) : length of NULL cannot be changed
$indexSystem
Criterion WeightB Index WeightC Mode L U O1 O2
1 b1 0.1887 c1 0.480 up 0.00 2.173 NA NA
2 NA c2 0.231 up 0.00 2.173 NA NA
3 NA c3 0.289 up 0.00 2.173 NA NA
4 b2 0.1267 c4 0.291 up 1.00 4.000 NA NA
5 NA c5 0.232 up 0.00 2.173 NA NA
6 NA c6 0.233 up 0.00 1.000 NA NA
7 NA c7 0.245 mid 0.20 1.000 0.50 0.70
8 b3 0.1303 c8* 1.000 up 3.20 6.400 NA NA
9 b4 0.2278 c9 0.630 down 0.00 1.000 NA NA
10 NA c10 0.370 down 0.00 1.000 NA NA
11 b5 0.1263 c11 0.226 mid 0.00 1.000 0.20 0.40
12 NA c12 0.469 down 0.00 1.000 NA NA
13 NA c13 0.306 down 0.00 1.000 NA NA
14 b6 0.0699 c14 1.000 up 500.00 2500.000 NA NA
15 b7 0.1303 c15* 0.131 up 30.00 60.000 NA NA
16 NA c16* 0.217 mid 0.80 1.300 1.15 1.25
17 NA c17* 0.171 mid 5.00 8.500 6.50 7.00
18 NA c18* 0.145 up 10.00 80.000 NA NA
19 NA c19* 0.133 up 1.49 13.190 NA NA
20 NA c20* 0.104 up 5.00 30.000 NA NA
21 NA c21* 0.100 up 80.00 200.000 NA NA
$legend
id index
1 b1 Species diversity
2 b2 Stand structure complexity
3 b3 Stand productivity
4 b4 Harmful factors occurrence
5 b5 Tree vitality
6 b6 Natural regenerating capability
7 b7 Soil quality
8 c1 Tree diversity index
9 c2 Shrub diversity index
10 c3 Herb diversity index
11 c4 Storey quantity
12 c5 Tree size diversity index
13 c6 Age structure
14 c7 Canopy closure
15 c8 Average volume increment per hectare
16 c9 Bio-disaster ratio
17 c10 Non bio-disaster ratio
18 c11 Crown length ratio
19 c12 Crown fade ratio
20 c13 Foliage falling ratio
21 c14 Regeneration density
22 c15 Soil depth
23 c16 Soil density
24 c17 Soil pH
25 c18 Soil organic matter
26 c19 Soil total nitrogen
27 c20 Soil available phosphorus
28 c21 Soil available potassium
$index
c1 c2 c3 c4 c5 c6 c7 c8 c9 c10 c11 c12 c13 c14
1 0.000 0.745 1.234 2 1.722 0 0.34 3.567 0.456 1.000 0.32 0.480 0.170 0
2 1.874 2.552 1.753 4 1.848 1 0.87 4.275 0.028 0.002 0.86 0.013 0.010 2000
3 0.000 0.000 0.000 1 1.571 0 1.00 1.560 1.000 0.200 0.06 0.870 0.650 0
4 1.692 1.881 1.402 3 1.807 1 0.75 6.236 0.048 0.002 0.54 0.009 0.006 6000
5 1.437 1.984 1.050 3 1.492 1 0.80 4.397 0.038 0.001 0.60 0.006 0.004 0
6 1.846 2.304 1.872 4 1.760 1 0.79 5.699 0.000 0.000 0.54 0.011 0.008 1500
7 0.000 0.524 0.524 1 1.000 0 1.00 1.999 0.345 1.000 0.22 0.540 0.660 0
8 1.075 0.678 0.678 2 1.637 0 1.00 3.277 0.234 1.000 0.45 0.134 0.340 0
9 1.459 2.128 1.510 4 1.241 1 0.78 2.218 0.044 0.001 0.78 0.011 0.008 1000
10 1.471 2.044 1.622 3 1.855 1 0.45 3.373 0.086 0.002 0.60 0.011 0.008 2500
11 1.318 2.172 1.990 4 1.866 1 0.85 3.466 0.000 0.000 0.76 0.007 0.004 1500
12 2.042 2.149 1.485 3 1.629 1 0.72 4.022 0.058 0.001 0.93 0.010 0.008 1000
13 1.691 2.053 1.922 4 1.637 1 0.78 3.875 0.000 0.000 0.52 0.005 0.009 500
14 1.247 0.531 1.087 1 1.746 1 0.52 4.019 0.145 0.087 0.70 0.760 0.240 500
