diff --git a/Config.py b/Config.py
index e7776808d6c31cd8fd1f9064af61b76a7647d847..7874c4ab2e745db42607440a77b92523bbbcd4e6 100644
--- a/Config.py
+++ b/Config.py
@@ -86,17 +86,16 @@ class Config :
   def __len__(self) :
     return len(self.lines)
 
+  # This print format is used by the script readTrace.py, avoid changes
   def printForDebug(self, output) :
     printedCols = ["ID","FORM","UPOS","HEAD","DEPREL"]
     left = 5
     right = 5
-    historySize = 8
-    historyPopSize = 6
     print("state :", self.state, file=output)
-    print("stack :",[int(self.getAsFeature(ind, "ID")) for ind in self.stack], file=output)
+    print("stack :",[self.getAsFeature(ind, "ID") for ind in self.stack], file=output)
     print("nbUndone :", self.nbUndone, file=output)
-    print("history :",[str(trans) for trans in self.history[-historySize:]], file=output)
-    print("historyPop :",[(str(c[0]),"reward:"+str(c[3])) for c in self.historyPop[-historyPopSize:]], file=output)
+    print("history :",[str(trans) for trans in self.history], file=output)
+    print("historyPop :",[(str(c[0]),"dat:"+str(c[1]),"mvt:"+str(c[2]),"reward:"+str(c[3]),"state:"+str(c[4])) for c in self.historyPop], file=output)
     toPrint = []
     for lineIndex in range(self.wordIndex-left, self.wordIndex+right) :
       if lineIndex not in range(len(self.lines)) :
diff --git a/Train.py b/Train.py
index de8482e62c7b40b7b4f4187f2cc76708855ed3d5..ca196577125a532909212daf27bfb76c53e1407d 100644
--- a/Train.py
+++ b/Train.py
@@ -271,7 +271,6 @@ def trainModelRl(debug, networkName, modelDir, filename, nbIter, batchSize, devF
         probaOracle = list_probas[fromState][1]
         
         if debug :
-          print("-"*80, file=sys.stderr)
           sentence.printForDebug(sys.stderr)
         action = selectAction(policy_net, state, transitionSet, sentence, missingLinks, probaRandom, probaOracle, fromState)