Example Usage : custom F & MinMax Matrices

library(phytoclass)

library(here)

## here() starts at /tmp/RtmpbKPXKF/Rbuild14ca385aa4bb/phytoclass

# sample matrix
S_matrix <- read.csv(here("vignettes/custom-example-S.csv"))

# pigment-taxa occurrence matrix (specific to an oceanographic region)
F_matrix <- read.csv(here("vignettes/custom-example-F.csv"))

# === remove numeric rownames introduced by read.csv
if (all(grepl("^[0-9]+$", rownames(F_matrix)))) {
  print("dropping unneeded numeric index")
  # Set the first column as row names
  rownames(F_matrix) <- F_matrix[[1]]
  
  # Remove the first column
  F_matrix <- F_matrix[, -1] 
}

## [1] "dropping unneeded numeric index"

min_max_matrix <- read.csv(here("vignettes/custom-example-min_max.csv"))

# === remove numeric rownames introduced by read.csv
if (all(grepl("^[0-9]+$", rownames(min_max_matrix)))) {
  print("dropping unneeded numeric index")
  # Set the first column as row names
  rownames(min_max_matrix) <- min_max_matrix[[1]]
  
  # Remove the first column
  min_max_matrix <- min_max_matrix[, -1] 
}

## [1] "dropping unneeded numeric index"

phytoclass::simulated_annealing(
  S_matrix,
  Fmat = F_matrix,
  user_defined_min_max = min_max_matrix
)

