--- a
+++ b/CODE.ipynb
@@ -0,0 +1,3701 @@
+{
+  "nbformat": 4,
+  "nbformat_minor": 0,
+  "metadata": {
+    "colab": {
+      "provenance": [],
+      "gpuType": "T4",
+      "authorship_tag": "ABX9TyPRAMO/dDKEHuosP/8Xjx8r",
+      "include_colab_link": true
+    },
+    "kernelspec": {
+      "name": "python3",
+      "display_name": "Python 3"
+    },
+    "language_info": {
+      "name": "python"
+    },
+    "accelerator": "GPU"
+  },
+  "cells": [
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "view-in-github",
+        "colab_type": "text"
+      },
+      "source": [
+        "<a href=\"https://colab.research.google.com/github/ArjunSharma2808/Medical-Information-Extraction-From-Clincal-Text/blob/main/CODE.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "9PRsqRm1qlja",
+        "outputId": "afcda8a9-1464-4e8b-fdf6-b3781831dee3"
+      },
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
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+            "Requirement already satisfied: pydantic-core==2.20.0 in /usr/local/lib/python3.10/dist-packages (from pydantic!=1.8,!=1.8.1,<3.0.0,>=1.7.4->spacy) (2.20.0)\n",
+            "Requirement already satisfied: typing-extensions>=4.6.1 in /usr/local/lib/python3.10/dist-packages (from pydantic!=1.8,!=1.8.1,<3.0.0,>=1.7.4->spacy) (4.12.2)\n",
+            "Requirement already satisfied: charset-normalizer<4,>=2 in /usr/local/lib/python3.10/dist-packages (from requests<3.0.0,>=2.13.0->spacy) (3.3.2)\n",
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+            "Requirement already satisfied: markdown-it-py>=2.2.0 in /usr/local/lib/python3.10/dist-packages (from rich>=10.11.0->typer<1.0.0,>=0.3.0->spacy) (3.0.0)\n",
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+            "Requirement already satisfied: wrapt in /usr/local/lib/python3.10/dist-packages (from smart-open<8.0.0,>=5.2.1->weasel<0.5.0,>=0.1.0->spacy) (1.14.1)\n",
+            "Requirement already satisfied: mdurl~=0.1 in /usr/local/lib/python3.10/dist-packages (from markdown-it-py>=2.2.0->rich>=10.11.0->typer<1.0.0,>=0.3.0->spacy) (0.1.2)\n",
+            "Collecting scispacy\n",
+            "  Downloading scispacy-0.5.4-py3-none-any.whl (45 kB)\n",
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+            "Collecting scipy<1.11 (from scispacy)\n",
+            "  Downloading scipy-1.10.1-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (34.4 MB)\n",
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+            "Collecting conllu (from scispacy)\n",
+            "  Downloading conllu-4.5.3-py2.py3-none-any.whl (16 kB)\n",
+            "Requirement already satisfied: numpy in /usr/local/lib/python3.10/dist-packages (from scispacy) (1.25.2)\n",
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+            "Collecting nmslib>=1.7.3.6 (from scispacy)\n",
+            "  Downloading nmslib-2.1.1.tar.gz (188 kB)\n",
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+            "\u001b[?25h  Preparing metadata (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
+            "Requirement already satisfied: scikit-learn>=0.20.3 in /usr/local/lib/python3.10/dist-packages (from scispacy) (1.2.2)\n",
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+            "\u001b[?25hCollecting pybind11<2.6.2 (from nmslib>=1.7.3.6->scispacy)\n",
+            "  Using cached pybind11-2.6.1-py2.py3-none-any.whl (188 kB)\n",
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+            "Requirement already satisfied: catalogue<2.1.0,>=2.0.6 in /usr/local/lib/python3.10/dist-packages (from spacy<3.8.0,>=3.7.0->scispacy) (2.0.10)\n",
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+            "Requirement already satisfied: language-data>=1.2 in /usr/local/lib/python3.10/dist-packages (from langcodes<4.0.0,>=3.2.0->spacy<3.8.0,>=3.7.0->scispacy) (1.2.0)\n",
+            "Requirement already satisfied: annotated-types>=0.4.0 in /usr/local/lib/python3.10/dist-packages (from pydantic!=1.8,!=1.8.1,<3.0.0,>=1.7.4->spacy<3.8.0,>=3.7.0->scispacy) (0.7.0)\n",
+            "Requirement already satisfied: pydantic-core==2.20.0 in /usr/local/lib/python3.10/dist-packages (from pydantic!=1.8,!=1.8.1,<3.0.0,>=1.7.4->spacy<3.8.0,>=3.7.0->scispacy) (2.20.0)\n",
+            "Requirement already satisfied: typing-extensions>=4.6.1 in /usr/local/lib/python3.10/dist-packages (from pydantic!=1.8,!=1.8.1,<3.0.0,>=1.7.4->spacy<3.8.0,>=3.7.0->scispacy) (4.12.2)\n",
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+            "Requirement already satisfied: click>=8.0.0 in /usr/local/lib/python3.10/dist-packages (from typer<1.0.0,>=0.3.0->spacy<3.8.0,>=3.7.0->scispacy) (8.1.7)\n",
+            "Requirement already satisfied: shellingham>=1.3.0 in /usr/local/lib/python3.10/dist-packages (from typer<1.0.0,>=0.3.0->spacy<3.8.0,>=3.7.0->scispacy) (1.5.4)\n",
+            "Requirement already satisfied: rich>=10.11.0 in /usr/local/lib/python3.10/dist-packages (from typer<1.0.0,>=0.3.0->spacy<3.8.0,>=3.7.0->scispacy) (13.7.1)\n",
