diff --git a/.Rbuildignore b/.Rbuildignore
index 1bf2789..3713b59 100644
--- a/.Rbuildignore
+++ b/.Rbuildignore
@@ -17,3 +17,4 @@
 ^TODO\.md$
 ^local_auth\.R$
 ^\.github$
+^\vignettes\xgbModel$
diff --git a/DESCRIPTION b/DESCRIPTION
index ecbc3f9..00ca2d1 100644
--- a/DESCRIPTION
+++ b/DESCRIPTION
@@ -1,6 +1,6 @@
 Package: sasctl
 Title: The sasctl package enables easy communication between the SAS Viya platform APIs and the R runtime
-Version: 0.7.4.9000
+Version: 0.7.5
 Author: Eduardo Hellas
 Authors@R: c(
     person(given = "Eduardo",
diff --git a/NEWS.md b/NEWS.md
index 8515e1f..146f06d 100644
--- a/NEWS.md
+++ b/NEWS.md
@@ -1,4 +1,4 @@
-# sasctl (development version)
+# sasctl 0.7.5
 
 * Added `scr_batch` argument to `format_data_json`, allowing to have all data in a single json payload for Viya 2024.7 SCR batch scoring feature.
 * Fixed some issues related to the PMML payload when uploading models to SAS Model Manager in some SAS Viya versions
diff --git a/vignettes/.gitignore b/vignettes/.gitignore
index 097b241..93eb91b 100644
--- a/vignettes/.gitignore
+++ b/vignettes/.gitignore
@@ -1,2 +1,3 @@
 *.html
 *.R
+\xgbModel
\ No newline at end of file
diff --git a/vignettes/xgbModel/ModelProperties.json b/vignettes/xgbModel/ModelProperties.json
deleted file mode 100644
index fff72c4..0000000
--- a/vignettes/xgbModel/ModelProperties.json
+++ /dev/null
@@ -1,16 +0,0 @@
-{
-  "name": "Rxgb",
-  "description": "R model",
-  "function": "Classification",
-  "scoreCodeType": "R",
-  "trainTable": "hmeq",
-  "trainCodeType": "R",
-  "algorithm": "XGBoost",
-  "targetVariable": "BAD",
-  "targetEvent": "1",
-  "targetLevel": "Binary",
-  "eventProbVar": "P_BAD1",
-  "modeler": "sasctl man",
-  "tool": "R",
-  "toolVersion": "4.2.1"
-}
diff --git a/vignettes/xgbModel/Rmodel.zip b/vignettes/xgbModel/Rmodel.zip
deleted file mode 100644
index 88dfc60..0000000
Binary files a/vignettes/xgbModel/Rmodel.zip and /dev/null differ
diff --git a/vignettes/xgbModel/Rxgb.rda b/vignettes/xgbModel/Rxgb.rda
deleted file mode 100644
index b2390e9..0000000
Binary files a/vignettes/xgbModel/Rxgb.rda and /dev/null differ
diff --git a/vignettes/xgbModel/dmcas_fitstat.json b/vignettes/xgbModel/dmcas_fitstat.json
deleted file mode 100644
index e5dc5b5..0000000
--- a/vignettes/xgbModel/dmcas_fitstat.json
+++ /dev/null
@@ -1,221 +0,0 @@
-{
-  "creationTimeStamp": {},
-  "modifiedTimeStamp": {},
-  "createdBy": {},
-  "modifiedBy": {},
-  "id": {},
-  "name": "dmcas_fitstat",
-  "description": {},
-  "revision": 0,
-  "groupName": {},
-  "order": 0,
-  "type": {},
-  "parameterMap": {
-    "_RASE_": {
-      "parameter": "_RASE_",
-      "type": "num",
-      "label": "Root Average Squared Error",
-      "length": 8,
-      "order": 7,
-      "values": "_RASE_",
-      "preformatted": false
-    },
-    "_NObs_": {
-      "parameter": "_NObs_",
-      "type": "num",
-      "label": "Sum of Frequencies",
-      "length": 8,
-      "order": 4,
-      "values": "_NObs_",
-      "preformatted": false
-    },
-    "_GINI_": {
-      "parameter": "_GINI_",
-      "type": "num",
-      "label": "Gini Coefficient",
-      "length": 8,
-      "order": 12,
-      "values": "_GINI_",
-      "preformatted": false
-    },
-    "_GAMMA_": {
-      "parameter": "_GAMMA_",
-      "type": "num",
-      "label": "Gamma",
-      "length": 8,
-      "order": 13,
-      "values": "_GAMMA_",
-      "preformatted": false
-    },
-    "_formattedPartition_": {
-      "parameter": "_formattedPartition_",
-      "type": "char",
-      "label": "Formatted Partition",
-      "length": 12,
-      "order": 3,
-      "values": "_formattedPartition_",
-      "preformatted": false
-    },
-    "_DataRole_": {
-      "parameter": "_DataRole_",
-      "type": "char",
-      "label": "Data Role",
-      "length": 10,
-      "order": 1,
-      "values": "_DataRole_",
-      "preformatted": false
-    },
-    "_MCE_": {
-      "parameter": "_MCE_",
-      "type": "num",
-      "label": "Misclassification Rate",
-      "length": 8,
-      "order": 8,
-      "values": "_MCE_",
-      "preformatted": false
-    },
-    "_ASE_": {
-      "parameter": "_ASE_",
-      "type": "num",
