diff --git a/ressources/webshell_data_new_version.json b/ressources/webshell_data_new_version.json
new file mode 100644
index 0000000000000000000000000000000000000000..c2a9d3d25d74f12b05ff3d998851cdffbdf7a794
--- /dev/null
+++ b/ressources/webshell_data_new_version.json
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/ressources/webshell_expected_formatted.json b/ressources/webshell_expected_formatted.json
new file mode 100644
index 0000000000000000000000000000000000000000..8b57a87aa7c54cb8ee117e3c70765ebce6ee578f
--- /dev/null
+++ b/ressources/webshell_expected_formatted.json
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/src/main/java/be/cylab/java/wowa/training/MainTest.java b/src/main/java/be/cylab/java/wowa/training/MainTest.java
index 925c9d9d648f85fb90e5ba6247abc92fe57fc228..1e00985cfb17084f855c0f28c0b8e746c13f55de 100644
--- a/src/main/java/be/cylab/java/wowa/training/MainTest.java
+++ b/src/main/java/be/cylab/java/wowa/training/MainTest.java
@@ -28,8 +28,8 @@ public final class MainTest {
                 = TrainerParameters.SELECTION_METHOD_RWS;
         int generation_population_method
                 = TrainerParameters.POPULATION_INITIALIZATION_RANDOM;
-        String data_file = "ressources/webshell_data.json";
-        String expected_file = "ressources/webshell_expected.json";
+        String data_file = "./ressources/webshell_data_new_version.json";
+        String expected_file = "ressources/webshell_expected_new_version.json";
         List<List<Double>> data
                 = Utils.convertJsonToDataForTrainer(data_file);
         List<Double> expected
diff --git a/src/main/java/be/cylab/java/wowa/training/Utils.java b/src/main/java/be/cylab/java/wowa/training/Utils.java
index 1bcf4a6794e10731ac75884f57cc5773a990470d..f19bdb056d9528d843aedb3ad5bed7a51062d979 100644
--- a/src/main/java/be/cylab/java/wowa/training/Utils.java
+++ b/src/main/java/be/cylab/java/wowa/training/Utils.java
@@ -4,9 +4,12 @@ import com.owlike.genson.GenericType;
 import com.owlike.genson.Genson;
 import info.debatty.java.aggregation.WOWA;
 import org.apache.commons.lang3.ArrayUtils;
+import org.deeplearning4j.datasets.iterator.DoublesDataSetIterator;
 import org.nd4j.linalg.api.ndarray.INDArray;
 import org.nd4j.linalg.dataset.DataSet;
+import org.nd4j.linalg.dataset.api.iterator.DataSetIterator;
 import org.nd4j.linalg.factory.Nd4j;
+import org.nd4j.linalg.primitives.Pair;
 
 import java.io.FileOutputStream;
 import java.io.IOException;
@@ -599,4 +602,36 @@ final class Utils {
         INDArray expected_ind = Nd4j.create(expected_array);
         return new DataSet(data_ind, expected_ind);
     }
+
+    static DataSetIterator createDataSetIterator(
+            final List<List<Double>> data,
+            final List<Double> expected,
+            final int batch_size
+            ) {
+
+        List<Pair<double[], double[]>> ds = new ArrayList<>();
+        if (data.size() != expected.size()) {
+            throw new IllegalArgumentException(
+                    "Data and Expected must have the same size");
+        }
+        for (int i = 0; i < data.size(); i++) {
+            if (expected.get(i) == 1.0) {
+                double[] d = convertListDoubleToArrayDouble(data.get(i));
+                double[] e = {1.0, 0.0};
+                Pair<double[], double[]> p
+                        = new Pair<>(d, e);
+                ds.add(p);
+
+            } else {
+                double[] d = convertListDoubleToArrayDouble(data.get(i));
+                double[] e = {0.0, 1.0};
+                Pair<double[], double[]> p
+                        = new Pair<>(d, e);
+                ds.add(p);
+            }
+
+        }
+        DataSetIterator dsi = new DoublesDataSetIterator(ds, batch_size);
+        return dsi;
+    }
 }