+            "Requirement already satisfied: cloudpathlib<1.0.0,>=0.7.0 in /usr/local/lib/python3.10/dist-packages (from weasel<0.5.0,>=0.1.0->spacy<3.8.0,>=3.7.0->scispacy) (0.18.1)\n",
+            "Requirement already satisfied: smart-open<8.0.0,>=5.2.1 in /usr/local/lib/python3.10/dist-packages (from weasel<0.5.0,>=0.1.0->spacy<3.8.0,>=3.7.0->scispacy) (7.0.4)\n",
+            "Requirement already satisfied: MarkupSafe>=2.0 in /usr/local/lib/python3.10/dist-packages (from jinja2->spacy<3.8.0,>=3.7.0->scispacy) (2.1.5)\n",
+            "Requirement already satisfied: marisa-trie>=0.7.7 in /usr/local/lib/python3.10/dist-packages (from language-data>=1.2->langcodes<4.0.0,>=3.2.0->spacy<3.8.0,>=3.7.0->scispacy) (1.2.0)\n",
+            "Requirement already satisfied: markdown-it-py>=2.2.0 in /usr/local/lib/python3.10/dist-packages (from rich>=10.11.0->typer<1.0.0,>=0.3.0->spacy<3.8.0,>=3.7.0->scispacy) (3.0.0)\n",
+            "Requirement already satisfied: pygments<3.0.0,>=2.13.0 in /usr/local/lib/python3.10/dist-packages (from rich>=10.11.0->typer<1.0.0,>=0.3.0->spacy<3.8.0,>=3.7.0->scispacy) (2.16.1)\n",
+            "Requirement already satisfied: wrapt in /usr/local/lib/python3.10/dist-packages (from smart-open<8.0.0,>=5.2.1->weasel<0.5.0,>=0.1.0->spacy<3.8.0,>=3.7.0->scispacy) (1.14.1)\n",
+            "Requirement already satisfied: mdurl~=0.1 in /usr/local/lib/python3.10/dist-packages (from markdown-it-py>=2.2.0->rich>=10.11.0->typer<1.0.0,>=0.3.0->spacy<3.8.0,>=3.7.0->scispacy) (0.1.2)\n",
+            "Building wheels for collected packages: nmslib\n",
+            "  Building wheel for nmslib (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
+            "  Created wheel for nmslib: filename=nmslib-2.1.1-cp310-cp310-linux_x86_64.whl size=13578642 sha256=ab42ec04b3389eaa16190aaf204cc3b5a76625afc61e1c2d466fa86cbd5df5a0\n",
+            "  Stored in directory: /root/.cache/pip/wheels/21/1a/5d/4cc754a5b1a88405cad184b76f823897a63a8d19afcd4b9314\n",
+            "Successfully built nmslib\n",
+            "Installing collected packages: scipy, pysbd, pybind11, conllu, nmslib, scispacy\n",
+            "  Attempting uninstall: scipy\n",
+            "    Found existing installation: scipy 1.11.4\n",
+            "    Uninstalling scipy-1.11.4:\n",
+            "      Successfully uninstalled scipy-1.11.4\n",
+            "Successfully installed conllu-4.5.3 nmslib-2.1.1 pybind11-2.6.1 pysbd-0.3.4 scipy-1.10.1 scispacy-0.5.4\n"
+          ]
+        }
+      ],
+      "source": [
+        "!pip install -U spacy\n",
+        "!pip install scispacy"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "!pip install https://s3-us-west-2.amazonaws.com/ai2-s2-scispacy/releases/v0.5.1/en_core_sci_sm-0.5.1.tar.gz\n",
+        "!pip install https://s3-us-west-2.amazonaws.com/ai2-s2-scispacy/releases/v0.5.1/en_core_sci_md-0.5.1.tar.gz\n",
+        "!pip install https://s3-us-west-2.amazonaws.com/ai2-s2-scispacy/releases/v0.5.1/en_ner_bc5cdr_md-0.5.1.tar.gz"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "mUDX5nJ5rrul",
+        "outputId": "4764b69e-9b63-4f40-e5cf-c2036d704e8b"
+      },
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "Collecting https://s3-us-west-2.amazonaws.com/ai2-s2-scispacy/releases/v0.5.1/en_core_sci_sm-0.5.1.tar.gz\n",
+            "  Downloading https://s3-us-west-2.amazonaws.com/ai2-s2-scispacy/releases/v0.5.1/en_core_sci_sm-0.5.1.tar.gz (15.9 MB)\n",
+            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m15.9/15.9 MB\u001b[0m \u001b[31m17.9 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
+            "\u001b[?25h  Preparing metadata (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
+            "Collecting spacy<3.5.0,>=3.4.1 (from en-core-sci-sm==0.5.1)\n",
+            "  Downloading spacy-3.4.4-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (6.5 MB)\n",
+            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m6.5/6.5 MB\u001b[0m \u001b[31m45.0 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
+            "\u001b[?25hRequirement already satisfied: spacy-legacy<3.1.0,>=3.0.10 in /usr/local/lib/python3.10/dist-packages (from spacy<3.5.0,>=3.4.1->en-core-sci-sm==0.5.1) (3.0.12)\n",
+            "Requirement already satisfied: spacy-loggers<2.0.0,>=1.0.0 in /usr/local/lib/python3.10/dist-packages (from spacy<3.5.0,>=3.4.1->en-core-sci-sm==0.5.1) (1.0.5)\n",
+            "Requirement already satisfied: murmurhash<1.1.0,>=0.28.0 in /usr/local/lib/python3.10/dist-packages (from spacy<3.5.0,>=3.4.1->en-core-sci-sm==0.5.1) (1.0.10)\n",
+            "Requirement already satisfied: cymem<2.1.0,>=2.0.2 in /usr/local/lib/python3.10/dist-packages (from spacy<3.5.0,>=3.4.1->en-core-sci-sm==0.5.1) (2.0.8)\n",
+            "Requirement already satisfied: preshed<3.1.0,>=3.0.2 in /usr/local/lib/python3.10/dist-packages (from spacy<3.5.0,>=3.4.1->en-core-sci-sm==0.5.1) (3.0.9)\n",
+            "Collecting thinc<8.2.0,>=8.1.0 (from spacy<3.5.0,>=3.4.1->en-core-sci-sm==0.5.1)\n",