-      "label": "Average Squared Error",
-      "length": 8,
-      "order": 5,
-      "values": "_ASE_",
-      "preformatted": false
-    },
-    "_MCLL_": {
-      "parameter": "_MCLL_",
-      "type": "num",
-      "label": "Multi-Class Log Loss",
-      "length": 8,
-      "order": 9,
-      "values": "_MCLL_",
-      "preformatted": false
-    },
-    "_KS_": {
-      "parameter": "_KS_",
-      "type": "num",
-      "label": "KS (Youden)",
-      "length": 8,
-      "order": 10,
-      "values": "_KS_",
-      "preformatted": false
-    },
-    "_KSPostCutoff_": {
-      "parameter": "_KSPostCutoff_",
-      "type": "num",
-      "label": "ROC Separation",
-      "length": 8,
-      "order": 16,
-      "values": "_KSPostCutoff_",
-      "preformatted": false
-    },
-    "_DIV_": {
-      "parameter": "_DIV_",
-      "type": "num",
-      "label": "Divisor for ASE",
-      "length": 8,
-      "order": 6,
-      "values": "_DIV_",
-      "preformatted": false
-    },
-    "_TAU_": {
-      "parameter": "_TAU_",
-      "type": "num",
-      "label": "Tau",
-      "length": 8,
-      "order": 14,
-      "values": "_TAU_",
-      "preformatted": false
-    },
-    "_KSCut_": {
-      "parameter": "_KSCut_",
-      "type": "num",
-      "label": "KS Cutoff",
-      "length": 8,
-      "order": 15,
-      "values": "_KSCut_",
-      "preformatted": false
-    },
-    "_C_": {
-      "parameter": "_C_",
-      "type": "num",
-      "label": "Area Under ROC",
-      "length": 8,
-      "order": 11,
-      "values": "_C_",
-      "preformatted": false
-    },
-    "_PartInd_": {
-      "parameter": "_PartInd_",
-      "type": "num",
-      "label": "Partition Indicator",
-      "length": 8,
-      "order": 2,
-      "values": "_PartInd_",
-      "preformatted": false
-    },
-    "_TargetName_": {
-      "label": "Target Name",
-      "length": 10,
-      "order": 1,
-      "parameter": "_TargetName_",
-      "preformatted": false,
-      "type": "char",
-      "values": "_TargetName_"
-    }
-  },
-  "data": [
-    {
-      "dataMap": {
-        "_formattedPartition_": "           0",
-        "_DataRole_": "VALIDATE",
-        "_PartInd_": 0
-      },
-      "rowNumber": 1
-    },
-    {
-      "dataMap": {
-        "_RASE_": 0.2054,
-        "_NObs_": 4767,
-        "_GINI_": 0.9595,
-        "_formattedPartition_": "           1",
-        "_DataRole_": "TRAIN",
-        "_MCE_": 0.0499,
-        "_ASE_": 0.0422,
-        "_MCLL_": 0.0933,
-        "_KS_": 0.8526,
-        "_DIV_": 4767,
-        "_TAU_": 0.5424,
-        "_KSCut_": 0.5,
-        "_C_": 0.9797,
-        "_PartInd_": 1,
-        "_TargetName_": "BAD"
-      },
-      "rowNumber": 2
-    },
-    {
-      "dataMap": {
-        "_RASE_": 0.278,
-        "_NObs_": 1193,
-        "_GINI_": 0.8623,
-        "_formattedPartition_": "           2",
-        "_DataRole_": "TEST",
-        "_MCE_": 0.1065,
-        "_ASE_": 0.0773,
-        "_MCLL_": 0.157,
-        "_KS_": 0.7304,
-        "_DIV_": 1193,
-        "_TAU_": 0.4877,
-        "_KSCut_": 0.5,
-        "_C_": 0.9312,
-        "_PartInd_": 2,
-        "_TargetName_": "BAD"
-      },
-      "rowNumber": 3
-    }
-  ],
-  "version": 1,
-  "xInteger": false,
-  "yInteger": false
-}
diff --git a/vignettes/xgbModel/dmcas_lift.json b/vignettes/xgbModel/dmcas_lift.json
deleted file mode 100644
index 8bfe82e..0000000
--- a/vignettes/xgbModel/dmcas_lift.json
+++ /dev/null
@@ -1,947 +0,0 @@
-{
-  "name": "dmcas_lift",
-  "revision": 0,
-  "order": 0,
-  "parameterMap": {
-    "_DataRole_": {
-      "parameter": "_DataRole_",
-      "type": "char",
-      "label": "Data Role",
-      "length": 10,
-      "order": 1,
-      "values": "_DataRole_",
-      "preformatted": false
-    },
-    "_PartInd_": {
-      "parameter": "_PartInd_",
-      "type": "num",
-      "label": "Partition Indicator",
-      "length": 8,
-      "order": 2,
-      "values": "_PartInd_",
-      "preformatted": false
-    },
-    "_PartInd__f": {
-      "parameter": "_PartInd__f",
-      "type": "char",
-      "label": "Formatted Partition",
-      "length": 12,
-      "order": 3,
-      "values": "_PartInd__f",
-      "preformatted": false