## 
## Condition number = 384

## Current error:  0.0283

## Neighbour's error:  0.0283

## Temperature (%):  99.1

## 

## Current error:  0.0262

## Neighbour's error:  0.0262

## Temperature (%):  98.21

## 

## Current error:  0.0247

## Neighbour's error:  0.0247

## Temperature (%):  97.32

## 

## Current error:  0.0247

## Neighbour's error:  0.0276

## Temperature (%):  96.45

## 

## Current error:  0.0247

## Neighbour's error:  0.0249

## Temperature (%):  95.58

## 

## Current error:  0.0247

## Neighbour's error:  0.0275

## Temperature (%):  94.72

## 

## Current error:  0.0247

## Neighbour's error:  0.028

## Temperature (%):  93.87

## 

## Current error:  0.0247

## Neighbour's error:  0.0257

## Temperature (%):  93.02

## 

## Current error:  0.0247

## Neighbour's error:  0.0248

## Temperature (%):  92.19

## 

## Current error:  0.0247

## Neighbour's error:  0.0267

## Temperature (%):  91.36

## 

## Current error:  0.0247

## Neighbour's error:  0.0274

## Temperature (%):  90.53

## 

## Current error:  0.0247

## Neighbour's error:  0.026

## Temperature (%):  89.72

## 

## Current error:  0.0247

## Neighbour's error:  0.0259

## Temperature (%):  88.91

## 

## Current error:  0.0247

## Neighbour's error:  0.026

## Temperature (%):  88.11

## 

## Current error:  0.0247

## Neighbour's error:  0.025

## Temperature (%):  87.32

## 

## Current error:  0.0247

## Neighbour's error:  0.027

## Temperature (%):  86.53

## 

## Current error:  0.0233

## Neighbour's error:  0.0233

## Temperature (%):  85.75

## 

## Current error:  0.0233

## Neighbour's error:  0.0259

## Temperature (%):  84.98

## 

## Current error:  0.0233

## Neighbour's error:  0.0258

## Temperature (%):  84.22

## 

## Current error:  0.0199

## Neighbour's error:  0.0199

## Temperature (%):  83.46

## 

## Current error:  0.0199

## Neighbour's error:  0.0238

## Temperature (%):  82.71

## 

## Current error:  0.0199

## Neighbour's error:  0.0262

## Temperature (%):  81.96

## 

## Current error:  0.0199

## Neighbour's error:  0.0261

## Temperature (%):  81.23

## 

## Current error:  0.0199

## Neighbour's error:  0.0243

## Temperature (%):  80.49

## 

## Current error:  0.0199

## Neighbour's error:  0.0266

## Temperature (%):  79.77

## 

## Current error:  0.0199

## Neighbour's error:  0.0228

## Temperature (%):  79.05

## 

## Current error:  0.0199

## Neighbour's error:  0.0246

## Temperature (%):  78.34

## 

## Current error:  0.0199

## Neighbour's error:  0.0234

## Temperature (%):  77.64

## 

## Current error:  0.0199

## Neighbour's error:  0.0227

## Temperature (%):  76.94

## 

## Current error:  0.0199

## Neighbour's error:  0.0257

## Temperature (%):  76.24

## 

## Current error:  0.0199

## Neighbour's error:  0.0269

## Temperature (%):  75.56

## 

## Current error:  0.0199

## Neighbour's error:  0.0242

## Temperature (%):  74.88

## 

## Current error:  0.0199

## Neighbour's error:  0.0236

## Temperature (%):  74.2

## 

## Current error:  0.0199

## Neighbour's error:  0.0266

## Temperature (%):  73.54

## 

## Current error:  0.0199

## Neighbour's error:  0.0258

## Temperature (%):  72.87

## 

## Current error:  0.0199

## Neighbour's error:  0.0251

## Temperature (%):  72.22

## 

## Current error:  0.0199

## Neighbour's error:  0.0262

## Temperature (%):  71.57

## 

## Current error:  0.0199

## Neighbour's error:  0.0214

## Temperature (%):  70.92

## 

## Current error:  0.0199

## Neighbour's error:  0.0242

## Temperature (%):  70.29

## 

## Current error:  0.0199

## Neighbour's error:  0.0265

## Temperature (%):  69.65

## 

## Current error:  0.0199

## Neighbour's error:  0.0257

## Temperature (%):  69.03

## 

## Current error:  0.0199

## Neighbour's error:  0.0263

## Temperature (%):  68.41

## 

## Current error:  0.0199

## Neighbour's error:  0.0256

## Temperature (%):  67.79

## 

## Current error:  0.0199

## Neighbour's error:  0.0219

## Temperature (%):  67.18

## 

## Current error:  0.0199

## Neighbour's error:  0.0234

## Temperature (%):  66.58

## 

## Current error:  0.0199

## Neighbour's error:  0.0256

## Temperature (%):  65.98

## 

## Current error:  0.0199

## Neighbour's error:  0.0262

## Temperature (%):  65.38

## 

## Current error:  0.0199

## Neighbour's error:  0.0252

## Temperature (%):  64.79

## 

## Current error:  0.0199

## Neighbour's error:  0.0249

## Temperature (%):  64.21

## 

## Current error:  0.0199

## Neighbour's error:  0.0246

## Temperature (%):  63.63

## 

## Current error:  0.0199

## Neighbour's error:  0.0268

## Temperature (%):  63.06

## 

## Current error:  0.0199

## Neighbour's error:  0.0228

## Temperature (%):  62.49

## 

## Current error:  0.0199

## Neighbour's error:  0.0261

## Temperature (%):  61.93

## 

## Current error:  0.0199

## Neighbour's error:  0.0261

## Temperature (%):  61.37

## 

## Current error:  0.0199

## Neighbour's error:  0.0226

## Temperature (%):  60.82

## 

## Current error:  0.0199

## Neighbour's error:  0.0255

## Temperature (%):  60.27

## 

## Current error:  0.0199

## Neighbour's error:  0.0261

## Temperature (%):  59.73

## 

## Current error:  0.0199

## Neighbour's error:  0.0211

## Temperature (%):  59.19

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## Current error:  0.0199

## Neighbour's error:  0.025

## Temperature (%):  58.66

## 

## Current error:  0.0199

## Neighbour's error:  0.0254

## Temperature (%):  58.13

## 

## Current error:  0.0199

## Neighbour's error:  0.0205

## Temperature (%):  57.61

## 

## Current error:  0.0194

## Neighbour's error:  0.0194

## Temperature (%):  57.09

## 

## Current error:  0.0194

## Neighbour's error:  0.0237

## Temperature (%):  56.58

## 

## Current error:  0.0194

## Neighbour's error:  0.0236

## Temperature (%):  56.07

## 

## Current error:  0.0194

## Neighbour's error:  0.0213

## Temperature (%):  55.56

## 

## Current error:  0.0194

## Neighbour's error:  0.0239

## Temperature (%):  55.06

## 

## Current error:  0.0194

## Neighbour's error:  0.0218

## Temperature (%):  54.57

## 

## Current error:  0.0194

## Neighbour's error:  0.0226

## Temperature (%):  54.08

## 

## Current error:  0.0194

## Neighbour's error:  0.0234

## Temperature (%):  53.59

## 

## Current error:  0.0194

## Neighbour's error:  0.023

## Temperature (%):  53.11

## 

## Current error:  0.0194

## Neighbour's error:  0.0199

## Temperature (%):  52.63

## 

## Current error:  0.0194

## Neighbour's error:  0.0227

## Temperature (%):  52.16

## 

## Current error:  0.0194

## Neighbour's error:  0.023

## Temperature (%):  51.69

## 

## Current error:  0.0194

## Neighbour's error:  0.0224

## Temperature (%):  51.22

## 

## Current error:  0.0194

## Neighbour's error:  0.0216

## Temperature (%):  50.76

## 

## Current error:  0.0194

## Neighbour's error:  0.0237

## Temperature (%):  50.3

## 

## Current error:  0.0194

## Neighbour's error:  0.0251

## Temperature (%):  49.85

## 

## Current error:  0.0194

## Neighbour's error:  0.0236

## Temperature (%):  49.4

## 

## Current error:  0.0194

## Neighbour's error:  0.0235

## Temperature (%):  48.96

## 

## Current error:  0.0194

## Neighbour's error:  0.021

## Temperature (%):  48.52

## 

## Current error:  0.0194

## Neighbour's error:  0.0216

## Temperature (%):  48.08

## 

## Current error:  0.0194

## Neighbour's error:  0.0215

## Temperature (%):  47.65

## 

## Current error:  0.0194

## Neighbour's error:  0.0217

## Temperature (%):  47.22

## 

## Current error:  0.0194

## Neighbour's error:  0.0216

## Temperature (%):  46.79

## 

## Current error:  0.0194

## Neighbour's error:  0.0196

## Temperature (%):  46.37

## 

## Current error:  0.0194

## Neighbour's error:  0.0205

## Temperature (%):  45.96

## 

## Current error:  0.0194

## Neighbour's error:  0.0236

## Temperature (%):  45.54

## 

## Current error:  0.0194

## Neighbour's error:  0.0235

## Temperature (%):  45.13

## 

## Current error:  0.019

## Neighbour's error:  0.019

## Temperature (%):  44.73

## 

## Current error:  0.019

## Neighbour's error:  0.024

## Temperature (%):  44.32

## 

## Current error:  0.019

## Neighbour's error:  0.024

## Temperature (%):  