15 1.257 0.654 1.242 2 1.794 0 0.44 4.508 0.282 0.076 0.56 0.450 0.240 1500
16 1.366 1.461 1.682 3 1.793 1 0.75 3.741 0.060 0.002 0.78 0.014 0.011 1500
17 1.678 1.892 2.046 4 1.791 1 0.51 7.431 0.000 0.001 0.67 0.008 0.008 2500
18 1.154 0.824 0.629 2 1.334 1 0.38 3.578 0.283 1.000 0.54 0.560 0.340 500
19 1.563 1.945 1.242 3 1.860 1 0.85 6.307 0.047 0.001 0.73 0.007 0.008 11000
20 1.205 0.524 0.876 1 1.579 0 0.43 2.832 0.345 1.000 0.65 0.650 0.290 1500
21 1.357 2.347 1.888 4 1.800 1 0.60 4.568 0.000 0.000 0.76 0.012 0.014 5000
22 1.401 1.423 1.529 4 1.791 1 0.70 6.370 0.059 0.001 0.81 0.005 0.006 2000
23 0.000 0.531 0.000 1 1.663 0 1.00 2.340 1.000 0.142 0.19 0.890 0.760 0
24 1.525 1.605 1.867 4 1.968 1 0.76 7.787 0.000 0.000 0.73 0.012 0.009 3500
25 1.320 1.128 1.565 3 1.622 1 0.78 4.570 0.063 0.001 0.67 0.009 0.008 1000
26 1.285 1.605 1.755 3 1.684 1 0.75 3.688 0.183 0.032 0.68 0.007 0.005 0
27 2.076 2.020 1.960 4 1.590 1 0.83 5.287 0.000 0.000 0.51 0.006 0.006 1000
28 0.000 0.567 0.000 1 1.532 1 1.00 3.256 1.000 0.168 0.28 0.760 0.680 250
29 1.271 1.423 1.485 3 1.576 1 0.85 4.339 0.167 0.045 0.60 0.067 0.009 750
30 0.000 0.625 0.000 1 1.492 0 1.00 1.630 1.000 0.150 0.23 0.760 0.750 0
c15 c16 c17 c18 c19 c20 c21
1 42 0.9 5.48 14.9 1.6 2.84 85.90
2 45 1.1 5.70 56.3 2.3 4.44 140.79
3 10 0.7 5.63 11.0 1.3 2.63 76.00
4 62 0.8 5.27 27.7 1.5 3.57 119.07
5 83 0.7 5.33 34.8 1.5 2.39 81.83
6 59 1.0 5.23 32.3 1.5 2.87 129.07
7 30 0.6 4.93 12.6 1.2 2.57 42.52
8 32 1.0 5.47 13.7 1.6 2.64 98.38
9 60 1.0 6.80 35.3 1.2 2.93 93.21
10 48 1.2 5.25 18.1 0.5 4.05 102.52
11 59 1.2 5.29 45.7 2.3 4.44 128.79
12 55 1.5 6.35 85.1 3.2 7.34 204.92
13 66 0.9 4.90 46.2 1.7 3.79 66.31
14 30 0.9 5.75 15.7 2.1 7.83 82.51
15 35 0.8 5.28 17.6 2.3 4.44 140.79
16 53 0.8 5.20 50.1 1.6 3.52 104.58
17 65 1.0 5.60 43.2 1.8 3.22 176.81
18 27 1.0 6.00 14.0 2.0 4.63 84.32
19 65 1.4 5.37 42.3 1.9 2.00 89.07
20 28 0.8 5.00 16.9 1.8 3.77 89.44
21 49 1.5 5.40 33.6 1.5 2.58 241.89
22 71 0.8 5.23 43.3 1.9 2.54 203.89
23 20 0.9 5.37 12.8 1.5 2.93 82.34
24 44 1.1 5.43 45.7 1.9 2.00 89.07
25 59 1.3 5.33 39.8 1.3 2.63 226.64
26 53 0.7 5.43 33.2 2.2 4.44 138.79
27 80 0.9 5.13 71.1 2.8 2.43 70.45
28 28 0.8 5.73 11.1 1.4 2.44 80.45
29 43 0.7 5.05 17.4 1.5 2.29 91.83
30 15 0.7 5.24 13.6 0.8 2.09 88.23
$coverted.Index
d1 d2 d3 d4 d5 d6 d7 d8 d9 d10
1 0.1000000 0.4085596 0.6110907 0.4 0.8132075 0.1 0.52 0.2032188 0.5896 0.1000
2 0.8761620 1.0000000 0.8260469 1.0 0.8653935 1.0 0.49 0.4023438 0.9748 0.9982
3 0.1000000 0.1000000 0.1000000 0.1 0.7506673 0.1 0.10 0.1000000 0.1000 0.8200
4 0.8007823 0.8790612 0.6806719 0.7 0.8484123 1.0 0.85 0.9538750 0.9568 0.9982
5 0.6951680 0.9217211 0.5348827 0.7 0.7179475 1.0 0.70 0.4366563 0.9658 0.9991