-    },
-    "_Column_": {
-      "parameter": "_Column_",
-      "type": "char",
-      "label": "Analysis Variable",
-      "length": 32,
-      "order": 4,
-      "values": "_Column_",
-      "preformatted": false
-    },
-    "_Event_": {
-      "parameter": "_Event_",
-      "type": "char",
-      "label": "Event",
-      "length": 8,
-      "order": 5,
-      "values": "_Event_",
-      "preformatted": false
-    },
-    "_Depth_": {
-      "parameter": "_Depth_",
-      "type": "num",
-      "label": "Depth",
-      "length": 8,
-      "order": 6,
-      "values": "_Depth_",
-      "preformatted": false
-    },
-    "_NObs_": {
-      "parameter": "_NObs_",
-      "type": "num",
-      "label": "Sum of Frequencies",
-      "length": 8,
-      "order": 7,
-      "values": "_NObs_",
-      "preformatted": false
-    },
-    "_Gain_": {
-      "parameter": "_Gain_",
-      "type": "num",
-      "label": "Gain",
-      "length": 8,
-      "order": 8,
-      "values": "_Gain_",
-      "preformatted": false
-    },
-    "_Lift_": {
-      "parameter": "_Lift_",
-      "type": "num",
-      "label": "Lift",
-      "length": 8,
-      "order": 9,
-      "values": "_Lift_",
-      "preformatted": false
-    },
-    "_CumLift_": {
-      "parameter": "_CumLift_",
-      "type": "num",
-      "label": "Cumulative Lift",
-      "length": 8,
-      "order": 10,
-      "values": "_CumLift_",
-      "preformatted": false
-    },
-    "_Resp_": {
-      "parameter": "_Resp_",
-      "type": "num",
-      "label": "Captured Response Percentage",
-      "length": 8,
-      "order": 11,
-      "values": "_Resp_",
-      "preformatted": false
-    },
-    "_CumResp_": {
-      "parameter": "_CumResp_",
-      "type": "num",
-      "label": "Cumulative Captured Response Percentage",
-      "length": 8,
-      "order": 12,
-      "values": "_CumResp_",
-      "preformatted": false
-    },
-    "_PctResp_": {
-      "parameter": "_PctResp_",
-      "type": "num",
-      "label": "% Response",
-      "length": 8,
-      "order": 13,
-      "values": "_PctResp_",
-      "preformatted": false
-    },
-    "_CumPctResp_": {
-      "parameter": "_CumPctResp_",
-      "type": "num",
-      "label": "Cumulative % Response",
-      "length": 8,
-      "order": 14,
-      "values": "_CumPctResp_",
-      "preformatted": false
-    },
-    "_TargetName_": {
-      "parameter": "_TargetName_",
-      "type": "char",
-      "label": "Target Name",
-      "length": 20,
-      "order": 15,
-      "values": "_TargetName_",
-      "preformatted": false
-    }
-  },
-  "data": [
-    {
-      "dataMap": {
-        "_DataRole_": "TRAIN",
-        "_PartInd_": 1,
-        "_formattedPartition_": "           1",
-        "_Column_": "P_BAD1",
-        "_Event_": 1,
-        "_Depth_": 5.0136,
-        "_NObs_": 239,
-        "_Gain_": 239,
-        "_Lift_": 5.0126,
-        "_CumLift_": 5.0126,
-        "_Resp_": 25.1314,
-        "_CumResp_": 25.1314,
-        "_PctResp_": 100,
-        "_CumPctResp_": 100,
-        "_TargetName_": "BAD"
-      },
-      "rowNumber": 1
-    },
-    {
-      "dataMap": {
-        "_DataRole_": "TRAIN",
-        "_PartInd_": 1,
-        "_formattedPartition_": "           1",
-        "_Column_": "P_BAD1",
-        "_Event_": 1,
-        "_Depth_": 10.0063,
-        "_NObs_": 238,
-        "_Gain_": 237,
-        "_Lift_": 4.9916,
-        "_CumLift_": 5.0021,
-        "_Resp_": 24.9211,
-        "_CumResp_": 50.0526,
-        "_PctResp_": 99.5798,
-        "_CumPctResp_": 99.7904,
-        "_TargetName_": "BAD"
-      },
-      "rowNumber": 2
-    },
-    {
-      "dataMap": {
-        "_DataRole_": "TRAIN",
-        "_PartInd_": 1,
-        "_formattedPartition_": "           1",
-        "_Column_": "P_BAD1",
-        "_Event_": 1,
-        "_Depth_": 14.999,
-        "_NObs_": 238,
-        "_Gain_": 220,
-        "_Lift_": 4.6335,
-        "_CumLift_": 4.8794,
-        "_Resp_": 23.1335,
-        "_CumResp_": 73.1861,
-        "_PctResp_": 92.437,
-        "_CumPctResp_": 97.3427,
-        "_TargetName_": "BAD"
-      },
-      "rowNumber": 3
-    },
-    {
-      "dataMap": {
-        "_DataRole_": "TRAIN",
