diff --git a/notebooks/tutorial/Evaluations_electron_density.ipynb b/notebooks/tutorial/Evaluations_electron_density.ipynb
index 4413f29a..43004011 100644
--- a/notebooks/tutorial/Evaluations_electron_density.ipynb
+++ b/notebooks/tutorial/Evaluations_electron_density.ipynb
@@ -38,7 +38,7 @@
       " [-1.09577141e+00  1.77311416e+00  1.42544321e-07]\n",
       " [-1.09577166e+00 -1.77311468e+00  2.44755133e-07]]\n",
       "Molecule is planar: True\n",
-      "Number of atomic orbitals: 46\n",
+      "Number of contracted shells: 46\n",
       "One electron RDM shape: (138, 138)\n"
      ]
     }
@@ -67,7 +67,7 @@
     "print(f\"Atom numbers: {mol_data.atnums}\")\n",
     "print(f\"Atom coordinates:\\n{mol_data.atcoords}\")\n",
     "print(f\"Molecule is planar: {np.allclose(atcoords[:, 2], 0 , atol=1e-6)}\")\n",
-    "print(f\"Number of atomic orbitals: {len(ao_basis)}\")\n",
+    "print(f\"Number of contracted shells: {len(ao_basis)}\")\n",
     "print(f\"One electron RDM shape: {rdm.shape}\")"
    ]
   },
@@ -111,7 +111,7 @@
     "points = np.array([x_vals, y_vals, z_vals]).T # gbasis evaluates at 3D points\n",
     "\n",
     "print(\"Grid for evaluating the density matrix has shape: \", points.shape)\n",
-    "print(f\"Distance between grid points: {2*coord_limit/(plt_pts-1)}\")\n"
+    "print(f\"Distance between grid points: {2*coord_limit/(plt_pts-1)}\")"
    ]
   },
   {
@@ -524,7 +524,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.8.13"
+   "version": "3.12.1"
   }
  },
  "nbformat": 4,