+            "  Downloading thinc-8.1.12-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (919 kB)\n",
+            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m919.6/919.6 kB\u001b[0m \u001b[31m58.5 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
+            "\u001b[?25hCollecting wasabi<1.1.0,>=0.9.1 (from spacy<3.5.0,>=3.4.1->en-core-sci-sm==0.5.1)\n",
+            "  Downloading wasabi-0.10.1-py3-none-any.whl (26 kB)\n",
+            "Requirement already satisfied: srsly<3.0.0,>=2.4.3 in /usr/local/lib/python3.10/dist-packages (from spacy<3.5.0,>=3.4.1->en-core-sci-sm==0.5.1) (2.4.8)\n",
+            "Requirement already satisfied: catalogue<2.1.0,>=2.0.6 in /usr/local/lib/python3.10/dist-packages (from spacy<3.5.0,>=3.4.1->en-core-sci-sm==0.5.1) (2.0.10)\n",
+            "Collecting typer<0.8.0,>=0.3.0 (from spacy<3.5.0,>=3.4.1->en-core-sci-sm==0.5.1)\n",
+            "  Downloading typer-0.7.0-py3-none-any.whl (38 kB)\n",
+            "Collecting pathy>=0.3.5 (from spacy<3.5.0,>=3.4.1->en-core-sci-sm==0.5.1)\n",
+            "  Downloading pathy-0.11.0-py3-none-any.whl (47 kB)\n",
+            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m47.3/47.3 kB\u001b[0m \u001b[31m7.9 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
+            "\u001b[?25hCollecting smart-open<7.0.0,>=5.2.1 (from spacy<3.5.0,>=3.4.1->en-core-sci-sm==0.5.1)\n",
+            "  Downloading smart_open-6.4.0-py3-none-any.whl (57 kB)\n",
+            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m57.0/57.0 kB\u001b[0m \u001b[31m8.9 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
+            "\u001b[?25hRequirement already satisfied: tqdm<5.0.0,>=4.38.0 in /usr/local/lib/python3.10/dist-packages (from spacy<3.5.0,>=3.4.1->en-core-sci-sm==0.5.1) (4.66.4)\n",
+            "Requirement already satisfied: numpy>=1.15.0 in /usr/local/lib/python3.10/dist-packages (from spacy<3.5.0,>=3.4.1->en-core-sci-sm==0.5.1) (1.25.2)\n",
+            "Requirement already satisfied: requests<3.0.0,>=2.13.0 in /usr/local/lib/python3.10/dist-packages (from spacy<3.5.0,>=3.4.1->en-core-sci-sm==0.5.1) (2.31.0)\n",
+            "Collecting pydantic!=1.8,!=1.8.1,<1.11.0,>=1.7.4 (from spacy<3.5.0,>=3.4.1->en-core-sci-sm==0.5.1)\n",
+            "  Downloading pydantic-1.10.17-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (3.1 MB)\n",
+            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m3.1/3.1 MB\u001b[0m \u001b[31m20.3 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
+            "\u001b[?25hRequirement already satisfied: jinja2 in /usr/local/lib/python3.10/dist-packages (from spacy<3.5.0,>=3.4.1->en-core-sci-sm==0.5.1) (3.1.4)\n",
+            "Requirement already satisfied: setuptools in /usr/local/lib/python3.10/dist-packages (from spacy<3.5.0,>=3.4.1->en-core-sci-sm==0.5.1) (67.7.2)\n",
+            "Requirement already satisfied: packaging>=20.0 in /usr/local/lib/python3.10/dist-packages (from spacy<3.5.0,>=3.4.1->en-core-sci-sm==0.5.1) (24.1)\n",
+            "Requirement already satisfied: langcodes<4.0.0,>=3.2.0 in /usr/local/lib/python3.10/dist-packages (from spacy<3.5.0,>=3.4.1->en-core-sci-sm==0.5.1) (3.4.0)\n",
+            "Requirement already satisfied: language-data>=1.2 in /usr/local/lib/python3.10/dist-packages (from langcodes<4.0.0,>=3.2.0->spacy<3.5.0,>=3.4.1->en-core-sci-sm==0.5.1) (1.2.0)\n",
+            "Collecting pathlib-abc==0.1.1 (from pathy>=0.3.5->spacy<3.5.0,>=3.4.1->en-core-sci-sm==0.5.1)\n",
+            "  Downloading pathlib_abc-0.1.1-py3-none-any.whl (23 kB)\n",
+            "Requirement already satisfied: typing-extensions>=4.2.0 in /usr/local/lib/python3.10/dist-packages (from pydantic!=1.8,!=1.8.1,<1.11.0,>=1.7.4->spacy<3.5.0,>=3.4.1->en-core-sci-sm==0.5.1) (4.12.2)\n",
+            "Requirement already satisfied: charset-normalizer<4,>=2 in /usr/local/lib/python3.10/dist-packages (from requests<3.0.0,>=2.13.0->spacy<3.5.0,>=3.4.1->en-core-sci-sm==0.5.1) (3.3.2)\n",
+            "Requirement already satisfied: idna<4,>=2.5 in /usr/local/lib/python3.10/dist-packages (from requests<3.0.0,>=2.13.0->spacy<3.5.0,>=3.4.1->en-core-sci-sm==0.5.1) (3.7)\n",
+            "Requirement already satisfied: urllib3<3,>=1.21.1 in /usr/local/lib/python3.10/dist-packages (from requests<3.0.0,>=2.13.0->spacy<3.5.0,>=3.4.1->en-core-sci-sm==0.5.1) (2.0.7)\n",
+            "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.10/dist-packages (from requests<3.0.0,>=2.13.0->spacy<3.5.0,>=3.4.1->en-core-sci-sm==0.5.1) (2024.6.2)\n",
+            "Requirement already satisfied: blis<0.8.0,>=0.7.8 in /usr/local/lib/python3.10/dist-packages (from thinc<8.2.0,>=8.1.0->spacy<3.5.0,>=3.4.1->en-core-sci-sm==0.5.1) (0.7.11)\n",
+            "Requirement already satisfied: confection<1.0.0,>=0.0.1 in /usr/local/lib/python3.10/dist-packages (from thinc<8.2.0,>=8.1.0->spacy<3.5.0,>=3.4.1->en-core-sci-sm==0.5.1) (0.1.5)\n",
+            "Requirement already satisfied: click<9.0.0,>=7.1.1 in /usr/local/lib/python3.10/dist-packages (from typer<0.8.0,>=0.3.0->spacy<3.5.0,>=3.4.1->en-core-sci-sm==0.5.1) (8.1.7)\n",
