How to utilise XGBoost - xgbTree model in R¶
In [1]:
# Snippet_240
# --------------------------------------------------------------
# How to utilise XGBoost (xgbTree) model in R
# --------------------------------------------------------------
# load libraries
library(mlbench)
library(caret)
# setup cross validation and control parameters
control <- trainControl(method="repeatedcv", number=3, repeats = 3, verbose = TRUE, search = "grid")
tuneLength <- 3
## Classification
data(PimaIndiansDiabetes)
# rename dataset to keep code below generic
dataset <- PimaIndiansDiabetes
dim(dataset)
sapply(dataset, class)
# Training process
# Fit / train a Linear Regression model to dataset
fit.xgBoostC <- caret::train(diabetes~., data=dataset, method="xgbTree", metric="Accuracy",
preProc=c("center", "scale"), trControl=control, tuneLength = tuneLength)
print(fit.xgBoostC)
plot(fit.xgBoostC)
## Regression
data(BostonHousing)
# rename dataset to keep code below generic
dataset <- BostonHousing
dim(dataset)
sapply(dataset, class)
fit.xgBoostR <- caret::train(medv~., data=dataset, method="xgbTree", metric=c("rmse", "r2", "mae"),
preProc=c("center", "scale"), trControl=control, tuneLength = tuneLength)
print(fit.xgBoostR)
plot(fit.xgBoostR)
Loading required package: lattice Loading required package: ggplot2
- 768
- 9
- pregnant
- 'numeric'
- glucose
- 'numeric'
- pressure
- 'numeric'
- triceps
- 'numeric'
- insulin
- 'numeric'
- mass
- 'numeric'
- pedigree
- 'numeric'
- age
- 'numeric'
- diabetes
- 'factor'
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Fold1.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 + Fold1.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 - Fold1.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 + Fold1.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 - Fold1.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 + Fold1.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 - Fold1.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 + Fold1.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 - Fold1.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 + Fold1.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 - Fold1.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 + Fold1.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 - Fold1.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 + Fold1.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 - Fold1.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 + Fold1.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 - Fold1.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 + Fold1.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 - Fold1.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 + Fold1.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 - Fold1.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 + Fold1.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 - Fold1.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 + Fold1.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 - Fold1.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 + Fold1.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 - Fold1.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 + Fold1.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 - Fold1.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 + Fold1.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 - Fold1.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 + Fold1.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 - Fold1.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 + Fold1.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 - Fold1.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 + Fold1.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 - Fold1.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 + Fold1.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 - Fold1.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 + Fold1.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 - Fold1.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 + Fold1.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 - Fold1.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 + Fold1.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 - Fold1.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 + Fold1.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 - Fold1.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 + Fold1.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 - Fold1.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 + Fold1.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 - Fold1.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 + Fold1.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 - Fold1.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 + Fold1.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 - Fold1.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 + Fold1.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 - Fold1.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 + Fold1.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 - Fold1.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 + Fold1.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 - Fold1.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 + Fold1.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 - Fold1.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 + Fold2.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 - Fold2.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 + Fold2.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 - Fold2.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 + Fold2.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 - Fold2.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 + Fold2.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 - Fold2.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 + Fold2.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 - Fold2.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 + Fold2.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 - Fold2.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 + Fold2.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 - Fold2.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 + Fold2.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 - Fold2.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 + Fold2.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 - Fold2.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 + Fold2.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 - Fold2.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 + Fold2.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 - Fold2.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 + Fold2.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 - Fold2.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 + Fold2.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 - Fold2.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 + Fold2.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 - 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Fold2.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 + Fold2.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 - Fold2.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 + Fold2.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 - Fold2.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 + Fold2.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 - Fold2.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 + Fold2.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 - Fold2.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 + Fold2.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 - Fold2.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 + Fold2.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 - Fold2.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 + Fold2.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 - Fold2.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 + Fold2.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 - Fold2.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 + Fold2.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 - Fold2.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 + Fold2.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 - Fold2.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 + Fold2.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 - Fold2.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 + Fold2.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 - Fold2.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 + Fold3.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 - Fold3.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 + Fold3.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 - Fold3.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 + Fold3.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 - Fold3.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 + Fold3.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 - Fold3.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 + Fold3.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 - Fold3.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 + Fold3.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 - Fold3.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 + Fold3.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 - Fold3.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 + Fold3.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 - Fold3.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 + Fold3.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 - Fold3.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 + Fold3.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 - Fold3.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 + Fold3.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 - Fold3.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 + Fold3.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 - Fold3.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 + Fold3.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 - Fold3.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 + Fold3.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 - Fold3.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 + Fold3.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 - Fold3.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 + Fold3.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 - Fold3.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 + Fold3.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 - Fold3.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 + Fold3.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 - Fold3.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 + Fold3.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 - Fold3.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 + Fold3.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 - Fold3.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 + Fold3.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 - Fold3.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 + Fold3.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 - Fold3.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 + Fold3.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 - Fold3.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 + Fold3.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 - Fold3.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 + Fold3.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 - Fold3.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 + Fold3.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 - Fold3.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 + Fold3.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 - Fold3.