diff --git a/ch02/05_bpe-from-scratch/bpe-from-scratch.ipynb b/ch02/05_bpe-from-scratch/bpe-from-scratch.ipynb
index a4a39b8..5216aef 100644
--- a/ch02/05_bpe-from-scratch/bpe-from-scratch.ipynb
+++ b/ch02/05_bpe-from-scratch/bpe-from-scratch.ipynb
@@ -1293,7 +1293,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 26,
+   "execution_count": 38,
    "id": "b45b4366-2c2b-4309-9a14-febf3add8512",
    "metadata": {},
    "outputs": [
@@ -1310,7 +1310,7 @@
     "# Download files if not already present in this directory\n",
     "\n",
     "# Define the directories to search and the files to download\n",
-    "search_directories = [\".\",\"ch02/02_bonus_bytepair-encoder/gpt2_model/\", \"../02_bonus_bytepair-encoder/gpt2_model/\"]\n",
+    "search_directories = [\"../02_bonus_bytepair-encoder/gpt2_model/\",\"ch02/02_bonus_bytepair-encoder/gpt2_model/\", \".\"]\n",
     "\n",
     "files_to_download = {\n",
     "    \"https://openaipublic.blob.core.windows.net/gpt-2/models/124M/vocab.bpe\": \"vocab.bpe\",\n",