+            "Requirement already satisfied: MarkupSafe>=2.0 in /usr/local/lib/python3.10/dist-packages (from jinja2->spacy<3.5.0,>=3.4.1->en-core-sci-sm==0.5.1) (2.1.5)\n",
+            "Requirement already satisfied: marisa-trie>=0.7.7 in /usr/local/lib/python3.10/dist-packages (from language-data>=1.2->langcodes<4.0.0,>=3.2.0->spacy<3.5.0,>=3.4.1->en-core-sci-sm==0.5.1) (1.2.0)\n",
+            "Building wheels for collected packages: en-core-sci-sm\n",
+            "  Building wheel for en-core-sci-sm (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
+            "  Created wheel for en-core-sci-sm: filename=en_core_sci_sm-0.5.1-py3-none-any.whl size=15870855 sha256=dd72ddb47f58971f3cac09a8d4d4de789ed6db4df3287caba97b72da863e3f92\n",
+            "  Stored in directory: /root/.cache/pip/wheels/35/8f/33/4c20916692704167c1d78c3f11e7deff5b7c2ba4875eacf648\n",
+            "Successfully built en-core-sci-sm\n",
+            "Installing collected packages: wasabi, typer, smart-open, pydantic, pathlib-abc, pathy, thinc, spacy, en-core-sci-sm\n",
+            "  Attempting uninstall: wasabi\n",
+            "    Found existing installation: wasabi 1.1.3\n",
+            "    Uninstalling wasabi-1.1.3:\n",
+            "      Successfully uninstalled wasabi-1.1.3\n",
+            "  Attempting uninstall: typer\n",
+            "    Found existing installation: typer 0.12.3\n",
+            "    Uninstalling typer-0.12.3:\n",
+            "      Successfully uninstalled typer-0.12.3\n",
+            "  Attempting uninstall: smart-open\n",
+            "    Found existing installation: smart-open 7.0.4\n",
+            "    Uninstalling smart-open-7.0.4:\n",
+            "      Successfully uninstalled smart-open-7.0.4\n",
+            "  Attempting uninstall: pydantic\n",
+            "    Found existing installation: pydantic 2.8.0\n",
+            "    Uninstalling pydantic-2.8.0:\n",
+            "      Successfully uninstalled pydantic-2.8.0\n",
+            "  Attempting uninstall: thinc\n",
+            "    Found existing installation: thinc 8.2.5\n",
+            "    Uninstalling thinc-8.2.5:\n",
+            "      Successfully uninstalled thinc-8.2.5\n",
+            "  Attempting uninstall: spacy\n",
+            "    Found existing installation: spacy 3.7.5\n",
+            "    Uninstalling spacy-3.7.5:\n",
+            "      Successfully uninstalled spacy-3.7.5\n",
+            "\u001b[31mERROR: pip's dependency resolver does not currently take into account all the packages that are installed. This behaviour is the source of the following dependency conflicts.\n",
+            "en-core-web-sm 3.7.1 requires spacy<3.8.0,>=3.7.2, but you have spacy 3.4.4 which is incompatible.\n",
+            "scispacy 0.5.4 requires spacy<3.8.0,>=3.7.0, but you have spacy 3.4.4 which is incompatible.\u001b[0m\u001b[31m\n",
+            "\u001b[0mSuccessfully installed en-core-sci-sm-0.5.1 pathlib-abc-0.1.1 pathy-0.11.0 pydantic-1.10.17 smart-open-6.4.0 spacy-3.4.4 thinc-8.1.12 typer-0.7.0 wasabi-0.10.1\n",
+            "Collecting https://s3-us-west-2.amazonaws.com/ai2-s2-scispacy/releases/v0.5.1/en_core_sci_md-0.5.1.tar.gz\n",
+            "  Downloading https://s3-us-west-2.amazonaws.com/ai2-s2-scispacy/releases/v0.5.1/en_core_sci_md-0.5.1.tar.gz (120.2 MB)\n",
+            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m120.2/120.2 MB\u001b[0m \u001b[31m6.6 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
+            "\u001b[?25h  Preparing metadata (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
+            "Requirement already satisfied: spacy<3.5.0,>=3.4.1 in /usr/local/lib/python3.10/dist-packages (from en-core-sci-md==0.5.1) (3.4.4)\n",
+            "Requirement already satisfied: spacy-legacy<3.1.0,>=3.0.10 in /usr/local/lib/python3.10/dist-packages (from spacy<3.5.0,>=3.4.1->en-core-sci-md==0.5.1) (3.0.12)\n",
+            "Requirement already satisfied: spacy-loggers<2.0.0,>=1.0.0 in /usr/local/lib/python3.10/dist-packages (from spacy<3.5.0,>=3.4.1->en-core-sci-md==0.5.1) (1.0.5)\n",
+            "Requirement already satisfied: murmurhash<1.1.0,>=0.28.0 in /usr/local/lib/python3.10/dist-packages (from spacy<3.5.0,>=3.4.1->en-core-sci-md==0.5.1) (1.0.10)\n",
+            "Requirement already satisfied: cymem<2.1.0,>=2.0.2 in /usr/local/lib/python3.10/dist-packages (from spacy<3.5.0,>=3.4.1->en-core-sci-md==0.5.1) (2.0.8)\n",
+            "Requirement already satisfied: preshed<3.1.0,>=3.0.2 in /usr/local/lib/python3.10/dist-packages (from spacy<3.5.0,>=3.4.1->en-core-sci-md==0.5.1) (3.0.9)\n",
+            "Requirement already satisfied: thinc<8.2.0,>=8.1.0 in /usr/local/lib/python3.10/dist-packages (from spacy<3.5.0,>=3.4.1->en-core-sci-md==0.5.1) (8.1.12)\n",
+            "Requirement already satisfied: wasabi<1.1.0,>=0.9.1 in /usr/local/lib/python3.10/dist-packages (from spacy<3.5.0,>=3.4.1->en-core-sci-md==0.5.1) (0.10.1)\n",