6 0.8645651 1.0000000 0.8753336 1.0 0.8289462 1.0 0.73 0.8028437 1.0000 1.0000
7 0.1000000 0.3170272 0.3170272 0.1 0.5141740 0.1 0.10 0.1000000 0.6895 0.1000
8 0.5452370 0.3808099 0.3808099 0.4 0.7780028 0.1 0.10 0.1216562 0.7894 0.1000
9 0.7042798 0.9813622 0.7254027 1.0 0.6139899 1.0 0.76 0.1000000 0.9604 0.9991
10 0.7092499 0.9465716 0.7717902 0.7 0.8682927 1.0 0.85 0.1486563 0.9226 0.9982
11 0.6458813 0.9995858 0.9242062 1.0 0.8728486 1.0 0.55 0.1748125 1.0000 1.0000
12 0.9457432 0.9900598 0.7150483 0.7 0.7746894 1.0 0.94 0.3311875 0.9478 0.9991
13 0.8003682 0.9502991 0.8960423 1.0 0.7780028 1.0 0.76 0.2898437 1.0000 1.0000
14 0.6164749 0.3199264 0.5502071 0.1 0.8231477 1.0 1.00 0.3303437 0.8695 0.9217
15 0.6206167 0.3708698 0.6144040 0.4 0.8430281 0.1 0.82 0.4678750 0.7462 0.9316
16 0.6657616 0.7051081 0.7966406 0.7 0.8426139 1.0 0.85 0.2521562 0.9460 0.9982
17 0.7949839 0.8836171 0.9473999 1.0 0.8417855 1.0 1.00 1.0000000 1.0000 0.9991
18 0.5779567 0.4412793 0.3605154 0.4 0.6525081 1.0 0.64 0.2063125 0.7453 0.1000
19 0.7473539 0.9055683 0.6144040 0.7 0.8703636 1.0 0.55 0.9738438 0.9577 0.9991
20 0.5990796 0.3170272 0.4628164 0.1 0.7539807 0.1 0.79 0.1000000 0.6895 0.1000
21 0.6620341 1.0000000 0.8819604 1.0 0.8455131 1.0 1.00 0.4847500 1.0000 1.0000
22 0.6802577 0.6893695 0.7332720 1.0 0.8417855 1.0 1.00 0.9915625 0.9469 0.9991
23 0.1000000 0.3199264 0.1000000 0.1 0.7887713 0.1 0.10 0.1000000 0.1000 0.8722
24 0.7316153 0.7647492 0.8732628 1.0 0.9150943 1.0 0.82 1.0000000 1.0000 1.0000
25 0.6467096 0.5671882 0.7481822 0.7 0.7717902 1.0 0.76 0.4853125 0.9433 0.9991
26 0.6322135 0.7647492 0.8268753 0.7 0.7974689 1.0 0.85 0.2372500 0.8353 0.9712
27 0.9598251 0.9366314 0.9117809 1.0 0.7585366 1.0 0.61 0.6869687 1.0000 1.0000
28 0.1000000 0.3348366 0.1000000 0.1 0.7345145 1.0 0.10 0.1157500 0.1000 0.8488
29 0.6264151 0.6893695 0.7150483 0.7 0.7527382 1.0 0.55 0.4203438 0.8497 0.9595
30 0.1000000 0.3588587 0.1000000 0.1 0.7179475 0.1 0.10 0.1000000 0.1000 0.8650
d11 d12 d13 d14 d15 d16 d17 d18 d19 d20
1 1.000 0.5680 0.8470 0.1000 0.46 0.3571429 0.388 0.1630000 0.1084615 0.10000
2 0.310 0.9883 0.9910 0.7750 0.55 0.8714286 0.520 0.6952857 0.1623077 0.10000
3 0.370 0.2170 0.4150 0.1000 0.10 0.1000000 0.478 0.1128571 0.1000000 0.10000
4 0.790 0.9919 0.9946 1.0000 1.00 0.1000000 0.262 0.3275714 0.1007692 0.10000
5 0.700 0.9946 0.9964 0.1000 1.00 0.1000000 0.298 0.4188571 0.1007692 0.10000
6 0.790 0.9901 0.9928 0.5500 0.97 0.6142857 0.238 0.3867143 0.1007692 0.10000
7 1.000 0.5140 0.4060 0.1000 0.10 0.1000000 0.100 0.1334286 0.1000000 0.10000
8 0.925 0.8794 0.6940 0.1000 0.16 0.6142857 0.382 0.1475714 0.1084615 0.10000
9 0.430 0.9901 0.9928 0.3250 1.00 0.6142857 1.000 0.4252857 0.1000000 0.10000