43.92

## 

## Current error:  0.019

## Neighbour's error:  0.0203

## Temperature (%):  43.53

## 

## Current error:  0.019

## Neighbour's error:  0.0234

## Temperature (%):  43.14

## 

## Current error:  0.0163

## Neighbour's error:  0.0163

## Temperature (%):  42.75

## 

## Current error:  0.0163

## Neighbour's error:  0.0233

## Temperature (%):  42.36

## 

## Current error:  0.0163

## Neighbour's error:  0.0185

## Temperature (%):  41.98

## 

## Current error:  0.0163

## Neighbour's error:  0.0228

## Temperature (%):  41.6

## 

## Current error:  0.0163

## Neighbour's error:  0.0179

## Temperature (%):  41.23

## 

## Current error:  0.0163

## Neighbour's error:  0.0186

## Temperature (%):  40.86

## 

## Current error:  0.0163

## Neighbour's error:  0.0177

## Temperature (%):  40.49

## 

## Current error:  0.0163

## Neighbour's error:  0.0205

## Temperature (%):  40.13

## 

## Current error:  0.0163

## Neighbour's error:  0.0209

## Temperature (%):  39.77

## 

## Current error:  0.0163

## Neighbour's error:  0.023

## Temperature (%):  39.41

## 

## Current error:  0.0163

## Neighbour's error:  0.02

## Temperature (%):  39.05

## 

## Current error:  0.0163

## Neighbour's error:  0.0169

## Temperature (%):  38.7

## 

## Current error:  0.0163

## Neighbour's error:  0.0178

## Temperature (%):  38.35

## 

## Current error:  0.0163

## Neighbour's error:  0.021

## Temperature (%):  38.01

## 

## Current error:  0.0163

## Neighbour's error:  0.0222

## Temperature (%):  37.67

## 

## Current error:  0.0163

## Neighbour's error:  0.0201

## Temperature (%):  37.33

## 

## Current error:  0.0163

## Neighbour's error:  0.0198

## Temperature (%):  36.99

## 

## Current error:  0.0163

## Neighbour's error:  0.0225

## Temperature (%):  36.66

## 

## Current error:  0.0163

## Neighbour's error:  0.0191

## Temperature (%):  36.33

## 

## Current error:  0.0163

## Neighbour's error:  0.0163

## Temperature (%):  36

## 

## Current error:  0.0163

## Neighbour's error:  0.0195

## Temperature (%):  35.68

## 

## Current error:  0.0163

## Neighbour's error:  0.0188

## Temperature (%):  35.36

## 

## Current error:  0.0163

## Neighbour's error:  0.0208

## Temperature (%):  35.04

## 

## Current error:  0.0163

## Neighbour's error:  0.0196

## Temperature (%):  34.72

## 

## Current error:  0.0163

## Neighbour's error:  0.0195

## Temperature (%):  34.41

## 

## Current error:  0.0163

## Neighbour's error:  0.0224

## Temperature (%):  34.1

## 

## Current error:  0.0163

## Neighbour's error:  0.0177

## Temperature (%):  33.79

## 

## Current error:  0.0163

## Neighbour's error:  0.0212

## Temperature (%):  33.49

## 

## Current error:  0.0163

## Neighbour's error:  0.0178

## Temperature (%):  33.19

## 

## Current error:  0.0163

## Neighbour's error:  0.0192

## Temperature (%):  32.89

## 

## Current error:  0.0163

## Neighbour's error:  0.0192

## Temperature (%):  32.59

## 

## Current error:  0.0163

## Neighbour's error:  0.018

## Temperature (%):  32.3

## 

## Current error:  0.0163

## Neighbour's error:  0.0173

## Temperature (%):  32.01

## 

## Current error:  0.0163

## Neighbour's error:  0.019

## Temperature (%):  31.72

## 

## Current error:  0.0163

## Neighbour's error:  0.0181

## Temperature (%):  31.44

## 

## Current error:  0.0163

## Neighbour's error:  0.0183

## Temperature (%):  31.15

## 

## Current error:  0.0163

## Neighbour's error:  0.0199

## Temperature (%):  30.87

## 

## Current error:  0.0163

## Neighbour's error:  0.0181

## Temperature (%):  30.59

## 

## Current error:  0.0163

## Neighbour's error:  0.0171

## Temperature (%):  30.32

## 

## Current error:  0.0163

## Neighbour's error:  0.02

## Temperature (%):  30.05

## 

## Current error:  0.0163

## Neighbour's error:  0.0185

## Temperature (%):  29.78

## 

## Current error:  0.0163

## Neighbour's error:  0.0202

## Temperature (%):  29.51

## 

## Current error:  0.0163

## Neighbour's error:  0.021

## Temperature (%):  29.24

## 

## Current error:  0.0163

## Neighbour's error:  0.0205

## Temperature (%):  28.98

## 

## Current error:  0.0163

## Neighbour's error:  0.0179

## Temperature (%):  28.72

## 

## Current error:  0.0163

## Neighbour's error:  0.0194

## Temperature (%):  28.46

## 

## Current error:  0.0163

## Neighbour's error:  0.0198

## Temperature (%):  28.2

## 

## Current error:  0.0163

## Neighbour's error:  0.0184

## Temperature (%):  27.95

## 

## Current error:  0.0163

## Neighbour's error:  0.0176

## Temperature (%):  27.7

## 

## Current error:  0.0163

## Neighbour's error:  0.0202

## Temperature (%):  27.45

## 

## Current error:  0.0163

## Neighbour's error:  0.0187

## Temperature (%):  27.2

## 

## Current error:  0.0163

## Neighbour's error:  0.0194

## Temperature (%):  26.96

## 

## Current error:  0.0163

## Neighbour's error:  0.02

## Temperature (%):  26.71

## 

## Current error:  0.0163

## Neighbour's error:  0.0209

## Temperature (%):  26.47

## 

## Current error:  0.0163

## Neighbour's error:  0.019

## Temperature (%):  26.24

## 

## Current error:  0.0163

## Neighbour's error:  0.0189

## Temperature (%):  26

## 

## Current error:  0.0163

## Neighbour's error:  0.0205

## Temperature (%):  25.77

## 

## Current error:  0.0163

## Neighbour's error:  0.0192

## Temperature (%):  25.53

## 

## Current error:  0.0163

## Neighbour's error:  0.0185

## Temperature (%):  25.3

## 

## Current error:  0.0163

## Neighbour's error:  0.0201

## Temperature (%):  25.08

## 

## Current error:  0.0163

## Neighbour's error:  0.019

## Temperature (%):  24.85

## 

## Current error:  0.0163

## Neighbour's error:  0.0215

## Temperature (%):  24.63

## 

## Current error:  0.0163

## Neighbour's error:  0.0167

## Temperature (%):  24.41

## 

## Current error:  0.0163

## Neighbour's error:  0.0201

## Temperature (%):  24.19

## 

## Current error:  0.0163

## Neighbour's error:  0.0194

## Temperature (%):  23.97

## 

## Current error:  0.0163

## Neighbour's error:  0.0196

## Temperature (%):  23.75

## 

## Current error:  0.0163

## Neighbour's error:  0.019

## Temperature (%):  23.54

## 

## Current error:  0.0163

## Neighbour's error:  0.0179

## Temperature (%):  23.33

## 

## Current error:  0.0163

## Neighbour's error:  0.0194

## Temperature (%):  23.12

## 

## Current error:  0.0163

## Neighbour's error:  0.018

## Temperature (%):  22.91

## 

## Current error:  0.0163

## Neighbour's error:  0.0183

## Temperature (%):  22.7

## 

## Current error:  0.0163

## Neighbour's error:  0.0196

## Temperature (%):  22.5

## 

## Current error:  0.0163

## Neighbour's error:  0.0199

## Temperature (%):  22.3

## 

## Current error:  0.0163

## Neighbour's error:  0.0175

## Temperature (%):  22.1

## 

## Current error:  0.0163

## Neighbour's error:  0.0185

## Temperature (%):  21.9

## 

## Current error:  0.0163

## Neighbour's error:  0.0179

## Temperature (%):  21.7

## 

## Current error:  0.0163

## Neighbour's error:  0.0197

## Temperature (%):  21.5

## 

## Current error:  0.0163

## Neighbour's error:  0.0172

## Temperature (%):  21.31

## 

## Current error:  0.0162

## Neighbour's error:  0.0162

## Temperature (%):  21.12

## 

## Current error:  0.0162

## Neighbour's error:  0.0186

## Temperature (%):  20.93

## 

## Current error:  0.0162

## Neighbour's error:  0.0179

## Temperature (%):  20.74

## 

## Current error:  0.0162

## Neighbour's error:  0.017

## Temperature (%):  20.55

## 

## Current error:  0.0162

## Neighbour's error:  0.0172

## Temperature (%):  20.37

## 

## Current error:  0.0162

## Neighbour's error:  0.0179

## Temperature (%):  20.19

## 

## Current error:  0.0162

## Neighbour's error:  0.0195

## Temperature (%):  20

## 

## Current error:  0.0162

## Neighbour's error:  0.0177

## Temperature (%):  19.82

## 

## Current error:  0.0162

## Neighbour's error:  0.0182

## Temperature (%):  19.65

## 

## Current error:  0.0162

## Neighbour's error:  0.0173

## Temperature (%):  19.47

## 

## Current error:  0.0156

## Neighbour's error:  0.0156

## Temperature (%):  19.29

## 

## Current error:  0.0156

## Neighbour's error:  0.0182

## Temperature (%):  