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 + Fold3.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 - Fold3.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 + Fold3.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 - Fold3.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 + Fold3.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 - Fold3.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 + Fold3.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 - Fold3.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 + Fold3.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 - Fold3.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 + Fold3.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 - Fold3.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 + Fold3.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 - Fold3.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 + Fold3.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 - Fold3.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 + Fold3.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 - Fold3.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 + Fold1.Rep2: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 - Fold1.Rep2: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 + Fold1.Rep2: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 - Fold1.Rep2: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 + Fold1.Rep2: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 - Fold1.Rep2: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 + Fold1.Rep2: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 - Fold1.Rep2: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 + Fold1.Rep2: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 - Fold1.Rep2: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 + Fold1.Rep2: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 - Fold1.Rep2: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 + Fold1.Rep2: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 - Fold1.Rep2: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 + Fold1.Rep2: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 - Fold1.Rep2: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 + Fold1.Rep2: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 - Fold1.Rep2: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 + Fold1.Rep2: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 - Fold1.Rep2: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 + Fold1.Rep2: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 - Fold1.Rep2: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 + Fold1.Rep2: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 - Fold1.Rep2: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 + Fold1.Rep2: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 - Fold1.Rep2: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 + Fold1.Rep2: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 - Fold1.Rep2: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 + Fold1.Rep2: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 - Fold1.Rep2: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 + Fold1.Rep2: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 - Fold1.Rep2: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 + Fold1.Rep2: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 - Fold1.Rep2: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 + Fold1.Rep2: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 - Fold1.Rep2: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 + Fold1.Rep2: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 - Fold1.Rep2: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 + Fold1.Rep2: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 - Fold1.Rep2: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 + Fold1.Rep2: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 - Fold1.Rep2: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 + Fold1.Rep2: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 - Fold1.Rep2: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 + Fold1.Rep2: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 - Fold1.Rep2: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 + Fold1.Rep2: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 - Fold1.Rep2: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 + Fold1.Rep2: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 - Fold1.Rep2: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 + Fold1.Rep2: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 - Fold1.Rep2: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 + Fold1.Rep2: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 - Fold1.Rep2: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 + Fold1.Rep2: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 - Fold1.Rep2: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 + Fold1.Rep2: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 - Fold1.Rep2: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 + Fold1.Rep2: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 - Fold1.Rep2: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 + Fold1.Rep2: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 - Fold1.Rep2: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 + Fold1.Rep2: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 - Fold1.Rep2: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 + Fold1.Rep2: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 - Fold1.Rep2: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 + Fold1.Rep2: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 - Fold1.Rep2: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 + Fold1.Rep2: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 - Fold1.Rep2: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 + Fold1.Rep2: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 - Fold1.Rep2: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 + Fold2.Rep2: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 - Fold2.Rep2: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 + Fold2.Rep2: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 - Fold2.Rep2: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 + Fold2.Rep2: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 - Fold2.Rep2: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 + Fold2.Rep2: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 - Fold2.Rep2: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 + Fold2.Rep2: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 - Fold2.Rep2: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 + Fold2.Rep2: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 - Fold2.Rep2: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 + Fold2.Rep2: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 - Fold2.Rep2: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 + Fold2.Rep2: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 - Fold2.Rep2: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 + Fold2.Rep2: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 - Fold2.Rep2: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 + Fold2.Rep2: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 - Fold2.Rep2: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 + Fold2.Rep2: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 - Fold2.Rep2: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 + Fold2.Rep2: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 - Fold2.Rep2: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 + Fold2.Rep2: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 - Fold2.Rep2: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 + Fold2.Rep2: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 - Fold2.Rep2: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 + Fold2.Rep2: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 - Fold2.Rep2: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 + Fold2.Rep2: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 - Fold2.Rep2: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 + Fold2.Rep2: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 - Fold2.Rep2: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 + Fold2.Rep2: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 - Fold2.Rep2: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 + Fold2.Rep2: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 - Fold2.Rep2: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 + Fold2.Rep2: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 - Fold2.Rep2: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 + Fold2.Rep2: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 - Fold2.Rep2: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 + Fold2.Rep2: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 - Fold2.Rep2: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 + Fold2.Rep2: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 - Fold2.Rep2: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 + Fold2.Rep2: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 - Fold2.Rep2: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 + Fold2.Rep2: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 - Fold2.Rep2: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 + Fold2.Rep2: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 - Fold2.Rep2: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 + Fold2.Rep2: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 - Fold2.Rep2: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 + Fold2.Rep2: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 - Fold2.Rep2: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 + Fold2.Rep2: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 - Fold2.Rep2: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 + Fold2.Rep2: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 - Fold2.Rep2: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 + Fold2.Rep2: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 - Fold2.Rep2: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 + Fold2.Rep2: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 - Fold2.Rep2: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 + Fold2.Rep2: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 - Fold2.Rep2: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 + Fold2.Rep2: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 - Fold2.Rep2: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 + Fold2.Rep2: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 - Fold2.Rep2: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 + Fold2.Rep2: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 - Fold2.Rep2: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 + Fold3.Rep2: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 - Fold3.Rep2: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 + Fold3.Rep2: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 - Fold3.Rep2: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 + Fold3.Rep2: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 - Fold3.Rep2: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 + Fold3.Rep2: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 - Fold3.Rep2: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 + Fold3.Rep2: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 - Fold3.Rep2: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 + Fold3.Rep2: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 - Fold3.Rep2: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 + Fold3.Rep2: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 - Fold3.Rep2: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 + Fold3.Rep2: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 - Fold3.Rep2: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 + Fold3.Rep2: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 - Fold3.Rep2: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 + Fold3.Rep2: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 - Fold3.Rep2: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 + Fold3.Rep2: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 - Fold3.Rep2: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 + Fold3.Rep2: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 - Fold3.Rep2: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 + Fold3.Rep2: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 - Fold3.Rep2: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 + Fold3.Rep2: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 - Fold3.Rep2: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 + Fold3.Rep2: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 - Fold3.Rep2: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 + Fold3.Rep2: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 - Fold3.Rep2: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 + Fold3.Rep2: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 - Fold3.Rep2: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 + Fold3.Rep2: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 - Fold3.Rep2: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 + Fold3.Rep2: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 - Fold3.Rep2: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 + Fold3.Rep2: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 - Fold3.Rep2: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 + Fold3.Rep2: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 - Fold3.Rep2: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 + Fold3.Rep2: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 - Fold3.Rep2: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 + Fold3.Rep2: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 - Fold3.Rep2: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 + Fold3.Rep2: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 - Fold3.Rep2: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 + Fold3.Rep2: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 - Fold3.Rep2: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 + Fold3.Rep2: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 - Fold3.Rep2: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 + Fold3.Rep2: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 - Fold3.Rep2: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 + Fold3.Rep2: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 - Fold3.Rep2: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 + Fold3.Rep2: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 - Fold3.Rep2: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 + Fold3.Rep2: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 - Fold3.Rep2: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 + Fold3.Rep2: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 - Fold3.Rep2: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 + Fold3.Rep2: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 - Fold3.Rep2: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 + Fold3.Rep2: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 - Fold3.Rep2: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 + Fold3.Rep2: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 - Fold3.Rep2: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 + Fold3.Rep2: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 - Fold3.Rep2: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 + Fold3.Rep2: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 - Fold3.Rep2: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 + Fold1.Rep3: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 - Fold1.Rep3: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 + Fold1.Rep3: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 - Fold1.Rep3: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 + Fold1.Rep3: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 - Fold1.Rep3: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 + Fold1.Rep3: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 - Fold1.Rep3: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 + Fold1.Rep3: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 - Fold1.Rep3: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 + Fold1.Rep3: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 - Fold1.Rep3: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 + Fold1.Rep3: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 - Fold1.Rep3: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 + Fold1.Rep3: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 - Fold1.Rep3: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 + Fold1.Rep3: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 - Fold1.Rep3: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 + Fold1.Rep3: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 - Fold1.Rep3: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 + Fold1.Rep3: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 - Fold1.Rep3: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 + Fold1.Rep3: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 - Fold1.Rep3: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 + Fold1.Rep3: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 - Fold1.Rep3: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 + Fold1.Rep3: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 - Fold1.Rep3: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 + Fold1.Rep3: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 - Fold1.Rep3: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 + Fold1.Rep3: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 - Fold1.Rep3: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 + Fold1.Rep3: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 - Fold1.Rep3: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 + Fold1.Rep3: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 - Fold1.Rep3: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 + Fold1.Rep3: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 - Fold1.Rep3: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 + Fold1.Rep3: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 - Fold1.Rep3: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 + Fold1.Rep3: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 - Fold1.Rep3: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 + Fold1.Rep3: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 - Fold1.Rep3: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 + Fold1.Rep3: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 - Fold1.Rep3: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 + Fold1.Rep3: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 - Fold1.Rep3: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 + Fold1.Rep3: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 - Fold1.Rep3: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 + Fold1.Rep3: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 - Fold1.Rep3: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 + Fold1.Rep3: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 - Fold1.Rep3: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 + Fold1.Rep3: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 - Fold1.Rep3: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 + Fold1.Rep3: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 - Fold1.Rep3: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 + Fold1.Rep3: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 - Fold1.Rep3: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 + Fold1.Rep3: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 - Fold1.Rep3: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 + Fold1.Rep3: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 - Fold1.Rep3: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 + Fold1.Rep3: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 - Fold1.Rep3: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 + Fold1.Rep3: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 - Fold1.Rep3: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 + Fold1.Rep3: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 - Fold1.Rep3: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 + Fold1.Rep3: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 - Fold1.Rep3: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 + Fold2.Rep3: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 - Fold2.Rep3: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 + Fold2.Rep3: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 - Fold2.Rep3: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 + Fold2.Rep3: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 - Fold2.Rep3: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 + Fold2.Rep3: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 - Fold2.Rep3: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 + Fold2.Rep3: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 - Fold2.Rep3: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 + Fold2.Rep3: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 - Fold2.Rep3: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 + Fold2.Rep3: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 - Fold2.Rep3: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 + Fold2.Rep3: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 - Fold2.Rep3: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 + Fold2.Rep3: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 - Fold2.Rep3: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 + Fold2.Rep3: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 - Fold2.Rep3: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 + Fold2.Rep3: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 - Fold2.Rep3: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 + Fold2.Rep3: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 - Fold2.Rep3: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 + Fold2.Rep3: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 - Fold2.Rep3: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 + Fold2.Rep3: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 - Fold2.Rep3: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 + Fold2.Rep3: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 - Fold2.Rep3: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 + Fold2.Rep3: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 - Fold2.Rep3: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 + Fold2.Rep3: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 - Fold2.Rep3: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 + Fold2.Rep3: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 - Fold2.Rep3: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 + Fold2.Rep3: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 - Fold2.Rep3: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 + Fold2.Rep3: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 - Fold2.Rep3: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 + Fold2.Rep3: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 - Fold2.Rep3: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 + Fold2.Rep3: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 - Fold2.Rep3: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 + Fold2.Rep3: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 - Fold2.Rep3: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 + Fold2.Rep3: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 - Fold2.Rep3: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 + Fold2.Rep3: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 - Fold2.Rep3: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 + Fold2.Rep3: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 - Fold2.Rep3: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 + Fold2.Rep3: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 - Fold2.Rep3: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 + Fold2.Rep3: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 - Fold2.Rep3: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 + Fold2.Rep3: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 - Fold2.Rep3: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 + Fold2.Rep3: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 - Fold2.Rep3: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 + Fold2.Rep3: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 - Fold2.Rep3: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 + Fold2.Rep3: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 - Fold2.Rep3: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 + Fold2.Rep3: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 - Fold2.Rep3: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 + Fold2.Rep3: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 - Fold2.Rep3: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 + Fold2.Rep3: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 - Fold2.Rep3: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 + Fold2.Rep3: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 - Fold2.Rep3: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 + Fold3.Rep3: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 - Fold3.Rep3: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 + Fold3.Rep3: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 - Fold3.Rep3: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 + Fold3.Rep3: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 - Fold3.Rep3: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 + Fold3.Rep3: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 - Fold3.Rep3: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 + Fold3.Rep3: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 - Fold3.Rep3: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 + Fold3.Rep3: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 - Fold3.Rep3: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 + Fold3.Rep3: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 - Fold3.Rep3: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 + Fold3.Rep3: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 - Fold3.Rep3: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 + Fold3.Rep3: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 - Fold3.Rep3: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 + Fold3.Rep3: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 - Fold3.Rep3: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 + Fold3.Rep3: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 - Fold3.Rep3: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 + Fold3.Rep3: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 - Fold3.Rep3: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 + Fold3.Rep3: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 - Fold3.Rep3: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 + Fold3.Rep3: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 - Fold3.Rep3: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 + Fold3.Rep3: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 - Fold3.Rep3: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 + Fold3.Rep3: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 - Fold3.Rep3: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 + Fold3.Rep3: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 - Fold3.Rep3: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 + Fold3.Rep3: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 - Fold3.Rep3: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 + Fold3.Rep3: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 - Fold3.Rep3: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 + Fold3.Rep3: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 - Fold3.Rep3: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 + Fold3.Rep3: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 - Fold3.Rep3: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 + Fold3.Rep3: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 - Fold3.Rep3: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 + Fold3.Rep3: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 - Fold3.Rep3: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 + Fold3.Rep3: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 - Fold3.Rep3: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 + Fold3.Rep3: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 - Fold3.Rep3: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 + Fold3.Rep3: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 - Fold3.Rep3: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 + Fold3.Rep3: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 - Fold3.Rep3: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 + Fold3.Rep3: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 - Fold3.Rep3: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 + Fold3.Rep3: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 - Fold3.Rep3: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 + Fold3.Rep3: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 - Fold3.Rep3: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 + Fold3.Rep3: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 - Fold3.Rep3: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 + Fold3.Rep3: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 - Fold3.Rep3: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 + Fold3.Rep3: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 - Fold3.Rep3: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 + Fold3.Rep3: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 - Fold3.Rep3: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 + Fold3.Rep3: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 - Fold3.Rep3: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 + Fold3.Rep3: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 - Fold3.Rep3: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 Aggregating results Selecting tuning parameters Fitting nrounds = 50, max_depth = 1, eta = 0.3, gamma = 0, colsample_bytree = 0.6, min_child_weight = 1, subsample = 0.5 on full training set eXtreme Gradient Boosting 768 samples 8 predictor 2 classes: 'neg', 'pos' Pre-processing: centered (8), scaled (8) Resampling: Cross-Validated (3 fold, repeated 3 times) Summary of sample sizes: 512, 513, 511, 512, 512, 512, ... Resampling results across tuning parameters: eta max_depth colsample_bytree subsample nrounds Accuracy Kappa 0.3 1 0.6 0.50 50 0.7669136 0.4669571 0.3 1 0.6 0.50 100 0.7565053 0.4479080 0.3 1 0.6 0.50 150 0.7482740 0.4288107 0.3 1 0.6 0.75 50 0.7643297 0.4617822 0.3 1 0.6 0.75 100 0.7595639 0.4524041 0.3 1 0.6 0.75 150 0.7547793 0.4415202 0.3 1 0.6 1.00 50 0.7521582 0.4254283 0.3 1 0.6 1.00 100 0.7525855 0.4319909 0.3 1 0.6 1.00 150 0.7538892 0.4366308 0.3 1 0.8 0.50 50 0.7551965 0.4387052 0.3 1 0.8 0.50 100 0.7543521 0.4448657 0.3 1 0.8 0.50 150 0.7461005 0.4229776 0.3 1 0.8 0.75 50 0.7565036 0.4415752 0.3 1 0.8 0.75 100 0.7578141 0.4489390 0.3 1 0.8 0.75 150 0.7508595 0.4337669 0.3 1 0.8 1.00 50 0.7538978 0.4295180 0.3 1 0.8 1.00 100 0.7560594 0.4387990 0.3 1 0.8 1.00 150 0.7564934 0.4428050 0.3 2 0.6 0.50 50 0.7478163 0.4284278 0.3 2 0.6 0.50 100 0.7408802 0.4168007 0.3 2 0.6 0.50 150 0.7326438 0.3988302 0.3 2 0.6 0.75 50 0.7478179 0.4292163 0.3 2 0.6 0.75 100 0.7395765 0.4171633 0.3 2 0.6 0.75 150 0.7439032 0.4264455 0.3 2 0.6 1.00 50 0.7469583 0.4256027 0.3 2 0.6 1.00 100 0.7521633 0.4397036 0.3 2 0.6 1.00 150 0.7421755 0.4187703 0.3 2 0.8 0.50 50 0.7525973 0.4389644 0.3 2 0.8 0.50 100 0.7452188 0.4263171 0.3 2 0.8 0.50 150 0.7391509 0.4136356 0.3 2 0.8 0.75 50 0.7513037 0.4339526 0.3 2 0.8 0.75 100 0.7421823 0.4185925 0.3 2 0.8 0.75 150 0.7352446 0.4046944 0.3 2 0.8 1.00 50 0.7517208 0.4349610 0.3 2 0.8 1.00 100 0.7460801 0.4262790 0.3 2 0.8 1.00 150 0.7426011 0.4217306 0.3 3 0.6 0.50 50 0.7391509 0.4142397 0.3 3 0.6 0.50 100 0.7209047 0.3781179 0.3 3 0.6 0.50 150 0.7204723 0.3753741 0.3 3 0.6 0.75 50 0.7413007 0.4175803 0.3 3 0.6 0.75 100 0.7369655 0.4076330 0.3 3 0.6 0.75 150 0.7334830 0.4022491 0.3 3 0.6 1.00 50 0.7413006 0.4165032 0.3 3 0.6 1.00 100 0.7352548 0.4055215 0.3 3 0.6 1.00 150 0.7304787 0.3929666 0.3 3 0.8 0.50 50 0.7347902 0.4043758 0.3 3 0.8 0.50 100 0.7321929 0.4014818 0.3 3 0.8 0.50 150 0.7226425 0.3848010 0.3 3 0.8 0.75 50 0.7356549 0.4010376 0.3 3 0.8 0.75 100 0.7235274 0.3774179 0.3 3 0.8 0.75 150 0.7291681 0.3924042 0.3 3 0.8 1.00 50 0.7473924 0.4302587 0.3 3 0.8 1.00 100 0.7361127 0.4075379 0.3 3 0.8 1.00 150 0.7317469 0.3981329 0.4 1 0.6 0.50 50 0.7560882 0.4437020 0.4 1 0.6 0.50 100 0.7491539 0.4296884 0.4 1 0.6 0.50 150 0.7508629 0.4372279 0.4 1 0.6 0.75 50 0.7612881 0.4558180 0.4 1 0.6 0.75 100 0.7534688 0.4421469 0.4 1 0.6 0.75 150 0.7469566 0.4265456 0.4 1 0.6 1.00 50 0.7560713 0.4381636 0.4 1 0.6 1.00 100 0.7551964 0.4389926 0.4 1 0.6 1.00 150 0.7556203 0.4420661 0.4 1 0.8 0.50 50 0.7595351 0.4525759 0.4 1 0.8 0.50 100 0.7547523 0.4473914 0.4 1 0.8 0.50 150 0.7473907 0.4296985 0.4 1 0.8 0.75 50 0.7573835 0.4484346 0.4 1 0.8 0.75 100 0.7565070 0.4449510 0.4 1 0.8 0.75 150 0.7530449 0.4381607 0.4 1 0.8 1.00 50 0.7547709 0.4339493 0.4 1 0.8 1.00 100 0.7543301 0.4365935 0.4 1 0.8 1.00 150 0.7590942 0.4503195 0.4 2 0.6 0.50 50 0.7374181 0.4115723 0.4 2 0.6 0.50 100 0.7348038 0.4090383 0.4 2 0.6 0.50 150 0.7330660 0.4029477 0.4 2 0.6 0.75 50 0.7439082 0.4177120 0.4 2 0.6 0.75 100 0.7391713 0.4115769 0.4 2 0.6 0.75 150 0.7378692 0.4123761 0.4 2 0.6 1.00 50 0.7543183 0.4447935 0.4 2 0.6 1.00 100 0.7456461 0.4276149 0.4 2 0.6 1.00 150 0.7400037 0.4163230 0.4 2 0.8 0.50 50 0.7426283 0.4261055 0.4 2 0.8 0.50 100 0.7278865 0.3910101 0.4 2 0.8 0.50 150 0.7282934 0.3917663 0.4 2 0.8 0.75 50 0.7508256 0.4349872 0.4 2 0.8 0.75 100 0.7399714 0.4187087 0.4 2 0.8 0.75 150 0.7308704 0.4004048 0.4 2 0.8 1.00 50 0.7495608 0.4310847 0.4 2 0.8 1.00 100 0.7382692 0.4086001 0.4 2 0.8 1.00 150 0.7317656 0.3980247 0.4 3 0.6 0.50 50 0.7352683 0.4051303 0.4 3 0.6 0.50 100 0.7304839 0.3971647 0.4 3 0.6 0.50 150 0.7261300 0.3883356 0.4 3 0.6 0.75 50 0.7421840 0.4218610 0.4 3 0.6 0.75 100 0.7317657 0.3975914 0.4 3 0.6 0.75 150 0.7209132 0.3749439 0.4 3 0.6 1.00 50 0.7365551 0.4051271 0.4 3 0.6 1.00 100 0.7283085 0.3884193 0.4 3 0.6 1.00 150 0.7278643 0.3898152 0.4 3 0.8 0.50 50 0.7404208 0.4202407 0.4 3 0.8 0.50 100 0.7287257 0.3923563 0.4 3 0.8 0.50 150 0.7287307 0.3923983 0.4 3 0.8 0.75 50 0.7378487 0.4121342 0.4 3 0.8 0.75 100 0.7339323 0.4051722 0.4 3 0.8 0.75 150 0.7291563 0.3954993 0.4 3 0.8 1.00 50 0.7408684 0.4192214 0.4 3 0.8 1.00 100 0.7348004 0.4053638 0.4 3 0.8 1.00 150 0.7326404 0.4004486 Tuning parameter 'gamma' was held constant at a value of 0 Tuning parameter 'min_child_weight' was held constant at a value of 1 Accuracy was used to select the optimal model using the largest value. The final values used for the model were nrounds = 50, max_depth = 1, eta = 0.3, gamma = 0, colsample_bytree = 0.6, min_child_weight = 1 and subsample = 0.5.
- 506
- 14
- crim
- 'numeric'
- zn
- 'numeric'
- indus
- 'numeric'
- chas
- 'factor'
- nox
- 'numeric'
- rm
- 'numeric'
- age
- 'numeric'
- dis
- 'numeric'
- rad
- 'numeric'
- tax
- 'numeric'
- ptratio
- 'numeric'
- b
- 'numeric'
- lstat
- 'numeric'
- medv
- 'numeric'
Warning message in if (metric %in% c("Accuracy", "Kappa")) stop(paste("Metric", :
“the condition has length > 1 and only the first element will be used”Warning message in if (metric == "ROC" & !ctrl$classProbs) stop("train()'s use of ROC codes requires class probabilities. See the classProbs option of trainControl()"):
“the condition has length > 1 and only the first element will be used”Warning message in if (!(metric %in% perfNames)) {:
“the condition has length > 1 and only the first element will be used”Warning message in train.default(x, y, weights = w, ...):
“The metric "rmse" was not in the result set. RMSE will be used instead.The metric "r2" was not in the result set. RMSE will be used instead.The metric "mae" was not in the result set. RMSE will be used instead.”
