diff --git a/recipes/quickstart/NotebookLlama/Step-1 PDF-Pre-Processing-Logic.ipynb b/recipes/quickstart/NotebookLlama/Step-1 PDF-Pre-Processing-Logic.ipynb
index 2cf5d38d3..6c43585d7 100644
--- a/recipes/quickstart/NotebookLlama/Step-1 PDF-Pre-Processing-Logic.ipynb	
+++ b/recipes/quickstart/NotebookLlama/Step-1 PDF-Pre-Processing-Logic.ipynb	
@@ -464,49 +464,33 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 64,
+   "execution_count": null,
    "id": "a0183c47-339d-4041-ae83-77fc34931075",
    "metadata": {},
    "outputs": [],
    "source": [
-    "INPUT_FILE = \"./resources/extracted_text.txt\"  # Replace with your file path\n",
+    "# Reading the contents of the provided file\n",
+    "INPUT_FILE = \"extracted_text.txt\"\n",
+    "\n",
+    "\n",
     "CHUNK_SIZE = 1000  # Adjust chunk size if needed\n",
     "\n",
+    "# Read the file\n",
+    "with open(INPUT_FILE, 'r', encoding='utf-8') as file:\n",
+    "    text = file.read()\n",
+    "\n",
     "chunks = create_word_bounded_chunks(text, CHUNK_SIZE)\n",
-    "num_chunks = len(chunks)\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 65,
-   "id": "bb36814f-9310-4734-bf54-e16a5032339e",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "101"
-      ]
-     },
-     "execution_count": 65,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
+    "num_chunks = len(chunks)\n",
     "num_chunks"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 66,
+   "execution_count": null,
    "id": "447188d3-ebf0-42d5-940e-4d7e0d9dbf32",
    "metadata": {},
    "outputs": [],
    "source": [
-    "# Read the file\n",
-    "with open(INPUT_FILE, 'r', encoding='utf-8') as file:\n",
-    "    text = file.read()\n",
     "\n",
     "# Calculate number of chunks\n",
     "num_chunks = (len(text) + CHUNK_SIZE - 1) // CHUNK_SIZE\n",
@@ -518,7 +502,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 67,
+   "execution_count": null,
    "id": "7917dfdd-b3af-44fc-a8c0-2760ace9363e",
    "metadata": {},
    "outputs": [
@@ -2616,15 +2600,18 @@
     }
    ],
    "source": [
+    "# Initialize processed_text before using it\n",
+    "processed_text = \"\"\n",
+    "\n",
     "with open(output_file, 'w', encoding='utf-8') as out_file:\n",
     "    for chunk_num, chunk in enumerate(tqdm(chunks, desc=\"Processing chunks\")):\n",
     "        # Process chunk and append to complete text\n",
     "        processed_chunk = process_chunk(chunk, chunk_num)\n",
     "        processed_text += processed_chunk + \"\\n\"\n",
-    "        \n",
+    "\n",
     "        # Write chunk immediately to file\n",
     "        out_file.write(processed_chunk + \"\\n\")\n",
-    "        out_file.flush()"
+    "        out_file.flush()\n"
    ]
   },
   {