19.12

## 

## Current error:  0.0156

## Neighbour's error:  0.019

## Temperature (%):  18.95

## 

## Current error:  0.0156

## Neighbour's error:  0.017

## Temperature (%):  18.78

## 

## Current error:  0.0156

## Neighbour's error:  0.0184

## Temperature (%):  18.61

## 

## Current error:  0.0156

## Neighbour's error:  0.0176

## Temperature (%):  18.44

## 

## Current error:  0.0156

## Neighbour's error:  0.017

## Temperature (%):  18.27

## 

## Current error:  0.0156

## Neighbour's error:  0.0177

## Temperature (%):  18.11

## 

## Current error:  0.0156

## Neighbour's error:  0.0184

## Temperature (%):  17.95

## 

## Current error:  0.0156

## Neighbour's error:  0.0171

## Temperature (%):  17.79

## 

## Current error:  0.0156

## Neighbour's error:  0.0179

## Temperature (%):  17.63

## 

## Current error:  0.0156

## Neighbour's error:  0.0179

## Temperature (%):  17.47

## 

## Current error:  0.0156

## Neighbour's error:  0.019

## Temperature (%):  17.31

## 

## Current error:  0.0156

## Neighbour's error:  0.0181

## Temperature (%):  17.15

## 

## Current error:  0.0156

## Neighbour's error:  0.0187

## Temperature (%):  17

## 

## Current error:  0.0156

## Neighbour's error:  0.0168

## Temperature (%):  16.85

## 

## Current error:  0.0156

## Neighbour's error:  0.0181

## Temperature (%):  16.69

## 

## Current error:  0.0156

## Neighbour's error:  0.0158

## Temperature (%):  16.54

## 

## Current error:  0.0156

## Neighbour's error:  0.0167

## Temperature (%):  16.4

## 

## Current error:  0.0156

## Neighbour's error:  0.0181

## Temperature (%):  16.25

## 

## Current error:  0.0156

## Neighbour's error:  0.0173

## Temperature (%):  16.1

## 

## Current error:  0.0156

## Neighbour's error:  0.0179

## Temperature (%):  15.96

## 

## Current error:  0.0156

## Neighbour's error:  0.0172

## Temperature (%):  15.81

## 

## Current error:  0.0156

## Neighbour's error:  0.019

## Temperature (%):  15.67

## 

## Current error:  0.0156

## Neighbour's error:  0.0175

## Temperature (%):  15.53

## 

## Current error:  0.0156

## Neighbour's error:  0.0162

## Temperature (%):  15.39

## 

## Current error:  0.0156

## Neighbour's error:  0.0193

## Temperature (%):  15.25

## 

## Current error:  0.0156

## Neighbour's error:  0.0183

## Temperature (%):  15.11

## 

## Current error:  0.0156

## Neighbour's error:  0.0164

## Temperature (%):  14.98

## 

## Current error:  0.0156

## Neighbour's error:  0.0181

## Temperature (%):  14.84

## 

## Current error:  0.0156

## Neighbour's error:  0.0177

## Temperature (%):  14.71

## 

## Current error:  0.0156

## Neighbour's error:  0.018

## Temperature (%):  14.58

## 

## Current error:  0.0156

## Neighbour's error:  0.0158

## Temperature (%):  14.45

## 

## Current error:  0.0156

## Neighbour's error:  0.0177

## Temperature (%):  14.32

## 

## Current error:  0.0156

## Neighbour's error:  0.0168

## Temperature (%):  14.19

## 

## Current error:  0.0156

## Neighbour's error:  0.0183

## Temperature (%):  14.06

## 

## Current error:  0.0156

## Neighbour's error:  0.0179

## Temperature (%):  13.93

## 

## Current error:  0.0156

## Neighbour's error:  0.0162

## Temperature (%):  13.81

## 

## Current error:  0.0156

## Neighbour's error:  0.0163

## Temperature (%):  13.68

## 

## Current error:  0.0156

## Neighbour's error:  0.017

## Temperature (%):  13.56

## 

## Current error:  0.0156

## Neighbour's error:  0.0181

## Temperature (%):  13.44

## 

## Current error:  0.0156

## Neighbour's error:  0.0165

## Temperature (%):  13.32

## 

## Current error:  0.0156

## Neighbour's error:  0.0162

## Temperature (%):  13.2

## 

## Current error:  0.0156

## Neighbour's error:  0.0165

## Temperature (%):  13.08

## 

## Current error:  0.0156

## Neighbour's error:  0.0181

## Temperature (%):  12.96

## 

## Current error:  0.0156

## Neighbour's error:  0.0167

## Temperature (%):  12.84

## 

## Current error:  0.0156

## Neighbour's error:  0.0163

## Temperature (%):  12.73

## 

## Current error:  0.0156

## Neighbour's error:  0.0161

## Temperature (%):  12.61

## 

## Current error:  0.0156

## Neighbour's error:  0.0161

## Temperature (%):  12.5

## 

## Current error:  0.0156

## Neighbour's error:  0.0163

## Temperature (%):  12.39

## 

## Current error:  0.0156

## Neighbour's error:  0.0184

## Temperature (%):  12.28

## 

## Current error:  0.0156

## Neighbour's error:  0.0166

## Temperature (%):  12.17

## 

## Current error:  0.0156

## Neighbour's error:  0.0164

## Temperature (%):  12.06

## 

## Current error:  0.0156

## Neighbour's error:  0.017

## Temperature (%):  11.95

## 

## Current error:  0.0156

## Neighbour's error:  0.016

## Temperature (%):  11.84

## 

## Current error:  0.0156

## Neighbour's error:  0.0165

## Temperature (%):  11.73

## 

## Current error:  0.0156

## Neighbour's error:  0.0166

## Temperature (%):  11.63

## 

## Current error:  0.0156

## Neighbour's error:  0.0173

## Temperature (%):  11.52

## 

## Current error:  0.0156

## Neighbour's error:  0.0167

## Temperature (%):  11.42

## 

## Current error:  0.0156

## Neighbour's error:  0.017

## Temperature (%):  11.32

## 

## Current error:  0.0156

## Neighbour's error:  0.0157

## Temperature (%):  11.22

## 

## Current error:  0.0156

## Neighbour's error:  0.0156

## Temperature (%):  11.11

## 

## Current error:  0.0156

## Neighbour's error:  0.017

## Temperature (%):  11.01

## 

## Current error:  0.0156

## Neighbour's error:  0.0161

## Temperature (%):  10.92

## 

## Current error:  0.0156

## Neighbour's error:  0.0174

## Temperature (%):  10.82

## 

## Current error:  0.0156

## Neighbour's error:  0.0172

## Temperature (%):  10.72

## 

## Current error:  0.0156

## Neighbour's error:  0.0172

## Temperature (%):  10.62

## 

## Current error:  0.0156

## Neighbour's error:  0.0168

## Temperature (%):  10.53

## 

## Current error:  0.0156

## Neighbour's error:  0.0161

## Temperature (%):  10.43

## 

## Current error:  0.0156

## Neighbour's error:  0.0158

## Temperature (%):  10.34

## 

## Current error:  0.0156

## Neighbour's error:  0.0163

## Temperature (%):  10.25

## 

## Current error:  0.0154

## Neighbour's error:  0.0154

## Temperature (%):  10.15

## 

## Current error:  0.0154

## Neighbour's error:  0.0161

## Temperature (%):  10.06

## 

## Current error:  0.0154

## Neighbour's error:  0.0155

## Temperature (%):  9.97

## 

## Current error:  0.0154

## Neighbour's error:  0.0157

## Temperature (%):  9.88

## 

## Current error:  0.0154

## Neighbour's error:  0.0161

## Temperature (%):  9.79

## 

## Current error:  0.0154

## Neighbour's error:  0.0156

## Temperature (%):  9.71

## 

## Current error:  0.0154

## Neighbour's error:  0.0167

## Temperature (%):  9.62

## 

## Current error:  0.0154

## Neighbour's error:  0.0162

## Temperature (%):  9.53

## 

## Current error:  0.0154

## Neighbour's error:  0.0158

## Temperature (%):  9.45

## 

## Current error:  0.0153

## Neighbour's error:  0.0153

## Temperature (%):  9.36

## 

## Current error:  0.0153

## Neighbour's error:  0.0155

## Temperature (%):  9.28

## 

## Current error:  0.0153

## Neighbour's error:  0.0156

## Temperature (%):  9.19

## 

## Current error:  0.0153

## Neighbour's error:  0.0156

## Temperature (%):  9.11

## 

## Current error:  0.0153

## Neighbour's error:  0.0156

## Temperature (%):  9.03

## 

## Current error:  0.0152

## Neighbour's error:  0.0152

## Temperature (%):  8.95

## 

## Current error:  0.0152

## Neighbour's error:  0.0158

## Temperature (%):  8.87

## 

## Current error:  0.0152

## Neighbour's error:  0.0154

## Temperature (%):  8.79

## 

## Current error:  0.0152

## Neighbour's error:  0.0155

## Temperature (%):  8.71

## 

## Current error:  0.0152

## Neighbour's error:  0.0157

## Temperature (%):  8.63

## 

## Current error:  0.0152

## Neighbour's error:  0.0162

## Temperature (%):  8.55

## 

## Current error:  0.0152

## Neighbour's error:  0.0158

## Temperature (%):  8.47

## 

## Current error:  0.0152

## Neighbour's error:  0.0157

## Temperature (%):  8.4

## 

## Current error:  0.0152

## Neighbour's error:  0.016

## Temperature (%):  