diff --git a/notebooks/03-uxarray-vis/06-performance.ipynb b/notebooks/03-uxarray-vis/06-performance.ipynb
index d264600c..4b2db7e7 100644
--- a/notebooks/03-uxarray-vis/06-performance.ipynb
+++ b/notebooks/03-uxarray-vis/06-performance.ipynb
@@ -8,6 +8,15 @@
     "---|"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "When working with large datasets, it's crucial to consider the performance of each visualization method. This notebook investigates the performance and data fidelity of the previously covered methods using high-resolution grids."
+   ],
+   "metadata": {
+    "collapsed": false
+   }
+  },
   {
    "cell_type": "markdown",
    "source": [
@@ -20,7 +29,58 @@
   {
    "cell_type": "markdown",
    "source": [
-    "## Timing Comparison"
+    "The dataset used for timings and examples in this notebook were provided from the [DYAMOND Initiative](https://www.google.com/search?q=dyamond&oq=dyamond&gs_lcrp=EgZjaHJvbWUyCQgAEEUYORiABDIGCAEQIxgnMgcIAhAuGIAEMgkIAxAuGAoYgAQyCQgEEAAYChiABDIHCAUQLhiABDIHCAYQLhiABDIJCAcQABgKGIAEMgcICBAAGIAEMg8ICRAAGAoYgwEYsQMYgATSAQc5NjRqMGo0qAIAsAIA&sourceid=chrome&ie=UTF-8). \n",
+    "\n",
+    "There are four datasets, each of the same grid, but with different resolutions. The table below summarizes the scale of these datasets.\n",
+    "\n",
+    "| Element / Resolution | 30km | 15km | 7.5km       | 3.75km |\n",
+    "|----------------------|------|-----|-------------|--------|\n",
+    "| Faces                | 0    | 0   | 0           | 0      |\n",
+    "| Nodes                | 0    | 0   | 0           | 0      |\n",
+    "\n",
+    "\n"
+   ],
+   "metadata": {
+    "collapsed": false
+   }
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "## Timing Comparison\n",
+    "\n",
+    "All timings were run on a single [NCAR Derecho Node](https://arc.ucar.edu/knowledge_base/74317833)"
+   ],
+   "metadata": {
+    "collapsed": false
+   }
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "### Data Processing (Initial Run)"
+   ],
+   "metadata": {
+    "collapsed": false
+   }
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "| Visualization Method / Grid Resolution  | 30km        | 15km        | 7.5km       | 3.75km      |\n",
+    "|-----------------------------------------|-------------|-------------|-------------|-------------|\n",
+    "| Polygon Raster (Including Antimeridian) | 28.5 (1.26) | 0           | 0           | 0           |\n",
+    "| Polygon Raster (Excluding Antimeridian) | 1.69 (0.23) | 5.96 (0.09) | 23.1 (0.52) | 93 (1.01)   |\n",
+    "| Point Raster                            | 0.13 (0.03) | 0.16 (0.01) | 0.35 (0.00) | 1.08 (0.07) |"
+   ],
+   "metadata": {
+    "collapsed": false
+   }
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "### Data Processing (Subsequent Runs)"
    ],
    "metadata": {
     "collapsed": false
@@ -39,6 +99,13 @@
     "collapsed": false
    }
   },
+  {
+   "cell_type": "markdown",
+   "source": [],
+   "metadata": {
+    "collapsed": false
+   }
+  },
   {
    "cell_type": "markdown",
    "source": [