From ed0d557ede8776921cc3c5ca1f3aef81d3d0c7b5 Mon Sep 17 00:00:00 2001
From: Tim Asp <707699+timothyasp@users.noreply.github.com>
Date: Fri, 12 May 2023 12:03:01 -0700
Subject: [PATCH] docs: fix pdf docs hierarchy and formatting (#4593)

# Fix pdf loader docs page


![image](https://github.com/hwchase17/langchain/assets/707699/4a11f379-00ed-4f7a-9870-71f74e0cadc6)

Using h1's messes with hierarchy, this fixes that, and moves the
PyPDFium2 loader out of the middle of PDFMiner docs
---
 .../document_loaders/examples/pdf.ipynb       | 90 +++++++++----------
 1 file changed, 44 insertions(+), 46 deletions(-)

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"
    ]
   },
   {