diff --git a/models/full/input.json b/models/full/input.json
index 7133879..e225387 100644
--- a/models/full/input.json
+++ b/models/full/input.json
@@ -40,26 +40,26 @@
     "_comment": " training controls",
     "training" : {
 	"systems":	[
-			"../../data/aimd/",
-			"../../data/r3m/",
-			"../../data/ensemble0/",
-			"../../data/ensemble1/",
-			"../../data/ensemble2/",
-			"../../data/ensemble3/150GPa/",
-			"../../data/ensemble3/200GPa/",
-			"../../data/ensemble4/150GPa/",
-			"../../data/ensemble4/180GPa/",
-			"../../data/ensemble5/",
-			"../../data/ensemble6/",
-			"../../data/ensemble7/",
-			"../../data/ensemble8/",
-			"../../data/ensemble9/",
-			"../../data/ensemble10/",
-			"../../data/ensemble11/",
-			"../../data/ensemble12/",
-			"../../data/ensemble13/",
-			"../../data/ensemble14/",
-			"../../data/ensemble15/"],
+			"../../data/full/aimd/",
+			"../../data/full/r3m/",
+			"../../data/full/ensemble0/",
+			"../../data/full/ensemble1/",
+			"../../data/full/ensemble2/",
+			"../../data/full/ensemble3/150GPa/",
+			"../../data/full/ensemble3/200GPa/",
+			"../../data/full/ensemble4/150GPa/",
+			"../../data/full/ensemble4/180GPa/",
+			"../../data/full/ensemble5/",
+			"../../data/full/ensemble6/",
+			"../../data/full/ensemble7/",
+			"../../data/full/ensemble8/",
+			"../../data/full/ensemble9/",
+			"../../data/full/ensemble10/",
+			"../../data/full/ensemble11/",
+			"../../data/full/ensemble12/",
+			"../../data/full/ensemble13/",
+			"../../data/full/ensemble14/",
+			"../../data/full/ensemble15/"],
 	"set_prefix":	"set",    
 	"stop_batch":	1000000,
 	"batch_size":	1,
diff --git a/models/subtracted/input.json b/models/subtracted/input.json
index 7133879..727d485 100644
--- a/models/subtracted/input.json
+++ b/models/subtracted/input.json
@@ -40,26 +40,26 @@
     "_comment": " training controls",
     "training" : {
 	"systems":	[
-			"../../data/aimd/",
-			"../../data/r3m/",
-			"../../data/ensemble0/",
-			"../../data/ensemble1/",
-			"../../data/ensemble2/",
-			"../../data/ensemble3/150GPa/",
-			"../../data/ensemble3/200GPa/",
-			"../../data/ensemble4/150GPa/",
-			"../../data/ensemble4/180GPa/",
-			"../../data/ensemble5/",
-			"../../data/ensemble6/",
-			"../../data/ensemble7/",
-			"../../data/ensemble8/",
-			"../../data/ensemble9/",
-			"../../data/ensemble10/",
-			"../../data/ensemble11/",
-			"../../data/ensemble12/",
-			"../../data/ensemble13/",
-			"../../data/ensemble14/",
-			"../../data/ensemble15/"],
+			"../../data/subtracted/aimd/",
+			"../../data/subtracted/r3m/",
+			"../../data/subtracted/ensemble0/",
+			"../../data/subtracted/ensemble1/",
+			"../../data/subtracted/ensemble2/",
+			"../../data/subtracted/ensemble3/150GPa/",
+			"../../data/subtracted/ensemble3/200GPa/",
+			"../../data/subtracted/ensemble4/150GPa/",
+			"../../data/subtracted/ensemble4/180GPa/",
+			"../../data/subtracted/ensemble5/",
+			"../../data/subtracted/ensemble6/",
+			"../../data/subtracted/ensemble7/",
+			"../../data/subtracted/ensemble8/",
+			"../../data/subtracted/ensemble9/",
+			"../../data/subtracted/ensemble10/",
+			"../../data/subtracted/ensemble11/",
+			"../../data/subtracted/ensemble12/",
+			"../../data/subtracted/ensemble13/",
+			"../../data/subtracted/ensemble14/",
+			"../../data/subtracted/ensemble15/"],
 	"set_prefix":	"set",    
 	"stop_batch":	1000000,
 	"batch_size":	1,