8.32

## 

## Current error:  0.0152

## Neighbour's error:  0.0153

## Temperature (%):  8.25

## 

## Current error:  0.0152

## Neighbour's error:  0.0153

## Temperature (%):  8.17

## 

## Current error:  0.0151

## Neighbour's error:  0.0151

## Temperature (%):  8.1

## 

## Current error:  0.0151

## Neighbour's error:  0.0152

## Temperature (%):  8.03

## 

## Current error:  0.0151

## Neighbour's error:  0.0154

## Temperature (%):  7.95

## 

## Current error:  0.0151

## Neighbour's error:  0.0152

## Temperature (%):  7.88

## 

## Current error:  0.0151

## Neighbour's error:  0.0155

## Temperature (%):  7.81

## 

## Current error:  0.0151

## Neighbour's error:  0.0153

## Temperature (%):  7.74

## 

## Current error:  0.0151

## Neighbour's error:  0.0154

## Temperature (%):  7.67

## 

## Current error:  0.0151

## Neighbour's error:  0.0157

## Temperature (%):  7.6

## 

## Current error:  0.0151

## Neighbour's error:  0.0155

## Temperature (%):  7.53

## 

## Current error:  0.0151

## Neighbour's error:  0.0151

## Temperature (%):  7.47

## 

## Current error:  0.0151

## Neighbour's error:  0.0153

## Temperature (%):  7.4

## 

## Current error:  0.0151

## Neighbour's error:  0.016

## Temperature (%):  7.33

## 

## Current error:  0.0151

## Neighbour's error:  0.0153

## Temperature (%):  7.27

## 

## Current error:  0.0151

## Neighbour's error:  0.0155

## Temperature (%):  7.2

## 

## Current error:  0.0151

## Neighbour's error:  0.0151

## Temperature (%):  7.14

## 

## Current error:  0.0151

## Neighbour's error:  0.0154

## Temperature (%):  7.07

## 

## Current error:  0.0151

## Neighbour's error:  0.0156

## Temperature (%):  7.01

## 

## Current error:  0.0151

## Neighbour's error:  0.0156

## Temperature (%):  6.95

## 

## Current error:  0.0151

## Neighbour's error:  0.0155

## Temperature (%):  6.88

## 

## Current error:  0.0151

## Neighbour's error:  0.0152

## Temperature (%):  6.82

## 

## Current error:  0.0151

## Neighbour's error:  0.0154

## Temperature (%):  6.76

## 

## Current error:  0.0151

## Neighbour's error:  0.0155

## Temperature (%):  6.7

## 

## Current error:  0.015

## Neighbour's error:  0.015

## Temperature (%):  6.64

## 

## Current error:  0.015

## Neighbour's error:  0.0153

## Temperature (%):  6.58

## 

## Current error:  0.015

## Neighbour's error:  0.0152

## Temperature (%):  6.52

## 

## Current error:  0.015

## Neighbour's error:  0.0152

## Temperature (%):  6.46

## 

## Current error:  0.015

## Neighbour's error:  0.0152

## Temperature (%):  6.4

## 

## Current error:  0.015

## Neighbour's error:  0.0154

## Temperature (%):  6.35

## 

## Current error:  0.015

## Neighbour's error:  0.0155

## Temperature (%):  6.29

## 

## Current error:  0.015

## Neighbour's error:  0.0152

## Temperature (%):  6.23

## 

## Current error:  0.015

## Neighbour's error:  0.0151

## Temperature (%):  6.18

## 

## Current error:  0.015

## Neighbour's error:  0.0151

## Temperature (%):  6.12

## 

## Current error:  0.015

## Neighbour's error:  0.0152

## Temperature (%):  6.07

## 

## Current error:  0.015

## Neighbour's error:  0.0153

## Temperature (%):  6.01

## 

## Current error:  0.015

## Neighbour's error:  0.0151

## Temperature (%):  5.96

## 

## Current error:  0.015

## Neighbour's error:  0.0156

## Temperature (%):  5.9

## 

## Current error:  0.015

## Neighbour's error:  0.0152

## Temperature (%):  5.85

## 

## Current error:  0.015

## Neighbour's error:  0.0153

## Temperature (%):  5.8

## 

## Current error:  0.015

## Neighbour's error:  0.0152

## Temperature (%):  5.74

## 

## Current error:  0.015

## Neighbour's error:  0.0151

## Temperature (%):  5.69

## 

## Current error:  0.015

## Neighbour's error:  0.0159

## Temperature (%):  5.64

## 

## Current error:  0.015

## Neighbour's error:  0.0153

## Temperature (%):  5.59

## 

## Current error:  0.015

## Neighbour's error:  0.0151

## Temperature (%):  5.54

## 

## Current error:  0.015

## Neighbour's error:  0.0151

## Temperature (%):  5.49

## 

## Current error:  0.015

## Neighbour's error:  0.0153

## Temperature (%):  5.44

## 

## Current error:  0.015

## Neighbour's error:  0.015

## Temperature (%):  5.39

## 

## Current error:  0.015

## Neighbour's error:  0.0154

## Temperature (%):  5.34

## 

## Current error:  0.015

## Neighbour's error:  0.0152

## Temperature (%):  5.3

## 

## Current error:  0.015

## Neighbour's error:  0.015

## Temperature (%):  5.25

## 

## Current error:  0.015

## Neighbour's error:  0.0154

## Temperature (%):  5.2

## 

## Current error:  0.015

## Neighbour's error:  0.0151

## Temperature (%):  5.15

## 

## Current error:  0.015

## Neighbour's error:  0.0152

## Temperature (%):  5.11

## 

## Current error:  0.015

## Neighbour's error:  0.0151

## Temperature (%):  5.06

## 

## Current error:  0.015

## Neighbour's error:  0.0152

## Temperature (%):  5.02

## 

## Current error:  0.015

## Neighbour's error:  0.0151

## Temperature (%):  4.97

## 

## Current error:  0.015

## Neighbour's error:  0.0153

## Temperature (%):  4.93

## 

## Current error:  0.015

## Neighbour's error:  0.0154

## Temperature (%):  4.88

## 

## Current error:  0.015

## Neighbour's error:  0.0153

## Temperature (%):  4.84

## 

## Current error:  0.015

## Neighbour's error:  0.015

## Temperature (%):  4.79

## 

## Current error:  0.0149

## Neighbour's error:  0.0149

## Temperature (%):  4.75

## 

## Current error:  0.0149

## Neighbour's error:  0.0151

## Temperature (%):  4.71

## 

## Current error:  0.0149

## Neighbour's error:  0.0152

## Temperature (%):  4.67

## 

## Current error:  0.0149

## Neighbour's error:  0.0151

## Temperature (%):  4.62

## 

## Current error:  0.0149

## Neighbour's error:  0.015

## Temperature (%):  4.58

## 

## Current error:  0.0149

## Neighbour's error:  0.0152

## Temperature (%):  4.54

## 

## Current error:  0.0149

## Neighbour's error:  0.015

## Temperature (%):  4.5

## 

## Current error:  0.0149

## Neighbour's error:  0.015

## Temperature (%):  4.46

## 

## Current error:  0.0149

## Neighbour's error:  0.0153

## Temperature (%):  4.42

## 

## Current error:  0.0149

## Neighbour's error:  0.0152

## Temperature (%):  4.38

## 

## Current error:  0.0149

## Neighbour's error:  0.015

## Temperature (%):  4.34

## 

## Current error:  0.0149

## Neighbour's error:  0.015

## Temperature (%):  4.3

## 

## Current error:  0.0149

## Neighbour's error:  0.015

## Temperature (%):  4.26

## 

## Current error:  0.0149

## Neighbour's error:  0.015

## Temperature (%):  4.22

## 

## Current error:  0.0149

## Neighbour's error:  0.015

## Temperature (%):  4.19

## 

## Current error:  0.0149

## Neighbour's error:  0.0152

## Temperature (%):  4.15

## 

## Current error:  0.0149

## Neighbour's error:  0.015

## Temperature (%):  4.11

## 

## Current error:  0.0149

## Neighbour's error:  0.0151

## Temperature (%):  4.07

## 

## Current error:  0.0149

## Neighbour's error:  0.015

## Temperature (%):  4.04

## 

## Current error:  0.0149

## Neighbour's error:  0.0149

## Temperature (%):  4

## 

## Current error:  0.0149

## Neighbour's error:  0.0149

## Temperature (%):  3.97

## 

## Current error:  0.0149

## Neighbour's error:  0.0153

## Temperature (%):  3.93

## 

## Current error:  0.0149

## Neighbour's error:  0.015

## Temperature (%):  3.89

## 

## Current error:  0.0149

## Neighbour's error:  0.0151

## Temperature (%):  3.86

## 

## Current error:  0.0149

## Neighbour's error:  0.0153

## Temperature (%):  3.82

## 

## Current error:  0.0149

## Neighbour's error:  0.0151

## Temperature (%):  3.79

## 

## Current error:  0.0149

## Neighbour's error:  0.015

## Temperature (%):  3.76

## 

## Current error:  0.0149

## Neighbour's error:  0.015

## Temperature (%):  3.72

## 

## Current error:  0.0149

## Neighbour's error:  0.015

## Temperature (%):  3.69

## 

## Current error:  0.0149

## Neighbour's error:  0.0149

## Temperature (%):  3.66

## 

## Current error:  0.0149

## Neighbour's error:  0.0151

## Temperature (%):  3.62

## 

## Current error:  0.0149

## Neighbour's error:  0.0151

## Temperature (%):  3.59

## 

## Current error:  