diff --git a/multi-area-model.ipynb b/multi-area-model.ipynb
index 1ffb3b8a4043046fa35bd8ae7b51073f342482e6..2a76bfad42e72b5bf82c86be54464b9abc2989a6 100644
--- a/multi-area-model.ipynb
+++ b/multi-area-model.ipynb
@@ -69,14 +69,6 @@
     "    * [3.3. Time-averaged population rates](#section_3_3)"
    ]
   },
-  {
-   "cell_type": "markdown",
-   "id": "620501a2",
-   "metadata": {},
-   "source": [
-    "<br>"
-   ]
-  },
   {
    "cell_type": "markdown",
    "id": "d782e527",
@@ -489,7 +481,7 @@
     "# print(M.N)\n",
     "\n",
     "# Array of neuron numbers\n",
-    "# (M.N_vec)"
+    "# print(M.N_vec)"
    ]
   },
   {
@@ -503,10 +495,10 @@
     "\n",
     "# Dictionary of nodes indegrees organized as:\n",
     "# {<source_area>: {<source_pop>: {<target_area>: {<target_pop>: indegree_values}}}}\n",
-    "# M.K\n",
+    "# print(M.K)\n",
     "\n",
     "# Array of nodes indegrees\n",
-    "# M.K_matrix.shape"
+    "# print(M.K_matrix.shape)"
    ]
   },
   {
@@ -520,10 +512,10 @@
     "\n",
     "# Dictionary of synapses that target neurons receive, it is organized as:\n",
     "# {<source_area>: {<source_pop>: {<target_area>: {<target_pop>: number_of_synapses}}}}\n",
-    "# M.synapses\n",
+    "# print(M.synapses)\n",
     "\n",
     "# Array of \n",
-    "# M.syn_matrix"
+    "# print(M.syn_matrix)"
    ]
   },
   {