-        "_PartInd_": 1,
-        "_formattedPartition_": "           1",
-        "_Column_": "P_BAD1",
-        "_Event_": 1,
-        "_Depth_": 20.0126,
-        "_NObs_": 239,
-        "_Gain_": 123,
-        "_Lift_": 2.5797,
-        "_CumLift_": 4.3033,
-        "_Resp_": 12.9338,
-        "_CumResp_": 86.1199,
-        "_PctResp_": 51.4644,
-        "_CumPctResp_": 85.8491,
-        "_TargetName_": "BAD"
-      },
-      "rowNumber": 4
-    },
-    {
-      "dataMap": {
-        "_DataRole_": "TRAIN",
-        "_PartInd_": 1,
-        "_formattedPartition_": "           1",
-        "_Column_": "P_BAD1",
-        "_Event_": 1,
-        "_Depth_": 25.0052,
-        "_NObs_": 238,
-        "_Gain_": 62,
-        "_Lift_": 1.3058,
-        "_CumLift_": 3.7048,
-        "_Resp_": 6.5195,
-        "_CumResp_": 92.6393,
-        "_PctResp_": 26.0504,
-        "_CumPctResp_": 73.9094,
-        "_TargetName_": "BAD"
-      },
-      "rowNumber": 5
-    },
-    {
-      "dataMap": {
-        "_DataRole_": "TRAIN",
-        "_PartInd_": 1,
-        "_formattedPartition_": "           1",
-        "_Column_": "P_BAD1",
-        "_Event_": 1,
-        "_Depth_": 29.9979,
-        "_NObs_": 238,
-        "_Gain_": 38,
-        "_Lift_": 0.8003,
-        "_CumLift_": 3.2214,
-        "_Resp_": 3.9958,
-        "_CumResp_": 96.6351,
-        "_PctResp_": 15.9664,
-        "_CumPctResp_": 64.2657,
-        "_TargetName_": "BAD"
-      },
-      "rowNumber": 6
-    },
-    {
-      "dataMap": {
-        "_DataRole_": "TRAIN",
-        "_PartInd_": 1,
-        "_formattedPartition_": "           1",
-        "_Column_": "P_BAD1",
-        "_Event_": 1,
-        "_Depth_": 34.9906,
-        "_NObs_": 238,
-        "_Gain_": 12,
-        "_Lift_": 0.2527,
-        "_CumLift_": 2.7978,
-        "_Resp_": 1.2618,
-        "_CumResp_": 97.897,
-        "_PctResp_": 5.042,
-        "_CumPctResp_": 55.8153,
-        "_TargetName_": "BAD"
-      },
-      "rowNumber": 7
-    },
-    {
-      "dataMap": {
-        "_DataRole_": "TRAIN",
-        "_PartInd_": 1,
-        "_formattedPartition_": "           1",
-        "_Column_": "P_BAD1",
-        "_Event_": 1,
-        "_Depth_": 40.0042,
-        "_NObs_": 239,
-        "_Gain_": 4,
-        "_Lift_": 0.0839,
-        "_CumLift_": 2.4577,
-        "_Resp_": 0.4206,
-        "_CumResp_": 98.3176,
-        "_PctResp_": 1.6736,
-        "_CumPctResp_": 49.0299,
-        "_TargetName_": "BAD"
-      },
-      "rowNumber": 8
-    },
-    {
-      "dataMap": {
-        "_DataRole_": "TRAIN",
-        "_PartInd_": 1,
-        "_formattedPartition_": "           1",
-        "_Column_": "P_BAD1",
-        "_Event_": 1,
-        "_Depth_": 44.9969,
-        "_NObs_": 238,
-        "_Gain_": 4,
-        "_Lift_": 0.0842,
-        "_CumLift_": 2.1943,
-        "_Resp_": 0.4206,
-        "_CumResp_": 98.7382,
-        "_PctResp_": 1.6807,
-        "_CumPctResp_": 43.7762,
-        "_TargetName_": "BAD"
-      },
-      "rowNumber": 9
-    },
-    {
-      "dataMap": {
-        "_DataRole_": "TRAIN",
-        "_PartInd_": 1,
-        "_formattedPartition_": "           1",
-        "_Column_": "P_BAD1",
-        "_Event_": 1,
-        "_Depth_": 49.9895,
-        "_NObs_": 238,
-        "_Gain_": 3,
-        "_Lift_": 0.0632,
-        "_CumLift_": 1.9815,
-        "_Resp_": 0.3155,
-        "_CumResp_": 99.0536,
-        "_PctResp_": 1.2605,
-        "_CumPctResp_": 39.53,
-        "_TargetName_": "BAD"
-      },
-      "rowNumber": 10
-    },
-    {
-      "dataMap": {
-        "_DataRole_": "TRAIN",
-        "_PartInd_": 1,
-        "_formattedPartition_": "           1",
-        "_Column_": "P_BAD1",
-        "_Event_": 1,
-        "_Depth_": 54.8983,
-        "_NObs_": 234,
-        "_Gain_": 2,
-        "_Lift_": 0.0428,
-        "_CumLift_": 1.8081,
-        "_Resp_": 0.2103,
-        "_CumResp_": 99.2639,
-        "_PctResp_": 0.8547,
-        "_CumPctResp_": 36.0718,
-        "_TargetName_": "BAD"
-      },
-      "rowNumber": 11
-    },
-    {
-      "dataMap": {
-        "_DataRole_": "TRAIN",
-        "_PartInd_": 1,
-        "_formattedPartition_": "           1",
-        "_Column_": "P_BAD1",