0.0149

## Neighbour's error:  0.0151

## Temperature (%):  3.56

## 

## Current error:  0.0149

## Neighbour's error:  0.015

## Temperature (%):  3.53

## 

## Current error:  0.0149

## Neighbour's error:  0.015

## Temperature (%):  3.49

## 

## Current error:  0.0149

## Neighbour's error:  0.0152

## Temperature (%):  3.46

## 

## Current error:  0.0149

## Neighbour's error:  0.015

## Temperature (%):  3.43

## 

## Current error:  0.0149

## Neighbour's error:  0.0149

## Temperature (%):  3.4

## 

## Current error:  0.0149

## Neighbour's error:  0.015

## Temperature (%):  3.37

## 

## Current error:  0.0149

## Neighbour's error:  0.0151

## Temperature (%):  3.34

## 

## Current error:  0.0149

## Neighbour's error:  0.015

## Temperature (%):  3.31

## 

## Current error:  0.0149

## Neighbour's error:  0.0154

## Temperature (%):  3.28

## 

## Current error:  0.0149

## Neighbour's error:  0.015

## Temperature (%):  3.25

## 

## Current error:  0.0149

## Neighbour's error:  0.015

## Temperature (%):  3.22

## 

## Current error:  0.0149

## Neighbour's error:  0.0149

## Temperature (%):  3.19

## 

## Current error:  0.0149

## Neighbour's error:  0.0149

## Temperature (%):  3.16

## 

## Current error:  0.0149

## Neighbour's error:  0.015

## Temperature (%):  3.13

## 

## Current error:  0.0149

## Neighbour's error:  0.015

## Temperature (%):  3.11

## 

## Current error:  0.0149

## Neighbour's error:  0.0149

## Temperature (%):  3.08

## 

## Current error:  0.0149

## Neighbour's error:  0.0149

## Temperature (%):  3.05

## 

## Current error:  0.0149

## Neighbour's error:  0.0149

## Temperature (%):  3.02

## 

## Current error:  0.0149

## Neighbour's error:  0.015

## Temperature (%):  3

## 

## Current error:  0.0149

## Neighbour's error:  0.0149

## Temperature (%):  2.97

## 

## Current error:  0.0149

## Neighbour's error:  0.015

## Temperature (%):  2.94

## 

## Current error:  0.0149

## Neighbour's error:  0.0149

## Temperature (%):  2.92

## 

## Current error:  0.0149

## Neighbour's error:  0.0149

## Temperature (%):  2.89

## 

## Current error:  0.0149

## Neighbour's error:  0.0152

## Temperature (%):  2.86

## 

## Current error:  0.0149

## Neighbour's error:  0.015

## Temperature (%):  2.84

## 

## Current error:  0.0149

## Neighbour's error:  0.015

## Temperature (%):  2.81

## 

## Current error:  0.0149

## Neighbour's error:  0.0151

## Temperature (%):  2.79

## 

## Current error:  0.0149

## Neighbour's error:  0.0149

## Temperature (%):  2.76

## 

## Current error:  0.0149

## Neighbour's error:  0.015

## Temperature (%):  2.74

## 

## Current error:  0.0149

## Neighbour's error:  0.015

## Temperature (%):  2.71

## 

## Current error:  0.0149

## Neighbour's error:  0.0151

## Temperature (%):  2.69

## 

## Current error:  0.0149

## Neighbour's error:  0.0151

## Temperature (%):  2.66

## 

## Current error:  0.0149

## Neighbour's error:  0.015

## Temperature (%):  2.64

## 

## Current error:  0.0149

## Neighbour's error:  0.015

## Temperature (%):  2.62

## 

## Current error:  0.0149

## Neighbour's error:  0.0149

## Temperature (%):  2.59

## 

## Current error:  0.0149

## Neighbour's error:  0.0151

## Temperature (%):  2.57

## 

## Current error:  0.0149

## Neighbour's error:  0.015

## Temperature (%):  2.55

## 

## Current error:  0.0149

## Neighbour's error:  0.0149

## Temperature (%):  2.52

## 

## Current error:  0.0149

## Neighbour's error:  0.015

## Temperature (%):  2.5

## 

## Current error:  0.0149

## Neighbour's error:  0.0149

## Temperature (%):  2.48

## 

## Current error:  0.0149

## Neighbour's error:  0.0149

## Temperature (%):  2.46

## 

## Current error:  0.0149

## Neighbour's error:  0.0151

## Temperature (%):  2.43

## 

## Current error:  0.0149

## Neighbour's error:  0.015

## Temperature (%):  2.41

## 

## Current error:  0.0149

## Neighbour's error:  0.0151

## Temperature (%):  2.39

## 

## Current error:  0.0149

## Neighbour's error:  0.015

## Temperature (%):  2.37

## 

## Current error:  0.0149

## Neighbour's error:  0.0151

## Temperature (%):  2.35

## 

## Current error:  0.0149

## Neighbour's error:  0.015

## Temperature (%):  2.33

## 

## Current error:  0.0149

## Neighbour's error:  0.015

## Temperature (%):  2.31

## 

## Current error:  0.0149

## Neighbour's error:  0.0149

## Temperature (%):  2.28

## 

## Current error:  0.0149

## Neighbour's error:  0.015

## Temperature (%):  2.26

## 

## Current error:  0.0149

## Neighbour's error:  0.015

## Temperature (%):  2.24

## 

## Current error:  0.0149

## Neighbour's error:  0.015

## Temperature (%):  2.22

## 

## Current error:  0.0149

## Neighbour's error:  0.0149

## Temperature (%):  2.2

## 

## Current error:  0.0149

## Neighbour's error:  0.015

## Temperature (%):  2.18

## 

## Current error:  0.0149

## Neighbour's error:  0.0149

## Temperature (%):  2.16

## 

## Current error:  0.0149

## Neighbour's error:  0.0149

## Temperature (%):  2.14

## 

## Current error:  0.0149

## Neighbour's error:  0.0149

## Temperature (%):  2.13

## 

## Current error:  0.0149

## Neighbour's error:  0.0149

## Temperature (%):  2.11

## 

## Current error:  0.0149

## Neighbour's error:  0.015

## Temperature (%):  2.09

## 

## Current error:  0.0149

## Neighbour's error:  0.015

## Temperature (%):  2.07

## 

## Current error:  0.0149

## Neighbour's error:  0.0151

## Temperature (%):  2.05

## 

## Current error:  0.0149

## Neighbour's error:  0.0149

## Temperature (%):  2.03

## 

## Current error:  0.0149

## Neighbour's error:  0.015

## Temperature (%):  2.01

## 

## Current error:  0.0149

## Neighbour's error:  0.0149

## Temperature (%):  1.99

## 

## Current error:  0.0149

## Neighbour's error:  0.0149

## Temperature (%):  1.98

## 

## Current error:  0.0149

## Neighbour's error:  0.0149

## Temperature (%):  1.96

## 

## Current error:  0.0149

## Neighbour's error:  0.015

## Temperature (%):  1.94

## 

## Current error:  0.0149

## Neighbour's error:  0.015

## Temperature (%):  1.92

## 

## Current error:  0.0149

## Neighbour's error:  0.0149

## Temperature (%):  1.91

## 

## Current error:  0.0149

## Neighbour's error:  0.0149

## Temperature (%):  1.89

## 

## Current error:  0.0149

## Neighbour's error:  0.0151

## Temperature (%):  1.87

## 

## Current error:  0.0149

## Neighbour's error:  0.0149

## Temperature (%):  1.86

## 

## Current error:  0.0149

## Neighbour's error:  0.015

## Temperature (%):  1.84

## 

## Current error:  0.0149

## Neighbour's error:  0.015

## Temperature (%):  1.82

## 

## Current error:  0.0149

## Neighbour's error:  0.0149

## Temperature (%):  1.81

## 

## Current error:  0.0149

## Neighbour's error:  0.0149

## Temperature (%):  1.79

## 

## Current error:  0.0149

## Neighbour's error:  0.015

## Temperature (%):  1.77

## 

## Current error:  0.0149

## Neighbour's error:  0.015

## Temperature (%):  1.76

## 

## Current error:  0.0149

## Neighbour's error:  0.0149

## Temperature (%):  1.74

## 

## Current error:  0.0149

## Neighbour's error:  0.0149

## Temperature (%):  1.73

## 

## Current error:  0.0149

## Neighbour's error:  0.015

## Temperature (%):  1.71

## 

## Current error:  0.0149

## Neighbour's error:  0.0149

## Temperature (%):  1.7

## 

## Current error:  0.0149

## Neighbour's error:  0.0149

## Temperature (%):  1.68

## 

## Current error:  0.0149

## Neighbour's error:  0.015

## Temperature (%):  1.66

## 

## Current error:  0.0149

## Neighbour's error:  0.015

## Temperature (%):  1.65

## 

## Current error:  0.0149

## Neighbour's error:  0.0149

## Temperature (%):  1.63

## 

## Current error:  0.0149

## Neighbour's error:  0.0149

## Temperature (%):  1.62

## 

## Current error:  0.0149

## Neighbour's error:  0.015

## Temperature (%):  1.61

## 

## Current error:  0.0149

## Neighbour's error:  0.0149

## Temperature (%):  1.59

## 

## Current error:  0.0149

## Neighbour's error:  0.015

## Temperature (%):  1.58

## 

## Current error:  0.0149

## Neighbour's error:  0.015

## Temperature (%):  1.56

## 

## Current error:  0.0149

## Neighbour's error:  0.0149

## Temperature (%):  1.55

## 

## Current error:  0.0149