10 0.700 0.9901 0.9928 1.0000 0.64 1.0000000 0.250 0.2041429 0.1000000 0.10000
11 0.460 0.9937 0.9964 0.5500 0.97 1.0000000 0.274 0.5590000 0.1623077 0.10000
12 0.205 0.9910 0.9928 0.3250 0.85 0.1000000 0.910 1.0000000 0.2315385 0.18424
13 0.820 0.9955 0.9919 0.1000 1.00 0.3571429 0.100 0.5654286 0.1161538 0.10000
14 0.550 0.3160 0.7840 0.1000 0.10 0.3571429 0.550 0.1732857 0.1469231 0.20188
15 0.760 0.5950 0.7840 0.5500 0.25 0.1000000 0.268 0.1977143 0.1623077 0.10000
16 0.430 0.9874 0.9901 0.5500 0.79 0.1000000 0.220 0.6155714 0.1084615 0.10000
17 0.595 0.9928 0.9928 1.0000 1.00 0.6142857 0.460 0.5268571 0.1238462 0.10000
18 0.790 0.4960 0.6940 0.1000 0.10 0.6142857 0.700 0.1514286 0.1392308 0.10000
19 0.505 0.9937 0.9928 1.0000 1.00 0.1000000 0.322 0.5152857 0.1315385 0.10000
20 0.625 0.4150 0.7390 0.5500 0.10 0.1000000 0.100 0.1887143 0.1238462 0.10000
21 0.460 0.9892 0.9874 1.0000 0.67 0.1000000 0.340 0.4034286 0.1007692 0.10000
22 0.385 0.9955 0.9946 0.7750 1.00 0.1000000 0.238 0.5281429 0.1315385 0.10000
23 0.955 0.1990 0.3160 0.1000 0.10 0.3571429 0.322 0.1360000 0.1007692 0.10000
24 0.505 0.9892 0.9919 1.0000 0.52 0.8714286 0.358 0.5590000 0.1315385 0.10000
25 0.595 0.9919 0.9928 0.3250 0.97 0.1000000 0.298 0.4831429 0.1000000 0.10000
26 0.580 0.9937 0.9955 0.1000 0.79 0.1000000 0.358 0.3982857 0.1546154 0.10000
27 0.835 0.9946 0.9946 0.3250 1.00 0.3571429 0.178 0.8855714 0.2007692 0.10000
28 1.000 0.3160 0.3880 0.1000 0.10 0.1000000 0.538 0.1141429 0.1000000 0.10000
29 0.700 0.9397 0.9919 0.2125 0.49 0.1000000 0.130 0.1951429 0.1007692 0.10000
30 1.000 0.3160 0.3250 0.1000 0.10 0.1000000 0.244 0.1462857 0.1000000 0.10000
d21
1 0.144250
2 0.555925
3 0.100000
4 0.393025
5 0.113725
6 0.468025
7 0.100000
8 0.237850
9 0.199075
10 0.268900
11 0.465925
12 1.000000
13 0.100000
14 0.118825
15 0.555925
16 0.284350
17 0.826075
18 0.132400
19 0.168025
20 0.170800
21 1.000000
22 1.000000
23 0.117550
24 0.168025
25 1.000000
26 0.540925
27 0.100000
28 0.103375
29 0.188725
30 0.161725
$weighted.Index
wc1 wc2 wc3 wc4 wc5 wc6 wc7 wc8
1 0.0480000 0.09437727 0.17660520 0.1164 0.1886642 0.0233 0.12740 0.2032188
2 0.4205578 0.23100000 0.23872757 0.2910 0.2007713 0.2330 0.12005 0.4023438
3 0.0480000 0.02310000 0.02890000 0.0291 0.1741548 0.0233 0.02450 0.1000000
4 0.3843755 0.20306314 0.19671417 0.2037 0.1968317 0.2330 0.20825 0.9538750
5 0.3336806 0.21291758 0.15458109 0.2037 0.1665638 0.2330 0.17150 0.4366563
6 0.4149913 0.23100000 0.25297142 0.2910 0.1923155 0.2330 0.17885 0.8028437
7 0.0480000 0.07323327 0.09162085 0.0291 0.1192884 0.0233 0.02450 0.1000000
8 0.2617138 0.08796710 0.11005407 0.1164 0.1804966 0.0233 0.02450 0.1216562
9 0.3380543 0.22669466 0.20964137 0.2910 0.1424457 0.2330 0.18620 0.1000000
