library(GGally)
library(ggiraph)
library(ggplot2)
library(stringr)
library(DT)
library(corrplot)
library(klaR)
library(plotly)
library(plyr)
library(caret)
library(leaflet)
library(shiny)
library(MASS) # for LDA and QDA.
library(readxl)
library(readr)
library(e1071)
library(knitr)
library(DT)ArcLakeGroupSummary <- read_excel("~/Desktop/EPSRC Project /ArcLakeGroupSummary.xlsx")
dundeedata <- read_csv("~/Desktop/EPSRC Project /dundeedata.csv.xls")
colnames(dundeedata)[1]<-"GloboLakes_ID" # change the GloboLID column name to GloboLakes_ID to make the merge easier.
Data<-merge(ArcLakeGroupSummary, dundeedata, by = "GloboLakes_ID", all = TRUE )
Data<-subset(Data, Group!="NA") # The data set is back to the original 732 rows just with extra columns of information
Data$Group<-as.factor(Data$Group)# Stratify the entire training set into training and test sets
set.seed(12)
library(caret)
train.index<-createDataPartition(Data$Group, p=0.8, list = FALSE)
train.set<-Data[train.index, ]
test.set<-Data[-train.index, ]
# Stratify the training set into 5 folds
set.seed(12)
folds <- createFolds(y=factor(train.set$Group), k = 5, list = FALSE)
train.set$fold <- foldsfor i in 10:50
## Parsed with column specification:
## cols(
## GloboLID = col_integer(),
## `1_L_Area_Perimeter_UTM_(997L).AREA_sqkm` = col_double(),
## `1_L_Area_Perimeter_UTM_(997L).PERIMETER_km` = col_double(),
## KG_Coding = col_character(),
## KG_Class = col_character(),
## KG_ID = col_integer(),
## KG_RGB = col_character(),
## TEOW = col_character(),
## Rocktype = col_character(),
## GLiM = col_integer(),
## RiverDensity = col_double(),
## `1_c_Area_Perimeter_UTM_(996c).AREA_sqkm` = col_double(),
## `1_c_Area_Perimeter_UTM_(996c).PERIMETER_km` = col_double()
## )## [1] 10
## Folds Error Est.Variance Partitioning
## 1 5 0.05762712 2.398736e-04 Non-Stratified
## 2 10 0.05084746 1.404450e-04 Non-Stratified
## 3 20 0.05254237 9.873859e-05 Non-Stratified
## 4 50 0.04745763 8.391147e-05 Non-Stratified
## 5 100 0.04915254 7.171268e-05 Non-Stratified
## 6 5 0.05593220 6.634893e-05 Stratified
## 7 10 0.04915254 7.802883e-05 Stratified
## 8 20 0.04745763 5.716330e-05 Stratified
## 9 50 0.04745763 9.951532e-05 Stratified
## 10 100 0.04576271 6.059557e-05 Stratified## Parsed with column specification:
## cols(
## GloboLID = col_integer(),
## `1_L_Area_Perimeter_UTM_(997L).AREA_sqkm` = col_double(),
## `1_L_Area_Perimeter_UTM_(997L).PERIMETER_km` = col_double(),
## KG_Coding = col_character(),
## KG_Class = col_character(),
## KG_ID = col_integer(),
## KG_RGB = col_character(),
## TEOW = col_character(),
## Rocktype = col_character(),
## GLiM = col_integer(),
## RiverDensity = col_double(),
## `1_c_Area_Perimeter_UTM_(996c).AREA_sqkm` = col_double(),
## `1_c_Area_Perimeter_UTM_(996c).PERIMETER_km` = col_double()
## )## [1] 11
## Folds Error Est.Variance Partitioning
## 1 5 0.04237288 3.590922e-05 Non-Stratified
## 2 10 0.04237288 3.351527e-05 Non-Stratified
## 3 20 0.04237288 7.513956e-05 Non-Stratified
## 4 50 0.04237288 6.489243e-05 Non-Stratified
## 5 100 0.04237288 7.134792e-05 Non-Stratified
## 6 5 0.04067797 1.375071e-04 Stratified
## 7 10 0.04576271 4.554748e-05 Stratified
## 8 20 0.04237288 1.115539e-04 Stratified
## 9 50 0.04237288 7.683447e-05 Stratified
## 10 100 0.04237288 7.935461e-05 Stratified## Parsed with column specification:
## cols(
## GloboLID = col_integer(),
## `1_L_Area_Perimeter_UTM_(997L).AREA_sqkm` = col_double(),
## `1_L_Area_Perimeter_UTM_(997L).PERIMETER_km` = col_double(),
## KG_Coding = col_character(),
## KG_Class = col_character(),
## KG_ID = col_integer(),
## KG_RGB = col_character(),
## TEOW = col_character(),
## Rocktype = col_character(),
## GLiM = col_integer(),
## RiverDensity = col_double(),
## `1_c_Area_Perimeter_UTM_(996c).AREA_sqkm` = col_double(),
## `1_c_Area_Perimeter_UTM_(996c).PERIMETER_km` = col_double()
## )## [1] 12
## Folds Error Est.Variance Partitioning
## 1 5 0.04915254 2.255099e-04 Non-Stratified
## 2 10 0.04576271 1.343803e-04 Non-Stratified
## 3 20 0.04576271 1.070766e-04 Non-Stratified
## 4 50 0.04745763 8.619076e-05 Non-Stratified
## 5 100 0.04745763 7.901235e-05 Non-Stratified
## 6 5 0.04915254 1.188159e-04 Stratified
## 7 10 0.03898305 7.711972e-05 Stratified
## 8 20 0.04576271 6.184794e-05 Stratified
## 9 50 0.04576271 6.336851e-05 Stratified
## 10 100 0.04576271 8.216619e-05 Stratified## Parsed with column specification:
## cols(
## GloboLID = col_integer(),
## `1_L_Area_Perimeter_UTM_(997L).AREA_sqkm` = col_double(),
## `1_L_Area_Perimeter_UTM_(997L).PERIMETER_km` = col_double(),
## KG_Coding = col_character(),
## KG_Class = col_character(),
## KG_ID = col_integer(),
## KG_RGB = col_character(),
## TEOW = col_character(),
## Rocktype = col_character(),
## GLiM = col_integer(),
## RiverDensity = col_double(),
## `1_c_Area_Perimeter_UTM_(996c).AREA_sqkm` = col_double(),
## `1_c_Area_Perimeter_UTM_(996c).PERIMETER_km` = col_double()
## )## [1] 13
## Folds Error Est.Variance Partitioning
## 1 5 0.04915254 1.608733e-04 Non-Stratified
## 2 10 0.05423729 1.136327e-04 Non-Stratified
## 3 20 0.05423729 5.253145e-05 Non-Stratified
## 4 50 0.05084746 7.438063e-05 Non-Stratified
## 5 100 0.05254237 8.334905e-05 Non-Stratified
## 6 5 0.05254237 1.564124e-04 Stratified
## 7 10 0.05423729 6.751202e-05 Stratified
## 8 20 0.04915254 6.385227e-05 Stratified
## 9 50 0.05254237 6.627349e-05 Stratified
## 10 100 0.04915254 7.831141e-05 Stratified## Parsed with column specification:
## cols(
## GloboLID = col_integer(),
## `1_L_Area_Perimeter_UTM_(997L).AREA_sqkm` = col_double(),