-        "_Event_": 1,
-        "_Depth_": 59.9329,
-        "_NObs_": 240,
-        "_Gain_": 2,
-        "_Lift_": 0.0418,
-        "_CumLift_": 1.6598,
-        "_Resp_": 0.2103,
-        "_CumResp_": 99.4742,
-        "_PctResp_": 0.8333,
-        "_CumPctResp_": 33.1117,
-        "_TargetName_": "BAD"
-      },
-      "rowNumber": 12
-    },
-    {
-      "dataMap": {
-        "_DataRole_": "TRAIN",
-        "_PartInd_": 1,
-        "_formattedPartition_": "           1",
-        "_Column_": "P_BAD1",
-        "_Event_": 1,
-        "_Depth_": 64.9885,
-        "_NObs_": 241,
-        "_Gain_": 0,
-        "_Lift_": 0,
-        "_CumLift_": 1.5306,
-        "_Resp_": 0,
-        "_CumResp_": 99.4742,
-        "_PctResp_": 0,
-        "_CumPctResp_": 30.5358,
-        "_TargetName_": "BAD"
-      },
-      "rowNumber": 13
-    },
-    {
-      "dataMap": {
-        "_DataRole_": "TRAIN",
-        "_PartInd_": 1,
-        "_formattedPartition_": "           1",
-        "_Column_": "P_BAD1",
-        "_Event_": 1,
-        "_Depth_": 70.0021,
-        "_NObs_": 239,
-        "_Gain_": 3,
-        "_Lift_": 0.0629,
-        "_CumLift_": 1.4255,
-        "_Resp_": 0.3155,
-        "_CumResp_": 99.7897,
-        "_PctResp_": 1.2552,
-        "_CumPctResp_": 28.4387,
-        "_TargetName_": "BAD"
-      },
-      "rowNumber": 14
-    },
-    {
-      "dataMap": {
-        "_DataRole_": "TRAIN",
-        "_PartInd_": 1,
-        "_formattedPartition_": "           1",
-        "_Column_": "P_BAD1",
-        "_Event_": 1,
-        "_Depth_": 74.9948,
-        "_NObs_": 238,
-        "_Gain_": 1,
-        "_Lift_": 0.0211,
-        "_CumLift_": 1.332,
-        "_Resp_": 0.1052,
-        "_CumResp_": 99.8948,
-        "_PctResp_": 0.4202,
-        "_CumPctResp_": 26.5734,
-        "_TargetName_": "BAD"
-      },
-      "rowNumber": 15
-    },
-    {
-      "dataMap": {
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-        "_Event_": 1,
-        "_Depth_": 79.9874,
-        "_NObs_": 238,
-        "_Gain_": 1,
-        "_Lift_": 0.0211,
-        "_CumLift_": 1.2502,
-        "_Resp_": 0.1052,
-        "_CumResp_": 100,
-        "_PctResp_": 0.4202,
-        "_CumPctResp_": 24.941,
-        "_TargetName_": "BAD"
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-      "rowNumber": 16
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-    {
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-        "_DataRole_": "TRAIN",
-        "_PartInd_": 1,
-        "_formattedPartition_": "           1",
-        "_Column_": "P_BAD1",
-        "_Event_": 1,
-        "_Depth_": 84.8962,
-        "_NObs_": 234,
-        "_Gain_": 0,
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-        "_CumLift_": 1.1779,
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-        "_CumResp_": 100,
-        "_PctResp_": 0,
-        "_CumPctResp_": 23.4989,
-        "_TargetName_": "BAD"
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-      "dataMap": {
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-        "_formattedPartition_": "           1",
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-        "_Depth_": 89.9937,
-        "_NObs_": 243,
-        "_Gain_": 0,
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-        "_CumLift_": 1.1112,
-        "_Resp_": 0,
-        "_CumResp_": 100,
-        "_PctResp_": 0,
-        "_CumPctResp_": 22.1678,
-        "_TargetName_": "BAD"
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-    {
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-        "_formattedPartition_": "           1",
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-        "_NObs_": 237,
-        "_Gain_": 0,
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-        "_CumResp_": 100,
-        "_PctResp_": 0,
-        "_CumPctResp_": 21.0073,
-        "_TargetName_": "BAD"
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-    },
-    {
-      "dataMap": {
-        "_DataRole_": "TRAIN",
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-        "_formattedPartition_": "           1",
-        "_Column_": "P_BAD1",
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-        "_Depth_": 100,
