From 72f4a6d1dcfb14222fa42eff799e04efd8792de7 Mon Sep 17 00:00:00 2001
From: CharlesCNorton <135471798+CharlesCNorton@users.noreply.github.com>
Date: Sat, 22 Feb 2025 18:35:40 -0500
Subject: [PATCH] Update demo.ipynb
MIME-Version: 1.0
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- Fixed incorrect dataset reference: changed "amazon_popularity" to "amazon_polarity"

- Corrected misspelled names in dataset text snippet:
  - "jean-claud van damme" → "jean-claude van damme"
  - "steven segal" → "steven seagal"
---
 demo.ipynb | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/demo.ipynb b/demo.ipynb
index acb1e49..53c29cd 100644
--- a/demo.ipynb
+++ b/demo.ipynb
@@ -200,7 +200,7 @@
     {
      "data": {
       "text/plain": [
-       "Row(text='the rock is destined to be the 21st century\\'s new \" conan \" and that he\\'s going to make a splash even greater than arnold schwarzenegger , jean-claud van damme or steven segal .', label=1)"
+       "Row(text='the rock is destined to be the 21st century\\'s new \" conan \" and that he\\'s going to make a splash even greater than arnold schwarzenegger , jean-claude van damme or steven seagal.', label=1)"
       ]
      },
      "execution_count": 6,
@@ -371,7 +371,7 @@
    "source": [
     "## Load a dataset with multiple shards\n",
     "\n",
-    "This example is using the [amazon_popularity dataset](https://huggingface.co/datasets/fancyzhx/amazon_polarity) which has 4 shards (for train split)"
+    "This example is using the [amazon_polarity dataset](https://huggingface.co/datasets/fancyzhx/amazon_polarity) which has 4 shards (for train split)"
    ],
    "id": "d8481e86aeb61aaf"
   },