10 0.3404399 0.21865803 0.22304735 0.2037 0.2014439 0.2330 0.20825 0.1486563
11 0.3100230 0.23090433 0.26709558 0.2910 0.2025009 0.2330 0.13475 0.1748125
12 0.4539567 0.22870382 0.20664896 0.2037 0.1797279 0.2330 0.23030 0.3311875
13 0.3841767 0.21951910 0.25895624 0.2910 0.1804966 0.2330 0.18620 0.2898437
14 0.2959080 0.07390299 0.15900985 0.0291 0.1909703 0.2330 0.24500 0.3303437
15 0.2978960 0.08567092 0.17756277 0.1164 0.1955825 0.0233 0.20090 0.4678750
16 0.3195656 0.16287998 0.23022913 0.2037 0.1954864 0.2330 0.20825 0.2521562
17 0.3815923 0.20411555 0.27379857 0.2910 0.1952942 0.2330 0.24500 1.0000000
18 0.2774192 0.10193553 0.10418896 0.1164 0.1513819 0.2330 0.15680 0.2063125
19 0.3587299 0.20918629 0.17756277 0.2037 0.2019243 0.2330 0.13475 0.9738438
20 0.2875582 0.07323327 0.13375393 0.0291 0.1749235 0.0233 0.19355 0.1000000
21 0.3177763 0.23100000 0.25488656 0.2910 0.1961590 0.2330 0.24500 0.4847500
22 0.3265237 0.15924436 0.21191560 0.2910 0.1952942 0.2330 0.24500 0.9915625
23 0.0480000 0.07390299 0.02890000 0.0291 0.1829949 0.0233 0.02450 0.1000000
24 0.3511753 0.17665706 0.25237294 0.2910 0.2123019 0.2330 0.20090 1.0000000
25 0.3104206 0.13102048 0.21622467 0.2037 0.1790553 0.2330 0.18620 0.4853125
26 0.3034625 0.17665706 0.23896696 0.2037 0.1850128 0.2330 0.20825 0.2372500
27 0.4607161 0.21636185 0.26350469 0.2910 0.1759805 0.2330 0.14945 0.6869687
28 0.0480000 0.07734726 0.02890000 0.0291 0.1704074 0.2330 0.02450 0.1157500
29 0.3006792 0.15924436 0.20664896 0.2037 0.1746353 0.2330 0.13475 0.4203438
30 0.0480000 0.08289636 0.02890000 0.0291 0.1665638 0.0233 0.02450 0.1000000
wc9 wc10 wc11 wc12 wc13 wc14 wc15 wc16 wc17
1 0.371448 0.037000 0.22600 0.2663920 0.2591820 0.1000 0.06026 0.0775 0.066348
2 0.614124 0.369334 0.07006 0.4635127 0.3032460 0.7750 0.07205 0.1891 0.088920
3 0.063000 0.303400 0.08362 0.1017730 0.1269900 0.1000 0.01310 0.0217 0.081738
4 0.602784 0.369334 0.17854 0.4652011 0.3043476 1.0000 0.13100 0.0217 0.044802
5 0.608454 0.369667 0.15820 0.4664674 0.3048984 0.1000 0.13100 0.0217 0.050958
6 0.630000 0.370000 0.17854 0.4643569 0.3037968 0.5500 0.12707 0.1333 0.040698
7 0.434385 0.037000 0.22600 0.2410660 0.1242360 0.1000 0.01310 0.0217 0.017100
8 0.497322 0.037000 0.20905 0.4124386 0.2123640 0.1000 0.02096 0.1333 0.065322
9 0.605052 0.369667 0.09718 0.4643569 0.3037968 0.3250 0.13100 0.1333 0.171000
10 0.581238 0.369334 0.15820 0.4643569 0.3037968 1.0000 0.08384 0.2170 0.042750
11 0.630000 0.370000 0.10396 0.4660453 0.3048984 0.5500 0.12707 0.2170 0.046854
12 0.597114 0.369667 0.04633 0.4647790 0.3037968 0.3250 0.11135 0.0217 0.155610
13 0.630000 0.370000 0.18532 0.4668895 0.3035214 0.1000 0.13100 0.0775 0.017100
14 0.547785 0.341029 0.12430 0.1482040 0.2399040 0.1000 0.01310 0.0775 0.094050
