diff --git a/R/h2o-package/R/Algorithms.R b/R/h2o-package/R/Algorithms.R
index 4c77917262..12cfb4e691 100644
--- a/R/h2o-package/R/Algorithms.R
+++ b/R/h2o-package/R/Algorithms.R
@@ -626,7 +626,6 @@ h2o.deeplearning <- function(x, y, data, key = "",
   #   params$mom_ramp = model_params$momentum_ramp
   #   params$mom_stable = model_params$momentum_stable
   #   params$epochs = model_params$epochs
-  
   # result$params = params
   # model_params = res$model_info$parameters
   model_params = res$model_info$job
@@ -1072,7 +1071,7 @@ h2o.SpeeDRF <- function(x, y, data, key="", classification=TRUE, nfolds=0, valid
       raw_cms[[length(raw_cms)]] = NULL
     raw_cms <- lapply(raw_cms, function(x) { if(length(x) > dom_len) x = x[1:dom_len]; return(x) })
 
-    
+
     #    rrr <- NULL
     #    if ( res$parameters$n_folds <= 0) {
     #      f <- function(o) { o[-length(o)] }
diff --git a/R/h2o-package/R/Classes.R b/R/h2o-package/R/Classes.R
index fca5797711..ac43ca6d7d 100644
--- a/R/h2o-package/R/Classes.R
+++ b/R/h2o-package/R/Classes.R
@@ -135,7 +135,9 @@ setMethod("show", "H2OGLMModel", function(object) {
         cat(" Best Threshold:", round(model$best_threshold,5))
         cat("\n\nConfusion Matrix:\n"); print(model$confusion)
     if (!is.null(model$auc)) {
-        trainOrTest <- ifelse(is.na(object@valid@key), "train)", "test)")
+        if(.hasSlot(object, "valid"))
+          trainOrTest <- ifelse(is.na(object@valid@key), "train)", "test)")
+        else trainOrTest <- "train)"
         cat("\nAUC = ", model$auc, "(on", trainOrTest ,"\n")
       }
     }
@@ -207,7 +209,7 @@ setMethod("show", "H2ODeepLearningModel", function(object) {
       if(model$params$nfolds == 0)
         cat("Reported on", object@data@key, "\n")
       else
-        if (object@model$params$nfolds >= 2)
+        if (!is.null(object@model$params$nfolds) && object@model$params$nfolds >= 2)
           cat("Reported on", paste(model$params$nfolds, "-fold cross-validated data", sep = ""), "\n")
     } else
       cat("Reported on", object@valid@key, "\n")
@@ -251,7 +253,7 @@ setMethod("show", "H2ODRFModel", function(object) {
   if(model$params$classification) {
     cat("\nConfusion matrix:\n")
     if(is.na(object@valid@key))
-      if (object@model$params$nfolds >= 2)
+      if (!is.null(object@model$params$nfolds) && object@model$params$nfolds >= 2)
         cat("Reported on", paste(object@model$params$nfolds, "-fold cross-validated data", sep = ""), "\n")
       else cat("Reported on training data.")
     else
@@ -287,7 +289,7 @@ setMethod("show", "H2OSpeeDRFModel", function(object) {
 
   cat("\nConfusion matrix:\n");
   if(is.na(object@valid@key)) {
-    if (object@model$params$nfolds >= 2)
+    if (!is.null(object@model$params$nfolds) && object@model$params$nfolds >= 2)
       cat("Reported on", paste(object@model$params$nfolds, "-fold cross-validated data", sep = ""), "\n")
     else cat("Reported on training data.")
   } else cat("Reported on", object@valid@key, "\n")