-        "_NObs_": 240,
-        "_Gain_": 0,
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-        "_Resp_": 0,
-        "_CumResp_": 100,
-        "_PctResp_": 0,
-        "_CumPctResp_": 19.9497,
-        "_TargetName_": "BAD"
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-    },
-    {
-      "dataMap": {
-        "_DataRole_": "TEST",
-        "_PartInd_": 2,
-        "_formattedPartition_": "           2",
-        "_Column_": "P_BAD1",
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-        "_Gain_": 57,
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-        "_CumLift_": 4.762,
-        "_Resp_": 23.9496,
-        "_CumResp_": 23.9496,
-        "_PctResp_": 95,
-        "_CumPctResp_": 95,
-        "_TargetName_": "BAD"
-      },
-      "rowNumber": 21
-    },
-    {
-      "dataMap": {
-        "_DataRole_": "TEST",
-        "_PartInd_": 2,
-        "_formattedPartition_": "           2",
-        "_Column_": "P_BAD1",
-        "_Event_": 1,
-        "_Depth_": 10.0587,
-        "_NObs_": 60,
-        "_Gain_": 44,
-        "_Lift_": 3.6759,
-        "_CumLift_": 4.2189,
-        "_Resp_": 18.4874,
-        "_CumResp_": 42.437,
-        "_PctResp_": 73.3333,
-        "_CumPctResp_": 84.1667,
-        "_TargetName_": "BAD"
-      },
-      "rowNumber": 22
-    },
-    {
-      "dataMap": {
-        "_DataRole_": "TEST",
-        "_PartInd_": 2,
-        "_formattedPartition_": "           2",
-        "_Column_": "P_BAD1",
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-        "_NObs_": 59,
-        "_Gain_": 42,
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-        "_CumLift_": 4.0045,
-        "_Resp_": 17.6471,
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-        "_PctResp_": 71.1864,
-        "_CumPctResp_": 79.8883,
-        "_TargetName_": "BAD"
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-      "rowNumber": 23
-    },
-    {
-      "dataMap": {
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-        "_PartInd_": 2,
-        "_formattedPartition_": "           2",
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-        "_TargetName_": "BAD"
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-    {
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-        "_formattedPartition_": "           2",
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-        "_TargetName_": "BAD"
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-    {
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-        "_formattedPartition_": "           2",
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-        "_Gain_": 1,
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-        "_CumLift_": 1.0539,
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-        "_CumPctResp_": 21.0247,
-        "_TargetName_": "BAD"
-      },
-      "rowNumber": 39
-    },
-    {
-      "dataMap": {
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-        "_PartInd_": 2,
-        "_formattedPartition_": "           2",
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-        "_Event_": 1,
-        "_Depth_": 100,
-        "_NObs_": 61,
-        "_Gain_": 0,
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-        "_CumLift_": 1,
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-        "_CumResp_": 100,
-        "_PctResp_": 0,
-        "_CumPctResp_": 19.9497,
-        "_TargetName_": "BAD"
-      },
-      "rowNumber": 40
-    }
-  ],
-  "version": 1,
-  "yInteger": false,
-  "xInteger": false
-}
diff --git a/vignettes/xgbModel/dmcas_roc.json b/vignettes/xgbModel/dmcas_roc.json
deleted file mode 100644
index 8185ba3..0000000
--- a/vignettes/xgbModel/dmcas_roc.json
+++ /dev/null
@@ -1,63295 +0,0 @@
-{
-  "name": "dmcas_roc",
-  "revision": 0,
-  "order": 0,
-  "parameterMap": {
-    "_DataRole_": {
-      "parameter": "_DataRole_",
-      "type": "char",
-      "label": "Data Role",
-      "length": 10,
-      "order": 1,
-      "values": "_DataRole_",
-      "preformatted": false
-    },
-    "_PartInd_": {
-      "parameter": "_PartInd_",
-      "type": "num",
-      "label": "Partition Indicator",