## `1_L_Area_Perimeter_UTM_(997L).PERIMETER_km` = col_double(),
## KG_Coding = col_character(),
## KG_Class = col_character(),
## KG_ID = col_integer(),
## KG_RGB = col_character(),
## TEOW = col_character(),
## Rocktype = col_character(),
## GLiM = col_integer(),
## RiverDensity = col_double(),
## `1_c_Area_Perimeter_UTM_(996c).AREA_sqkm` = col_double(),
## `1_c_Area_Perimeter_UTM_(996c).PERIMETER_km` = col_double()
## )## [1] 14
## Folds Error Est.Variance Partitioning
## 1 5 0.05932203 5.027291e-05 Non-Stratified
## 2 10 0.05084746 2.553545e-05 Non-Stratified
## 3 20 0.04576271 1.052044e-04 Non-Stratified
## 4 50 0.04576271 1.012608e-04 Non-Stratified
## 5 100 0.04745763 1.026655e-04 Non-Stratified
## 6 5 0.04915254 1.022931e-04 Stratified
## 7 10 0.04745763 6.143786e-05 Stratified
## 8 20 0.04576271 6.921237e-05 Stratified
## 9 50 0.04745763 5.566356e-05 Stratified
## 10 100 0.04576271 8.951247e-05 Stratified## Parsed with column specification:
## cols(
## GloboLID = col_integer(),
## `1_L_Area_Perimeter_UTM_(997L).AREA_sqkm` = col_double(),
## `1_L_Area_Perimeter_UTM_(997L).PERIMETER_km` = col_double(),
## KG_Coding = col_character(),
## KG_Class = col_character(),
## KG_ID = col_integer(),
## KG_RGB = col_character(),
## TEOW = col_character(),
## Rocktype = col_character(),
## GLiM = col_integer(),
## RiverDensity = col_double(),
## `1_c_Area_Perimeter_UTM_(996c).AREA_sqkm` = col_double(),
## `1_c_Area_Perimeter_UTM_(996c).PERIMETER_km` = col_double()
## )## [1] 15
## Folds Error Est.Variance Partitioning
## 1 5 0.04745763 1.867280e-05 Non-Stratified
## 2 10 0.04576271 6.415781e-05 Non-Stratified
## 3 20 0.05084746 1.027879e-04 Non-Stratified
## 4 50 0.04745763 8.186708e-05 Non-Stratified
## 5 100 0.04745763 7.993154e-05 Non-Stratified
## 6 5 0.05254237 1.619130e-04 Stratified
## 7 10 0.04915254 1.433231e-04 Stratified
## 8 20 0.04745763 1.179987e-04 Stratified
## 9 50 0.04576271 7.666338e-05 Stratified
## 10 100 0.04915254 8.684333e-05 Stratified## Parsed with column specification:
## cols(
## GloboLID = col_integer(),
## `1_L_Area_Perimeter_UTM_(997L).AREA_sqkm` = col_double(),
## `1_L_Area_Perimeter_UTM_(997L).PERIMETER_km` = col_double(),
## KG_Coding = col_character(),
## KG_Class = col_character(),
## KG_ID = col_integer(),
## KG_RGB = col_character(),
## TEOW = col_character(),
## Rocktype = col_character(),
## GLiM = col_integer(),
## RiverDensity = col_double(),
## `1_c_Area_Perimeter_UTM_(996c).AREA_sqkm` = col_double(),
## `1_c_Area_Perimeter_UTM_(996c).PERIMETER_km` = col_double()
## )## [1] 16
## Folds Error Est.Variance Partitioning
## 1 5 0.04745763 6.176386e-05 Non-Stratified
## 2 10 0.05254237 1.050145e-04 Non-Stratified
## 3 20 0.04915254 9.680649e-05 Non-Stratified
## 4 50 0.04915254 6.972508e-05 Non-Stratified
## 5 100 0.04915254 7.642088e-05 Non-Stratified
## 6 5 0.05084746 1.173705e-04 Stratified
## 7 10 0.04745763 6.026642e-05 Stratified
## 8 20 0.04745763 4.463110e-05 Stratified
## 9 50 0.04745763 7.610577e-05 Stratified
## 10 100 0.04915254 8.092546e-05 Stratified## Parsed with column specification:
## cols(
## GloboLID = col_integer(),
## `1_L_Area_Perimeter_UTM_(997L).AREA_sqkm` = col_double(),
## `1_L_Area_Perimeter_UTM_(997L).PERIMETER_km` = col_double(),
## KG_Coding = col_character(),
## KG_Class = col_character(),
## KG_ID = col_integer(),
## KG_RGB = col_character(),
## TEOW = col_character(),
## Rocktype = col_character(),
## GLiM = col_integer(),
## RiverDensity = col_double(),
## `1_c_Area_Perimeter_UTM_(996c).AREA_sqkm` = col_double(),
## `1_c_Area_Perimeter_UTM_(996c).PERIMETER_km` = col_double()
## )## [1] 17
## Folds Error Est.Variance Partitioning
## 1 5 0.04745763 7.612755e-05 Non-Stratified
## 2 10 0.04406780 9.703470e-05 Non-Stratified
## 3 20 0.05254237 1.050552e-04 Non-Stratified
## 4 50 0.04745763 9.417177e-05 Non-Stratified
## 5 100 0.04745763 9.298653e-05 Non-Stratified
## 6 5 0.04576271 2.720652e-05 Stratified
## 7 10 0.04576271 3.210758e-05 Stratified
## 8 20 0.04745763 6.980323e-05 Stratified
## 9 50 0.04745763 1.126576e-04 Stratified
## 10 100 0.04745763 6.825190e-05 Stratified## Parsed with column specification:
## cols(
## GloboLID = col_integer(),
## `1_L_Area_Perimeter_UTM_(997L).AREA_sqkm` = col_double(),
## `1_L_Area_Perimeter_UTM_(997L).PERIMETER_km` = col_double(),
## KG_Coding = col_character(),
## KG_Class = col_character(),
## KG_ID = col_integer(),
## KG_RGB = col_character(),
## TEOW = col_character(),
## Rocktype = col_character(),
## GLiM = col_integer(),
## RiverDensity = col_double(),
## `1_c_Area_Perimeter_UTM_(996c).AREA_sqkm` = col_double(),
## `1_c_Area_Perimeter_UTM_(996c).PERIMETER_km` = col_double()
## )## [1] 18
## Folds Error Est.Variance Partitioning
## 1 5 0.05593220 7.612755e-05 Non-Stratified
## 2 10 0.04915254 8.586294e-05 Non-Stratified
## 3 20 0.04745763 8.399704e-05 Non-Stratified
## 4 50 0.04745763 1.100778e-04 Non-Stratified
## 5 100 0.04745763 8.916358e-05 Non-Stratified
## 6 5 0.04576271 5.790635e-05 Stratified
## 7 10 0.04406780 8.717327e-05 Stratified
## 8 20 0.04406780 6.857697e-05 Stratified
## 9 50 0.04576271 5.859190e-05 Stratified
## 10 100 0.04576271 6.664624e-05 Stratified## Parsed with column specification:
## cols(
## GloboLID = col_integer(),
## `1_L_Area_Perimeter_UTM_(997L).AREA_sqkm` = col_double(),
## `1_L_Area_Perimeter_UTM_(997L).PERIMETER_km` = col_double(),
## KG_Coding = col_character(),
## KG_Class = col_character(),
## KG_ID = col_integer(),
## KG_RGB = col_character(),
## TEOW = col_character(),
## Rocktype = col_character(),
## GLiM = col_integer(),
## RiverDensity = col_double(),