+ Fold1.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 - Fold1.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 + Fold1.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 - Fold1.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 + Fold1.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 - Fold1.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 + Fold1.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 - Fold1.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 + Fold1.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 - Fold1.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 + Fold1.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 - Fold1.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 + Fold1.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 - Fold1.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 + Fold1.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 - Fold1.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 + Fold1.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 - Fold1.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 + Fold1.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 - Fold1.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 + Fold1.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 - Fold1.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 + Fold1.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 - Fold1.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 + Fold1.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 - Fold1.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 + Fold1.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 - Fold1.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 + Fold1.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 - Fold1.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 + Fold1.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 - Fold1.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 + Fold1.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 - Fold1.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 + Fold1.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 - Fold1.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 + Fold1.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 - Fold1.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 + Fold1.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 - Fold1.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 + Fold1.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 - Fold1.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 + Fold1.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 - Fold1.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 + Fold1.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 - Fold1.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 + Fold1.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 - Fold1.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 + Fold1.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 - Fold1.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 + Fold1.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 - Fold1.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 + Fold1.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 - Fold1.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 + Fold1.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 - Fold1.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 + Fold1.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 - Fold1.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 + Fold1.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 - Fold1.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 + Fold1.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 - Fold1.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 + Fold1.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 - Fold1.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 + Fold1.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 - Fold1.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 + Fold1.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 - Fold1.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 + Fold1.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 - Fold1.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 + Fold1.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 - Fold1.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 + Fold2.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 - Fold2.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 + Fold2.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 - Fold2.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 + Fold2.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 - Fold2.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 + Fold2.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 - Fold2.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 + Fold2.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 - Fold2.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 + Fold2.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 - Fold2.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 + Fold2.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 - Fold2.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 + Fold2.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 - Fold2.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 + Fold2.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 - Fold2.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 + Fold2.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 - Fold2.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 + Fold2.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 - Fold2.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 + Fold2.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 - Fold2.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 + Fold2.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 - Fold2.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 + Fold2.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 - Fold2.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 + Fold2.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 - Fold2.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 + Fold2.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 - Fold2.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 + Fold2.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 - Fold2.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 + Fold2.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 - Fold2.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 + Fold2.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 - Fold2.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 + Fold2.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 - Fold2.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 + Fold2.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 - Fold2.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 + Fold2.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 - Fold2.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 + Fold2.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 - Fold2.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 + Fold2.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 - Fold2.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 + Fold2.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 - Fold2.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 + Fold2.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 - Fold2.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 + Fold2.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 - Fold2.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 + Fold2.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 - Fold2.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 + Fold2.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 - Fold2.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 + Fold2.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 - Fold2.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 + Fold2.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 - Fold2.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 + Fold2.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 - Fold2.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 + Fold2.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 - Fold2.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 + Fold2.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 - Fold2.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 + Fold2.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 - Fold2.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 + Fold2.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 - Fold2.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 + Fold3.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 - Fold3.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 + Fold3.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 - Fold3.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 + Fold3.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 - Fold3.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 + Fold3.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 - Fold3.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 + Fold3.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 - Fold3.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 + Fold3.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 - Fold3.Rep1: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 + Fold3.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 - Fold3.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 + Fold3.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 - Fold3.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 + Fold3.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 - Fold3.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 + Fold3.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 - Fold3.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 + Fold3.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 - Fold3.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 + Fold3.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 - Fold3.Rep1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 + Fold3.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 - Fold3.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 + Fold3.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 - Fold3.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 + Fold3.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 - Fold3.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 + Fold3.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 - Fold3.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 + Fold3.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 - Fold3.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 + Fold3.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 - Fold3.Rep1: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 + Fold3.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 - Fold3.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 + Fold3.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 - Fold3.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 + Fold3.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 - Fold3.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 + Fold3.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 - Fold3.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 + Fold3.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 - Fold3.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 + Fold3.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 - Fold3.Rep1: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 + Fold3.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 - Fold3.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 + Fold3.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 - Fold3.