diff --git a/docs/modules/indexes/document_loaders/examples/pdf.ipynb b/docs/modules/indexes/document_loaders/examples/pdf.ipynb
index e1ec7035016..abccc80c973 100644
--- a/docs/modules/indexes/document_loaders/examples/pdf.ipynb
+++ b/docs/modules/indexes/document_loaders/examples/pdf.ipynb
@@ -335,56 +335,12 @@
     "print(data)"
    ]
   },
-  {
-   "cell_type": "markdown",
-   "id": "05187b33",
-   "metadata": {},
-   "source": []
-  },
-  {
-   "cell_type": "markdown",
-   "id": "21998d18",
-   "metadata": {},
-   "source": [
-    "## Using PDFMiner"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 7,
-   "id": "2f0cc9ff",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "from langchain.document_loaders import PDFMinerLoader"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 8,
-   "id": "42b531e8",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "loader = PDFMinerLoader(\"example_data/layout-parser-paper.pdf\")"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 9,
-   "id": "483720b5",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "data = loader.load()"
-   ]
-  },
   {
    "cell_type": "markdown",
    "id": "96351714",
    "metadata": {},
    "source": [
-    "# Using PyPDFium2"
+    "## Using PyPDFium2"
    ]
   },
   {
@@ -407,6 +363,48 @@
     "loader = PyPDFium2Loader(\"example_data/layout-parser-paper.pdf\")"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "outputs": [],
+   "source": [
+    "data = loader.load()"
+   ],
+   "metadata": {
+    "collapsed": false
+   }
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "## Using PDFMiner"
+   ],
+   "metadata": {
+    "collapsed": false
+   }
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "outputs": [],
+   "source": [
+    "from langchain.document_loaders import PDFMinerLoader"
+   ],
+   "metadata": {
+    "collapsed": false
+   }
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "outputs": [],
+   "source": [
+    "loader = PDFMinerLoader(\"example_data/layout-parser-paper.pdf\")"
+   ],
+   "metadata": {
+    "collapsed": false
+   }
+  },
   {
    "cell_type": "code",
    "execution_count": 4,
@@ -422,7 +420,7 @@
    "id": "c90a5fe8",
    "metadata": {},
    "source": [
-    "## Using PDFMiner to generate HTML text"
+    "### Using PDFMiner to generate HTML text"
    ]
   },
   {