From 63a17a0181fb61964734076b4ee30bc246914ff0 Mon Sep 17 00:00:00 2001
From: Jonas Mueller <1390638+jwmueller@users.noreply.github.com>
Date: Thu, 16 Nov 2023 19:57:32 -0800
Subject: [PATCH] tutorial data fetch formatting

---
 docs/source/tutorials/tutorial.ipynb | 22 +++-------------------
 1 file changed, 3 insertions(+), 19 deletions(-)

diff --git a/docs/source/tutorials/tutorial.ipynb b/docs/source/tutorials/tutorial.ipynb
index ce7b6add..0392df1a 100644
--- a/docs/source/tutorials/tutorial.ipynb
+++ b/docs/source/tutorials/tutorial.ipynb
@@ -72,23 +72,10 @@
     "This notebook uses an example dataset, that you can download using these commands."
    ]
   },
-  {
-   "attachments": {},
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "wget - nc 'https://cleanlab-public.s3.amazonaws.com/CleanVision/image_files.zip'\n",
-    "\n",
-    "unzip -q image_files.zip"
-   ]
-  },
   {
    "cell_type": "code",
    "execution_count": null,
-   "metadata": {
-    "nbsphinx": "hidden",
-    "tags": []
-   },
+   "metadata": {},
    "outputs": [],
    "source": [
     "!wget - nc 'https://cleanlab-public.s3.amazonaws.com/CleanVision/image_files.zip'"
@@ -97,10 +84,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "metadata": {
-    "nbsphinx": "hidden",
-    "tags": []
-   },
+   "metadata": {},
    "outputs": [],
    "source": [
     "!unzip -q image_files.zip"
@@ -804,7 +788,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "**Beyond the collection of image files demonstrated here, you can alternatively run CleanVision on: [Hugging Face datasets](https://github.com/cleanlab/cleanvision/blob/main/docs/source/tutorials/huggingface_dataset.ipynb) and [torchvision datasets](https://github.com/cleanlab/cleanvision/blob/main/docs/source/tutorials/torchvision_dataset.ipynb).**"
+    "Beyond the collection of image files demonstrated here, you can alternatively run CleanVision on: [Hugging Face datasets](https://github.com/cleanlab/cleanvision/blob/main/docs/source/tutorials/huggingface_dataset.ipynb) and [torchvision datasets](https://github.com/cleanlab/cleanvision/blob/main/docs/source/tutorials/torchvision_dataset.ipynb)."
    ]
   }
  ],