diff --git a/docs/usage/getting_started.ipynb b/docs/usage/getting_started.ipynb
index 6a3caed..a564964 100644
--- a/docs/usage/getting_started.ipynb
+++ b/docs/usage/getting_started.ipynb
@@ -9,12 +9,12 @@
    },
    "source": [
     "# Getting Started\n",
-    "To get started with `swmmio`, you'll need a EPA SWMM input file (.inp). We'll usae an example model provided within `swmmio` and see what it looks like to get a {py:meth}`swwmio.core.Model.links` DataFrame, "
+    "To get started with `swmmio`, you'll need a EPA SWMM input file (.inp). We'll use an example model provided within `swmmio` and see what it looks like to get a {py:obj}`Model.links <swmmio.core.Model.links>` DataFrame, "
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": 3,
    "metadata": {},
    "outputs": [
     {
@@ -99,7 +99,7 @@
        "[3 rows x 26 columns]"
       ]
      },
-     "execution_count": 1,
+     "execution_count": 3,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -119,10 +119,10 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "Now let's use the lower-level {py:obj}`swmmio.core.inp` API to access and modify the sections of the model. We'll change the outfall type to FIXED and set a stage elevation. \n",
+    "Now let's use the lower-level {py:obj}`Model.inp <swmmio.core.inp>` API to access and modify the sections of the model. We'll change the outfall type to FIXED and set a stage elevation. \n",
     "\n",
     ":::{note}\n",
-    "The {py:class}`swmmio.core.inp` API has coverage for almost all sections of the INP file. If you find that a section isn't covered that you need, raise an issue [here](https://github.com/pyswmm/swmmio/issues)!\n",
+    "The {py:class}`Model.inp <swmmio.core.inp>` API has coverage for almost all sections of the INP file. If you find that a section isn't covered that you need, raise an issue [here](https://github.com/pyswmm/swmmio/issues)!\n",
     ":::"
    ]
   },
@@ -261,7 +261,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "We can then save our updated model to a new .inp file, then instantiate a new {py:class}`swmmio.core.Model` object. "
+    "We can then save our updated model to a new .inp file, then instantiate a new {py:class}`~swmmio.core.Model` object. "
    ]
   },
   {
@@ -621,7 +621,7 @@
    "metadata": {},
    "source": [
     "## Access Model Network as Graph\n",
-    "The {py:obj}`swmmio.core.Model` class returns a Networkx MultiDiGraph representation of the model via that {py:meth}`swmmio.core.Model.network` parameter:"
+    "The {py:obj}`~swmmio.core.Model` class returns a Networkx MultiDiGraph representation of the model via that {py:meth}`Model.network <swmmio.core.Model.network>` parameter:"
    ]
   },
   {
@@ -702,11 +702,15 @@
     "python -m swmmio -sp Model_Dir1 Model_Dir2  -cores_left=1\n",
     "```\n",
     "\n",
-    "<div class=\"warning\">\n",
-    "    <p class=\"first admonition-title\">Warning</p>\n",
-    "    <p class=\"last\">Using all cores for simultaneous model runs can put your machine's CPU usage at 100% for extended periods of time. This probably puts stress on your hardware. Use at your own risk.</p>\n",
-    "</div>\n"
+    ":::{warning}\n",
+    "Using all cores for simultaneous model runs can put your machine's CPU usage at 100% for extended periods of time. This probably puts stress on your hardware. Use at your own risk.\n",
+    ":::\n"
    ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": []
   }
  ],
  "metadata": {