## Neighbour's error:  0.0149

## Temperature (%):  1.53

## 

## Current error:  0.0149

## Neighbour's error:  0.015

## Temperature (%):  1.52

## 

## Current error:  0.0149

## Neighbour's error:  0.0149

## Temperature (%):  1.51

## 

## Current error:  0.0149

## Neighbour's error:  0.0149

## Temperature (%):  1.49

## 

## Current error:  0.0149

## Neighbour's error:  0.0149

## Temperature (%):  1.48

## 

## Current error:  0.0149

## Neighbour's error:  0.0149

## Temperature (%):  1.47

## 

## Current error:  0.0149

## Neighbour's error:  0.015

## Temperature (%):  1.45

## 

## Current error:  0.0149

## Neighbour's error:  0.0149

## Temperature (%):  1.44

## 

## Current error:  0.0149

## Neighbour's error:  0.0149

## Temperature (%):  1.43

## 

## Current error:  0.0149

## Neighbour's error:  0.015

## Temperature (%):  1.41

## 

## Current error:  0.0149

## Neighbour's error:  0.0149

## Temperature (%):  1.4

## 

## Current error:  0.0149

## Neighbour's error:  0.0149

## Temperature (%):  1.39

## 

## Current error:  0.0149

## Neighbour's error:  0.0149

## Temperature (%):  1.38

## 

## Current error:  0.0149

## Neighbour's error:  0.0149

## Temperature (%):  1.36

## 

## Current error:  0.0149

## Neighbour's error:  0.0149

## Temperature (%):  1.35

## 

## Current error:  0.0149

## Neighbour's error:  0.015

## Temperature (%):  1.34

## 

## Current error:  0.0149

## Neighbour's error:  0.0149

## Temperature (%):  1.33

## 

## Current error:  0.0149

## Neighbour's error:  0.015

## Temperature (%):  1.32

## 

## Current error:  0.0149

## Neighbour's error:  0.0149

## Temperature (%):  1.3

## 

## Current error:  0.0149

## Neighbour's error:  0.0149

## Temperature (%):  1.29

## 

## Current error:  0.0149

## Neighbour's error:  0.0149

## Temperature (%):  1.28

## 

## Current error:  0.0149

## Neighbour's error:  0.0149

## Temperature (%):  1.27

## 

## Current error:  0.0149

## Neighbour's error:  0.0149

## Temperature (%):  1.26

## 

## Current error:  0.0149

## Neighbour's error:  0.0149

## Temperature (%):  1.25

## 

## Current error:  0.0149

## Neighbour's error:  0.0149

## Temperature (%):  1.24

## 

## Current error:  0.0149

## Neighbour's error:  0.0149

## Temperature (%):  1.22

## 

## Current error:  0.0149

## Neighbour's error:  0.0149

## Temperature (%):  1.21

## 

## Current error:  0.0149

## Neighbour's error:  0.0149

## Temperature (%):  1.2

## 

## Current error:  0.0149

## Neighbour's error:  0.0149

## Temperature (%):  1.19

## 

## Current error:  0.0149

## Neighbour's error:  0.0149

## Temperature (%):  1.18

## 

## Current error:  0.0149

## Neighbour's error:  0.0149

## Temperature (%):  1.17

## 

## Current error:  0.0149

## Neighbour's error:  0.0149

## Temperature (%):  1.16

## 

## Current error:  0.0149

## Neighbour's error:  0.0149

## Temperature (%):  1.15

## 

## Current error:  0.0149

## Neighbour's error:  0.0149

## Temperature (%):  1.14

## 

## Current error:  0.0149

## Neighbour's error:  0.0149

## Temperature (%):  1.13

## 

## Current error:  0.0149

## Neighbour's error:  0.0149

## Temperature (%):  1.12

## 

## Current error:  0.0149

## Neighbour's error:  0.0149

## Temperature (%):  1.11

## 

## Current error:  0.0149

## Neighbour's error:  0.0149

## Temperature (%):  1.1

## 

## Current error:  0.0149

## Neighbour's error:  0.0149

## Temperature (%):  1.09

## 

## $`F matrix`
##                      Per X19but      Fuco      Neox       Pra   Viol X19hex
## Prasinophytes     0.0000 0.0000 0.0000000 0.1025411 0.2252654 0.0693 0.0000
## Chlorophytes      0.0000 0.0000 0.0000000 0.0115000 0.0000000 0.0151 0.0000
## Cryptophytes      0.0000 0.0000 0.0000000 0.0000000 0.0000000 0.0000 0.0000
## Diatoms-2         0.0000 0.0000 0.7497075 0.0000000 0.0000000 0.0000 0.0000
## Dinoflagellates-1 0.3475 0.0000 0.0000000 0.0000000 0.0000000 0.0000 0.0000
## Haptophytes       0.0000 0.1386 0.4684107 0.0000000 0.0000000 0.0000 0.6212
## Pelagophytes      0.0000 0.7741 0.6779000 0.0000000 0.0000000 0.0000 0.0000
## Syn               0.0000 0.0000 0.0000000 0.0000000 0.0000000 0.0000 0.0000
##                     Allo    Zea    Chl_b Tchla
## Prasinophytes     0.0000 0.1313 0.901589     1
## Chlorophytes      0.0000 0.0076 0.166638     1
## Cryptophytes      0.4085 0.0000 0.000000     1
## Diatoms-2         0.0000 0.0000 0.000000     1
## Dinoflagellates-1 0.0000 0.0000 0.000000     1
## Haptophytes       0.0000 0.0000 0.000000     1
## Pelagophytes      0.0000 0.0000 0.000000     1
## Syn               0.0000 1.1781 0.000000     1
## 
## $RMSE
## [1] 0.01485532
## 
## $`condition number`
## [1] 1592.195
## 
## $`Class abundances`
##    Prasinophytes Chlorophytes Cryptophytes  Diatoms-2 Dinoflagellates-1
## 1     0.04970277 0.2524400327  0.004819454 0.00000000      1.197303e-04
## 2     0.01550922 0.0521378820  0.005233499 0.02534607      5.095308e-04
## 3     0.03657315 0.2010533594  0.016988529 0.30727171      8.606191e-04
## 4     0.04666438 0.1742537208  0.015762414 0.32811489      8.371072e-04
## 5     0.06158691 0.0315049906  0.003788404 0.36942533      2.532915e-04
## 6     0.04506557 0.0157489522  0.000000000 0.26210766      2.921583e-02
## 7     0.02905655 0.0002687913  0.001590704 0.13344009      0.000000e+00
## 8     0.01623128 0.0000000000  0.010405929 0.43490524      0.000000e+00
## 9     0.02220482 0.0000000000  0.146502386 0.67360029      2.329867e-05
## 10    0.03235093 0.0044935992  0.006890405 0.08273171      0.000000e+00
## 11    0.15598860 0.0247694112  0.072703120 0.54956872      0.000000e+00
## 12    0.09398227 0.0102742260  0.000000000 0.29925935      0.000000e+00
## 13    0.08973816 0.0116521555  0.000000000 0.17126279      0.000000e+00
## 14    0.15496212 0.0000000000  0.019580028 0.27234546      0.000000e+00
## 15    0.24088077 0.0288550491  0.089964626 0.81934789      1.847054e-03
## 16    0.22814318 0.0000000000  0.017806941 0.23658151      6.227393e-05
## 17    0.44755168 0.2429851315  0.040954955 0.73154372      5.632885e-04
## 18    0.16006128 0.0000000000  0.024420177 0.21971299      0.000000e+00
## 19    0.30905406 0.0000000000  0.050167458 0.47807562      5.543690e-04
## 20    0.20109498 0.1595033328  0.056976123 0.31814595      0.000000e+00
## 21    0.27943841 0.0000000000  0.042411351 0.42669650      2.748511e-04
## 22    0.14112724 0.1547966901  0.044285180 0.68416031      0.000000e+00
## 23    0.11437736 0.1231123618  0.035171139 0.47064662      1.197445e-04
## 24    0.05959811 0.0122895125  0.026286771 0.13298513      0.000000e+00
## 25    0.07903888 0.0673461831  0.031535155 0.17577251      0.000000e+00
## 26    0.08751916 0.0000000000  0.019817629 0.19296484      0.000000e+00
## 27    0.04514073 0.0000000000  0.013577948 0.11703688      0.000000e+00
## 28    0.04768374 0.0000000000  0.011596470 0.10172214      0.000000e+00
## 29    0.08193487 0.0648023023  0.020676254 0.03818585      0.000000e+00
##    Haptophytes Pelagophytes          Syn
## 1   0.13576550  0.015662512 0.000000e+00
## 2   0.03340244  0.013354483 2.168767e-04
## 3   0.03253191  0.017420717 0.000000e+00
## 4   0.03512338  0.019944108 0.000000e+00
## 5   0.03580235  0.027838726 0.000000e+00
## 6   0.03045520  0.023106787 0.000000e+00
## 7   0.03650752  0.010836353 0.000000e+00
## 8   0.20692399  0.019949791 8.377188e-05
## 9   0.21315590  0.028908202 5.051053e-04
## 10  0.06406462  0.015468735 0.000000e+00
## 11  0.19214527  0.028414113 1.607150e-02
## 12  0.04622747  0.017035510 1.442550e-02
## 13  0.04311054  0.020465758 4.678494e-03
## 14  0.03128372  0.011118850 0.000000e+00
## 15  0.18642798  0.005409225 8.431599e-03
## 16  0.06543268  0.023088352 0.000000e+00
## 17  0.23173406  0.046006650 0.000000e+00
## 18  0.12851151  0.044964738 0.000000e+00
## 19  0.18716392  0.048915533 0.000000e+00
## 20  0.19719371  0.057986895 0.000000e+00
## 21  0.14907057  0.054156720 0.000000e+00
## 22  0.20545858  0.019640479 0.000000e+00
## 23  0.15056456  0.025074706 0.000000e+00
## 24  0.09150321  0.022233748 3.759297e-03
## 25  0.08306285  0.018253595 6.330892e-04
## 26  0.03443654  0.015035425 0.000000e+00
## 27  0.03382191  0.023876264 3.264783e-03
## 28  0.03441794  0.013453680 2.833119e-03
## 29  0.07181144  0.024058254 0.000000e+00
## 
## $Figure