+            "Requirement already satisfied: srsly<3.0.0,>=2.4.3 in /usr/local/lib/python3.10/dist-packages (from spacy<3.5.0,>=3.4.1->en-core-sci-md==0.5.1) (2.4.8)\n",
+            "Requirement already satisfied: catalogue<2.1.0,>=2.0.6 in /usr/local/lib/python3.10/dist-packages (from spacy<3.5.0,>=3.4.1->en-core-sci-md==0.5.1) (2.0.10)\n",
+            "Requirement already satisfied: typer<0.8.0,>=0.3.0 in /usr/local/lib/python3.10/dist-packages (from spacy<3.5.0,>=3.4.1->en-core-sci-md==0.5.1) (0.7.0)\n",
+            "Requirement already satisfied: pathy>=0.3.5 in /usr/local/lib/python3.10/dist-packages (from spacy<3.5.0,>=3.4.1->en-core-sci-md==0.5.1) (0.11.0)\n",
+            "Requirement already satisfied: smart-open<7.0.0,>=5.2.1 in /usr/local/lib/python3.10/dist-packages (from spacy<3.5.0,>=3.4.1->en-core-sci-md==0.5.1) (6.4.0)\n",
+            "Requirement already satisfied: tqdm<5.0.0,>=4.38.0 in /usr/local/lib/python3.10/dist-packages (from spacy<3.5.0,>=3.4.1->en-core-sci-md==0.5.1) (4.66.4)\n",
+            "Requirement already satisfied: numpy>=1.15.0 in /usr/local/lib/python3.10/dist-packages (from spacy<3.5.0,>=3.4.1->en-core-sci-md==0.5.1) (1.25.2)\n",
+            "Requirement already satisfied: requests<3.0.0,>=2.13.0 in /usr/local/lib/python3.10/dist-packages (from spacy<3.5.0,>=3.4.1->en-core-sci-md==0.5.1) (2.31.0)\n",
+            "Requirement already satisfied: pydantic!=1.8,!=1.8.1,<1.11.0,>=1.7.4 in /usr/local/lib/python3.10/dist-packages (from spacy<3.5.0,>=3.4.1->en-core-sci-md==0.5.1) (1.10.17)\n",
+            "Requirement already satisfied: jinja2 in /usr/local/lib/python3.10/dist-packages (from spacy<3.5.0,>=3.4.1->en-core-sci-md==0.5.1) (3.1.4)\n",
+            "Requirement already satisfied: setuptools in /usr/local/lib/python3.10/dist-packages (from spacy<3.5.0,>=3.4.1->en-core-sci-md==0.5.1) (67.7.2)\n",
+            "Requirement already satisfied: packaging>=20.0 in /usr/local/lib/python3.10/dist-packages (from spacy<3.5.0,>=3.4.1->en-core-sci-md==0.5.1) (24.1)\n",
+            "Requirement already satisfied: langcodes<4.0.0,>=3.2.0 in /usr/local/lib/python3.10/dist-packages (from spacy<3.5.0,>=3.4.1->en-core-sci-md==0.5.1) (3.4.0)\n",
+            "Requirement already satisfied: language-data>=1.2 in /usr/local/lib/python3.10/dist-packages (from langcodes<4.0.0,>=3.2.0->spacy<3.5.0,>=3.4.1->en-core-sci-md==0.5.1) (1.2.0)\n",
+            "Requirement already satisfied: pathlib-abc==0.1.1 in /usr/local/lib/python3.10/dist-packages (from pathy>=0.3.5->spacy<3.5.0,>=3.4.1->en-core-sci-md==0.5.1) (0.1.1)\n",
+            "Requirement already satisfied: typing-extensions>=4.2.0 in /usr/local/lib/python3.10/dist-packages (from pydantic!=1.8,!=1.8.1,<1.11.0,>=1.7.4->spacy<3.5.0,>=3.4.1->en-core-sci-md==0.5.1) (4.12.2)\n",
+            "Requirement already satisfied: charset-normalizer<4,>=2 in /usr/local/lib/python3.10/dist-packages (from requests<3.0.0,>=2.13.0->spacy<3.5.0,>=3.4.1->en-core-sci-md==0.5.1) (3.3.2)\n",
+            "Requirement already satisfied: idna<4,>=2.5 in /usr/local/lib/python3.10/dist-packages (from requests<3.0.0,>=2.13.0->spacy<3.5.0,>=3.4.1->en-core-sci-md==0.5.1) (3.7)\n",
+            "Requirement already satisfied: urllib3<3,>=1.21.1 in /usr/local/lib/python3.10/dist-packages (from requests<3.0.0,>=2.13.0->spacy<3.5.0,>=3.4.1->en-core-sci-md==0.5.1) (2.0.7)\n",
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+            "Requirement already satisfied: blis<0.8.0,>=0.7.8 in /usr/local/lib/python3.10/dist-packages (from thinc<8.2.0,>=8.1.0->spacy<3.5.0,>=3.4.1->en-core-sci-md==0.5.1) (0.7.11)\n",
+            "Requirement already satisfied: confection<1.0.0,>=0.0.1 in /usr/local/lib/python3.10/dist-packages (from thinc<8.2.0,>=8.1.0->spacy<3.5.0,>=3.4.1->en-core-sci-md==0.5.1) (0.1.5)\n",
+            "Requirement already satisfied: click<9.0.0,>=7.1.1 in /usr/local/lib/python3.10/dist-packages (from typer<0.8.0,>=0.3.0->spacy<3.5.0,>=3.4.1->en-core-sci-md==0.5.1) (8.1.7)\n",
+            "Requirement already satisfied: MarkupSafe>=2.0 in /usr/local/lib/python3.10/dist-packages (from jinja2->spacy<3.5.0,>=3.4.1->en-core-sci-md==0.5.1) (2.1.5)\n",
+            "Requirement already satisfied: marisa-trie>=0.7.7 in /usr/local/lib/python3.10/dist-packages (from language-data>=1.2->langcodes<4.0.0,>=3.2.0->spacy<3.5.0,>=3.4.1->en-core-sci-md==0.5.1) (1.2.0)\n",
+            "Building wheels for collected packages: en-core-sci-md\n",
+            "  Building wheel for en-core-sci-md (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
+            "  Created wheel for en-core-sci-md: filename=en_core_sci_md-0.5.1-py3-none-any.whl size=120253147 sha256=25dd047849f676ab3be0dc95b31cf1cb4c199d6fc0dfed749cffbf334924296e\n",
+            "  Stored in directory: /root/.cache/pip/wheels/a0/08/9d/5a05b2b428c07c244a314064fc57a966bcc871b4164590df4d\n",
+            "Successfully built en-core-sci-md\n",
+            "Installing collected packages: en-core-sci-md\n",
+            "Successfully installed en-core-sci-md-0.5.1\n",
+            "Collecting https://s3-us-west-2.amazonaws.com/ai2-s2-scispacy/releases/v0.5.1/en_ner_bc5cdr_md-0.5.1.tar.gz\n",
