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diff --git a/pmml-sparkml-xgboost/src/test/resources/csv/XGBoostHousing.csv b/pmml-sparkml-xgboost/src/test/resources/csv/XGBoostHousing.csv
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--- a/pmml-sparkml-xgboost/src/test/resources/csv/XGBoostHousing.csv
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diff --git a/pmml-sparkml-xgboost/src/test/resources/pipeline/TransformersAuditNA.zip b/pmml-sparkml-xgboost/src/test/resources/pipeline/TransformersAuditNA.zip
index b719feed..acb48244 100644
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diff --git a/pmml-sparkml-xgboost/src/test/resources/pipeline/TransformersAutoNA.zip b/pmml-sparkml-xgboost/src/test/resources/pipeline/TransformersAutoNA.zip
index d82d1647..682407c7 100644
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diff --git a/pmml-sparkml-xgboost/src/test/resources/pipeline/XGBoostAudit.zip b/pmml-sparkml-xgboost/src/test/resources/pipeline/XGBoostAudit.zip
index e3c974e0..fb749246 100644
Binary files a/pmml-sparkml-xgboost/src/test/resources/pipeline/XGBoostAudit.zip and b/pmml-sparkml-xgboost/src/test/resources/pipeline/XGBoostAudit.zip differ
diff --git a/pmml-sparkml-xgboost/src/test/resources/pipeline/XGBoostAuto.zip b/pmml-sparkml-xgboost/src/test/resources/pipeline/XGBoostAuto.zip
index cc0c46dd..b84c105d 100644
Binary files a/pmml-sparkml-xgboost/src/test/resources/pipeline/XGBoostAuto.zip and b/pmml-sparkml-xgboost/src/test/resources/pipeline/XGBoostAuto.zip differ
diff --git a/pmml-sparkml-xgboost/src/test/resources/pipeline/XGBoostClassificationModelAuditNA.zip b/pmml-sparkml-xgboost/src/test/resources/pipeline/XGBoostClassificationModelAuditNA.zip
index 14e3b5e7..f7bc4c9b 100644
Binary files a/pmml-sparkml-xgboost/src/test/resources/pipeline/XGBoostClassificationModelAuditNA.zip and b/pmml-sparkml-xgboost/src/test/resources/pipeline/XGBoostClassificationModelAuditNA.zip differ
diff --git a/pmml-sparkml-xgboost/src/test/resources/pipeline/XGBoostHousing.zip b/pmml-sparkml-xgboost/src/test/resources/pipeline/XGBoostHousing.zip
index 3a043052..243c7cec 100644
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diff --git a/pmml-sparkml-xgboost/src/test/resources/pipeline/XGBoostIris.zip b/pmml-sparkml-xgboost/src/test/resources/pipeline/XGBoostIris.zip
index 9739ed6e..f3c45025 100644
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diff --git a/pmml-sparkml-xgboost/src/test/resources/pipeline/XGBoostRegressionModelAutoNA.zip b/pmml-sparkml-xgboost/src/test/resources/pipeline/XGBoostRegressionModelAutoNA.zip
index aa5f5488..382ffb79 100644
Binary files a/pmml-sparkml-xgboost/src/test/resources/pipeline/XGBoostRegressionModelAutoNA.zip and b/pmml-sparkml-xgboost/src/test/resources/pipeline/XGBoostRegressionModelAutoNA.zip differ
diff --git a/pmml-sparkml/src/main/java/org/jpmml/sparkml/ConverterFactory.java b/pmml-sparkml/src/main/java/org/jpmml/sparkml/ConverterFactory.java
index e0b87fe6..5b8faa7f 100644
--- a/pmml-sparkml/src/main/java/org/jpmml/sparkml/ConverterFactory.java
+++ b/pmml-sparkml/src/main/java/org/jpmml/sparkml/ConverterFactory.java
@@ -228,7 +228,7 @@ private String formatVersion(int[] version){
 		return String.valueOf(version[0]) + "." + String.valueOf(version[1]);
 	}
 
-	private static final int[] VERSION = {3, 4};
+	private static final int[] VERSION = {3, 5};
 
 	private static final Map<Class<? extends Transformer>, Class<? extends TransformerConverter<?>>> converters = new LinkedHashMap<>();
 
diff --git a/pmml-sparkml/src/test/resources/csv/GBTAudit.csv b/pmml-sparkml/src/test/resources/csv/GBTAudit.csv
index b5c30fc2..4d0ba919 100644
--- a/pmml-sparkml/src/test/resources/csv/GBTAudit.csv
+++ b/pmml-sparkml/src/test/resources/csv/GBTAudit.csv
@@ -39,7 +39,7 @@ Adjusted,probability(0),probability(1)
 0,0.9250238852589634,0.0749761147410366
 0,0.7511899746657468,0.24881002533425323
 0,0.9403792037114966,0.059620796288503364
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@@ -88,7 +88,7 @@ Adjusted,probability(0),probability(1)
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@@ -103,7 +103,7 @@ Adjusted,probability(0),probability(1)
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@@ -239,7 +239,7 @@ Adjusted,probability(0),probability(1)
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@@ -370,7 +370,7 @@ Adjusted,probability(0),probability(1)
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 0,0.6045225581976792,0.3954774418023208
 0,0.5701365038395838,0.4298634961604162
@@ -1636,7 +1636,7 @@ Adjusted,probability(0),probability(1)
 0,0.9536501261590647,0.04634987384093525
 0,0.9423536959242315,0.05764630407576854
 0,0.5094410912786863,0.4905589087213137
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 0,0.5754905510585648,0.42450944894143516
 0,0.9551820503377255,0.04481794966227448
@@ -1666,7 +1666,7 @@ Adjusted,probability(0),probability(1)
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 0,0.9250238852589634,0.0749761147410366
 1,0.3305023047109405,0.6694976952890594
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 1,0.2448766763050823,0.7551233236949177
 1,0.27253489854117935,0.7274651014588207
@@ -1686,7 +1686,7 @@ Adjusted,probability(0),probability(1)
