MiraGeoscience · benk-mira · May 6, 2026 · May 6, 2026 · May 6, 2026 · May 7, 2026
diff --git a/docs/fundamentals/mesh_design.ipynb b/docs/fundamentals/mesh_design.ipynb
@@ -16,7 +16,7 @@
     "\n",
     "## Base parameters\n",
     "\n",
-    "An Octree mesh can be though of as the combination of a base mesh and refinements.  The base mesh is defined by the core extent, padding, and the base cell resolution.  These concepts are explored in further detail in the following sub-sections.\n",
+    "An Octree mesh can be thought of as the combination of a base mesh and refinements.  The base mesh is defined by the core extent, padding, and the base cell resolution.  These concepts are explored in further detail in the following sub-sections.\n",
     "\n",
     "- [A region of interest (extent)](mesh-extent)\n",
     "- [Base cell resolution](base-cell-size)\n",
@@ -132,6 +132,12 @@
     "![extent_to_pad](./images/extent_to_pad.png)\n",
     "\n"
    ]
+  },
+  {
+   "metadata": {},
+   "cell_type": "markdown",
+   "source": "",
+   "id": "658c5419227c2985"
   }
  ],
  "metadata": {

diff --git a/docs/fundamentals/regularization/images/reference_model.png b/docs/fundamentals/regularization/images/reference_model.png
diff --git a/docs/fundamentals/regularization/images/regularization_alpha.png b/docs/fundamentals/regularization/images/regularization_alpha.png
diff --git a/docs/fundamentals/regularization/images/smallness_norm_setup.png b/docs/fundamentals/regularization/images/smallness_norm_setup.png
diff --git a/docs/fundamentals/regularization/images/smoothness_norm_setup.png b/docs/fundamentals/regularization/images/smoothness_norm_setup.png
diff --git a/docs/images/analyst_geophysics_menu.png b/docs/images/analyst_geophysics_menu.png
diff --git a/docs/tutorials/images/dc/dc_core.png b/docs/tutorials/images/dc/dc_core.png
diff --git a/docs/tutorials/images/dc/dc_forward.png b/docs/tutorials/images/dc/dc_forward.png
diff --git a/docs/tutorials/images/dc/dc_refinement.png b/docs/tutorials/images/dc/dc_refinement.png
diff --git a/docs/tutorials/images/gravity/gz_input.png b/docs/tutorials/images/gravity/gz_input.png
diff --git a/docs/tutorials/images/magnetics/base_reg.png b/docs/tutorials/images/magnetics/base_reg.png
diff --git a/docs/tutorials/images/magnetics/forward.png b/docs/tutorials/images/magnetics/forward.png
diff --git a/docs/tutorials/images/magnetics/mesh_core.png b/docs/tutorials/images/magnetics/mesh_core.png
diff --git a/docs/tutorials/images/magnetics/mesh_refinement.png b/docs/tutorials/images/magnetics/mesh_refinement.png
diff --git a/docs/tutorials/images/magnetics/mvi_input.png b/docs/tutorials/images/magnetics/mvi_input.png
diff --git a/docs/tutorials/images/magnetics/no_ref_input.png b/docs/tutorials/images/magnetics/no_ref_input.png
diff --git a/docs/tutorials/magnetic.ipynb b/docs/tutorials/magnetic.ipynb
@@ -164,7 +164,7 @@
    "source": [
     "## Magnetic vector inversion (MVI)\n",
     "\n",
-    "We now look at the solution using the magnetic vector inversion (MVI) algorithm. This approach is generally favoured if [remanent magnetization](https://gpg.geosci.xyz/content/magnetics/magnetics_basic_principles.html?highlight=remanence#remanent-magnetization) is kwown to distorte the magnetic signal.\n",
+    "We now look at the solution using the magnetic vector inversion (MVI) algorithm. This approach is generally favoured if [remanent magnetization](https://gpg.geosci.xyz/content/magnetics/magnetics_basic_principles.html?highlight=remanence#remanent-magnetization) is known to distort the magnetic signal.\n",
     "\n",
     "We use the default parameters but without a reference model as shown below.\n",
     "\n",