diff --git a/.gitignore b/.gitignore
index 0b1592a6d8ec776d172a498cb860944b83173f10..9ba3e7030b1ec399f6cbc25cd0ab14f60011ac36 100644
--- a/.gitignore
+++ b/.gitignore
@@ -1,4 +1,4 @@
 /nbproject/
 /target/
 /.idea/
-java-wowa-training.iml
+/java-wowa-training.iml
diff --git a/java-wowa-training.iml b/java-wowa-training.iml
index e65012bc30b00fe8f9ce599d0af7a8d7f858c371..e84bf0adeb5339a52ed7612df451c6b6208ea764 100644
--- a/java-wowa-training.iml
+++ b/java-wowa-training.iml
@@ -32,6 +32,97 @@
         <SOURCES />
       </library>
     </orderEntry>
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     <orderEntry type="library" scope="TEST" name="Maven: org.junit.jupiter:junit-jupiter-api:5.3.1" level="project" />
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diff --git a/ressources/webshell_expected_formatted.json b/ressources/webshell_expected_formatted.json
deleted file mode 100644
index 8b57a87aa7c54cb8ee117e3c70765ebce6ee578f..0000000000000000000000000000000000000000
--- a/ressources/webshell_expected_formatted.json
+++ /dev/null
@@ -1 +0,0 @@
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diff --git a/ressources/webshell_expected_new_version.json b/ressources/webshell_expected_new_version.json
new file mode 100644
index 0000000000000000000000000000000000000000..9ed3117828cce1e17dd27d5aca807f2db9bcc4e9
--- /dev/null
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\ No newline at end of file
diff --git a/src/main/java/be/cylab/java/wowa/training/Example.java b/src/main/java/be/cylab/java/wowa/training/Example.java
index d1055c0ba01da1379640af927d2298bbb5edc1e3..aa195c37ba5ab73ce542155d063b5e29767be8a7 100644
--- a/src/main/java/be/cylab/java/wowa/training/Example.java
+++ b/src/main/java/be/cylab/java/wowa/training/Example.java
@@ -48,8 +48,8 @@ public final class Example {
                     "Initialization must be RANDOM or QUASI_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";
         Logger logger = Logger.getLogger(Trainer.class.getName());
         logger.setLevel(Level.INFO);
         StreamHandler handler = new StreamHandler(System.out,
@@ -66,8 +66,8 @@ public final class Example {
 
         long start_time = System.currentTimeMillis();
         AbstractSolution solution = trainer.run(
-                "./ressources/webshell_data.json",
-                "./ressources/webshell_expected.json");
+                data_file,
+                expected_file);
         System.out.println(solution);
         long end_time = System.currentTimeMillis();
         logger.log(Level.INFO, "Execution time : "