-      "length": 8,
-      "order": 2,
-      "values": "_PartInd_",
-      "preformatted": false
-    },
-    "_PartInd__f": {
-      "parameter": "_PartInd__f",
-      "type": "char",
-      "label": "Formatted Partition",
-      "length": 12,
-      "order": 3,
-      "values": "_PartInd__f",
-      "preformatted": false
-    },
-    "_Column_": {
-      "parameter": "_Column_",
-      "type": "char",
-      "label": "Analysis Variable",
-      "length": 32,
-      "order": 4,
-      "values": "_Column_",
-      "preformatted": false
-    },
-    "_Event_": {
-      "parameter": "_Event_",
-      "type": "char",
-      "label": "Event",
-      "length": 8,
-      "order": 5,
-      "values": "_Event_",
-      "preformatted": false
-    },
-    "_Cutoff_": {
-      "parameter": "_Cutoff_",
-      "type": "num",
-      "label": "Cutoff",
-      "length": 8,
-      "order": 6,
-      "values": "_Cutoff_",
-      "preformatted": false
-    },
-    "_Sensitivity_": {
-      "parameter": "_Sensitivity_",
-      "type": "num",
-      "label": "Sensitivity",
-      "length": 8,
-      "order": 7,
-      "values": "_Sensitivity_",
-      "preformatted": false
-    },
-    "_Specificity_": {
-      "parameter": "_Specificity_",
-      "type": "num",
-      "label": "Specificity",
-      "length": 8,
-      "order": 8,
-      "values": "_Specificity_",
-      "preformatted": false
-    },
-    "_FPR_": {
-      "parameter": "_FPR_",
-      "type": "num",
-      "label": "False Positive Rate",
-      "length": 8,
-      "order": 9,
-      "values": "_FPR_",
-      "preformatted": false
-    },
-    "_OneMinusSpecificity_": {
-      "parameter": "_OneMinusSpecificity_",
-      "type": "num",
-      "label": "1 - Specificity",
-      "length": 8,
-      "order": 10,
-      "values": "_OneMinusSpecificity_",
-      "preformatted": false
-    },
-    "_TargetName_": {
-      "parameter": "_TargetName_",
-      "type": "char",
-      "label": "Target Name",
-      "length": 20,
-      "order": 11,
-      "values": "_TargetName_",
-      "preformatted": false
-    }
-  },
-  "data": [
-    {
-      "dataMap": {
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-        "_PartInd_": 1,
-        "_formattedPartition_": "           1",
-        "_Column_": "P_BAD1",
-        "_Event_": 1,
-        "_Cutoff_": "Inf",
-        "_Sensitivity_": 0,
-        "_Specificity_": 1,
-        "_FPR_": 0,
-        "_OneMinusSpecificity_": 0,
-        "_TargetName_": "BAD"
-      },
-      "rowNumber": 1
-    },
-    {
-      "dataMap": {
-        "_DataRole_": "TRAIN",
-        "_PartInd_": 1,
-        "_formattedPartition_": "           1",
-        "_Column_": "P_BAD1",
-        "_Event_": 1,
-        "_Cutoff_": 0.9944,
-        "_Sensitivity_": 0.0011,
-        "_Specificity_": 1,
-        "_FPR_": 0,
-        "_OneMinusSpecificity_": 0,
-        "_TargetName_": "BAD"
-      },
-      "rowNumber": 2
-    },
-    {
-      "dataMap": {
-        "_DataRole_": "TRAIN",
-        "_PartInd_": 1,
-        "_formattedPartition_": "           1",
-        "_Column_": "P_BAD1",
-        "_Event_": 1,
-        "_Cutoff_": 0.9929,
-        "_Sensitivity_": 0.0021,
-        "_Specificity_": 1,
-        "_FPR_": 0,
-        "_OneMinusSpecificity_": 0,
-        "_TargetName_": "BAD"
-      },
-      "rowNumber": 3
-    },
-    {
-      "dataMap": {
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-        "_PartInd_": 1,
-        "_formattedPartition_": "           1",
-        "_Column_": "P_BAD1",
-        "_Event_": 1,
-        "_Cutoff_": 0.9913,
-        "_Sensitivity_": 0.0032,
-        "_Specificity_": 1,
-        "_FPR_": 0,
-        "_OneMinusSpecificity_": 0,
-        "_TargetName_": "BAD"
-      },
-      "rowNumber": 4
-    },
-    {
-      "dataMap": {
-        "_DataRole_": "TRAIN",
-        "_PartInd_": 1,
-        "_formattedPartition_": "           1",
-        "_Column_": "P_BAD1",
-        "_Event_": 1,
-        "_Cutoff_": 0.9911,
-        "_Sensitivity_": 0.0042,
-        "_Specificity_": 1,
-        "_FPR_": 0,
-        "_OneMinusSpecificity_": 0,
-        "_TargetName_": "BAD"
-      },
-      "rowNumber": 5