 0,0.9382348851031528,0.06176511489684722
 0,0.8445068561818738,0.15549314381812618
 0,0.8679767820890967,0.13202321791090332
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 0,0.91768982283714,0.08231017716286004
 0,0.7731877046760728,0.22681229532392722
@@ -1747,7 +1747,7 @@ Adjusted,probability(0),probability(1)
 1,0.127914048609203,0.872085951390797
 1,0.34948142768260965,0.6505185723173903
 0,0.9443634999223386,0.05563650007766141
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 1,0.3504330684263271,0.649566931573673
@@ -1779,7 +1779,7 @@ Adjusted,probability(0),probability(1)
 1,0.4644576915004006,0.5355423084995994
 0,0.9463249034355503,0.05367509656444969
 0,0.9223728871029585,0.0776271128970415
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 0,0.6717673505494978,0.32823264945050223
 1,0.46528350062009416,0.5347164993799058
@@ -1810,7 +1810,7 @@ Adjusted,probability(0),probability(1)
 0,0.6816532144182279,0.3183467855817721
 0,0.9046795016327726,0.09532049836722745
 0,0.9562768013660353,0.04372319863396468
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 0,0.9351007162350399,0.06489928376496013
 0,0.9505537853694589,0.04944621463054111
@@ -1818,13 +1818,13 @@ Adjusted,probability(0),probability(1)
 0,0.9313669439147416,0.06863305608525838
 0,0.9046795016327726,0.09532049836722745
 0,0.9223728871029585,0.0776271128970415
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 0,0.9369286293598282,0.06307137064017176
 0,0.6756788709669843,0.3243211290330157
@@ -1860,7 +1860,7 @@ Adjusted,probability(0),probability(1)
 0,0.9227637586694795,0.07723624133052054
 1,0.06964350130326638,0.9303564986967336
 0,0.9563932815046294,0.04360671849537057
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diff --git a/pmml-sparkml/src/test/resources/csv/GBTAuto.csv b/pmml-sparkml/src/test/resources/csv/GBTAuto.csv
index ab337cf5..5a01a306 100644
--- a/pmml-sparkml/src/test/resources/csv/GBTAuto.csv
+++ b/pmml-sparkml/src/test/resources/csv/GBTAuto.csv
@@ -1,6 +1,6 @@
 mpg
 15.769700171566367
-14.742103894274205
+14.742103894274207
 15.769700171566367
 15.769700171566367
 15.538252575029468
@@ -9,8 +9,8 @@ mpg
 14.220572614405029
 14.220572614405029
 14.25722668552324
-14.510656297737306
-14.510656297737306
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 15.538252575029468
 14.118457556475372
 24.669334033379545
@@ -39,7 +39,7 @@ mpg
 13.745157841886414
 13.55167531966636
 14.446001273996053
-14.704401403158958
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 13.55167531966636
 13.55167531966636
 13.55167531966636
@@ -99,7 +99,7 @@ mpg
 17.00499963482563
 19.09658152209689
 19.09658152209689
-21.85983273484147
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 27.015496695461174
 12.823757814241551
 12.49553811251271
@@ -133,11 +133,11 @@ mpg
 17.347639107306524
 17.670999169193202
 17.73800519910199
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 14.400516820476174
 14.435578505033853
 14.400516820476174
-14.532251217458326
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 27.8364677166153
 28.41904474820032
 25.110412792000247
@@ -186,7 +186,7 @@ mpg
 27.911940949883327
 15.041440914352123
 15.041440914352123
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 15.041440914352123
 18.452619536238366
 19.694384575459402
@@ -211,7 +211,7 @@ mpg
 16.778306081186358
 14.045543281961367
 15.041440914352123
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 14.889020157794324
 31.66195754351185
 29.66360951962142
@@ -245,7 +245,7 @@ mpg
 35.39661781078546
 33.471257444993135
 35.94879794511797
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 18.447061887280697
 18.69800451861013
 19.5642581596798
@@ -291,7 +291,7 @@ mpg
 20.588631724139503
 17.813006976672405
 32.82237718873422
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 33.7731446048584
 27.26432755527166
 24.890674027613624
@@ -313,7 +313,7 @@ mpg
 26.967658447390964
 26.037676401310915
 25.15657361859274
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 33.5427112220495
 28.44484697356482
 33.80487499752565
@@ -346,7 +346,7 @@ mpg
 36.427805706592316
 35.04838396078826
 35.846803161850474
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 31.17457025496421
 31.306499579418098
 32.467325204629645
diff --git a/pmml-sparkml/src/test/resources/csv/GLMAudit.csv b/pmml-sparkml/src/test/resources/csv/GLMAudit.csv
index 8ed86488..4c70f8b0 100644
--- a/pmml-sparkml/src/test/resources/csv/GLMAudit.csv
+++ b/pmml-sparkml/src/test/resources/csv/GLMAudit.csv
@@ -1,1900 +1,1900 @@
 Adjusted,probability(0),probability(1)
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diff --git a/pmml-sparkml/src/test/resources/csv/GLMAuto.csv b/pmml-sparkml/src/test/resources/csv/GLMAuto.csv
index 39440cb6..4dbcb9a0 100644
--- a/pmml-sparkml/src/test/resources/csv/GLMAuto.csv
+++ b/pmml-sparkml/src/test/resources/csv/GLMAuto.csv
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diff --git a/pmml-sparkml/src/test/resources/csv/GLMHousing.csv b/pmml-sparkml/src/test/resources/csv/GLMHousing.csv
index aaf9b693..5e88cf2a 100644
--- a/pmml-sparkml/src/test/resources/csv/GLMHousing.csv
+++ b/pmml-sparkml/src/test/resources/csv/GLMHousing.csv
@@ -1,507 +1,507 @@