15 0.470106 0.344692 0.17176 0.2790550 0.2399040 0.5500 0.03275 0.0217 0.045828
16 0.595980 0.369334 0.09718 0.4630906 0.3029706 0.5500 0.10349 0.0217 0.037620
17 0.630000 0.369667 0.13447 0.4656232 0.3037968 1.0000 0.13100 0.1333 0.078660
18 0.469539 0.037000 0.17854 0.2326240 0.2123640 0.1000 0.01310 0.1333 0.119700
19 0.603351 0.369667 0.11413 0.4660453 0.3037968 1.0000 0.13100 0.0217 0.055062
20 0.434385 0.037000 0.14125 0.1946350 0.2261340 0.5500 0.01310 0.0217 0.017100
21 0.630000 0.370000 0.10396 0.4639348 0.3021444 1.0000 0.08777 0.0217 0.058140
22 0.596547 0.369667 0.08701 0.4668895 0.3043476 0.7750 0.13100 0.0217 0.040698
23 0.063000 0.322714 0.21583 0.0933310 0.0966960 0.1000 0.01310 0.0775 0.055062
24 0.630000 0.370000 0.11413 0.4639348 0.3035214 1.0000 0.06812 0.1891 0.061218
25 0.594279 0.369667 0.13447 0.4652011 0.3037968 0.3250 0.12707 0.0217 0.050958
26 0.526239 0.359344 0.13108 0.4660453 0.3046230 0.1000 0.10349 0.0217 0.061218
27 0.630000 0.370000 0.18871 0.4664674 0.3043476 0.3250 0.13100 0.0775 0.030438
28 0.063000 0.314056 0.22600 0.1482040 0.1187280 0.1000 0.01310 0.0217 0.091998
29 0.535311 0.355015 0.15820 0.4407193 0.3035214 0.2125 0.06419 0.0217 0.022230
30 0.063000 0.320050 0.22600 0.1482040 0.0994500 0.1000 0.01310 0.0217 0.041724
wc18 wc19 wc20 wc21
1 0.02363500 0.01442538 0.01040000 0.0144250
2 0.10081643 0.02158692 0.01040000 0.0555925
3 0.01636429 0.01330000 0.01040000 0.0100000
4 0.04749786 0.01340231 0.01040000 0.0393025
5 0.06073429 0.01340231 0.01040000 0.0113725
6 0.05607357 0.01340231 0.01040000 0.0468025
7 0.01934714 0.01330000 0.01040000 0.0100000
8 0.02139786 0.01442538 0.01040000 0.0237850
9 0.06166643 0.01330000 0.01040000 0.0199075
10 0.02960071 0.01330000 0.01040000 0.0268900
11 0.08105500 0.02158692 0.01040000 0.0465925
12 0.14500000 0.03079462 0.01916096 0.1000000
13 0.08198714 0.01544846 0.01040000 0.0100000
14 0.02512643 0.01954077 0.02099552 0.0118825
15 0.02866857 0.02158692 0.01040000 0.0555925
16 0.08925786 0.01442538 0.01040000 0.0284350
17 0.07639429 0.01647154 0.01040000 0.0826075
18 0.02195714 0.01851769 0.01040000 0.0132400
19 0.07471643 0.01749462 0.01040000 0.0168025
20 0.02736357 0.01647154 0.01040000 0.0170800
21 0.05849714 0.01340231 0.01040000 0.1000000
22 0.07658071 0.01749462 0.01040000 0.1000000
23 0.01972000 0.01340231 0.01040000 0.0117550
24 0.08105500 0.01749462 0.01040000 0.0168025
25 0.07005571 0.01330000 0.01040000 0.1000000
26 0.05775143 0.02056385 0.01040000 0.0540925
27 0.12840786 0.02670231 0.01040000 0.0100000
28 0.01655071 0.01330000 0.01040000 0.0103375
29 0.02829571 0.01340231 0.01040000 0.0188725
30 0.02121143 0.01330000 0.01040000 0.0161725
$unweighted.Criterion
b1 b2 b3 b4 b5 b6 b7
