diff --git a/notebooks/Firecrawl_Scraping.ipynb b/notebooks/Firecrawl_Scraping.ipynb
index 2ac2da5..997772a 100644
--- a/notebooks/Firecrawl_Scraping.ipynb
+++ b/notebooks/Firecrawl_Scraping.ipynb
@@ -508,23 +508,22 @@
         "for _, scraped_content in url_response.items():\n",
         "    csv_data = scraped_content.get(\"csv_data\")\n",
         "    scraped_results = scraped_content.get(\"scraped_data\")\n",
-        "\n",
-        "    for scraped_site_dict in scraped_results:\n",
-        "        for result in scraped_results:\n",
-        "            markdown_content = result.get(\"markdown\")\n",
-        "            title = result.get(\"metadata\").get(\"title\")\n",
-        "            url = result.get(\"metadata\").get(\"sourceURL\")\n",
-        "            documents.append(\n",
-        "                Document(\n",
-        "                    text=markdown_content,\n",
-        "                    metadata={\n",
-        "                        \"title\": title,\n",
-        "                        \"url\": url,\n",
-        "                        \"description\": csv_data.get(\"Description\"),\n",
-        "                        \"category\": csv_data.get(\"Category\")\n",
-        "                    }\n",
-        "                )\n",
-        "            )\n"
+        "\n",        
+        "    for result in scraped_results:\n",
+        "        markdown_content = result.get(\"markdown\")\n",
+        "        title = result.get(\"metadata\").get(\"title\")\n",
+        "        url = result.get(\"metadata\").get(\"sourceURL\")\n",
+        "        documents.append(\n",
+        "            Document(\n",
+        "                text=markdown_content,\n",
+        "                metadata={\n",
+        "                    \"title\": title,\n",
+        "                    \"url\": url,\n",
+        "                    \"description\": csv_data.get(\"Description\"),\n",
+        "                    \"category\": csv_data.get(\"Category\")\n",
+        "                }\n",
+        "            )\n",
+        "        )\n"
       ]
     },
     {
@@ -736,4 +735,4 @@
   },
   "nbformat": 4,
   "nbformat_minor": 0
-}
\ No newline at end of file
+}