## `1_c_Area_Perimeter_UTM_(996c).AREA_sqkm` = col_double(),
## `1_c_Area_Perimeter_UTM_(996c).PERIMETER_km` = col_double()
## )## [1] 19
## Folds Error Est.Variance Partitioning
## 1 5 0.05423729 2.413100e-04 Non-Stratified
## 2 10 0.04915254 8.586294e-05 Non-Stratified
## 3 20 0.04915254 1.213083e-04 Non-Stratified
## 4 50 0.04915254 8.011469e-05 Non-Stratified
## 5 100 0.04915254 8.673850e-05 Non-Stratified
## 6 5 0.04745763 2.915775e-04 Stratified
## 7 10 0.04576271 7.784145e-05 Stratified
## 8 20 0.04576271 8.388941e-05 Stratified
## 9 50 0.04745763 6.109243e-05 Stratified
## 10 100 0.04745763 1.000647e-04 Stratified## Parsed with column specification:
## cols(
## GloboLID = col_integer(),
## `1_L_Area_Perimeter_UTM_(997L).AREA_sqkm` = col_double(),
## `1_L_Area_Perimeter_UTM_(997L).PERIMETER_km` = col_double(),
## KG_Coding = col_character(),
## KG_Class = col_character(),
## KG_ID = col_integer(),
## KG_RGB = col_character(),
## TEOW = col_character(),
## Rocktype = col_character(),
## GLiM = col_integer(),
## RiverDensity = col_double(),
## `1_c_Area_Perimeter_UTM_(996c).AREA_sqkm` = col_double(),
## `1_c_Area_Perimeter_UTM_(996c).PERIMETER_km` = col_double()
## )## [1] 20
## Folds Error Est.Variance Partitioning
## 1 5 0.05254237 1.106004e-04 Non-Stratified
## 2 10 0.04576271 1.088448e-04 Non-Stratified
## 3 20 0.04576271 7.664267e-05 Non-Stratified
## 4 50 0.04406780 6.827318e-05 Non-Stratified
## 5 100 0.04406780 7.422110e-05 Non-Stratified
## 6 5 0.04406780 2.397431e-05 Stratified
## 7 10 0.05084746 1.290987e-04 Stratified
## 8 20 0.04576271 1.101375e-04 Stratified
## 9 50 0.04406780 5.853519e-05 Stratified
## 10 100 0.04576271 7.725123e-05 Stratified## Parsed with column specification:
## cols(
## GloboLID = col_integer(),
## `1_L_Area_Perimeter_UTM_(997L).AREA_sqkm` = col_double(),
## `1_L_Area_Perimeter_UTM_(997L).PERIMETER_km` = col_double(),
## KG_Coding = col_character(),
## KG_Class = col_character(),
## KG_ID = col_integer(),
## KG_RGB = col_character(),
## TEOW = col_character(),
## Rocktype = col_character(),
## GLiM = col_integer(),
## RiverDensity = col_double(),
## `1_c_Area_Perimeter_UTM_(996c).AREA_sqkm` = col_double(),
## `1_c_Area_Perimeter_UTM_(996c).PERIMETER_km` = col_double()
## )## [1] 21
## Folds Error Est.Variance Partitioning
## 1 5 0.05932203 5.745475e-05 Non-Stratified
## 2 10 0.05762712 1.098024e-04 Non-Stratified
## 3 20 0.06101695 9.726855e-05 Non-Stratified
## 4 50 0.06101695 7.156022e-05 Non-Stratified
## 5 100 0.06101695 7.917396e-05 Non-Stratified
## 6 5 0.05254237 9.700403e-06 Stratified
## 7 10 0.06779661 1.600325e-04 Stratified
## 8 20 0.05762712 1.026922e-04 Stratified
## 9 50 0.05932203 1.046239e-04 Stratified
## 10 100 0.06101695 9.204814e-05 Stratified## Parsed with column specification:
## cols(
## GloboLID = col_integer(),
## `1_L_Area_Perimeter_UTM_(997L).AREA_sqkm` = col_double(),
## `1_L_Area_Perimeter_UTM_(997L).PERIMETER_km` = col_double(),
## KG_Coding = col_character(),
## KG_Class = col_character(),
## KG_ID = col_integer(),
## KG_RGB = col_character(),
## TEOW = col_character(),
## Rocktype = col_character(),
## GLiM = col_integer(),
## RiverDensity = col_double(),
## `1_c_Area_Perimeter_UTM_(996c).AREA_sqkm` = col_double(),
## `1_c_Area_Perimeter_UTM_(996c).PERIMETER_km` = col_double()
## )## [1] 22
## Folds Error Est.Variance Partitioning
## 1 5 0.04067797 5.314565e-05 Non-Stratified
## 2 10 0.04406780 5.873153e-05 Non-Stratified
## 3 20 0.04915254 5.013139e-05 Non-Stratified
## 4 50 0.04745763 9.065797e-05 Non-Stratified
## 5 100 0.04576271 8.429181e-05 Non-Stratified
## 6 5 0.04237288 1.797981e-04 Stratified
## 7 10 0.04237288 5.276237e-05 Stratified
## 8 20 0.04406780 4.944143e-05 Stratified
## 9 50 0.04406780 5.615747e-05 Stratified
## 10 100 0.04406780 9.542594e-05 Stratified## Parsed with column specification:
## cols(
## GloboLID = col_integer(),
## `1_L_Area_Perimeter_UTM_(997L).AREA_sqkm` = col_double(),
## `1_L_Area_Perimeter_UTM_(997L).PERIMETER_km` = col_double(),
## KG_Coding = col_character(),
## KG_Class = col_character(),
## KG_ID = col_integer(),
## KG_RGB = col_character(),
## TEOW = col_character(),
## Rocktype = col_character(),
## GLiM = col_integer(),
## RiverDensity = col_double(),
## `1_c_Area_Perimeter_UTM_(996c).AREA_sqkm` = col_double(),
## `1_c_Area_Perimeter_UTM_(996c).PERIMETER_km` = col_double()
## )## [1] 23
## Folds Error Est.Variance Partitioning
## 1 5 0.06440678 2.054007e-04 Non-Stratified
## 2 10 0.05762712 9.065083e-05 Non-Stratified
## 3 20 0.05762712 6.286708e-05 Non-Stratified
## 4 50 0.05593220 8.761502e-05 Non-Stratified
## 5 100 0.05593220 1.105499e-04 Non-Stratified
## 6 5 0.05423729 4.354813e-06 Stratified
## 7 10 0.05254237 1.804304e-04 Stratified
## 8 20 0.05423729 1.028326e-04 Stratified
## 9 50 0.05423729 8.466022e-05 Stratified
## 10 100 0.05423729 8.467654e-05 Stratified## Parsed with column specification:
## cols(
## GloboLID = col_integer(),
## `1_L_Area_Perimeter_UTM_(997L).AREA_sqkm` = col_double(),
## `1_L_Area_Perimeter_UTM_(997L).PERIMETER_km` = col_double(),
## KG_Coding = col_character(),
## KG_Class = col_character(),
## KG_ID = col_integer(),
## KG_RGB = col_character(),
## TEOW = col_character(),
## Rocktype = col_character(),
## GLiM = col_integer(),
## RiverDensity = col_double(),
## `1_c_Area_Perimeter_UTM_(996c).AREA_sqkm` = col_double(),
## `1_c_Area_Perimeter_UTM_(996c).PERIMETER_km` = col_double()
## )## [1] 24
## Folds Error Est.Variance Partitioning
## 1 5 0.05593220 6.176386e-05 Non-Stratified
## 2 10 0.05593220 7.054167e-05 Non-Stratified
## 3 20 0.05593220 