diff --git a/docs/circuit_cutting/tutorials/LO_gate_cut_finder.ipynb b/docs/circuit_cutting/tutorials/LO_gate_cut_finder.ipynb
index 045631a48..0bfb519ec 100644
--- a/docs/circuit_cutting/tutorials/LO_gate_cut_finder.ipynb
+++ b/docs/circuit_cutting/tutorials/LO_gate_cut_finder.ipynb
@@ -28,7 +28,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": 27,
    "metadata": {},
    "outputs": [
     {
@@ -38,7 +38,7 @@
        "<Figure size 831.997x294.311 with 1 Axes>"
       ]
      },
-     "execution_count": 15,
+     "execution_count": 27,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -64,7 +64,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
+   "execution_count": 28,
    "metadata": {},
    "outputs": [
     {
@@ -73,21 +73,21 @@
      "text": [
       "\n",
       "\n",
-      "---------- 4 Qubits per QPU, 2 QPUs ----------\n",
+      "--- 4 Qubits per QPU, 2 QPUs ---\n",
       "Gamma = 1.0 , min_reached = True\n",
       "[]\n",
       "Subcircuits: AAAA \n",
       "\n",
       "\n",
       "\n",
-      "---------- 3 Qubits per QPU, 2 QPUs ----------\n",
+      "--- 3 Qubits per QPU, 2 QPUs ---\n",
       "Gamma = 9.0 , min_reached = True\n",
       "[Cut(Action='CutTwoQubitGate', Gate=[17, ['cx', 2, 3]]), Cut(Action='CutTwoQubitGate', Gate=[25, ['cx', 2, 3]])]\n",
       "Subcircuits: AAAB \n",
       "\n",
       "\n",
       "\n",
-      "---------- 2 Qubits per QPU, 2 QPUs ----------\n",
+      "--- 2 Qubits per QPU, 2 QPUs ---\n",
       "Gamma = 9.0 , min_reached = True\n",
       "[Cut(Action='CutTwoQubitGate', Gate=[9, ['cx', 1, 2]]), Cut(Action='CutTwoQubitGate', Gate=[20, ['cx', 1, 2]])]\n",
       "Subcircuits: AABB \n",
@@ -108,7 +108,7 @@
     "\n",
     "for num_qpus in range(num_QPUs, 1, -1):\n",
     "    for qpu_qubits in range(qubits_per_QPU, 1, -1):\n",
-    "        print(f'\\n\\n---------- {qpu_qubits} Qubits per QPU, {num_qpus} QPUs ----------')\n",
+    "        print(f'\\n\\n--- {qpu_qubits} Qubits per QPU, {num_qpus} QPUs ---')\n",
     "        \n",
     "        constraint_obj = DeviceConstraints(qubits_per_QPU = qpu_qubits, \n",
     "                                            num_QPUs       = num_QPUs)\n",
@@ -190,7 +190,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 25,
+   "execution_count": 26,
    "metadata": {},
    "outputs": [
     {
@@ -199,42 +199,42 @@
      "text": [
       "\n",
       "\n",
-      "---------- 7 Qubits per QPU, 2 QPUs ----------\n",
+      "--- 7 Qubits per QPU, 2 QPUs ---\n",
       "Gamma = 1.0 , min_reached = True\n",
       "[]\n",
       "Subcircuits: AAAAAAA \n",
       "\n",
       "\n",
       "\n",
-      "---------- 6 Qubits per QPU, 2 QPUs ----------\n",
+      "--- 6 Qubits per QPU, 2 QPUs ---\n",
       "Gamma = 3.0 , min_reached = True\n",
       "[Cut(Action='CutTwoQubitGate', Gate=[12, ['cx', 3, 6]])]\n",
       "Subcircuits: AAAAAAB \n",
       "\n",
       "\n",
       "\n",
-      "---------- 5 Qubits per QPU, 2 QPUs ----------\n",
+      "--- 5 Qubits per QPU, 2 QPUs ---\n",
       "Gamma = 9.0 , min_reached = True\n",
       "[Cut(Action='CutTwoQubitGate', Gate=[10, ['cx', 3, 4]]), Cut(Action='CutTwoQubitGate', Gate=[12, ['cx', 3, 6]])]\n",
       "Subcircuits: AAAABAC \n",
       "\n",
       "\n",
       "\n",
-      "---------- 4 Qubits per QPU, 2 QPUs ----------\n",
+      "--- 4 Qubits per QPU, 2 QPUs ---\n",
       "Gamma = 27.0 , min_reached = True\n",
       "[Cut(Action='CutTwoQubitGate', Gate=[10, ['cx', 3, 4]]), Cut(Action='CutTwoQubitGate', Gate=[11, ['cx', 3, 5]]), Cut(Action='CutTwoQubitGate', Gate=[12, ['cx', 3, 6]])]\n",
       "Subcircuits: AAAABCD \n",
       "\n",
       "\n",
       "\n",
-      "---------- 3 Qubits per QPU, 2 QPUs ----------\n",
+      "--- 3 Qubits per QPU, 2 QPUs ---\n",
       "Gamma = 243.0 , min_reached = True\n",
       "[Cut(Action='CutTwoQubitGate', Gate=[9, ['cx', 2, 3]]), Cut(Action='CutTwoQubitGate', Gate=[10, ['cx', 3, 4]]), Cut(Action='CutTwoQubitGate', Gate=[11, ['cx', 3, 5]]), Cut(Action='CutTwoQubitGate', Gate=[12, ['cx', 3, 6]]), Cut(Action='CutTwoQubitGate', Gate=[15, ['cx', 2, 3]])]\n",
       "Subcircuits: AABACDE \n",
       "\n",
       "\n",
       "\n",
-      "---------- 2 Qubits per QPU, 2 QPUs ----------\n",
+      "--- 2 Qubits per QPU, 2 QPUs ---\n",
       "Gamma = 2187.0 , min_reached = True\n",
       "[Cut(Action='CutTwoQubitGate', Gate=[8, ['cx', 1, 3]]), Cut(Action='CutTwoQubitGate', Gate=[9, ['cx', 2, 3]]), Cut(Action='CutTwoQubitGate', Gate=[10, ['cx', 3, 4]]), Cut(Action='CutTwoQubitGate', Gate=[11, ['cx', 3, 5]]), Cut(Action='CutTwoQubitGate', Gate=[12, ['cx', 3, 6]]), Cut(Action='CutTwoQubitGate', Gate=[14, ['cx', 1, 3]]), Cut(Action='CutTwoQubitGate', Gate=[15, ['cx', 2, 3]])]\n",
       "Subcircuits: ABCADEF \n",
@@ -260,7 +260,7 @@
     "\n",
     "for num_qpus in range(num_QPUs, 1, -1):\n",
     "    for qpu_qubits in range(qubits_per_QPU, 1, -1):\n",
-    "        print(f'\\n\\n---------- {qpu_qubits} Qubits per QPU, {num_qpus} QPUs ----------')\n",
+    "        print(f'\\n\\n--- {qpu_qubits} Qubits per QPU, {num_qpus} QPUs ---')\n",
     "        \n",
     "        constraint_obj = DeviceConstraints(qubits_per_QPU = qpu_qubits, \n",
     "                                            num_QPUs       = num_QPUs)\n",