+            "  Downloading https://s3-us-west-2.amazonaws.com/ai2-s2-scispacy/releases/v0.5.1/en_ner_bc5cdr_md-0.5.1.tar.gz (120.2 MB)\n",
+            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m120.2/120.2 MB\u001b[0m \u001b[31m4.6 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
+            "\u001b[?25h  Preparing metadata (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
+            "Requirement already satisfied: spacy<3.5.0,>=3.4.1 in /usr/local/lib/python3.10/dist-packages (from en-ner-bc5cdr-md==0.5.1) (3.4.4)\n",
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+            "Requirement already satisfied: cymem<2.1.0,>=2.0.2 in /usr/local/lib/python3.10/dist-packages (from spacy<3.5.0,>=3.4.1->en-ner-bc5cdr-md==0.5.1) (2.0.8)\n",
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+            "Requirement already satisfied: wasabi<1.1.0,>=0.9.1 in /usr/local/lib/python3.10/dist-packages (from spacy<3.5.0,>=3.4.1->en-ner-bc5cdr-md==0.5.1) (0.10.1)\n",
+            "Requirement already satisfied: srsly<3.0.0,>=2.4.3 in /usr/local/lib/python3.10/dist-packages (from spacy<3.5.0,>=3.4.1->en-ner-bc5cdr-md==0.5.1) (2.4.8)\n",
+            "Requirement already satisfied: catalogue<2.1.0,>=2.0.6 in /usr/local/lib/python3.10/dist-packages (from spacy<3.5.0,>=3.4.1->en-ner-bc5cdr-md==0.5.1) (2.0.10)\n",
+            "Requirement already satisfied: typer<0.8.0,>=0.3.0 in /usr/local/lib/python3.10/dist-packages (from spacy<3.5.0,>=3.4.1->en-ner-bc5cdr-md==0.5.1) (0.7.0)\n",
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+            "Requirement already satisfied: smart-open<7.0.0,>=5.2.1 in /usr/local/lib/python3.10/dist-packages (from spacy<3.5.0,>=3.4.1->en-ner-bc5cdr-md==0.5.1) (6.4.0)\n",
+            "Requirement already satisfied: tqdm<5.0.0,>=4.38.0 in /usr/local/lib/python3.10/dist-packages (from spacy<3.5.0,>=3.4.1->en-ner-bc5cdr-md==0.5.1) (4.66.4)\n",
+            "Requirement already satisfied: numpy>=1.15.0 in /usr/local/lib/python3.10/dist-packages (from spacy<3.5.0,>=3.4.1->en-ner-bc5cdr-md==0.5.1) (1.25.2)\n",
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+            "Requirement already satisfied: pydantic!=1.8,!=1.8.1,<1.11.0,>=1.7.4 in /usr/local/lib/python3.10/dist-packages (from spacy<3.5.0,>=3.4.1->en-ner-bc5cdr-md==0.5.1) (1.10.17)\n",
+            "Requirement already satisfied: jinja2 in /usr/local/lib/python3.10/dist-packages (from spacy<3.5.0,>=3.4.1->en-ner-bc5cdr-md==0.5.1) (3.1.4)\n",
+            "Requirement already satisfied: setuptools in /usr/local/lib/python3.10/dist-packages (from spacy<3.5.0,>=3.4.1->en-ner-bc5cdr-md==0.5.1) (67.7.2)\n",
+            "Requirement already satisfied: packaging>=20.0 in /usr/local/lib/python3.10/dist-packages (from spacy<3.5.0,>=3.4.1->en-ner-bc5cdr-md==0.5.1) (24.1)\n",
+            "Requirement already satisfied: langcodes<4.0.0,>=3.2.0 in /usr/local/lib/python3.10/dist-packages (from spacy<3.5.0,>=3.4.1->en-ner-bc5cdr-md==0.5.1) (3.4.0)\n",
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+            "Requirement already satisfied: pathlib-abc==0.1.1 in /usr/local/lib/python3.10/dist-packages (from pathy>=0.3.5->spacy<3.5.0,>=3.4.1->en-ner-bc5cdr-md==0.5.1) (0.1.1)\n",
+            "Requirement already satisfied: typing-extensions>=4.2.0 in /usr/local/lib/python3.10/dist-packages (from pydantic!=1.8,!=1.8.1,<1.11.0,>=1.7.4->spacy<3.5.0,>=3.4.1->en-ner-bc5cdr-md==0.5.1) (4.12.2)\n",
+            "Requirement already satisfied: charset-normalizer<4,>=2 in /usr/local/lib/python3.10/dist-packages (from requests<3.0.0,>=2.13.0->spacy<3.5.0,>=3.4.1->en-ner-bc5cdr-md==0.5.1) (3.3.2)\n",
+            "Requirement already satisfied: idna<4,>=2.5 in /usr/local/lib/python3.10/dist-packages (from requests<3.0.0,>=2.13.0->spacy<3.5.0,>=3.4.1->en-ner-bc5cdr-md==0.5.1) (3.7)\n",
+            "Requirement already satisfied: urllib3<3,>=1.21.1 in /usr/local/lib/python3.10/dist-packages (from requests<3.0.0,>=2.13.0->spacy<3.5.0,>=3.4.1->en-ner-bc5cdr-md==0.5.1) (2.0.7)\n",
+            "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.10/dist-packages (from requests<3.0.0,>=2.13.0->spacy<3.5.0,>=3.4.1->en-ner-bc5cdr-md==0.5.1) (2024.6.2)\n",
+            "Requirement already satisfied: blis<0.8.0,>=0.7.8 in /usr/local/lib/python3.10/dist-packages (from thinc<8.2.0,>=8.1.0->spacy<3.5.0,>=3.4.1->en-ner-bc5cdr-md==0.5.1) (0.7.11)\n",
+            "Requirement already satisfied: confection<1.0.0,>=0.0.1 in /usr/local/lib/python3.10/dist-packages (from thinc<8.2.0,>=8.1.0->spacy<3.5.0,>=3.4.1->en-ner-bc5cdr-md==0.5.1) (0.1.5)\n",
+            "Requirement already satisfied: click<9.0.0,>=7.1.1 in /usr/local/lib/python3.10/dist-packages (from typer<0.8.0,>=0.3.0->spacy<3.5.0,>=3.4.1->en-ner-bc5cdr-md==0.5.1) (8.1.7)\n",
+            "Requirement already satisfied: MarkupSafe>=2.0 in /usr/local/lib/python3.10/dist-packages (from jinja2->spacy<3.5.0,>=3.4.1->en-ner-bc5cdr-md==0.5.1) (2.1.5)\n",