7.117354e-05 Non-Stratified
## 4 50 0.04745763 7.534951e-05 Non-Stratified
## 5 100 0.05084746 7.754882e-05 Non-Stratified
## 6 5 0.05593220 1.711893e-04 Stratified
## 7 10 0.05084746 3.803242e-05 Stratified
## 8 20 0.05084746 7.552333e-05 Stratified
## 9 50 0.04915254 8.389018e-05 Stratified
## 10 100 0.05084746 6.351220e-05 Stratified## Parsed with column specification:
## cols(
## GloboLID = col_integer(),
## `1_L_Area_Perimeter_UTM_(997L).AREA_sqkm` = col_double(),
## `1_L_Area_Perimeter_UTM_(997L).PERIMETER_km` = col_double(),
## KG_Coding = col_character(),
## KG_Class = col_character(),
## KG_ID = col_integer(),
## KG_RGB = col_character(),
## TEOW = col_character(),
## Rocktype = col_character(),
## GLiM = col_integer(),
## RiverDensity = col_double(),
## `1_c_Area_Perimeter_UTM_(996c).AREA_sqkm` = col_double(),
## `1_c_Area_Perimeter_UTM_(996c).PERIMETER_km` = col_double()
## )## [1] 25
## Folds Error Est.Variance Partitioning
## 1 5 0.05084746 5.745475e-05 Non-Stratified
## 2 10 0.05084746 5.107089e-05 Non-Stratified
## 3 20 0.05084746 7.395981e-05 Non-Stratified
## 4 50 0.04745763 5.616441e-05 Non-Stratified
## 5 100 0.04745763 5.931650e-05 Non-Stratified
## 6 5 0.05593220 7.335820e-05 Stratified
## 7 10 0.04745763 6.275313e-05 Stratified
## 8 20 0.04745763 4.881171e-05 Stratified
## 9 50 0.04915254 8.447291e-05 Stratified
## 10 100 0.04915254 9.020478e-05 Stratified## Parsed with column specification:
## cols(
## GloboLID = col_integer(),
## `1_L_Area_Perimeter_UTM_(997L).AREA_sqkm` = col_double(),
## `1_L_Area_Perimeter_UTM_(997L).PERIMETER_km` = col_double(),
## KG_Coding = col_character(),
## KG_Class = col_character(),
## KG_ID = col_integer(),
## KG_RGB = col_character(),
## TEOW = col_character(),
## Rocktype = col_character(),
## GLiM = col_integer(),
## RiverDensity = col_double(),
## `1_c_Area_Perimeter_UTM_(996c).AREA_sqkm` = col_double(),
## `1_c_Area_Perimeter_UTM_(996c).PERIMETER_km` = col_double()
## )## [1] 26
## Folds Error Est.Variance Partitioning
## 1 5 0.04406780 6.750934e-05 Non-Stratified
## 2 10 0.04745763 6.256184e-05 Non-Stratified
## 3 20 0.04576271 7.380628e-05 Non-Stratified
## 4 50 0.04745763 7.799751e-05 Non-Stratified
## 5 100 0.04576271 6.277329e-05 Non-Stratified
## 6 5 0.04745763 7.700093e-05 Stratified
## 7 10 0.04406780 7.022806e-05 Stratified
## 8 20 0.04745763 5.830631e-05 Stratified
## 9 50 0.04745763 9.724583e-05 Stratified
## 10 100 0.04745763 9.504124e-05 Stratified## Parsed with column specification:
## cols(
## GloboLID = col_integer(),
## `1_L_Area_Perimeter_UTM_(997L).AREA_sqkm` = col_double(),
## `1_L_Area_Perimeter_UTM_(997L).PERIMETER_km` = col_double(),
## KG_Coding = col_character(),
## KG_Class = col_character(),
## KG_ID = col_integer(),
## KG_RGB = col_character(),
## TEOW = col_character(),
## Rocktype = col_character(),
## GLiM = col_integer(),
## RiverDensity = col_double(),
## `1_c_Area_Perimeter_UTM_(996c).AREA_sqkm` = col_double(),
## `1_c_Area_Perimeter_UTM_(996c).PERIMETER_km` = col_double()
## )## [1] 27
## Folds Error Est.Variance Partitioning
## 1 5 0.05254237 3.160011e-05 Non-Stratified
## 2 10 0.04915254 6.671135e-05 Non-Stratified
## 3 20 0.04576271 5.472052e-05 Non-Stratified
## 4 50 0.04237288 7.730787e-05 Non-Stratified
## 5 100 0.04406780 6.802581e-05 Non-Stratified
## 6 5 0.04406780 7.521933e-05 Stratified
## 7 10 0.04745763 3.114843e-05 Stratified
## 8 20 0.04067797 7.254769e-05 Stratified
## 9 50 0.04406780 8.294830e-05 Stratified
## 10 100 0.04576271 7.407570e-05 Stratified## Parsed with column specification:
## cols(
## GloboLID = col_integer(),
## `1_L_Area_Perimeter_UTM_(997L).AREA_sqkm` = col_double(),
## `1_L_Area_Perimeter_UTM_(997L).PERIMETER_km` = col_double(),
## KG_Coding = col_character(),
## KG_Class = col_character(),
## KG_ID = col_integer(),
## KG_RGB = col_character(),
## TEOW = col_character(),
## Rocktype = col_character(),
## GLiM = col_integer(),
## RiverDensity = col_double(),
## `1_c_Area_Perimeter_UTM_(996c).AREA_sqkm` = col_double(),
## `1_c_Area_Perimeter_UTM_(996c).PERIMETER_km` = col_double()
## )## [1] 28
## Folds Error Est.Variance Partitioning
## 1 5 0.05762712 9.623671e-05 Non-Stratified
## 2 10 0.05423729 1.264005e-04 Non-Stratified
## 3 20 0.05254237 1.018924e-04 Non-Stratified
## 4 50 0.05423729 9.302442e-05 Non-Stratified
## 5 100 0.05254237 1.024902e-04 Non-Stratified
## 6 5 0.05423729 1.028769e-04 Stratified
## 7 10 0.05762712 4.412752e-05 Stratified
## 8 20 0.05254237 7.255799e-05 Stratified
## 9 50 0.05762712 9.117964e-05 Stratified
## 10 100 0.05423729 8.493920e-05 Stratified## Parsed with column specification:
## cols(
## GloboLID = col_integer(),
## `1_L_Area_Perimeter_UTM_(997L).AREA_sqkm` = col_double(),
## `1_L_Area_Perimeter_UTM_(997L).PERIMETER_km` = col_double(),
## KG_Coding = col_character(),
## KG_Class = col_character(),
## KG_ID = col_integer(),
## KG_RGB = col_character(),
## TEOW = col_character(),
## Rocktype = col_character(),
## GLiM = col_integer(),
## RiverDensity = col_double(),
## `1_c_Area_Perimeter_UTM_(996c).AREA_sqkm` = col_double(),
## `1_c_Area_Perimeter_UTM_(996c).PERIMETER_km` = col_double()
## )## [1] 29
## Folds Error Est.Variance Partitioning
## 1 5 0.04915254 3.160011e-05 Non-Stratified
## 2 10 0.04915254 1.050145e-04 Non-Stratified
## 3 20 0.04067797 6.913639e-05 Non-Stratified
## 4 50 0.04406780 8.314546e-05 Non-Stratified
## 5 100 0.04576271 7.868013e-05 Non-Stratified
## 6 5 0.04576271 1.284953e-04 Stratified
## 7 10 0.04406780 4.540800e-05 Stratified
## 8 20 0.04406780 6.213869e-05 Stratified
## 9 50 0.04237288 7.502282e-05 