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-    {
-      "dataMap": {
-        "_DataRole_": "TRAIN",
-        "_PartInd_": 1,
-        "_formattedPartition_": "           1",
-        "_Column_": "P_BAD1",
-        "_Event_": 1,
-        "_Cutoff_": 0.9909,
-        "_Sensitivity_": 0.0053,
-        "_Specificity_": 1,
-        "_FPR_": 0,
-        "_OneMinusSpecificity_": 0,
-        "_TargetName_": "BAD"
-      },
-      "rowNumber": 6
-    },
-    {
-      "dataMap": {
-        "_DataRole_": "TRAIN",
-        "_PartInd_": 1,
-        "_formattedPartition_": "           1",
-        "_Column_": "P_BAD1",
-        "_Event_": 1,
-        "_Cutoff_": 0.9904,
-        "_Sensitivity_": 0.0063,
-        "_Specificity_": 1,
-        "_FPR_": 0,
-        "_OneMinusSpecificity_": 0,
-        "_TargetName_": "BAD"
-      },
-      "rowNumber": 7
-    },
-    {
-      "dataMap": {
-        "_DataRole_": "TRAIN",
-        "_PartInd_": 1,
-        "_formattedPartition_": "           1",
-        "_Column_": "P_BAD1",
-        "_Event_": 1,
-        "_Cutoff_": 0.9897,
-        "_Sensitivity_": 0.0074,
-        "_Specificity_": 1,
-        "_FPR_": 0,
-        "_OneMinusSpecificity_": 0,
-        "_TargetName_": "BAD"
-      },
-      "rowNumber": 8
-    },
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-  "version": 1,
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-  "xInteger": false
-}
diff --git a/vignettes/xgbModel/fileMetadata.json b/vignettes/xgbModel/fileMetadata.json
deleted file mode 100644
index 512377b..0000000
--- a/vignettes/xgbModel/fileMetadata.json
+++ /dev/null
@@ -1,18 +0,0 @@
-[
-  {
-    "role": "inputVariables",
-    "name": "inputVar.json"
-  },
-  {
-    "role": "outputVariables",
-    "name": "outputVar.json"
-  },
-  {
-    "role": "score",
-    "name": "scoreCode.R"
-  },
-  {
-    "role": "scoreResource",
-    "name": "Rxgb.rda"
-  }
-]
diff --git a/vignettes/xgbModel/inputVar.json b/vignettes/xgbModel/inputVar.json
deleted file mode 100644
index a4b0964..0000000
--- a/vignettes/xgbModel/inputVar.json
+++ /dev/null
@@ -1,72 +0,0 @@
-[
-  {
-    "name": "LOAN",
-    "length": 8,
-    "type": "decimal",
-    "level": "interval"
-  },
-  {
-    "name": "MORTDUE",
-    "length": 8,
-    "type": "decimal",
-    "level": "interval"
-  },
-  {
-    "name": "VALUE",
-    "length": 8,
-    "type": "decimal",
-    "level": "interval"
-  },
-  {
-    "name": "REASON",
-    "type": "string",
-    "level": "nominal"
-  },
-  {
-    "name": "JOB",
-    "type": "string",
-    "level": "nominal"
-  },
-  {
-    "name": "YOJ",
-    "length": 8,
-    "type": "decimal",
-    "level": "interval"
-  },
-  {
-    "name": "DEROG",
-    "length": 8,
-    "type": "decimal",
-    "level": "interval"
-  },
-  {
-    "name": "DELINQ",
-    "length": 8,
-    "type": "decimal",
-    "level": "interval"
-  },
-  {
-    "name": "CLAGE",
-    "length": 8,
-    "type": "decimal",
-    "level": "interval"
-  },
-  {
-    "name": "NINQ",
-    "length": 8,
-    "type": "decimal",
-    "level": "interval"
-  },
-  {
-    "name": "CLNO",
-    "length": 8,
-    "type": "decimal",
-    "level": "interval"
-  },
-  {
-    "name": "DEBTINC",
-    "length": 8,
-    "type": "decimal",
-    "level": "interval"
-  }
-]
diff --git a/vignettes/xgbModel/outputVar.json b/vignettes/xgbModel/outputVar.json
deleted file mode 100644
index dd18309..0000000
--- a/vignettes/xgbModel/outputVar.json
+++ /dev/null
@@ -1,44 +0,0 @@
-[
-  {
-    "name": "P_BAD0",
-    "length": 8,
-    "type": "decimal",
-    "level": "interval"
-  },
-  {
-    "name": "P_BAD1",
-    "length": 8,
-    "type": "decimal",
-    "level": "interval"
-  },
-  {
-    "name": "BAD",
-    "length": 1,
-    "type": "string",
-    "level": "nominal"
-  },
-  {
-    "name": "I_BAD",
-    "length": 1,
-    "type": "string",
-    "level": "nominal"
-  },
-  {
-    "name": "EM_EVENTPROBABILITY",
-    "length": 8,
-    "type": "decimal",
-    "level": "interval"
-  },
-  {
-    "name": "EM_PROBABILITY",
-    "length": 8,
-    "type": "decimal",
-    "level": "interval"
-  },
-  {
-    "name": "EM_CLASSIFICATION",
-    "length": 1,
-    "type": "string",
-    "level": "nominal"
-  }
-]