+            "Requirement already satisfied: marisa-trie>=0.7.7 in /usr/local/lib/python3.10/dist-packages (from language-data>=1.2->langcodes<4.0.0,>=3.2.0->spacy<3.5.0,>=3.4.1->en-ner-bc5cdr-md==0.5.1) (1.2.0)\n",
+            "Building wheels for collected packages: en-ner-bc5cdr-md\n",
+            "  Building wheel for en-ner-bc5cdr-md (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
+            "  Created wheel for en-ner-bc5cdr-md: filename=en_ner_bc5cdr_md-0.5.1-py3-none-any.whl size=120217632 sha256=0199348fb0744f7cb812fe619860216f87263ca18cd97db264b449936f511851\n",
+            "  Stored in directory: /root/.cache/pip/wheels/89/bf/71/af9266a822964b06d994e4cd80dd9300018b20027b8ae5ae14\n",
+            "Successfully built en-ner-bc5cdr-md\n",
+            "Installing collected packages: en-ner-bc5cdr-md\n",
+            "Successfully installed en-ner-bc5cdr-md-0.5.1\n"
+          ]
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "pip install render"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "PP0oNkrWwie8",
+        "outputId": "2280c085-fb58-4311-9cdb-4f8b3165cfba"
+      },
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "Collecting render\n",
+            "  Downloading render-v1.0.0.tar.gz (2.5 kB)\n",
+            "  Preparing metadata (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
+            "Requirement already satisfied: jinja2 in /usr/local/lib/python3.10/dist-packages (from render) (3.1.4)\n",
+            "Requirement already satisfied: pyyaml in /usr/local/lib/python3.10/dist-packages (from render) (6.0.1)\n",
+            "Requirement already satisfied: MarkupSafe>=2.0 in /usr/local/lib/python3.10/dist-packages (from jinja2->render) (2.1.5)\n",
+            "Building wheels for collected packages: render\n",
+            "  Building wheel for render (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
+            "  Created wheel for render: filename=render-1.0.0-py3-none-any.whl size=3038 sha256=bdd066c18820c133210cd5b199a243431277a675ac101069e610e6347e37a9bb\n",
+            "  Stored in directory: /root/.cache/pip/wheels/05/30/61/64c5e91469799f7e7bfff7c6f9047ab73e856f389f898e9e67\n",
+            "Successfully built render\n",
+            "Installing collected packages: render\n",
+            "Successfully installed render-1.0.0\n"
+          ]
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "import pandas as pd\n",
+        "mtsample_df=pd.read_csv(\"/content/mtsamples.csv\")\n",
+        "\n",
+        "print(mtsample_df.shape)\n",
+        "print(mtsample_df.info())\n",
+        "\n",
+        "print(mtsample_df.head(2))"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "hSsSNxoUsfcK",
+        "outputId": "ab4fa78c-0b55-4038-b52d-83a40088a0b7"
+      },
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "(4999, 6)\n",
+            "<class 'pandas.core.frame.DataFrame'>\n",
+            "RangeIndex: 4999 entries, 0 to 4998\n",
+            "Data columns (total 6 columns):\n",
+            " #   Column             Non-Null Count  Dtype \n",
+            "---  ------             --------------  ----- \n",
+            " 0   Unnamed: 0         4999 non-null   int64 \n",
+            " 1   description        4999 non-null   object\n",
+            " 2   medical_specialty  4999 non-null   object\n",
+            " 3   sample_name        4999 non-null   object\n",
+            " 4   transcription      4966 non-null   object\n",
+            " 5   keywords           3931 non-null   object\n",
+            "dtypes: int64(1), object(5)\n",
+            "memory usage: 234.5+ KB\n",
+            "None\n",
+            "   Unnamed: 0                                        description  \\\n",
+            "0           0   A 23-year-old white female presents with comp...   \n",
+            "1           1           Consult for laparoscopic gastric bypass.   \n",
+            "\n",
+            "       medical_specialty                                sample_name  \\\n",
+            "0   Allergy / Immunology                         Allergic Rhinitis    \n",
+            "1             Bariatrics   Laparoscopic Gastric Bypass Consult - 2    \n",
+            "\n",
+            "                                       transcription  \\\n",
+            "0  SUBJECTIVE:,  This 23-year-old white female pr...   \n",
+            "1  PAST MEDICAL HISTORY:, He has difficulty climb...   \n",
+            "\n",
+            "                                            keywords  \n",
+            "0  allergy / immunology, allergic rhinitis, aller...  \n",
+            "1  bariatrics, laparoscopic gastric bypass, weigh...  \n"
+          ]
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "text = mtsample_df.loc[10, \"transcription\"]\n",
+        "text"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 227
+        },
+        "id": "5Sa6gRqXtFQT",
+        "outputId": "3efed4e8-9a60-43c8-c79d-0975ec616e48"
+      },