Stratified
## 10 100 0.04406780 6.808296e-05 Stratified## Parsed with column specification:
## cols(
## GloboLID = col_integer(),
## `1_L_Area_Perimeter_UTM_(997L).AREA_sqkm` = col_double(),
## `1_L_Area_Perimeter_UTM_(997L).PERIMETER_km` = col_double(),
## KG_Coding = col_character(),
## KG_Class = col_character(),
## KG_ID = col_integer(),
## KG_RGB = col_character(),
## TEOW = col_character(),
## Rocktype = col_character(),
## GLiM = col_integer(),
## RiverDensity = col_double(),
## `1_c_Area_Perimeter_UTM_(996c).AREA_sqkm` = col_double(),
## `1_c_Area_Perimeter_UTM_(996c).PERIMETER_km` = col_double()
## )## [1] 30
## Folds Error Est.Variance Partitioning
## 1 5 0.05084746 3.590922e-05 Non-Stratified
## 2 10 0.05084746 7.022248e-05 Non-Stratified
## 3 20 0.05254237 1.430148e-04 Non-Stratified
## 4 50 0.05423729 1.010963e-04 Non-Stratified
## 5 100 0.05254237 9.457239e-05 Non-Stratified
## 6 5 0.05084746 1.461533e-04 Stratified
## 7 10 0.05084746 7.219770e-05 Stratified
## 8 20 0.05593220 1.766815e-04 Stratified
## 9 50 0.05423729 1.054220e-04 Stratified
## 10 100 0.05254237 8.005776e-05 Stratified## Parsed with column specification:
## cols(
## GloboLID = col_integer(),
## `1_L_Area_Perimeter_UTM_(997L).AREA_sqkm` = col_double(),
## `1_L_Area_Perimeter_UTM_(997L).PERIMETER_km` = col_double(),
## KG_Coding = col_character(),
## KG_Class = col_character(),
## KG_ID = col_integer(),
## KG_RGB = col_character(),
## TEOW = col_character(),
## Rocktype = col_character(),
## GLiM = col_integer(),
## RiverDensity = col_double(),
## `1_c_Area_Perimeter_UTM_(996c).AREA_sqkm` = col_double(),
## `1_c_Area_Perimeter_UTM_(996c).PERIMETER_km` = col_double()
## )## [1] 31
## Folds Error Est.Variance Partitioning
## 1 5 0.05593220 9.049124e-05 Non-Stratified
## 2 10 0.05593220 1.726835e-04 Non-Stratified
## 3 20 0.05762712 4.691958e-05 Non-Stratified
## 4 50 0.05423729 8.801364e-05 Non-Stratified
## 5 100 0.05254237 8.758249e-05 Non-Stratified
## 6 5 0.05593220 9.249052e-05 Stratified
## 7 10 0.05423729 5.973200e-05 Stratified
## 8 20 0.05084746 1.670730e-04 Stratified
## 9 50 0.05254237 1.042811e-04 Stratified
## 10 100 0.05423729 7.299500e-05 Stratified## Parsed with column specification:
## cols(
## GloboLID = col_integer(),
## `1_L_Area_Perimeter_UTM_(997L).AREA_sqkm` = col_double(),
## `1_L_Area_Perimeter_UTM_(997L).PERIMETER_km` = col_double(),
## KG_Coding = col_character(),
## KG_Class = col_character(),
## KG_ID = col_integer(),
## KG_RGB = col_character(),
## TEOW = col_character(),
## Rocktype = col_character(),
## GLiM = col_integer(),
## RiverDensity = col_double(),
## `1_c_Area_Perimeter_UTM_(996c).AREA_sqkm` = col_double(),
## `1_c_Area_Perimeter_UTM_(996c).PERIMETER_km` = col_double()
## )## [1] 32
## Folds Error Est.Variance Partitioning
## 1 5 0.05254237 7.469118e-05 Non-Stratified
## 2 10 0.04745763 3.702640e-05 Non-Stratified
## 3 20 0.04915254 1.759015e-04 Non-Stratified
## 4 50 0.04576271 8.737213e-05 Non-Stratified
## 5 100 0.04576271 8.614590e-05 Non-Stratified
## 6 5 0.05423729 1.997742e-04 Stratified
## 7 10 0.05084746 9.927326e-05 Stratified
## 8 20 0.05084746 7.926386e-05 Stratified
## 9 50 0.04576271 7.343627e-05 Stratified
## 10 100 0.04576271 7.358879e-05 Stratified## Parsed with column specification:
## cols(
## GloboLID = col_integer(),
## `1_L_Area_Perimeter_UTM_(997L).AREA_sqkm` = col_double(),
## `1_L_Area_Perimeter_UTM_(997L).PERIMETER_km` = col_double(),
## KG_Coding = col_character(),
## KG_Class = col_character(),
## KG_ID = col_integer(),
## KG_RGB = col_character(),
## TEOW = col_character(),
## Rocktype = col_character(),
## GLiM = col_integer(),
## RiverDensity = col_double(),
## `1_c_Area_Perimeter_UTM_(996c).AREA_sqkm` = col_double(),
## `1_c_Area_Perimeter_UTM_(996c).PERIMETER_km` = col_double()
## )## [1] 33
## Folds Error Est.Variance Partitioning
## 1 5 0.05762712 1.005458e-05 Non-Stratified
## 2 10 0.05084746 7.022248e-05 Non-Stratified
## 3 20 0.04745763 6.839183e-05 Non-Stratified
## 4 50 0.04915254 9.479067e-05 Non-Stratified
## 5 100 0.04745763 8.044332e-05 Non-Stratified
## 6 5 0.05254237 4.136817e-05 Stratified
## 7 10 0.05254237 5.251369e-05 Stratified
## 8 20 0.05254237 1.236084e-04 Stratified
## 9 50 0.04745763 7.482743e-05 Stratified
## 10 100 0.05084746 7.254292e-05 Stratified## Parsed with column specification:
## cols(
## GloboLID = col_integer(),
## `1_L_Area_Perimeter_UTM_(997L).AREA_sqkm` = col_double(),
## `1_L_Area_Perimeter_UTM_(997L).PERIMETER_km` = col_double(),
## KG_Coding = col_character(),
## KG_Class = col_character(),
## KG_ID = col_integer(),
## KG_RGB = col_character(),
## TEOW = col_character(),
## Rocktype = col_character(),
## GLiM = col_integer(),
## RiverDensity = col_double(),
## `1_c_Area_Perimeter_UTM_(996c).AREA_sqkm` = col_double(),
## `1_c_Area_Perimeter_UTM_(996c).PERIMETER_km` = col_double()
## )## [1] 34
## Folds Error Est.Variance Partitioning
## 1 5 0.05254237 1.005458e-05 Non-Stratified
## 2 10 0.05423729 1.136327e-04 Non-Stratified
## 3 20 0.04745763 9.342286e-05 Non-Stratified
## 4 50 0.04915254 9.895289e-05 Non-Stratified
## 5 100 0.04915254 1.022402e-04 Non-Stratified
## 6 5 0.04576271 1.231811e-05 Stratified
## 7 10 0.04237288 7.272173e-05 Stratified
## 8 20 0.04745763 1.416787e-04 Stratified
## 9 50 0.04406780 6.500607e-05 Stratified
## 10 100 0.04576271 7.220856e-05 Stratified## Parsed with column specification:
## cols(
## GloboLID = col_integer(),
## `1_L_Area_Perimeter_UTM_(997L).AREA_sqkm` = col_double(),
## `1_L_Area_Perimeter_UTM_(997L).PERIMETER_km` = col_double(),
## KG_Coding = col_character(),
## KG_Class = col_character(),
## KG_ID = col_integer(),
## KG_RGB = col_character(),
## TEOW = col_character(),
## Rocktype = col_character(),
## GLiM = col_integer(),
## RiverDensity = col_double(),
## `1_c_Area_Perimeter_UTM_(996c).AREA_sqkm` = col_double(),
## `1_c_Area_Perimeter_UTM_(996c).PERIMETER_km` = col_double()
## )## [1] 35
## Folds Error Est.Variance Partitioning
## 1 5 0.04576271 1.867280e-05 Non-Stratified
## 2 10 0.04406780 3.957994e-05 Non-Stratified
## 3 20 0.04576271 3.755668e-05 Non-Stratified
## 4 50 0.04745763 7.281769e-05 Non-Stratified
## 5 100 0.04745763 7.053984e-05 Non-Stratified
## 6 5 0.04237288 5.802235e-05 Stratified
## 7 10 0.04576271 1.018619e-04 Stratified
## 8 20 0.04406780 7.395330e-05 Stratified
## 9 50 0.04745763 7.413477e-05 Stratified
## 10 100 0.04576271 8.081163e-05 Stratified## Parsed with column specification:
## cols(
## GloboLID = col_integer(),
## `1_L_Area_Perimeter_UTM_(997L).AREA_sqkm` = col_double(),
## `1_L_Area_Perimeter_UTM_(997L).PERIMETER_km` = col_double(),
## KG_Coding = col_character(),
## KG_Class = col_character(),
## KG_ID = col_integer(),
## KG_RGB = col_character(),
## TEOW = col_character(),
## Rocktype = col_character(),
## GLiM = col_integer(),
## RiverDensity = col_double(),
## `1_c_Area_Perimeter_UTM_(996c).AREA_sqkm` = col_double(),
## `1_c_Area_Perimeter_UTM_(996c).PERIMETER_km` = col_double()
## )## [1] 36
## Folds Error Est.Variance Partitioning
## 1 5 0.05423729 7.612755e-05 Non-Stratified
## 2 10 0.05084746 5.745475e-05 Non-Stratified
## 3 20 0.05084746 9.081294e-05 Non-Stratified
## 4 50 0.04915254 7.148809e-05 Non-Stratified
## 5 100 0.04915254 8.673850e-05 Non-Stratified
## 6 5 0.04406780 3.817143e-05 Stratified
## 7 10 0.05423729 1.334861e-04 Stratified
## 8 20 0.04406780 6.649867e-05 Stratified
## 9 50 0.05084746 9.416766e-05 Stratified
## 10 100 0.05084746 7.783816e-05 Stratified## Parsed with column specification:
## cols(
## GloboLID = col_integer(),
## `1_L_Area_Perimeter_UTM_(997L).AREA_sqkm` = col_double(),
## `1_L_Area_Perimeter_UTM_(997L).PERIMETER_km` = col_double(),
## KG_Coding = col_character(),
## KG_Class = col_character(),
## KG_ID = col_integer(),
## KG_RGB = col_character(),
## TEOW = col_character(),
## Rocktype = col_character(),
## GLiM = col_integer(),
## RiverDensity = col_double(),
## `1_c_Area_Perimeter_UTM_(996c).AREA_sqkm` = col_double(),
## `1_c_Area_Perimeter_UTM_(996c).PERIMETER_km` = col_double()
## )## [1] 37
## Folds Error Est.Variance Partitioning
## 1 5 0.05084746 5.027291e-05 Non-Stratified
## 2 10 0.04915254 6.671135e-05 Non-Stratified
## 3 20 0.05932203 6.625198e-05 Non-Stratified
## 4 50 0.05762712 1.004217e-04 Non-Stratified
## 5 100 0.05762712 9.295623e-05 Non-Stratified
## 6 5 0.05762712 5.095379e-05 Stratified
## 7 10 0.05423729 1.332064e-04 Stratified
## 8 20 0.04915254 8.893288e-05 Stratified
## 9 50 0.05762712 8.006845e-05 Stratified
## 10 100 0.05762712 1.034580e-04 Stratified## Parsed with column specification:
## cols(
## GloboLID = col_integer(),
## `1_L_Area_Perimeter_UTM_(997L).AREA_sqkm` = col_double(),
## `1_L_Area_Perimeter_UTM_(997L).PERIMETER_km` = col_double(),
## KG_Coding = col_character(),
## KG_Class = col_character(),
## KG_ID = col_integer(),
## KG_RGB = col_character(),
## TEOW = col_character(),
## Rocktype = col_character(),
## GLiM = col_integer(),
## RiverDensity = col_double(),
## `1_c_Area_Perimeter_UTM_(996c).AREA_sqkm` = col_double(),
## `1_c_Area_Perimeter_UTM_(996c).PERIMETER_km` = col_double()
## )## [1] 38
## Folds Error Est.Variance Partitioning
## 1 5 0.04745763 1.551278e-04 Non-Stratified
## 2 10 0.04576271 1.024610e-04 Non-Stratified
## 3 20 0.04745763 8.082561e-05 Non-Stratified
## 4 50 0.04576271 5.917056e-05 Non-Stratified
## 5 100 0.04576271 6.931089e-05 Non-Stratified
## 6 5 0.04406780 3.856508e-05 Stratified
## 7 10 0.04915254 1.397393e-04 Stratified
## 8 20 0.04406780 3.840637e-05 Stratified
## 9 50 0.04406780 8.185923e-05 Stratified
## 10 100 0.04576271 7.985987e-05 Stratified## Parsed with column specification:
## cols(
## GloboLID = col_integer(),
## `1_L_Area_Perimeter_UTM_(997L).AREA_sqkm` = col_double(),
## `1_L_Area_Perimeter_UTM_(997L).PERIMETER_km` = col_double(),
## KG_Coding = col_character(),
## KG_Class = col_character(),
## KG_ID = col_integer(),
## KG_RGB = col_character(),
## TEOW = col_character(),
## Rocktype = col_character(),
## GLiM = col_integer(),
## RiverDensity = col_double(),
## `1_c_Area_Perimeter_UTM_(996c).AREA_sqkm` = col_double(),
## `1_c_Area_Perimeter_UTM_(996c).PERIMETER_km` = col_double()
## )## [1] 39
## Folds Error Est.Variance Partitioning
## 1 5 0.04915254 3.878196e-05 Non-Stratified
## 2 10 0.04576271 1.024610e-04 Non-Stratified
## 3 20 0.04576271 5.647621e-05 Non-Stratified
## 4 50 0.04745763 6.607119e-05 Non-Stratified
## 5 100 0.04745763 7.392144e-05 Non-Stratified
## 6 5 0.04745763 2.188587e-04 Stratified
## 7 10 0.04406780 1.601121e-04 Stratified
## 8 20 0.04745763 4.180584e-05 Stratified
## 9 50 0.04745763 7.554780e-05 Stratified
## 10 100 0.04237288 8.949841e-05 Stratified## Parsed with column specification:
## cols(
## GloboLID = col_integer(),
## `1_L_Area_Perimeter_UTM_(997L).AREA_sqkm` = col_double(),
## `1_L_Area_Perimeter_UTM_(997L).PERIMETER_km` = col_double(),
## KG_Coding = col_character(),
## KG_Class = col_character(),
## KG_ID = col_integer(),
## KG_RGB = col_character(),
## TEOW = col_character(),
## Rocktype = col_character(),
## GLiM = col_integer(),
## RiverDensity = col_double(),
## `1_c_Area_Perimeter_UTM_(996c).AREA_sqkm` = col_double(),