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diff --git a/pmml-sparkml/src/test/resources/csv/GLMSentiment.csv b/pmml-sparkml/src/test/resources/csv/GLMSentiment.csv
index c84161eb..9511dbd0 100644
--- a/pmml-sparkml/src/test/resources/csv/GLMSentiment.csv
+++ b/pmml-sparkml/src/test/resources/csv/GLMSentiment.csv
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diff --git a/pmml-sparkml/src/test/resources/csv/GLMVisit.csv b/pmml-sparkml/src/test/resources/csv/GLMVisit.csv
index beaf14ab..9e540d89 100644
--- a/pmml-sparkml/src/test/resources/csv/GLMVisit.csv
+++ b/pmml-sparkml/src/test/resources/csv/GLMVisit.csv
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diff --git a/pmml-sparkml/src/test/resources/csv/LinearRegressionAuto.csv b/pmml-sparkml/src/test/resources/csv/LinearRegressionAuto.csv
index a3dc8a4f..fad7230e 100644
--- a/pmml-sparkml/src/test/resources/csv/LinearRegressionAuto.csv
+++ b/pmml-sparkml/src/test/resources/csv/LinearRegressionAuto.csv
@@ -1,393 +1,393 @@
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diff --git a/pmml-sparkml/src/test/resources/csv/LinearRegressionHousing.csv b/pmml-sparkml/src/test/resources/csv/LinearRegressionHousing.csv
index 13f556b5..3e11e8bd 100644
--- a/pmml-sparkml/src/test/resources/csv/LinearRegressionHousing.csv
+++ b/pmml-sparkml/src/test/resources/csv/LinearRegressionHousing.csv
@@ -1,507 +1,507 @@
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diff --git a/pmml-sparkml/src/test/resources/csv/LogisticRegressionAudit.csv b/pmml-sparkml/src/test/resources/csv/LogisticRegressionAudit.csv
index 4dba2752..bc1e374f 100644
--- a/pmml-sparkml/src/test/resources/csv/LogisticRegressionAudit.csv
+++ b/pmml-sparkml/src/test/resources/csv/LogisticRegressionAudit.csv
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diff --git a/pmml-sparkml/src/test/resources/csv/LogisticRegressionIris.csv b/pmml-sparkml/src/test/resources/csv/LogisticRegressionIris.csv
index 10172a26..457b35de 100644
--- a/pmml-sparkml/src/test/resources/csv/LogisticRegressionIris.csv
+++ b/pmml-sparkml/src/test/resources/csv/LogisticRegressionIris.csv
@@ -1,151 +1,151 @@
 Species,probability(setosa),probability(versicolor),probability(virginica)
-setosa,1.0,1.3143523689927218e-43,2.0320949180856692e-70
-setosa,1.0,3.550692653500266e-29,2.5371355121754972e-54
-setosa,1.0,3.472209066108081e-37,4.1589447364121346e-63
-setosa,1.0,3.26297488278988e-33,6.430249401135758e-58
-setosa,1.0,2.934164385187731e-47,2.9761125316705373e-74
-setosa,1.0,3.625605146993721e-49,1.2124898533204324e-74
-setosa,1.0,1.1000398299637925e-41,7.083111005212531e-67
-setosa,1.0,2.423634931349778e-40,2.4011396847658937e-66
-setosa,1.0,8.382375151599185e-29,4.0073843020016045e-53
-setosa,1.0,4.009200946926833e-33,6.058341415176612e-59
-setosa,1.0,1.8001996617995212e-47,8.966171335033001e-75
-setosa,1.0,9.976890905693896e-41,4.15524102620197e-66
-setosa,1.0,2.846480868494251e-31,4.181043784142264e-57
-setosa,1.0,3.9878582964230516e-36,1.1871071612280464e-62
-setosa,1.0,1.0102217839374316e-56,1.494455352470346e-86
-setosa,1.0,1.818178491133222e-64,1.5596681116255968e-92
-setosa,1.0,5.374902772076215e-52,4.1361205108798106e-79
-setosa,1.0,4.659661816812093e-42,4.484424530741785e-68
-setosa,1.0,5.671392997979432e-46,2.8366284989832604e-72
-setosa,1.0,1.1508306974604e-50,3.8325045985953704e-77
-setosa,1.0,9.64763923831232e-37,2.350416164494514e-62
-setosa,1.0,5.1942059832043476e-46,2.1001186750664966e-71
-setosa,1.0,2.83808660116504e-52,1.7757406821068807e-80
-setosa,1.0,1.2563981201397997e-30,3.016773613060352e-53
-setosa,1.0,1.3205432889407649e-38,9.309147615073048e-63
-setosa,1.0,3.2447426257953686e-27,1.1944895300378924e-51
-setosa,1.0,1.5524043395419275e-36,1.5300799262456045e-60
-setosa,1.0,2.3568205253360962e-42,7.311583444013198e-69
-setosa,1.0,5.887612018596058e-40,1.3875180162599352e-66
-setosa,1.0,4.595822910553721e-35,9.317445180690702e-60
-setosa,1.0,2.0586885862467353e-31,6.361968104276046e-56
-setosa,1.0,4.6687571140135845e-35,6.68540559394283e-60
-setosa,1.0,1.5613240848305138e-62,1.4133775104314466e-91
-setosa,1.0,3.7162481580376494e-63,1.9959051930510994e-92
-setosa,1.0,1.4213479588155681e-31,1.3369540278866807e-56
-setosa,1.0,2.9678371927551436e-36,6.608464687530979e-63
-setosa,1.0,3.952830984011588e-42,8.878868678532305e-70
-setosa,1.0,2.3522291570971777e-49,4.904451000640446e-77
-setosa,1.0,1.2919612149796511e-32,1.2333641990354504e-57
-setosa,1.0,8.527651225554508e-40,6.602579579723892e-66
-setosa,1.0,2.59860158285014e-43,1.246347849168192e-69
-setosa,0.9999999912640468,8.73595314299119e-09,4.356515259528868e-31
-setosa,1.0,7.971117065484472e-39,2.0002970440909643e-64
-setosa,1.0,1.5325860755559464e-36,3.0008283545298963e-59
-setosa,1.0,2.7520981338056574e-46,2.47930721027379e-70
-setosa,1.0,3.577613667519584e-28,2.036151906103995e-52
-setosa,1.0,1.6543268746925125e-51,2.272433521224977e-78
-setosa,1.0,5.029167649711862e-37,1.9790563630916243e-62
-setosa,1.0,5.116328832336228e-48,3.2606997845315537e-75
-setosa,1.0,6.054522182366724e-38,4.556638924633143e-64
-versicolor,1.7814052209791864e-19,0.9999882798395688,1.1720160431133537e-05
-versicolor,2.476181270050566e-16,0.9999514268551509,4.857314484882019e-05
-versicolor,5.340677860019653e-25,0.9988011230329962,0.0011988769670038205
