diff --git a/notebook-getting-started/03-Markdown Cells.ipynb b/notebook-getting-started/03-Markdown Cells.ipynb
index a0fb768..f35ccda 100644
--- a/notebook-getting-started/03-Markdown Cells.ipynb	
+++ b/notebook-getting-started/03-Markdown Cells.ipynb	
@@ -1,183 +1,181 @@
-{
-  "cells": [
-    {
-      "cell_type": "markdown",
-      "metadata": {},
-      "source": [
-        "# Markdown Cells\n",
-        "\n",
-        "Markdown cells can be mixed with code cells to turn a notebook into a tutorial or just to give context for a seciton of code. For a complete set of Markdown documentation check out [markdownguide.org](https://www.markdownguide.org/) but we hope this cheat sheet will you get started.\n",
-        "\n",
-        "Click the edit markdown button ![Edit Button](https://github.com/JakeRadMSFT/csharp-notebooks/raw/main/notebook-getting-started/images/edit%20markdown.png) to check out the syntax.\n",
-        ""
-      ]
-    },
-    {
-      "cell_type": "markdown",
-      "metadata": {},
-      "source": [
-        "# Headers\n",
-        "# H1  \n",
-        "## H2  \n",
-        "### H3  \n",
-        "#### H4  \n",
-        "##### H5  \n",
-        "###### H6  "
-      ]
-    },
-    {
-      "cell_type": "markdown",
-      "metadata": {},
-      "source": [
-        "# Paragraphs\n",
-        "\n",
-        "This is a line in a paragraph.\n",
-        "\n",
-        "This is the next paragraph!"
-      ]
-    },
-    {
-      "cell_type": "markdown",
-      "metadata": {},
-      "source": [
-        "# Line Breaks\n",
-        "\n",
-        "Two spaces at then end of a line works.  \n",
-        "Second line."
-      ]
-    },
-    {
-      "cell_type": "markdown",
-      "metadata": {},
-      "source": [
-        "# Emphasis\n",
-        "This is a **bold text**.  \n",
-        "This is *Italicized text*.  \n",
-        "This is ~~strikethrough text~~.  \n",
-        "This is ==highlighted text==.  \n",
-        "This is water - H~2~0  \n",
-        "This is x * x - X^2^\n",
-        ""
-      ]
-    },
-    {
-      "cell_type": "markdown",
-      "metadata": {},
-      "source": [
-        "# Blockquotes\n",
-        "\n",
-        "> All of this text will be in a blockquote.\n",
-        ">\n",
-        "> This will be in the same blockquote.\n",
-        ">\n",
-        ">> This will be a nested blockquote."
-      ]
-    },
-    {
-      "cell_type": "markdown",
-      "metadata": {},
-      "source": [
-        "# Lists\n",
-        "\n",
-        "## Ordered List\n",
-        "\n",
-        "1. First item\n",
-        "1. Second item\n",
-        "1. Third item\n",
-        "1. Fourth item\n",
-        "\n",
-        "## Unordered List\n",
-        "- First item\n",
-        "- Second item\n",
-        "- Third item\n",
-        "- Fourth item\n",
-        "\n",
-        "## Nested List\n",
-        "\n",
-        "1. First item\n",
-        "    - First item\n",
-        "    - Second item\n",
-        "    - Third item\n",
-        "    - Fourth item\n",
-        "1. Second item\n",
-        "1. Third item\n",
-        "1. Fourth item"
-      ]
-    },
-    {
-      "cell_type": "markdown",
-      "metadata": {},
-      "source": [
-        "# Code\n",
-        "\n",
-        "`var x = 5;`\n",
-        "\n",
-        "To output text try `Console.WriteLine`\n",
-        "\n",
-        "```\n",
-        "{\n",
-        "  \"firstName\": \"Hello\",\n",
-        "  \"lastName\": \"World\",\n",
-        "}\n",
-        "```"
-      ]
-    },
-    {
-      "cell_type": "markdown",
-      "metadata": {},
-      "source": [
-        "# Horizontal rules\n",
-        "\n",
-        "***\n",
-        "---\n",
-        "________________"
-      ]
-    },
-    {
-      "cell_type": "markdown",
-      "metadata": {},
-      "source": [
-        "# Links\n",
-        "\n",
-        "[This Notebook](https://github.com/JakeRadMSFT/csharp-notebooks/blob/main/notebook-getting-started/03-Markdown%20Cells.ipynb)"
-      ]
-    },
-    {
-      "cell_type": "markdown",
-      "metadata": {},
-      "source": [
-        "# Images\n",
-        "\n",
-        "Play Button: ![Play Button](https://github.com/JakeRadMSFT/csharp-notebooks/raw/main/notebook-getting-started/images/play.png)"
-      ]
-    },
-    {
-      "cell_type": "markdown",
-      "metadata": {},
-      "source": [
-        "# Table\n",
-        "\n",
-        "| Column 1 (Aligned Left) | Column 2 (Aligned Center) | Column 3 (Aligned Right)     |\n",
-        "| :---        |    :----:   |          ---: |\n",
-        "| Row 1 | Value       | Value   |\n",
-        "| Row 2 | Value      | Value      |"
-      ]
-    }
-  ],
-  "metadata": {
-    "kernelspec": {
-      "display_name": ".NET (C#)",
-      "language": "C#",