## 
## $MAE
##          Per       X19but         Fuco         Neox          Pra         Viol 
## 5.926820e-05 1.119419e-05 2.756768e-03 2.589159e-03 3.427638e-03 3.541867e-03 
##       X19hex         Allo          Zea        Chl_b        Tchla 
## 6.034095e-05 8.142226e-05 3.026087e-03 5.461488e-03 3.109539e-02 
## 
## $Error
##                 Per        X19but          Fuco          Neox           Pra
##  [1,] -5.387445e-05  2.029733e-04 -1.320112e-02 -0.0029413653  4.238071e-03
##  [2,] -5.720095e-04 -2.459456e-05 -1.349328e-02 -0.0021259353  4.362107e-03
##  [3,] -2.745871e-04 -1.180636e-05 -6.477305e-03  0.0012070342  2.172139e-03
##  [4,] -2.584639e-04 -1.111311e-05 -6.096973e-03  0.0010991526  2.375628e-03
##  [5,] -8.703395e-05 -3.742178e-06 -2.053066e-03  0.0036946992 -1.962212e-04
##  [6,]  7.163659e-06  3.080142e-07  1.689854e-04  0.0036979382  6.738201e-04
##  [7,]  0.000000e+00  8.076749e-06  4.431136e-03  0.0014762414  1.477436e-03
##  [8,]  0.000000e+00  1.720841e-06  9.441028e-04  0.0014888656  2.055658e-03
##  [9,] -4.072725e-06 -1.751140e-07 -9.607256e-05  0.0013252633  1.265401e-03
## [10,]  0.000000e+00  3.598703e-06  1.974352e-03  0.0010326063  7.231771e-04
## [11,]  0.000000e+00  6.354612e-07  3.486322e-04  0.0004519109 -4.920387e-04
## [12,]  0.000000e+00  3.253468e-06  1.784946e-03  0.0077516765 -2.309900e-03
## [13,]  0.000000e+00  1.065323e-06  5.844667e-04  0.0039857302 -1.401239e-03
## [14,]  0.000000e+00  7.236661e-06  3.970240e-03  0.0029307312  8.331304e-03
## [15,] -2.272143e-04 -9.769479e-06 -5.359816e-03  0.0069303679  7.771735e-04
## [16,] -1.809129e-05 -7.778672e-07 -4.267602e-04  0.0011205784  1.306720e-02
## [17,] -5.748134e-05 -2.471512e-06 -1.355942e-03 -0.0008564909  4.700245e-03
## [18,]  0.000000e+00  6.755560e-07  3.706293e-04 -0.0003797360  8.801266e-03
## [19,] -8.585981e-05 -3.691694e-06 -2.025369e-03 -0.0010094906  5.486161e-03
## [20,]  0.000000e+00  3.439829e-06  1.887189e-03 -0.0032480554  1.975946e-03
## [21,] -4.855812e-05 -2.087842e-06 -1.145450e-03 -0.0031534784  7.955162e-03
## [22,]  0.000000e+00  3.451318e-07  1.893492e-04 -0.0017199033  6.673517e-04
## [23,] -2.436759e-05 -1.047728e-06 -5.748135e-04  0.0008564512  6.952068e-04
## [24,]  0.000000e+00  2.307477e-06  1.265948e-03  0.0096972509 -1.773106e-03
## [25,]  0.000000e+00  4.438526e-06  2.435103e-03  0.0005422491 -6.741739e-04
## [26,]  0.000000e+00  1.581522e-06  8.676684e-04 -0.0005145352  9.481794e-03
## [27,]  0.000000e+00  3.677295e-06  2.017469e-03  0.0044379549  5.145098e-03
## [28,]  0.000000e+00  2.166265e-06  1.188475e-03  0.0025333655  6.083245e-03
## [29,]  0.000000e+00  5.853857e-06  3.211594e-03  0.0028765505 -4.422527e-05
##                Viol        X19hex          Allo           Zea         Chl_b
##  [1,]  0.0007110807  3.061294e-04 -4.582955e-05 -8.257959e-03  2.836247e-03
##  [2,]  0.0004044400 -2.918720e-04 -4.865932e-04 -1.687236e-04 -7.569372e-03
##  [3,] -0.0051144932 -1.401100e-04 -2.335838e-04 -2.002026e-03 -7.121786e-04
##  [4,] -0.0052111966 -1.318831e-04 -2.198683e-04 -2.749405e-03 -1.213437e-04
##  [5,] -0.0046906205 -4.440970e-05 -7.403745e-05 -3.275026e-04  2.467711e-05
##  [6,] -0.0044925390  3.655309e-06  0.000000e+00 -4.075938e-03  2.483447e-03
##  [7,]  0.0007587414  9.584951e-05  1.597951e-04 -7.438754e-03  3.945334e-03
##  [8,] -0.0008598731  2.042180e-05  3.404613e-05  1.180532e-05 -4.246600e-03
##  [9,]  0.0012427718 -2.078137e-06 -3.464558e-06 -1.201317e-06 -3.969648e-03
## [10,]  0.0013042465  4.270703e-05  7.119884e-05 -3.511285e-03  1.022549e-03
## [11,] -0.0056116672  7.541234e-06  1.257234e-05  4.359392e-06  3.576257e-03
## [12,] -0.0072433235  3.861000e-05  0.000000e+00  2.231944e-05  1.958567e-03
## [13,] -0.0093813458  1.264255e-05  0.000000e+00  7.308329e-06  4.410091e-03
## [14,] -0.0004092551  8.587991e-05  1.431743e-04 -3.554685e-03 -1.267984e-02
## [15,]  0.0080841587 -1.159377e-04 -1.932851e-04 -6.702059e-05 -1.183965e-02
## [16,]  0.0096468734 -9.231213e-06 -1.538978e-05 -1.361612e-02 -1.519299e-02
## [17,]  0.0094397829 -2.933027e-05 -4.889783e-05 -9.083294e-03 -3.533623e-03
## [18,]  0.0001510380  8.017052e-06  1.336559e-05 -3.652875e-03 -1.147230e-02
## [19,]  0.0023433790 -4.381059e-05 -7.303864e-05 -8.397849e-03 -1.733049e-03
## [20,]  0.0019286304  4.082161e-05  6.805558e-05 -4.578052e-03  2.992439e-03
## [21,]  0.0020014258 -2.477713e-05 -4.130709e-05 -8.579168e-03 -3.887360e-03
## [22,]  0.0005750721  4.095796e-06  6.828290e-06 -9.553728e-04  8.934315e-04
## [23,]  0.0005414913 -1.243374e-05 -2.072886e-05 -1.630938e-03 -5.956770e-04
## [24,]  0.0060703172  2.738362e-05  4.565248e-05  1.582976e-05 -7.801825e-03
## [25,]  0.0024967517  5.267349e-05  8.781439e-05  3.044918e-05 -3.505217e-04
## [26,]  0.0006242427  1.876846e-05  3.128976e-05 -1.161146e-03 -1.531532e-02
## [27,]  0.0023494979  4.363970e-05  7.275375e-05  2.522698e-05 -1.367007e-02
## [28,]  0.0066578693  2.570781e-05  4.285866e-05  1.486102e-05 -1.621162e-02
## [29,] -0.0023680240  6.946970e-05  1.158161e-04 -3.815062e-03  3.337127e-03
##              Tchla
##  [1,]  0.016849234
##  [2,]  0.178895974
##  [3,]  0.085877100
##  [4,]  0.080834599
##  [5,]  0.027219867
##  [6,] -0.002240434
##  [7,] -0.058748677
##  [8,] -0.012517059
##  [9,]  0.001273745
## [10,] -0.026176255
## [11,] -0.004622219
## [12,] -0.023665083
## [13,] -0.007748948
## [14,] -0.052638047
## [15,]  0.071061262
## [16,]  0.005658052
## [17,]  0.017977288
## [18,] -0.004913860
## [19,]  0.026852657
## [20,] -0.025020635
## [21,]  0.015186553
## [22,] -0.002510421
## [23,]  0.007620965
## [24,] -0.016784135
## [25,] -0.032284962
## [26,] -0.011503680
## [27,] -0.026747915
## [28,] -0.015756987
## [29,] -0.042579798