-versicolor,1.0064830729607169e-32,0.9999577955276211,4.2204472378888383e-05
-versicolor,5.249477388265869e-30,0.9985913892503548,0.001408610749645212
-versicolor,7.908961417244249e-22,0.9998981108489554,0.00010188915104470142
-versicolor,1.2031390240170322e-15,0.9986940090877321,0.0013059909122667963
-versicolor,9.67293739109137e-17,0.9999999994646376,5.353623510042125e-10
-versicolor,2.3906170209424802e-24,0.9999854132925452,1.458670745475923e-05
-versicolor,1.6556766198071775e-19,0.9999851872167618,1.4812783238306872e-05
-versicolor,4.029309329019558e-31,0.9999999600835019,3.991649796389177e-08
-versicolor,1.0904996438670643e-17,0.9999625509012374,3.7449098762568436e-05
-versicolor,6.532452230406409e-34,0.9999999005008046,9.949919552330516e-08
-versicolor,7.129929651287057e-24,0.9992009289831264,0.0007990710168735732
-versicolor,8.21605487489073e-12,0.9999999862058533,1.3785930562130698e-08
-versicolor,8.067621896657868e-19,0.9999971704821299,2.8295178699763047e-06
-versicolor,3.584220123170824e-18,0.9986737189738439,0.0013262810261560022
-versicolor,5.3073042072925344e-18,0.9999999851815087,1.4818491350411571e-08
-versicolor,2.5774617528794066e-46,0.9404066493777048,0.0595933506222951
-versicolor,2.9698223703888504e-23,0.999999912846435,8.715356495975763e-08
-versicolor,1.3475888123745979e-20,0.5951520192982505,0.40484798070174954
-versicolor,1.774095606571842e-20,0.9999996593454287,3.406545712480531e-07
-versicolor,1.847094708672729e-40,0.7751563537868237,0.22484364621317626
-versicolor,7.044253243487042e-24,0.9999597460913063,4.0253908693661186e-05
-versicolor,3.9173971361818315e-21,0.9999985889619247,1.4110380754108778e-06
-versicolor,2.2296709730401765e-21,0.9999929382898363,7.061710163637593e-06
-versicolor,1.6461509152731087e-31,0.9992874538993556,0.0007125461006444448
-versicolor,5.876738227138604e-31,0.7239312452291029,0.27606875477089704
-versicolor,1.83754327586608e-23,0.9990347012222202,0.0009652987777799395
-versicolor,2.569720612090622e-16,0.9999999998709104,1.2908944325342783e-10
-versicolor,4.182924543908077e-25,0.9999999152839528,8.471604723180576e-08
-versicolor,7.557447236976915e-23,0.9999999946993783,5.3006217608193164e-09
-versicolor,1.096714850839799e-19,0.9999999129022914,8.70977084980745e-08
-virginica,2.418399829949903e-36,0.13236062654737915,0.8676393734526209
-versicolor,4.43355592506582e-17,0.9978302952672957,0.002169704732704337
-versicolor,1.7347927958637138e-09,0.999786967460341,0.0002130308048663023
-versicolor,1.7187681908921285e-22,0.9997019695495327,0.0002980304504672557
-versicolor,6.350475899984583e-40,0.9997448397896822,0.00025516021031773864
-versicolor,3.0427465174026067e-12,0.9999992113252375,7.886717199363714e-07
-versicolor,1.6313617506189764e-26,0.9999889055588533,1.1094441146612013e-05
-versicolor,1.0915300219388567e-24,0.9999602886531235,3.971134687660361e-05
-versicolor,4.6289307723924454e-20,0.9998403344707295,0.00015966552927043574
-versicolor,1.690347343017342e-23,0.9999995638271646,4.3617283554658627e-07
-versicolor,2.159389601654182e-20,0.9999999991839532,8.160468573095329e-10
-versicolor,2.893421371350354e-22,0.9999849752007305,1.50247992695901e-05
-versicolor,6.015806969733933e-12,0.9999997457626315,2.5423135252553365e-07
-versicolor,1.3328612196276802e-16,0.999996913393263,3.086606736792207e-06
-versicolor,4.8497758199430806e-20,0.9999976896894691,2.3103105307973147e-06
-versicolor,3.7137605768865814e-14,0.9999999999383111,6.165189068439094e-11
-versicolor,5.335468778072607e-19,0.9999976552521805,2.3447478195141406e-06
-virginica,2.2515680162938763e-48,2.5862298768531814e-10,0.9999999997413771
-virginica,1.9603127434791673e-42,0.0003861529692046455,0.9996138470307954
-virginica,1.3961811995659185e-51,9.655933536951953e-07,0.9999990344066463
-virginica,4.4237777804689265e-41,0.00028114343130938537,0.9997188565686905
-virginica,3.578722145353367e-50,9.073967448116012e-08,0.9999999092603256
-virginica,1.3522671045921418e-61,4.5029114759472535e-09,0.9999999954970884
-virginica,6.224404492844486e-34,0.10919482677319309,0.8908051732268069
-virginica,2.726168227085307e-53,4.4985946852234665e-06,0.9999955014053149
-virginica,1.1890249235343124e-58,7.902054595541687e-06,0.9999920979454044
-virginica,2.9311843539385558e-43,6.872935454146426e-09,0.9999999931270644
-virginica,6.988709082922992e-31,0.00974279191130688,0.9902572080886932
-virginica,2.648876024658851e-47,0.0002571425537871565,0.9997428574462127
-virginica,8.50955974317777e-46,2.0029172287688945e-05,0.9999799708277124
-virginica,5.185453692893861e-50,3.273248299933584e-05,0.9999672675170006
-virginica,9.304174304365749e-51,8.06231269737587e-08,0.999999919376873
-virginica,1.0546598544056451e-39,4.835811419588271e-06,0.9999951641885804
-virginica,1.897109347983767e-37,0.0023005614469121896,0.9976994385530878
-virginica,2.4616122866403005e-38,7.550691148731016e-08,0.9999999244930885
-virginica,1.1855869783328997e-83,6.070573775931765e-13,0.9999999999993929
-virginica,7.847848661449249e-50,0.07950821317570066,0.9204917868242994
-virginica,2.288486350350401e-46,3.817036320552597e-07,0.999999618296368
-virginica,2.8553022665606505e-38,0.0004871179663513175,0.9995128820336487
-virginica,1.3451196523869873e-67,3.6719287536500153e-09,0.9999999963280712