-      "name": ".net-csharp"
-    },
-    "language_info": {
-      "file_extension": ".cs",
-      "mimetype": "text/x-csharp",
-      "name": "C#",
-      "pygments_lexer": "csharp",
-      "version": "8.0"
-    }
-  },
-  "nbformat": 4,
-  "nbformat_minor": 4
-}
\ No newline at end of file
+{
+  "cells": [
+    {
+      "cell_type": "markdown",
+      "metadata": {},
+      "source": [
+        "# Markdown Cells\n",
+        "\n",
+        "Markdown cells can be mixed with code cells to turn a notebook into a tutorial or just to give context for a seciton of code. For a complete set of Markdown documentation check out [markdownguide.org](https://www.markdownguide.org/) but we hope this cheat sheet will you get started.\n",
+        "\n",
+        "Click the edit markdown button ![Edit Button](https://github.com/JakeRadMSFT/csharp-notebooks/raw/main/notebook-getting-started/images/edit%20markdown.png) to check out the syntax.\n"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {},
+      "source": [
+        "# Headers\n",
+        "# H1  \n",
+        "## H2  \n",
+        "### H3  \n",
+        "#### H4  \n",
+        "##### H5  \n",
+        "###### H6  "
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {},
+      "source": [
+        "# Paragraphs\n",
+        "\n",
+        "This is a line in a paragraph.\n",
+        "\n",
+        "This is the next paragraph!"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {},
+      "source": [
+        "# Line Breaks\n",
+        "\n",
+        "Two spaces at then end of a line works.  \n",
+        "Second line."
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {},
+      "source": [
+        "# Emphasis\n",
+        "This is a **bold text**.  \n",
+        "This is *Italicized text*.  \n",
+        "This is ~~strikethrough text~~.  \n",
+        "This is <mark>highlighted text</mark>.  \n",
+        "This is water - $H_2O$  \n",
+        "This is $x * x - x^2$\n"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {},
+      "source": [
+        "# Blockquotes\n",
+        "\n",
+        "> All of this text will be in a blockquote.\n",
+        ">\n",
+        "> This will be in the same blockquote.\n",
+        ">\n",
+        ">> This will be a nested blockquote."
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {},
+      "source": [
+        "# Lists\n",
+        "\n",
+        "## Ordered List\n",
+        "\n",
+        "1. First item\n",
+        "1. Second item\n",
+        "1. Third item\n",
+        "1. Fourth item\n",
+        "\n",
+        "## Unordered List\n",
+        "- First item\n",
+        "- Second item\n",
+        "- Third item\n",
+        "- Fourth item\n",
+        "\n",
+        "## Nested List\n",
+        "\n",
+        "1. First item\n",
+        "    - First item\n",
+        "    - Second item\n",
+        "    - Third item\n",
+        "    - Fourth item\n",
+        "1. Second item\n",
+        "1. Third item\n",
+        "1. Fourth item"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {},
+      "source": [
+        "# Code\n",
+        "\n",
+        "`var x = 5;`\n",
+        "\n",
+        "To output text try `Console.WriteLine`\n",
+        "\n",
+        "```\n",
+        "{\n",
+        "  \"firstName\": \"Hello\",\n",
+        "  \"lastName\": \"World\",\n",
+        "}\n",
+        "```"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {},
+      "source": [
+        "# Horizontal rules\n",
+        "\n",
+        "***\n",
+        "---\n",
+        "________________"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {},
+      "source": [
+        "# Links\n",
+        "\n",
+        "[This Notebook](https://github.com/JakeRadMSFT/csharp-notebooks/blob/main/notebook-getting-started/03-Markdown%20Cells.ipynb)"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {},
+      "source": [
+        "# Images\n",
+        "\n",
+        "Play Button: ![Play Button](https://github.com/JakeRadMSFT/csharp-notebooks/raw/main/notebook-getting-started/images/play.png)"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {},
+      "source": [
+        "# Table\n",
+        "\n",
+        "| Column 1 (Aligned Left) | Column 2 (Aligned Center) | Column 3 (Aligned Right)     |\n",
+        "| :---        |    :----:   |          ---: |\n",
+        "| Row 1 | Value       | Value   |\n",
+        "| Row 2 | Value      | Value      |"
+      ]
+    }
+  ],
+  "metadata": {
+    "kernelspec": {
+      "display_name": ".NET (C#)",
+      "language": "C#",
+      "name": ".net-csharp"
+    },
+    "language_info": {
+      "file_extension": ".cs",
+      "mimetype": "text/x-csharp",
+      "name": "C#",
+      "pygments_lexer": "csharp",
+      "version": "8.0"
+    }
+  },
+  "nbformat": 4,
+  "nbformat_minor": 4
+}