1 0.3189825 0.4557642 0.2032188 0.408448 0.7515740 0.1000 0.2669934
2 0.8902853 0.8448213 0.4023438 0.983458 0.8368187 0.7750 0.5384659
3 0.1000000 0.2510548 0.1000000 0.366400 0.3123830 0.1000 0.1666023
4 0.7841528 0.8417817 0.9538750 0.972118 0.9480887 1.0000 0.3081047
5 0.7011793 0.7747638 0.4366563 0.978121 0.9295658 0.1000 0.2995671
6 0.8989627 0.8951655 0.8028437 1.000000 0.9466937 0.5500 0.4277464
7 0.2128541 0.1961884 0.1000000 0.471385 0.5913020 0.1000 0.1049471
8 0.4597349 0.3446966 0.1216562 0.534322 0.8338526 0.1000 0.2895902
9 0.7743903 0.8526457 0.1000000 0.974719 0.8653337 0.3250 0.5405739
10 0.7821453 0.8463939 0.1486563 0.950572 0.9263537 1.0000 0.4237807
11 0.8080229 0.8612509 0.1748125 1.000000 0.8749037 0.5500 0.5505584
12 0.8893095 0.8467279 0.3311875 0.966781 0.8149058 0.3250 0.5836156
13 0.8626520 0.8906966 0.2898437 1.000000 0.9557309 0.1000 0.3434356
14 0.5288208 0.6980703 0.3303437 0.888814 0.5124080 0.1000 0.2621952
15 0.5611297 0.5361825 0.4678750 0.814798 0.6907190 0.5500 0.2165260
16 0.7126747 0.8404364 0.2521562 0.965314 0.8632412 0.5500 0.3053282
17 0.8595064 0.9642942 1.0000000 0.999667 0.9038900 1.0000 0.5288333
18 0.4835437 0.6575819 0.2063125 0.506539 0.6235280 0.1000 0.3302148
19 0.7454789 0.7733743 0.9738438 0.973018 0.8839721 1.0000 0.3271755
20 0.4945454 0.4208735 0.1000000 0.471385 0.5620190 0.5500 0.1232151
21 0.8036629 0.9651590 0.4847500 1.000000 0.8700392 1.0000 0.3499095
22 0.6976837 0.9642942 0.9915625 0.966214 0.8582471 0.7750 0.3978733
23 0.1508030 0.2598949 0.1000000 0.385714 0.4058570 0.1000 0.2009393
24 0.7802053 0.9372019 1.0000000 1.000000 0.8815862 1.0000 0.4441901
25 0.6576658 0.8019553 0.4853125 0.963946 0.9034679 0.3250 0.3934837
26 0.7190865 0.8299628 0.2372500 0.885583 0.9017483 0.1000 0.3292158
27 0.9405826 0.8494305 0.6869687 1.000000 0.9595250 0.3250 0.4144482
28 0.1542473 0.4570074 0.1157500 0.377056 0.4929320 0.1000 0.1773862
29 0.6665726 0.7460853 0.4203438 0.890326 0.9024407 0.2125 0.1790905
30 0.1597964 0.2434638 0.1000000 0.383050 0.4736540 0.1000 0.1376079
$weighted.Criterion
wb1 wb2 wb3 wb4 wb5 wb6 wb7
1 0.06019199 0.05774532 0.02647940 0.09304445 0.09492380 0.00699000 0.03478924
2 0.16799684 0.10703886 0.05242539 0.22403173 0.10569020 0.05417250 0.07016210
3 0.01887000 0.03180864 0.01303000 0.08346592 0.03945397 0.00699000 0.02170828
4 0.14796964 0.10665374 0.12428991 0.22144848 0.11974360 0.06990000 0.04014604
5 0.13231253 0.09816258 0.05689631 0.22281596 0.11740416 0.00699000 0.03903359
6 0.16963426 0.11341747 0.10461054 0.22780000 0.11956741 0.03844500 0.05573535
7 0.04016557 0.02485706 0.01303000 0.10738150 0.07468144 0.00699000 0.01367461
8 0.08675198 0.04367306 0.01585181 0.12171855 0.10531558 0.00699000 0.03773361