-virginica,4.470141784455552e-40,0.05157258663932248,0.9484274133606775
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diff --git a/pmml-sparkml/src/test/resources/csv/ModelChainAudit.csv b/pmml-sparkml/src/test/resources/csv/ModelChainAudit.csv
index ac26a43a..5e71bc96 100644
--- a/pmml-sparkml/src/test/resources/csv/ModelChainAudit.csv
+++ b/pmml-sparkml/src/test/resources/csv/ModelChainAudit.csv
@@ -1,1900 +1,1900 @@
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diff --git a/pmml-sparkml/src/test/resources/csv/ModelChainAuto.csv b/pmml-sparkml/src/test/resources/csv/ModelChainAuto.csv
index dda1b416..0e407c8a 100644
--- a/pmml-sparkml/src/test/resources/csv/ModelChainAuto.csv
+++ b/pmml-sparkml/src/test/resources/csv/ModelChainAuto.csv
@@ -1,393 +1,393 @@
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diff --git a/pmml-sparkml/src/test/resources/csv/ModelChainIris.csv b/pmml-sparkml/src/test/resources/csv/ModelChainIris.csv
index 97545fda..d9f7d4be 100644
--- a/pmml-sparkml/src/test/resources/csv/ModelChainIris.csv
+++ b/pmml-sparkml/src/test/resources/csv/ModelChainIris.csv
@@ -1,151 +1,151 @@
 Species,probability(setosa),probability(versicolor),probability(virginica)
-setosa,1.0,2.5313642029394562e-62,6.010114747582061e-77
-setosa,1.0,3.015506586788639e-42,2.249537220421588e-55
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+versicolor,2.5164823929686962e-14,0.9999740432909964,2.5956708978522747e-05
+versicolor,1.4120529769823094e-15,0.9998792758424149,0.00012072415758368956
+versicolor,7.920595671861672e-17,0.9994387084580133,0.0005612915419867657
+versicolor,7.372794584153768e-25,0.9977749138942482,0.002225086105751687
+versicolor,8.712874158920675e-33,0.6909843111104622,0.3090156888895378
+versicolor,4.1040828675465175e-26,0.9897335979008218,0.010266402099178201
+versicolor,1.5424246296815028e-15,0.999982985109671,1.7014890327374644e-05
+versicolor,7.788153775361435e-29,0.9993741457113562,0.000625854288643871
+versicolor,1.4380694956695857e-23,0.9999324400824776,6.755991752231554e-05
+versicolor,4.686928342956423e-22,0.9992669553045334,0.000733044695466783
+versicolor,1.5161956772148264e-39,0.7237063429066651,0.27629365709333487
+versicolor,7.719121215392127e-26,0.9312500501802142,0.0687499498197858
+versicolor,2.6685380480774842e-11,0.9969493320103989,0.0030506679629156703
+versicolor,4.435748535463446e-18,0.997394536264985,0.0026054637350149774
+versicolor,1.1361256161115338e-39,0.9924972297676594,0.007502770232340462
+versicolor,2.8205521350152535e-15,0.9991414221101427,0.0008585778898544773
+versicolor,2.3074461567680973e-35,0.9737102032003241,0.026289796799675774
+versicolor,4.522424594989012e-26,0.998540327275123,0.00145967272487694
+versicolor,7.920595671861672e-17,0.9994387084580133,0.0005612915419867657
+versicolor,4.522424594989012e-26,0.998540327275123,0.00145967272487694
+versicolor,1.388512155340627e-27,0.9998653826802074,0.00013461731979261404
+versicolor,2.524416429569277e-27,0.9932464422536856,0.0067535577463143275
+versicolor,5.209184187117915e-10,0.9999072981834128,9.27012956689485e-05
+versicolor,2.721216369338152e-19,0.99829057260172,0.0017094273982798851
+versicolor,1.4120529769823094e-15,0.9998792758424149,0.00012072415758368956
+versicolor,8.068095049758604e-25,0.9996858278359047,0.00031417216409535876
+versicolor,2.6231653363613248e-23,0.9965994022166028,0.00340059778339723
+virginica,2.310522259102192e-81,4.287750187965047e-10,0.999999999571225
+virginica,1.0928730048191142e-57,0.003278575937141122,0.9967214240628588
+virginica,2.2506182921244816e-69,3.999568305736845e-07,0.9999996000431693
+virginica,5.45731507494578e-55,0.00015980226881763464,0.9998401977311825
+virginica,1.3157474023689787e-75,4.3150576567618554e-08,0.9999999568494234
+virginica,6.100614186352114e-67,1.5062122478167913e-06,0.9999984937877522
+virginica,1.0201230684832997e-58,0.004993004359002895,0.995006995640997
+virginica,1.4786292984848294e-52,0.0006015400681036396,0.9993984599318964
+virginica,3.009372616950736e-72,1.0136409042793978e-05,0.9999898635909572
+virginica,5.504379880972627e-66,1.2776911002148051e-08,0.999999987223089
+virginica,2.372797979998906e-42,0.011027417258641774,0.9889725827413581
+virginica,7.492608439274647e-70,4.342520554445048e-06,0.9999956574794455
+virginica,2.2506182921244816e-69,3.999568305736845e-07,0.9999996000431693
+virginica,1.5050245391988804e-72,8.936430096711646e-05,0.9999106356990328
+virginica,1.545220604657379e-84,9.581180369952216e-08,0.9999999041881963
+virginica,3.275873236821587e-73,1.8485953342546598e-08,0.9999999815140467
+virginica,1.1260356914958537e-50,0.0003183867652469036,0.9996816132347531
+virginica,1.1731764241044276e-38,4.039896595927068e-05,0.9999596010340408
+virginica,1.1496011512197948e-96,1.1119100875354132e-09,0.9999999988880899
+virginica,1.4147099884340741e-54,0.4358901441998603,0.5641098558001397
+virginica,3.275873236821587e-73,1.8485953342546598e-08,0.9999999815140467
+virginica,1.321908610228945e-59,0.000706673369091376,0.9992933266309086
+virginica,2.450293633221755e-69,3.5158477743023274e-06,0.9999964841522258
+virginica,1.8200451956012613e-51,0.029586589984587543,0.9704134100154124
+virginica,1.978001854992064e-56,3.1647162780264426e-06,0.999996835283722
+virginica,1.2941457765456566e-39,0.004740075565085115,0.9952599244349148