## `1_c_Area_Perimeter_UTM_(996c).PERIMETER_km` = col_double()
## )## [1] 40
## Folds Error Est.Variance Partitioning
## 1 5 0.04406780 6.032749e-05 Non-Stratified
## 2 10 0.04915254 1.943886e-04 Non-Stratified
## 3 20 0.04915254 1.480279e-04 Non-Stratified
## 4 50 0.05254237 1.018539e-04 Non-Stratified
## 5 100 0.05254237 1.057957e-04 Non-Stratified
## 6 5 0.04915254 6.493436e-05 Stratified
## 7 10 0.04576271 3.799811e-05 Stratified
## 8 20 0.04406780 6.072450e-05 Stratified
## 9 50 0.05423729 7.302272e-05 Stratified
## 10 100 0.05254237 8.205247e-05 Stratified## Parsed with column specification:
## cols(
## GloboLID = col_integer(),
## `1_L_Area_Perimeter_UTM_(997L).AREA_sqkm` = col_double(),
## `1_L_Area_Perimeter_UTM_(997L).PERIMETER_km` = col_double(),
## KG_Coding = col_character(),
## KG_Class = col_character(),
## KG_ID = col_integer(),
## KG_RGB = col_character(),
## TEOW = col_character(),
## Rocktype = col_character(),
## GLiM = col_integer(),
## RiverDensity = col_double(),
## `1_c_Area_Perimeter_UTM_(996c).AREA_sqkm` = col_double(),
## `1_c_Area_Perimeter_UTM_(996c).PERIMETER_km` = col_double()
## )## [1] 41
## Folds Error Est.Variance Partitioning
## 1 5 0.04237288 9.336398e-05 Non-Stratified
## 2 10 0.04745763 9.448115e-05 Non-Stratified
## 3 20 0.04576271 1.140822e-04 Non-Stratified
## 4 50 0.04576271 6.566078e-05 Non-Stratified
## 5 100 0.04576271 6.838496e-05 Non-Stratified
## 6 5 0.04237288 2.393982e-04 Stratified
## 7 10 0.04576271 8.977840e-05 Stratified
## 8 20 0.04576271 7.403756e-05 Stratified
## 9 50 0.04745763 7.054668e-05 Stratified
## 10 100 0.04745763 6.891480e-05 Stratified## Parsed with column specification:
## cols(
## GloboLID = col_integer(),
## `1_L_Area_Perimeter_UTM_(997L).AREA_sqkm` = col_double(),
## `1_L_Area_Perimeter_UTM_(997L).PERIMETER_km` = col_double(),
## KG_Coding = col_character(),
## KG_Class = col_character(),
## KG_ID = col_integer(),
## KG_RGB = col_character(),
## TEOW = col_character(),
## Rocktype = col_character(),
## GLiM = col_integer(),
## RiverDensity = col_double(),
## `1_c_Area_Perimeter_UTM_(996c).AREA_sqkm` = col_double(),
## `1_c_Area_Perimeter_UTM_(996c).PERIMETER_km` = col_double()
## )## [1] 42
## Folds Error Est.Variance Partitioning
## 1 5 0.05423729 1.335823e-04 Non-Stratified
## 2 10 0.04915254 7.947908e-05 Non-Stratified
## 3 20 0.04745763 6.734864e-05 Non-Stratified
## 4 50 0.04745763 8.101844e-05 Non-Stratified
## 5 100 0.04745763 7.340067e-05 Non-Stratified
## 6 5 0.04406780 1.609367e-05 Stratified
## 7 10 0.04576271 3.842876e-05 Stratified
## 8 20 0.04915254 5.305792e-05 Stratified
## 9 50 0.04745763 6.128257e-05 Stratified
## 10 100 0.04745763 7.575838e-05 Stratified## Parsed with column specification:
## cols(
## GloboLID = col_integer(),
## `1_L_Area_Perimeter_UTM_(997L).AREA_sqkm` = col_double(),
## `1_L_Area_Perimeter_UTM_(997L).PERIMETER_km` = col_double(),
## KG_Coding = col_character(),
## KG_Class = col_character(),
## KG_ID = col_integer(),
## KG_RGB = col_character(),
## TEOW = col_character(),
## Rocktype = col_character(),
## GLiM = col_integer(),
## RiverDensity = col_double(),
## `1_c_Area_Perimeter_UTM_(996c).AREA_sqkm` = col_double(),
## `1_c_Area_Perimeter_UTM_(996c).PERIMETER_km` = col_double()
## )## [1] 43
## Folds Error Est.Variance Partitioning
## 1 5 0.05423729 9.049124e-05 Non-Stratified
## 2 10 0.05254237 9.224680e-05 Non-Stratified
## 3 20 0.05084746 9.247228e-05 Non-Stratified
## 4 50 0.04915254 1.064991e-04 Non-Stratified
## 5 100 0.05084746 8.562963e-05 Non-Stratified
## 6 5 0.04745763 3.404071e-05 Stratified
## 7 10 0.04745763 1.235713e-04 Stratified
## 8 20 0.04576271 1.013565e-04 Stratified
## 9 50 0.04915254 1.122594e-04 Stratified
## 10 100 0.04915254 6.788764e-05 Stratified## Parsed with column specification:
## cols(
## GloboLID = col_integer(),
## `1_L_Area_Perimeter_UTM_(997L).AREA_sqkm` = col_double(),
## `1_L_Area_Perimeter_UTM_(997L).PERIMETER_km` = col_double(),
## KG_Coding = col_character(),
## KG_Class = col_character(),
## KG_ID = col_integer(),
## KG_RGB = col_character(),
## TEOW = col_character(),
## Rocktype = col_character(),
## GLiM = col_integer(),
## RiverDensity = col_double(),
## `1_c_Area_Perimeter_UTM_(996c).AREA_sqkm` = col_double(),
## `1_c_Area_Perimeter_UTM_(996c).PERIMETER_km` = col_double()
## )## [1] 44
## Folds Error Est.Variance Partitioning
## 1 5 0.05423729 1.867280e-05 Non-Stratified
## 2 10 0.04915254 4.117591e-05 Non-Stratified
## 3 20 0.04915254 5.725732e-05 Non-Stratified
## 4 50 0.04745763 7.003859e-05 Non-Stratified
## 5 100 0.04576271 6.838496e-05 Non-Stratified
## 6 5 0.04745763 4.971911e-05 Stratified
## 7 10 0.04915254 1.059120e-04 Stratified
## 8 20 0.04745763 7.963056e-05 Stratified
## 9 50 0.04406780 8.134961e-05 Stratified
## 10 100 0.04576271 8.499224e-05 Stratified## Parsed with column specification:
## cols(
## GloboLID = col_integer(),
## `1_L_Area_Perimeter_UTM_(997L).AREA_sqkm` = col_double(),
## `1_L_Area_Perimeter_UTM_(997L).PERIMETER_km` = col_double(),
## KG_Coding = col_character(),
## KG_Class = col_character(),
## KG_ID = col_integer(),
## KG_RGB = col_character(),
## TEOW = col_character(),
## Rocktype = col_character(),
## GLiM = col_integer(),
## RiverDensity = col_double(),
## `1_c_Area_Perimeter_UTM_(996c).AREA_sqkm` = col_double(),
## `1_c_Area_Perimeter_UTM_(996c).PERIMETER_km` = col_double()
## )## [1] 45
## Folds Error Est.Variance Partitioning
## 1 5 0.05593220 1.048549e-04 Non-Stratified
## 2 10 0.05593220 9.607712e-05 Non-Stratified
## 3 20 0.05423729 8.041831e-05 Non-Stratified
## 4 50 0.05423729 9.090394e-05 