9 0.14612746 0.10803020 0.01303000 0.22204099 0.10929165 0.02271750 0.07043678
10 0.14759082 0.10723811 0.01936991 0.21654030 0.11699847 0.06990000 0.05521863
11 0.15247392 0.10912049 0.02277807 0.22780000 0.11050034 0.03844500 0.07173776
12 0.16781271 0.10728043 0.04315373 0.22023271 0.10292260 0.02271750 0.07604511
13 0.16278244 0.11285126 0.03776664 0.22780000 0.12070881 0.00699000 0.04474966
14 0.09978849 0.08844550 0.04304379 0.20247183 0.06471713 0.00699000 0.03416404
15 0.10588517 0.06793432 0.06096411 0.18561098 0.08723781 0.03844500 0.02821334
16 0.13448171 0.10648329 0.03285596 0.21989853 0.10902736 0.03844500 0.03978427
17 0.16218886 0.12217608 0.13030000 0.22772414 0.11416131 0.06990000 0.06890698
18 0.09124470 0.08331562 0.02688252 0.11538958 0.07875159 0.00699000 0.04302699
19 0.14067187 0.09798653 0.12689184 0.22165350 0.11164568 0.06990000 0.04263097
20 0.09332072 0.05332467 0.01303000 0.10738150 0.07098300 0.03844500 0.01605493
21 0.15165119 0.12228565 0.06316292 0.22780000 0.10988595 0.06990000 0.04559320
22 0.13165291 0.12217608 0.12920059 0.22010355 0.10839661 0.05417250 0.05184289
23 0.02845652 0.03292869 0.01303000 0.08786565 0.05125974 0.00699000 0.02618239
24 0.14722475 0.11874348 0.13030000 0.22780000 0.11134434 0.06990000 0.05787797
25 0.12410153 0.10160774 0.06323622 0.21958690 0.11410800 0.02271750 0.05127093
26 0.13569163 0.10515629 0.03091367 0.20173581 0.11389081 0.00699000 0.04289682
27 0.17748794 0.10762284 0.08951203 0.22780000 0.12118801 0.02271750 0.05400260
28 0.02910646 0.05790283 0.01508222 0.08589336 0.06225731 0.00699000 0.02311342
29 0.12578224 0.09452900 0.05477079 0.20281626 0.11397826 0.01485375 0.02333550
30 0.03015357 0.03084687 0.01303000 0.08725879 0.05982250 0.00699000 0.01793031
$evaluation
score grade
1 0.374164201119124 Subhealthy
2 0.781517621832622 Exehealthy
3 0.215326815031379 Unhealthy
4 0.83015140908105 Exehealthy
5 0.673615135364618 Healthy
6 0.829210035463029 Exehealthy
7 0.280780195364447 Subhealthy
8 0.418034598258768 Subhealthy
9 0.691674577798623 Healthy
10 0.732856241384961 Healthy
11 0.732855578925165 Healthy
12 0.740164791822855 Healthy
13 0.713648818341581 Healthy
14 0.539620775604396 Healthy
15 0.574290739118949 Healthy
16 0.680976130878713 Healthy
17 0.895357369963764 Exehealthy
18 0.445601004751177 Subhealthy
19 0.811380392843701 Exehealthy
20 0.392539826937457 Subhealthy
21 0.790278918908241 Exehealthy
22 0.817545134939173 Exehealthy
23 0.246712993171001 Unhealthy
24 0.863190535477496 Exehealthy
25 0.696628808949045 Healthy
26 0.637275019689856 Healthy
27 0.800330911813652 Exehealthy
28 0.280345608336339 Subhealthy
29 0.630065804552832 Healthy
30 0.246032044378913 Unhealthy
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