+virginica,3.6488203506262276e-47,0.05727487626115815,0.9427251237388419
+virginica,1.3279857164547112e-38,0.19435823970233157,0.8056417602976684
+virginica,5.284670818183501e-78,1.0072362308509317e-07,0.9999998992763769
+virginica,3.2079378211715644e-38,0.026633189324322567,0.9733668106756774
+virginica,4.1911671733221567e-63,3.2586979515954806e-05,0.9999674130204841
+virginica,3.420858015240417e-26,0.0034588868513168113,0.9965411131486831
+virginica,3.0895021468337857e-84,1.0866875916655789e-08,0.999999989133124
+versicolor,3.922937478978811e-30,0.9797485766524843,0.020251423347515878
+virginica,4.6268759215375495e-43,0.12974293613526444,0.8702570638647356
+virginica,2.085044127959401e-79,1.7532081507629503e-08,0.9999999824679185
+virginica,8.156083221679878e-71,7.91948783417853e-09,0.9999999920805122
+virginica,2.3230413027650437e-46,0.0006342474344653571,0.9993657525655347
+virginica,1.3279857164547112e-38,0.19435823970233157,0.8056417602976684
+virginica,4.644550495373299e-65,7.969918864990543e-07,0.9999992030081134
+virginica,9.280162918398594e-84,1.0008620806174479e-09,0.9999999989991379
+virginica,1.5873952447012115e-77,9.27685785368673e-09,0.9999999907231422
+virginica,1.0928730048191142e-57,0.003278575937141122,0.9967214240628588
+virginica,3.275873236821587e-73,1.8485953342546598e-08,0.9999999815140467
+virginica,2.310522259102192e-81,4.287750187965047e-10,0.999999999571225
+virginica,7.692067028163856e-82,4.6554315943565284e-09,0.9999999953445684
+virginica,2.572481494955859e-66,0.0008276942400315123,0.9991723057599685
+virginica,3.849726583725555e-63,3.7071345759180514e-06,0.9999962928654241
+virginica,1.3951185011128603e-64,7.3404677958534e-08,0.999999926595322
+virginica,1.3279857164547112e-38,0.19435823970233157,0.8056417602976684
diff --git a/pmml-sparkml/src/test/resources/csv/NaiveBayesAudit.csv b/pmml-sparkml/src/test/resources/csv/NaiveBayesAudit.csv
index deae87ca..8ec8fb8e 100644
--- a/pmml-sparkml/src/test/resources/csv/NaiveBayesAudit.csv
+++ b/pmml-sparkml/src/test/resources/csv/NaiveBayesAudit.csv
@@ -613,7 +613,7 @@ Adjusted,probability(0),probability(1)
 1,0.4809297534569505,0.5190702465430495
 1,0.31316817641799094,0.686831823582009
 0,0.9917250153321212,0.008274984667878663
-0,0.9986578510787223,0.0013421489212777785
+0,0.9986578510787223,0.0013421489212777783
 0,0.9877795558677587,0.012220444132241378
 0,0.9819057856498619,0.018094214350138024
 0,0.8876235048612997,0.11237649513870017
@@ -1058,7 +1058,7 @@ Adjusted,probability(0),probability(1)
 0,0.7014694020966719,0.2985305979033281
 0,0.9996056923794738,0.00039430762052606406
 1,0.02814514972937737,0.9718548502706227
-0,0.9999159192684767,8.408073152333638e-05
+0,0.9999159192684767,8.40807315233364e-05
 0,0.9994556700148123,0.0005443299851877023
 1,0.006110667297298718,0.9938893327027012
 0,0.9998678019976434,0.00013219800235662443
@@ -1330,7 +1330,7 @@ Adjusted,probability(0),probability(1)
 0,0.5269864858808987,0.47301351411910114
 0,0.6382133857922947,0.3617866142077052
 0,0.8639763622711231,0.13602363772887702
-0,0.9999301404243469,6.985957565316325e-05
+0,0.9999301404243469,6.985957565316324e-05
 0,0.9257937702050941,0.07420622979490601
 0,0.9964930309094754,0.003506969090524652
 0,0.9976559620689015,0.002344037931098493
@@ -1736,7 +1736,7 @@ Adjusted,probability(0),probability(1)
 0,0.770003191674821,0.22999680832517896
 1,0.4640522640852698,0.5359477359147301
 0,0.9870598213036633,0.0129401786963367
-0,0.9804390642703354,0.019560935729664584
+0,0.9804390642703354,0.019560935729664587
 0,0.8781823685682321,0.1218176314317679
 0,0.9740963901675769,0.025903609832423177
 1,0.1260463988232548,0.8739536011767453
diff --git a/pmml-sparkml/src/test/resources/csv/NaiveBayesIris.csv b/pmml-sparkml/src/test/resources/csv/NaiveBayesIris.csv
index 4334a15c..3cc90e2c 100644
--- a/pmml-sparkml/src/test/resources/csv/NaiveBayesIris.csv
+++ b/pmml-sparkml/src/test/resources/csv/NaiveBayesIris.csv
@@ -1,151 +1,151 @@
 Species,probability(setosa),probability(versicolor),probability(virginica)
 setosa,0.7519953636965762,0.16092948063885593,0.08707515566456805
-setosa,0.6842826400900429,0.19974595223749816,0.11597140767245877
+setosa,0.6842826400900434,0.19974595223749797,0.11597140767245864
 setosa,0.7165235074481073,0.18033184791163093,0.10314464464026182
-setosa,0.667739210976769,0.2086368742035338,0.12362391481969713
-setosa,0.7592558092637984,0.1564008266981803,0.08434336403802133
-setosa,0.712511929933409,0.18620047429030626,0.10128759577628484
-setosa,0.6929917421457168,0.19403752096670832,0.11297073688757492
+setosa,0.6677392109767687,0.20863687420353408,0.12362391481969728
+setosa,0.7592558092637983,0.15640082669818056,0.08434336403802117
+setosa,0.7125119299334085,0.1862004742903068,0.10128759577628477
+setosa,0.6929917421457171,0.19403752096670804,0.11297073688757478
 setosa,0.7221972261144658,0.1785488417757496,0.09925393210978471
-setosa,0.6489284615951609,0.21805110385537316,0.13302043454946585
-setosa,0.7098211005623436,0.18537029706827993,0.10480860236937639
-setosa,0.7706280195740418,0.15075198883313676,0.07861999159282133
+setosa,0.6489284615951607,0.21805110385537346,0.1330204345494658
+setosa,0.7098211005623437,0.18537029706827995,0.10480860236937622