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 + Fold3.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 - Fold3.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 + Fold3.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 - Fold3.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 + Fold3.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 - Fold3.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 + Fold3.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 - Fold3.Rep1: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 + Fold3.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 - Fold3.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 + Fold3.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 - Fold3.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 + Fold3.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 - Fold3.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 + Fold3.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 - Fold3.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 + Fold3.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 - Fold3.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 + Fold3.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 - Fold3.Rep1: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 + Fold1.Rep2: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 - Fold1.Rep2: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 + Fold1.Rep2: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 - Fold1.Rep2: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 + Fold1.Rep2: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 - Fold1.Rep2: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 + Fold1.Rep2: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 - Fold1.Rep2: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 + Fold1.Rep2: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 - Fold1.Rep2: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 + Fold1.Rep2: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 - Fold1.Rep2: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 + Fold1.Rep2: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 - Fold1.Rep2: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 + Fold1.Rep2: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 - Fold1.Rep2: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 + Fold1.Rep2: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 - Fold1.Rep2: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 + Fold1.Rep2: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 - Fold1.Rep2: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 + Fold1.Rep2: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 - Fold1.Rep2: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 + Fold1.Rep2: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 - Fold1.Rep2: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 + Fold1.Rep2: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 - Fold1.Rep2: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 + Fold1.Rep2: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 - Fold1.Rep2: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 + Fold1.Rep2: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 - Fold1.Rep2: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 + Fold1.Rep2: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 - Fold1.Rep2: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 + Fold1.Rep2: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 - Fold1.Rep2: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 + Fold1.Rep2: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 - Fold1.Rep2: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 + Fold1.Rep2: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 - Fold1.Rep2: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 + Fold1.Rep2: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 - Fold1.Rep2: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 + Fold1.Rep2: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 - Fold1.Rep2: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 + Fold1.Rep2: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 - Fold1.Rep2: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 + Fold1.Rep2: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 - Fold1.Rep2: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 + Fold1.Rep2: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 - Fold1.Rep2: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 + Fold1.Rep2: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 - Fold1.Rep2: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 + Fold1.Rep2: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 - Fold1.Rep2: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 + Fold1.Rep2: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 - Fold1.Rep2: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 + Fold1.Rep2: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 - Fold1.Rep2: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 + Fold1.Rep2: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 - Fold1.Rep2: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 + Fold1.Rep2: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 - Fold1.Rep2: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 + Fold1.Rep2: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 - Fold1.Rep2: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 + Fold1.Rep2: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 - Fold1.Rep2: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 + Fold1.Rep2: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 - Fold1.Rep2: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 + Fold1.Rep2: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 - Fold1.Rep2: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 + Fold1.Rep2: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 - Fold1.Rep2: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 + Fold1.Rep2: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 - Fold1.Rep2: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 + Fold2.Rep2: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 - Fold2.Rep2: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 + Fold2.Rep2: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 - Fold2.Rep2: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 + Fold2.Rep2: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 - Fold2.Rep2: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 + Fold2.Rep2: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 - Fold2.Rep2: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 + Fold2.Rep2: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 - Fold2.Rep2: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 + Fold2.Rep2: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 - Fold2.Rep2: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 + Fold2.Rep2: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 - Fold2.Rep2: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 + Fold2.Rep2: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 - Fold2.Rep2: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 + Fold2.Rep2: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 - Fold2.Rep2: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 + Fold2.Rep2: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 - Fold2.Rep2: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 + Fold2.Rep2: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 - Fold2.Rep2: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 + Fold2.Rep2: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 - Fold2.Rep2: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 + Fold2.Rep2: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 - Fold2.Rep2: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 + Fold2.Rep2: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 - Fold2.Rep2: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 + Fold2.Rep2: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 - Fold2.Rep2: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 + Fold2.Rep2: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 - Fold2.Rep2: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 + Fold2.Rep2: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 - Fold2.Rep2: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 + Fold2.Rep2: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 - Fold2.Rep2: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 + Fold2.Rep2: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 - Fold2.Rep2: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 + Fold2.Rep2: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 - Fold2.Rep2: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 + Fold2.Rep2: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 - Fold2.Rep2: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 + Fold2.Rep2: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 - Fold2.Rep2: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 + Fold2.Rep2: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 - Fold2.Rep2: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 + Fold2.Rep2: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 - Fold2.Rep2: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 + Fold2.Rep2: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 - Fold2.Rep2: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 + Fold2.Rep2: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 - Fold2.Rep2: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 + Fold2.Rep2: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 - Fold2.Rep2: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 + Fold2.Rep2: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 - Fold2.Rep2: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 + Fold2.Rep2: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 - Fold2.Rep2: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 + Fold2.Rep2: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 - Fold2.Rep2: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 + Fold2.Rep2: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 - Fold2.Rep2: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 + Fold2.Rep2: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 - Fold2.Rep2: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 + Fold2.Rep2: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 - Fold2.Rep2: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 + Fold2.Rep2: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 - Fold2.Rep2: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 + Fold2.Rep2: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 - Fold2.Rep2: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 + Fold2.Rep2: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 - Fold2.Rep2: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 + Fold3.Rep2: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 - Fold3.Rep2: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 + Fold3.Rep2: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 - Fold3.Rep2: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 + Fold3.Rep2: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 - Fold3.Rep2: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 + Fold3.Rep2: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 - Fold3.Rep2: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 + Fold3.Rep2: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 - Fold3.Rep2: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 + Fold3.Rep2: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 - Fold3.Rep2: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 + Fold3.Rep2: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 - Fold3.Rep2: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 + Fold3.Rep2: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 - Fold3.Rep2: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 + Fold3.Rep2: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 - Fold3.Rep2: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 + Fold3.Rep2: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 - Fold3.Rep2: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 + Fold3.Rep2: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 - Fold3.Rep2: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 + Fold3.Rep2: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 - Fold3.Rep2: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 + Fold3.Rep2: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 - Fold3.Rep2: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 + Fold3.Rep2: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 - Fold3.Rep2: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 + Fold3.Rep2: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 - Fold3.Rep2: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 + Fold3.Rep2: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 - Fold3.Rep2: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 + Fold3.Rep2: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 - Fold3.Rep2: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 + Fold3.Rep2: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 - Fold3.Rep2: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 + Fold3.Rep2: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 - Fold3.Rep2: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 + Fold3.Rep2: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 - Fold3.Rep2: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 + Fold3.Rep2: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 - Fold3.Rep2: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 + Fold3.Rep2: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 - Fold3.Rep2: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 + Fold3.Rep2: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 - Fold3.Rep2: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 + Fold3.Rep2: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 - Fold3.Rep2: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 + Fold3.Rep2: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 - Fold3.Rep2: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 + Fold3.Rep2: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 - Fold3.Rep2: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 + Fold3.Rep2: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 - Fold3.Rep2: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 + Fold3.Rep2: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 - Fold3.Rep2: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 + Fold3.Rep2: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 - Fold3.Rep2: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 + Fold3.Rep2: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 - Fold3.Rep2: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 + Fold3.Rep2: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 - Fold3.Rep2: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 + Fold3.Rep2: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 - Fold3.Rep2: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 + Fold3.Rep2: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 - Fold3.Rep2: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 + Fold3.Rep2: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 - Fold3.Rep2: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 + Fold3.Rep2: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 - Fold3.Rep2: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 + Fold3.Rep2: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 - Fold3.Rep2: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 + Fold1.Rep3: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 - Fold1.Rep3: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 + Fold1.Rep3: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 - Fold1.Rep3: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 + Fold1.Rep3: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 - Fold1.Rep3: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 + Fold1.Rep3: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 - Fold1.Rep3: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 + Fold1.Rep3: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 - Fold1.Rep3: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 + Fold1.Rep3: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 - Fold1.Rep3: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 + Fold1.Rep3: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 - Fold1.Rep3: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 + Fold1.Rep3: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 - Fold1.Rep3: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 + Fold1.Rep3: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 - Fold1.Rep3: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 + Fold1.Rep3: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 - Fold1.Rep3: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 + Fold1.Rep3: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 - Fold1.Rep3: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 + Fold1.Rep3: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 - Fold1.Rep3: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 + Fold1.Rep3: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 - Fold1.Rep3: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 + Fold1.Rep3: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 - Fold1.Rep3: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 + Fold1.Rep3: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 - Fold1.Rep3: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 + Fold1.Rep3: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 - Fold1.Rep3: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 + Fold1.Rep3: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 - Fold1.Rep3: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 + Fold1.Rep3: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 - Fold1.Rep3: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 + Fold1.Rep3: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 - Fold1.Rep3: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 + Fold1.Rep3: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 - Fold1.Rep3: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 + Fold1.Rep3: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 - Fold1.Rep3: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 + Fold1.Rep3: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 - Fold1.Rep3: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 + Fold1.Rep3: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 - Fold1.Rep3: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 + Fold1.Rep3: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 - Fold1.Rep3: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 + Fold1.Rep3: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 - Fold1.Rep3: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 + Fold1.Rep3: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 - Fold1.Rep3: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 + Fold1.Rep3: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 - Fold1.Rep3: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 + Fold1.Rep3: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 - Fold1.Rep3: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 + Fold1.Rep3: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 - Fold1.Rep3: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 + Fold1.Rep3: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 - Fold1.Rep3: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 + Fold1.Rep3: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 - Fold1.Rep3: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 + Fold1.Rep3: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 - Fold1.Rep3: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 + Fold1.Rep3: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 - Fold1.Rep3: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 + Fold1.Rep3: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 - Fold1.Rep3: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 + Fold1.Rep3: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 - Fold1.Rep3: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 + Fold1.Rep3: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 - Fold1.Rep3: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 + Fold2.Rep3: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 - Fold2.Rep3: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 + Fold2.Rep3: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 - Fold2.Rep3: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 + Fold2.Rep3: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 - Fold2.Rep3: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 + Fold2.Rep3: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 - Fold2.Rep3: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 + Fold2.Rep3: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 - Fold2.Rep3: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 + Fold2.Rep3: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 - Fold2.Rep3: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 + Fold2.Rep3: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 - Fold2.Rep3: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 + Fold2.Rep3: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 - Fold2.Rep3: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 + Fold2.Rep3: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 - Fold2.Rep3: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 + Fold2.Rep3: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 - Fold2.Rep3: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 + Fold2.Rep3: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 - Fold2.Rep3: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 + Fold2.Rep3: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 - Fold2.Rep3: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 + Fold2.Rep3: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 - Fold2.Rep3: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 + Fold2.Rep3: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 - Fold2.Rep3: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 + Fold2.Rep3: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 - Fold2.Rep3: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 + Fold2.Rep3: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 - Fold2.Rep3: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 + Fold2.Rep3: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 - Fold2.Rep3: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 + Fold2.Rep3: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 - Fold2.Rep3: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 + Fold2.Rep3: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 - Fold2.Rep3: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 + Fold2.Rep3: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 - Fold2.Rep3: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 + Fold2.Rep3: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 - Fold2.Rep3: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 + Fold2.Rep3: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 - Fold2.Rep3: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 + Fold2.Rep3: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 - Fold2.Rep3: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 + Fold2.Rep3: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 - Fold2.Rep3: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 + Fold2.Rep3: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 - Fold2.Rep3: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 + Fold2.Rep3: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 - Fold2.Rep3: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 + Fold2.Rep3: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 - Fold2.Rep3: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 + Fold2.Rep3: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 - Fold2.Rep3: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 + Fold2.Rep3: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 - Fold2.Rep3: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 + Fold2.Rep3: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 - Fold2.Rep3: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 + Fold2.Rep3: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 - Fold2.Rep3: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 + Fold2.Rep3: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 - Fold2.Rep3: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 + Fold2.Rep3: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 - Fold2.Rep3: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 + Fold2.Rep3: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 - Fold2.Rep3: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 + Fold2.Rep3: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 - Fold2.Rep3: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 + Fold2.Rep3: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 - Fold2.Rep3: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 + Fold3.Rep3: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 - Fold3.Rep3: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 + Fold3.Rep3: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 - Fold3.Rep3: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 + Fold3.Rep3: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 - Fold3.Rep3: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 + Fold3.Rep3: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 - Fold3.Rep3: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 + Fold3.Rep3: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 - Fold3.Rep3: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 + Fold3.Rep3: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 - Fold3.Rep3: eta=0.3, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 + Fold3.Rep3: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 - Fold3.Rep3: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 + Fold3.Rep3: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 - Fold3.Rep3: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 + Fold3.Rep3: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 - Fold3.Rep3: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 + Fold3.Rep3: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 - Fold3.Rep3: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 + Fold3.Rep3: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 - Fold3.Rep3: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 + Fold3.Rep3: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 - Fold3.Rep3: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 + Fold3.Rep3: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 - Fold3.Rep3: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 + Fold3.Rep3: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 - Fold3.Rep3: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 + Fold3.Rep3: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 - Fold3.Rep3: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 + Fold3.Rep3: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 - Fold3.Rep3: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 + Fold3.Rep3: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 - Fold3.Rep3: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 + Fold3.Rep3: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 - Fold3.Rep3: eta=0.3, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 + Fold3.Rep3: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 - Fold3.Rep3: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 + Fold3.Rep3: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 - Fold3.Rep3: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 + Fold3.Rep3: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 - Fold3.Rep3: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 + Fold3.Rep3: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 - Fold3.Rep3: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 + Fold3.Rep3: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 - Fold3.Rep3: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 + Fold3.Rep3: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 - Fold3.Rep3: eta=0.4, max_depth=1, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 + Fold3.Rep3: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 - Fold3.Rep3: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 + Fold3.Rep3: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 - Fold3.Rep3: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 + Fold3.Rep3: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 - Fold3.Rep3: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 + Fold3.Rep3: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 - Fold3.Rep3: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 + Fold3.Rep3: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 - Fold3.Rep3: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 + Fold3.Rep3: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 - Fold3.Rep3: eta=0.4, max_depth=2, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 + Fold3.Rep3: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 - Fold3.Rep3: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.50, nrounds=150 + Fold3.Rep3: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 - Fold3.Rep3: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=0.75, nrounds=150 + Fold3.Rep3: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 - Fold3.Rep3: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.6, min_child_weight=1, subsample=1.00, nrounds=150 + Fold3.Rep3: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 - Fold3.Rep3: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.50, nrounds=150 + Fold3.Rep3: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 - Fold3.Rep3: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=0.75, nrounds=150 + Fold3.Rep3: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 - Fold3.Rep3: eta=0.4, max_depth=3, gamma=0, colsample_bytree=0.8, min_child_weight=1, subsample=1.00, nrounds=150 Aggregating results Selecting tuning parameters Fitting nrounds = 150, max_depth = 3, eta = 0.3, gamma = 0, colsample_bytree = 0.8, min_child_weight = 1, subsample = 0.75 on full training set eXtreme Gradient Boosting 506 samples 13 predictor Pre-processing: centered (13), scaled (13) Resampling: Cross-Validated (3 fold, repeated 3 times) Summary of sample sizes: 338, 338, 336, 338, 336, 338, ... Resampling results across tuning parameters: eta max_depth colsample_bytree subsample nrounds RMSE Rsquared 0.3 1 0.6 0.50 50 4.217727 0.7894744 0.3 1 0.6 0.50 100 4.143405 0.7973562 0.3 1 0.6 0.50 150 4.165656 0.7957268 0.3 1 0.6 0.75 50 4.150993 0.7950209 0.3 1 0.6 0.75 100 4.173420 0.7943482 0.3 1 0.6 0.75 150 4.200525 0.7920037 0.3 1 0.6 1.00 50 4.210358 0.7877975 0.3 1 0.6 1.00 100 4.206260 0.7895575 0.3 1 0.6 1.00 150 4.208639 0.7895454 0.3 1 0.8 0.50 50 4.212991 0.7886903 0.3 1 0.8 0.50 100 4.227007 0.7894963 0.3 1 0.8 0.50 150 4.217286 0.7906332 0.3 1 0.8 0.75 50 4.201549 0.7899827 0.3 1 0.8 0.75 100 4.232063 0.7885596 0.3 1 0.8 0.75 150 4.190170 0.7931326 0.3 1 0.8 1.00 50 4.134214 0.7959652 0.3 1 0.8 1.00 100 4.152708 0.7954435 0.3 1 0.8 1.00 150 4.164126 0.7948038 0.3 2 0.6 0.50 50 3.846549 0.8241763 0.3 2 0.6 0.50 100 3.805298 0.8278555 0.3 2 0.6 0.50 150 3.797905 0.8289595 0.3 2 0.6 0.75 50 3.783993 0.8301361 0.3 2 0.6 0.75 100 3.725275 0.8359436 0.3 2 0.6 0.75 150 3.699587 0.8384513 0.3 2 0.6 1.00 50 3.674810 0.8394638 0.3 2 0.6 1.00 100 3.586382 0.8471905 0.3 2 0.6 1.00 150 3.578129 0.8480962 0.3 2 0.8 0.50 50 3.927511 0.8182439 0.3 2 0.8 0.50 100 3.839827 0.8270825 0.3 2 0.8 0.50 150 3.808826 0.8308268 0.3 2 0.8 0.75 50 3.681475 0.8372216 0.3 2 0.8 0.75 100 3.628916 0.8419983 0.3 2 0.8 0.75 150 3.596464 0.8452826 0.3 2 0.8 1.00 50 3.727047 0.8339099 0.3 2 0.8 1.00 100 3.623376 0.8433523 0.3 2 0.8 1.00 150 3.629628 0.8431579 0.3 3 0.6 0.50 50 3.625828 0.8438345 0.3 3 0.6 0.50 100 3.640314 0.8432628 0.3 3 0.6 0.50 150 3.646979 0.8430689 0.3 3 0.6 0.75 50 3.530428 0.8502749 0.3 3 0.6 0.75 100 3.484857 0.8542446 0.3 3 0.6 0.75 150 3.495194 0.8535652 0.3 3 0.6 1.00 50 3.467023 0.8571545 0.3 3 0.6 1.00 100 3.445087 0.8592677 0.3 3 0.6 1.00 150 3.455876 0.8584858 0.3 3 0.8 0.50 50 3.418718 0.8612590 0.3 3 0.8 0.50 100 3.421557 0.8611242 0.3 3 0.8 0.50 150 3.443457 0.8591638 0.3 3 0.8 0.75 50 3.409695 0.8610772 0.3 3 0.8 0.75 100 3.392144 0.8628034 0.3 3 0.8 0.75 150 3.389801 0.8632100 0.3 3 0.8 1.00 50 3.439591 0.8570525 0.3 3 0.8 1.00 100 3.402272 0.8603692 0.3 3 0.8 1.00 150 3.403939 0.8602040 0.4 1 0.6 0.50 50 4.124723 0.7999826 0.4 1 0.6 0.50 100 4.223578 0.7898832 0.4 1 0.6 0.50 150 4.202115 0.7922640 0.4 1 0.6 0.75 50 4.291453 0.7817345 0.4 1 0.6 0.75 100 4.288867 0.7836328 0.4 1 0.6 0.75 150 4.310223 0.7827007 0.4 1 0.6 1.00 50 4.209401 0.7884994 0.4 1 0.6 1.00 100 4.215365 0.7893952 0.4 1 0.6 1.00 150 4.224725 0.7890673 0.4 1 0.8 0.50 50 4.228935 0.7879263 0.4 1 0.8 0.50 100 4.271929 0.7842086 0.4 1 0.8 0.50 150 4.293878 0.7838927 0.4 1 0.8 0.75 50 4.169192 0.7938731 0.4 1 0.8 0.75 100 4.166616 0.7945220 0.4 1 0.8 0.75 150 4.178492 0.7938890 0.4 1 0.8 1.00 50 4.197611 0.7910481 0.4 1 0.8 1.00 100 4.170840 0.7947295 0.4 1 0.8 1.00 150 4.179104 0.7942273 0.4 2 0.6 0.50 50 3.921557 0.8179218 0.4 2 0.6 0.50 100 3.823917 0.8277256 0.4 2 0.6 0.50 150 3.808622 0.8295506 0.4 2 0.6 0.75 50 3.745552 0.8337443 0.4 2 0.6 0.75 100 3.687360 0.8392617 0.4 2 0.6 0.75 150 3.685102 0.8398185 0.4 2 0.6 1.00 50 3.744731 0.8308729 0.4 2 0.6 1.00 100 3.685546 0.8365168 0.4 2 0.6 1.00 150 3.671571 0.8380277 0.4 2 0.8 0.50 50 3.902267 0.8201434 0.4 2 0.8 0.50 100 3.860376 0.8245895 0.4 2 0.8 0.50 150 3.896141 0.8217741 0.4 2 0.8 0.75 50 3.622815 0.8448974 0.4 2 0.8 0.75 100 3.538496 0.8519576 0.4 2 0.8 0.75 150 3.557555 0.8506003 0.4 2 0.8 1.00 50 3.706795 0.8358659 0.4 2 0.8 1.00 100 3.636196 0.8424980 0.4 2 0.8 1.00 150 3.626768 0.8437066 0.4 3 0.6 0.50 50 3.848150 0.8229767 0.4 3 0.6 0.50 100 3.865864 0.8226174 0.4 3 0.6 0.50 150 3.879160 0.8218075 0.4 3 0.6 0.75 50 3.923912 0.8166183 0.4 3 0.6 0.75 100 3.926655 0.8172433 0.4 3 0.6 0.75 150 3.925734 0.8176093 0.4 3 0.6 1.00 50 3.590725 0.8458259 0.4 3 0.6 1.00 100 3.585379 0.8467660 0.4 3 0.6 1.00 150 3.597958 0.8457941 0.4 3 0.8 0.50 50 3.864208 0.8242519 0.4 3 0.8 0.50 100 3.850840 0.8253115 0.4 3 0.8 0.50 150 3.866083 0.8242868 0.4 3 0.8 0.75 50 3.691346 0.8376973 0.4 3 0.8 0.75 100 3.710099 0.8363924 0.4 3 0.8 0.75 150 3.706739 0.8367589 0.4 3 0.8 1.00 50 3.572564 0.8468611 0.4 3 0.8 1.00 100 3.569973 0.8474287 0.4 3 0.8 1.00 150 3.571326 0.8473369 MAE 2.799458 2.735452 2.715803 2.785205 2.735256 2.724337 2.776675 2.688184 2.666958 2.853190 2.787853 2.757844 2.778699 2.714070 2.680667 2.731622 2.676908 2.657248 2.517917 2.497877 2.499710 2.468451 2.422052 2.417993 2.432102 2.355007 2.334692 2.561061 2.525627 2.510411 2.452377 2.377742 2.371881 2.446178 2.375742 2.374305 2.422069 2.435750 2.465185 2.363161 2.325574 2.329138 2.289825 2.280146 2.293938 2.372813 2.368434 2.388557 2.310289 2.315751 2.319593 2.280237 2.258921 2.261876 2.843527 2.833181 2.805929 2.847683 2.771218 2.753650 2.790620 2.730991 2.713029 2.870785 2.827445 2.822181 2.774049 2.732569 2.710617 2.781819 2.712863 2.686330 2.650530 2.617947 2.605269 2.489305 2.426922 2.418843 2.474477 2.421050 2.411057 2.631126 2.614376 2.644743 2.447682 2.388878 2.393198 2.444487 2.411865 2.405882 2.609372 2.652954 2.672027 2.587095 2.585538 2.587060 2.424825 2.417452 2.432004 2.607270 2.595421 2.614991 2.454844 2.475132 2.472152 2.348732 2.345252 2.353637 Tuning parameter 'gamma' was held constant at a value of 0 Tuning parameter 'min_child_weight' was held constant at a value of 1 RMSE was used to select the optimal model using the smallest value. The final values used for the model were nrounds = 150, max_depth = 3, eta = 0.3, gamma = 0, colsample_bytree = 0.8, min_child_weight = 1 and subsample = 0.75.
