diff --git a/SpiNNaker/README.MD b/SpiNNaker/README.MD
index 463556973a05649bf06c257c89f75aadc2d701a2..5cd2309fb6ce4edfe3ae1a9f77b199b4efd2f9af 100644
--- a/SpiNNaker/README.MD
+++ b/SpiNNaker/README.MD
@@ -1,14 +1,18 @@
-## Files:
-You can change and use the file names as you prefer. As an example, here we did it as below:
-
-Network: Input(784)*FC1(400)*FC2(1600)
-
-    weights_fc1_X.Y:
-        Weight-Files from Input_layer to FC1 layer
-    weights_fc2_X.Y:
-        Weight-Files from FC1 to FC2 layer
-    
-    X: baseline, compressed
-    Y: 
-        nothing: binary file from SCNN
-        txt: generated connection file for spynnaker (PyNN for SpiNNaker)
+## Files naming
+In order to properly use the provided scripts, make sure to rename the binary weights extracted from the csnn-simulator as follows:
+
+As an example, we have the next architecture with MNIST dataset:
+
+`Input(784) x Fc1(400) x Fc2(1600)`
+
+
+    weights_fc1_X:
+        Weights between Input and Fc1 layer
+    weights_fc2_X:
+        Weights between Fc1 and Fc2 layer
+
+    X = type of network [baseline or compressed]
+
+>`binary file` : are from the csnn-simulator (Weight Extractor), which <span style="color:red;">needs to be renamed by the user</span>
+
+>`.txt file` : represents the generated connections file for Spynnaker
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