+setosa,0.7706280195740421,0.15075198883313656,0.07861999159282122
 setosa,0.6986096424325079,0.19206447597793197,0.10932588158956023
-setosa,0.7089682979851141,0.18521492683387517,0.10581677518101075
+setosa,0.7089682979851144,0.18521492683387492,0.1058167751810106
 setosa,0.7341720893644886,0.1683400036316193,0.09748790700389202
 setosa,0.8444182353213998,0.10531945946847392,0.050262305210126285
-setosa,0.8040015622701084,0.13112205813891673,0.06487637959097473
-setosa,0.7697884151860177,0.1508392346365277,0.07937235017745466
+setosa,0.804001562270109,0.13112205813891636,0.06487637959097477
+setosa,0.7697884151860175,0.15083923463652793,0.07937235017745464
 setosa,0.7256767604374785,0.17651510321157007,0.09780813635095144
-setosa,0.7396604364749452,0.17073498600816178,0.08960457751689312
+setosa,0.739660436474945,0.17073498600816206,0.08960457751689309
 setosa,0.7456078558994381,0.1651304782172921,0.08926166588326978
 setosa,0.7078252289820877,0.18873413511271775,0.10344063590519458
-setosa,0.7067501805124189,0.18801622957653416,0.10523358991104706
-setosa,0.7972186847746807,0.13185067186948762,0.07093064335583157
-setosa,0.5879457891319061,0.2560858047975914,0.15596840607050264
+setosa,0.7067501805124191,0.18801622957653386,0.10523358991104709
+setosa,0.7972186847746808,0.13185067186948765,0.07093064335583146
+setosa,0.5879457891319059,0.25608580479759174,0.15596840607050227
 setosa,0.6492249896981322,0.2215093018394447,0.12926570846242297
 setosa,0.655515604084642,0.217231816196525,0.12725257971883291
 setosa,0.6472432093784943,0.22216035749970517,0.1305964331218006
-setosa,0.7415772981676794,0.16765379310920095,0.09076890872311967
+setosa,0.7415772981676791,0.16765379310920117,0.09076890872311964
 setosa,0.744589132502593,0.16554141603576006,0.08986945146164703
 setosa,0.6686758902570911,0.20885358025614725,0.12247052948676168
 setosa,0.6598928971170537,0.21412591883994195,0.1259811840430044
 setosa,0.6817002037577087,0.20334402350230493,0.11495577273998644
 setosa,0.8241059920180362,0.11766713753310282,0.058226870448861046
 setosa,0.8321569255786236,0.11297047575393575,0.054872598667440646
-setosa,0.6808736036079387,0.20210448317903124,0.11702191321303004
-setosa,0.7430449276663958,0.1653182891834005,0.09163678315020361
+setosa,0.6808736036079388,0.20210448317903126,0.11702191321302985
+setosa,0.7430449276663956,0.16531828918340072,0.09163678315020359
 setosa,0.7795753077054194,0.14498312196158555,0.0754415703329949
 setosa,0.7799175396403452,0.1437825930775754,0.07629986728207952
 setosa,0.6789262080946138,0.20087605881671966,0.12019773308866649
 setosa,0.7261595926932142,0.1764852390135397,0.09735516829324609
-setosa,0.7365087080561996,0.1695821086821105,0.09390918326169
+setosa,0.7365087080561994,0.16958210868211074,0.09390918326168997
 setosa,0.5535904969003317,0.26943164206913567,0.17697786103053273
-setosa,0.7042326567876727,0.18656616672297627,0.10920117648935114
-setosa,0.5968521447985777,0.2504423679767497,0.15270548722467264
+setosa,0.7042326567876726,0.18656616672297624,0.10920117648935132
+setosa,0.5968521447985771,0.2504423679767503,0.15270548722467275
 setosa,0.6545174917498825,0.21973635864707483,0.12574614960304278
-setosa,0.6494631065880616,0.21919975903934058,0.13133713437259775
+setosa,0.6494631065880621,0.21919975903934033,0.1313371343725976
 setosa,0.7570945702457499,0.1585295070346955,0.08437592271955457
-setosa,0.6968526262206551,0.1917208152482912,0.11142655853105365
-setosa,0.7671202732821638,0.1526534513665753,0.08022627535126083
+setosa,0.6968526262206549,0.19172081524829152,0.11142655853105361
+setosa,0.7671202732821645,0.15265345136657485,0.08022627535126076
 setosa,0.7253480015522376,0.176352108027721,0.09829989042004153
-versicolor,0.05603425997876333,0.5114810425446307,0.4324846974766059
-versicolor,0.05042162208504313,0.5019235264508152,0.44765485146414175
-versicolor,0.03931582145795751,0.5064116198895239,0.4542725586525187
+versicolor,0.05603425997876344,0.5114810425446299,0.4324846974766068
+versicolor,0.050421622085042785,0.5019235264508153,0.44765485146414186
+versicolor,0.039315821457957506,0.5064116198895255,0.4542725586525169
 versicolor,0.047027874353656025,0.4848492358348034,0.4681228898115406
 versicolor,0.03794982388614421,0.497788397046094,0.4642617790677617
 versicolor,0.045469291673773116,0.4925549108757709,0.4619757974504559
-versicolor,0.039653282808239744,0.4987368029969866,0.4616099141947736
+versicolor,0.03965328280823975,0.49873680299698836,0.46160991419477193
 versicolor,0.10689503706267324,0.4754220882403163,0.4176828746970105
 versicolor,0.053510804584614144,0.5053831012460627,0.44110609416932317
 versicolor,0.052524919957343943,0.4833598076585267,0.46411527238412936
-versicolor,0.07614905397608623,0.4795810494816515,0.4442698965422623
+versicolor,0.07614905397608618,0.4795810494816519,0.4442698965422619
 versicolor,0.05056675877402094,0.49341804414676604,0.4560151970792131
 versicolor,0.07262212963390438,0.4946928054670344,0.4326850648990613
 versicolor,0.039471443632551464,0.495982600918218,0.4645459554492305
 versicolor,0.08938396231103028,0.4876112661337945,0.4230047715551752
-versicolor,0.06186493206123235,0.5061804271461005,0.43195464079266715
+versicolor,0.06186493206123246,0.5061804271461013,0.4319546407926663