Non-Stratified
## 5 100 0.05423729 8.611785e-05 Non-Stratified
## 6 5 0.05593220 7.740558e-05 Stratified
## 7 10 0.04576271 5.501549e-05 Stratified
## 8 20 0.05593220 1.663864e-04 Stratified
## 9 50 0.05423729 8.685716e-05 Stratified
## 10 100 0.05593220 7.311968e-05 Stratified## Parsed with column specification:
## cols(
## GloboLID = col_integer(),
## `1_L_Area_Perimeter_UTM_(997L).AREA_sqkm` = col_double(),
## `1_L_Area_Perimeter_UTM_(997L).PERIMETER_km` = col_double(),
## KG_Coding = col_character(),
## KG_Class = col_character(),
## KG_ID = col_integer(),
## KG_RGB = col_character(),
## TEOW = col_character(),
## Rocktype = col_character(),
## GLiM = col_integer(),
## RiverDensity = col_double(),
## `1_c_Area_Perimeter_UTM_(996c).AREA_sqkm` = col_double(),
## `1_c_Area_Perimeter_UTM_(996c).PERIMETER_km` = col_double()
## )## [1] 46
## Folds Error Est.Variance Partitioning
## 1 5 0.04915254 1.723643e-05 Non-Stratified
## 2 10 0.04915254 2.202432e-05 Non-Stratified
## 3 20 0.04576271 9.036857e-05 Non-Stratified
## 4 50 0.04576271 5.953869e-05 Non-Stratified
## 5 100 0.04576271 7.399663e-05 Non-Stratified
## 6 5 0.05084746 3.928124e-05 Stratified
## 7 10 0.04406780 1.040230e-04 Stratified
## 8 20 0.04406780 7.198870e-05 Stratified
## 9 50 0.04576271 6.858633e-05 Stratified
## 10 100 0.04576271 7.657208e-05 Stratified## Parsed with column specification:
## cols(
## GloboLID = col_integer(),
## `1_L_Area_Perimeter_UTM_(997L).AREA_sqkm` = col_double(),
## `1_L_Area_Perimeter_UTM_(997L).PERIMETER_km` = col_double(),
## KG_Coding = col_character(),
## KG_Class = col_character(),
## KG_ID = col_integer(),
## KG_RGB = col_character(),
## TEOW = col_character(),
## Rocktype = col_character(),
## GLiM = col_integer(),
## RiverDensity = col_double(),
## `1_c_Area_Perimeter_UTM_(996c).AREA_sqkm` = col_double(),
## `1_c_Area_Perimeter_UTM_(996c).PERIMETER_km` = col_double()
## )## [1] 47
## Folds Error Est.Variance Partitioning
## 1 5 0.05932203 2.872738e-05 Non-Stratified
## 2 10 0.04915254 7.947908e-05 Non-Stratified
## 3 20 0.05762712 7.649739e-05 Non-Stratified
## 4 50 0.05762712 7.163471e-05 Non-Stratified
## 5 100 0.05762712 1.000269e-04 Non-Stratified
## 6 5 0.05593220 7.344027e-05 Stratified
## 7 10 0.05423729 7.419537e-05 Stratified
## 8 20 0.05593220 7.417946e-05 Stratified
## 9 50 0.05932203 6.288992e-05 Stratified
## 10 100 0.05762712 7.144033e-05 Stratified## Parsed with column specification:
## cols(
## GloboLID = col_integer(),
## `1_L_Area_Perimeter_UTM_(997L).AREA_sqkm` = col_double(),
## `1_L_Area_Perimeter_UTM_(997L).PERIMETER_km` = col_double(),
## KG_Coding = col_character(),
## KG_Class = col_character(),
## KG_ID = col_integer(),
## KG_RGB = col_character(),
## TEOW = col_character(),
## Rocktype = col_character(),
## GLiM = col_integer(),
## RiverDensity = col_double(),
## `1_c_Area_Perimeter_UTM_(996c).AREA_sqkm` = col_double(),
## `1_c_Area_Perimeter_UTM_(996c).PERIMETER_km` = col_double()
## )## [1] 48
## Folds Error Est.Variance Partitioning
## 1 5 0.05084746 7.181844e-05 Non-Stratified
## 2 10 0.05423729 6.894571e-05 Non-Stratified
## 3 20 0.05084746 8.521170e-05 Non-Stratified
## 4 50 0.05084746 6.512629e-05 Non-Stratified
## 5 100 0.04915254 7.348457e-05 Non-Stratified
## 6 5 0.05254237 2.313165e-05 Stratified
## 7 10 0.05593220 8.449648e-05 Stratified
## 8 20 0.05084746 1.107462e-04 Stratified
## 9 50 0.04915254 8.307126e-05 Stratified
## 10 100 0.05084746 9.226712e-05 Stratified## Parsed with column specification:
## cols(
## GloboLID = col_integer(),
## `1_L_Area_Perimeter_UTM_(997L).AREA_sqkm` = col_double(),
## `1_L_Area_Perimeter_UTM_(997L).PERIMETER_km` = col_double(),
## KG_Coding = col_character(),
## KG_Class = col_character(),
## KG_ID = col_integer(),
## KG_RGB = col_character(),
## TEOW = col_character(),
## Rocktype = col_character(),
## GLiM = col_integer(),
## RiverDensity = col_double(),
## `1_c_Area_Perimeter_UTM_(996c).AREA_sqkm` = col_double(),
## `1_c_Area_Perimeter_UTM_(996c).PERIMETER_km` = col_double()
## )## [1] 49
## Folds Error Est.Variance Partitioning
## 1 5 0.04915254 4.596380e-05 Non-Stratified
## 2 10 0.04745763 4.979412e-05 Non-Stratified
## 3 20 0.05254237 8.457577e-05 Non-Stratified
## 4 50 0.04915254 8.059069e-05 Non-Stratified
## 5 100 0.04915254 8.112682e-05 Non-Stratified
## 6 5 0.05084746 1.218106e-04 Stratified
## 7 10 0.05254237 1.109359e-04 Stratified
## 8 20 0.05254237 8.286092e-05 Stratified
## 9 50 0.05084746 6.192453e-05 Stratified
## 10 100 0.04915254 9.308220e-05 Stratified## Parsed with column specification:
## cols(
## GloboLID = col_integer(),
## `1_L_Area_Perimeter_UTM_(997L).AREA_sqkm` = col_double(),
## `1_L_Area_Perimeter_UTM_(997L).PERIMETER_km` = col_double(),
## KG_Coding = col_character(),
## KG_Class = col_character(),
## KG_ID = col_integer(),
## KG_RGB = col_character(),
## TEOW = col_character(),
## Rocktype = col_character(),
## GLiM = col_integer(),
## RiverDensity = col_double(),
## `1_c_Area_Perimeter_UTM_(996c).AREA_sqkm` = col_double(),
## `1_c_Area_Perimeter_UTM_(996c).PERIMETER_km` = col_double()
## )## [1] 50
## Folds Error Est.Variance Partitioning
## 1 5 0.04915254 1.321459e-04 Non-Stratified
## 2 10 0.04745763 1.008650e-04 Non-Stratified
## 3 20 0.05084746 7.426605e-05 Non-Stratified
## 4 50 0.05084746 1.051067e-04 Non-Stratified
## 5 100 0.05084746 9.438384e-05 Non-Stratified
## 6 5 0.04745763 7.430558e-05 Stratified
## 7 10 0.04745763 4.420156e-05 Stratified
## 8 20 0.05084746 7.763061e-05 Stratified
## 9 50 0.04915254 6.868258e-05 Stratified
## 10 100 0.05084746 6.364383e-05 Stratified