 versicolor,0.03830426659800854,0.4882655349103735,0.47343019849161794
-versicolor,0.08607890030478142,0.49465497323839286,0.4192661264568257
+versicolor,0.08607890030478128,0.4946549732383921,0.41926612645682654
 virginica,0.02702846019393281,0.48376701761558993,0.48920452219047733
 versicolor,0.07502191908032264,0.4903745291073905,0.4346035518122867
 virginica,0.02443471634141312,0.48282694913708474,0.492738334521502
 versicolor,0.07033459593746821,0.49647649694933854,0.43318890711319313
 virginica,0.02448849904405713,0.48687175768223306,0.4886397432737098
-versicolor,0.048637303076777015,0.49993200064506316,0.4514306962781599
-versicolor,0.06376295321103993,0.5021265829394359,0.4341104638495241
-versicolor,0.05732710294041557,0.5042433203955143,0.43842957666407006
+versicolor,0.048637303076776925,0.49993200064506405,0.45143069627815907
+versicolor,0.06376295321103982,0.5021265829394368,0.43411046384952334
+versicolor,0.05732710294041538,0.5042433203955144,0.4384295766640702
 versicolor,0.03981357715664337,0.5040760967570103,0.45611032608634644
 versicolor,0.025250499520074583,0.4937969324492954,0.4809525680306299
-versicolor,0.03915328532608977,0.4925744890473169,0.4682722256265934
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diff --git a/pmml-sparkml/src/test/resources/csv/NeuralNetworkAudit.csv b/pmml-sparkml/src/test/resources/csv/NeuralNetworkAudit.csv
index e841cda7..c695ea4c 100644
--- a/pmml-sparkml/src/test/resources/csv/NeuralNetworkAudit.csv
+++ b/pmml-sparkml/src/test/resources/csv/NeuralNetworkAudit.csv
@@ -1,1900 +1,1900 @@
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diff --git a/pmml-sparkml/src/test/resources/csv/NeuralNetworkIris.csv b/pmml-sparkml/src/test/resources/csv/NeuralNetworkIris.csv
index 66af1da6..4c8d4028 100644
--- a/pmml-sparkml/src/test/resources/csv/NeuralNetworkIris.csv
+++ b/pmml-sparkml/src/test/resources/csv/NeuralNetworkIris.csv
@@ -1,151 +1,151 @@
 Species,probability(setosa),probability(versicolor),probability(virginica)
-setosa,0.9999780627938871,2.1937206112793588e-05,4.012786888017338e-39
-setosa,0.9999661664259893,3.38335740107083e-05,1.1002627796019339e-38
-setosa,0.9999746025368288,2.5397463171316965e-05,5.643002877538707e-39
-setosa,0.9999615506175532,3.84493824466947e-05,1.481820254621819e-38
-setosa,0.9999790817737637,2.0918226236161737e-05,3.592158709834278e-39
-setosa,0.9999756597252465,2.4340274753550637e-05,5.111539744044222e-39
-setosa,0.9999736877688694,2.6312231130662513e-05,6.12763508159502e-39
-setosa,0.9999733186592408,2.6681340759255673e-05,6.329799779166314e-39
-setosa,0.9999577554783755,4.2244521624509114e-05,1.844813084619484e-38
-setosa,0.9999664239914414,3.3576008558654455e-05,1.0808680087885078e-38
-setosa,0.9999792600994688,2.0739900531184286e-05,3.5213432807487767e-39
-setosa,0.9999682038618753,3.179613812463234e-05,9.521539237840141e-39
-setosa,0.9999677880878307,3.221191216939444e-05,9.813668750539344e-39
-setosa,0.9999765493245417,2.3450675458339984e-05,4.685848888574232e-39
-setosa,0.9999849051878829,1.509481211730166e-05,1.680701411190765e-39
-setosa,0.9999839481923326,1.6051807667388186e-05,1.9392999948579803e-39
-setosa,0.9999826239652239,1.7376034776139353e-05,2.3323015813303424e-39
-setosa,0.9999771133176533,2.28866823466448e-05,4.4288041804367286e-39
-setosa,0.9999760604340037,2.39395659963404e-05,4.917782801044276e-39
-setosa,0.9999789846591203,2.1015340879724365e-05,3.631156296652653e-39
-setosa,0.9999666688062341,3.333119376595325e-05,1.0626345138575072e-38
-setosa,0.9999767013442931,2.3298655706937636e-05,4.6166573196970354e-39
-setosa,0.9999835805038285,1.6419496171388e-05,2.0438133990242994e-39
-setosa,0.9999482831997322,5.171680026771517e-05,2.954792254784808e-38
-setosa,0.9999421422092785,5.785779072150276e-05,3.8368274074721164e-38
-setosa,0.9999513279082501,4.867209174977795e-05,2.5655191713032994e-38
-setosa,0.9999648829654503,3.5117034549748326e-05,1.1999144912912996e-38
-setosa,0.9999759410029775,2.4058997022500898e-05,4.9750207148971024e-39
-setosa,0.9999769015941141,2.3098405885860364e-05,4.524774187298343e-39
-setosa,0.9999596294298576,4.0370570142442726e-05,1.6599668598889383e-38
-setosa,0.9999552719205363,4.4728079463737236e-05,2.107338312108243e-38
-setosa,0.9999719763833494,2.8023616650555027e-05,7.096121343684774e-39
-setosa,0.9999829054081555,1.7094591844372653e-05,2.2452969284212517e-39
-setosa,0.9999842079366299,1.5792063370025784e-05,1.8670098961249172e-39
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diff --git a/pmml-sparkml/src/test/resources/pipeline/RandomForestSentiment.zip b/pmml-sparkml/src/test/resources/pipeline/RandomForestSentiment.zip
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diff --git a/pom.xml b/pom.xml
index 1b1a219c..b0dcd9d9 100644
--- a/pom.xml
+++ b/pom.xml
@@ -137,12 +137,12 @@
 			<dependency>
 				<groupId>org.apache.spark</groupId>
 				<artifactId>spark-core_2.12</artifactId>
-				<version>3.4.0</version>
+				<version>3.5.0</version>
 			</dependency>
 			<dependency>
 				<groupId>org.apache.spark</groupId>
 				<artifactId>spark-mllib_2.12</artifactId>
-				<version>3.4.0</version>
+				<version>3.5.0</version>
 				<exclusions>
 					<exclusion>
 						<groupId>org.glassfish.jaxb</groupId>