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "'PREOPERATIVE DIAGNOSIS: , Morbid obesity. ,POSTOPERATIVE DIAGNOSIS: , Morbid obesity. ,PROCEDURE:,  Laparoscopic Roux-en-Y gastric bypass, antecolic, antegastric with 25-mm EEA anastamosis, esophagogastroduodenoscopy. ,ANESTHESIA: , General with endotracheal intubation. ,INDICATIONS FOR PROCEDURE: , This is a 50-year-old male who has been overweight for many years and has tried multiple different weight loss diets and programs.  The patient has now begun to have comorbidities related to the obesity.  The patient has attended our bariatric seminar and met with our dietician and psychologist.  The patient has read through our comprehensive handout and understands the risks and benefits of bypass surgery as evidenced by the signing of our consent form.,PROCEDURE IN DETAIL: , The risks and benefits were explained to the patient.  Consent was obtained.  The patient was taken to the operating room and placed supine on the operating room table.  General anesthesia was administered with endotracheal intubation.  A Foley catheter was placed for bladder decompression.  All pressure points were carefully padded, and sequential compression devices were placed on the legs.  The abdomen was prepped and draped in standard, sterile, surgical fashion.  Marcaine was injected into the umbilicus.'"
+            ],
+            "application/vnd.google.colaboratory.intrinsic+json": {
+              "type": "string"
+            }
+          },
+          "metadata": {},
+          "execution_count": 22
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "nlp_sm = en_core_sci_sm.load()\n",
+        "doc = nlp_sm(text)\n",
+        "# Display resulting entity extraction\n",
+        "displacy_image = displacy.render(doc, jupyter=True, style='ent')"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 772
+        },
+        "id": "5VgMtG45sfoP",
+        "outputId": "4f4d3869-2a58-488b-8879-5cac6f8ca021"
+      },
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "<IPython.core.display.HTML object>"
+            ],
+            "text/html": [
+              "<span class=\"tex2jax_ignore\"><div class=\"entities\" style=\"line-height: 2.5; direction: ltr\">\n",
+              "<mark class=\"entity\" style=\"background: #ddd; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
+              "    PREOPERATIVE\n",
+              "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ENTITY</span>\n",
+              "</mark>\n",
+              " \n",
+              "<mark class=\"entity\" style=\"background: #ddd; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
+              "    DIAGNOSIS\n",
+              "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ENTITY</span>\n",
+              "</mark>\n",
+              ": , \n",
+              "<mark class=\"entity\" style=\"background: #ddd; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
+              "    Morbid obesity\n",
+              "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ENTITY</span>\n",
+              "</mark>\n",
+              ". ,\n",
+              "<mark class=\"entity\" style=\"background: #ddd; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
+              "    POSTOPERATIVE DIAGNOSIS\n",
+              "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ENTITY</span>\n",
+              "</mark>\n",
+              ": , \n",
+              "<mark class=\"entity\" style=\"background: #ddd; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
+              "    Morbid obesity\n",
+              "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ENTITY</span>\n",
+              "</mark>\n",
+              ". ,\n",
+              "<mark class=\"entity\" style=\"background: #ddd; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
+              "    PROCEDURE\n",
+              "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ENTITY</span>\n",
+              "</mark>\n",
+              ":,  Laparoscopic Roux-en-Y gastric bypass, \n",
+              "<mark class=\"entity\" style=\"background: #ddd; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
+              "    antecolic\n",
+              "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ENTITY</span>\n",
+              "</mark>\n",
+              ", \n",
+              "<mark class=\"entity\" style=\"background: #ddd; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
+              "    antegastric\n",
+              "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ENTITY</span>\n",
+              "</mark>\n",
+              " with 25-mm \n",
+              "<mark class=\"entity\" style=\"background: #ddd; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
+              "    EEA\n",
+              "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ENTITY</span>\n",
+              "</mark>\n",
+              " \n",
+              "<mark class=\"entity\" style=\"background: #ddd; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
+              "    anastamosis\n",
+              "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ENTITY</span>\n",
+              "</mark>\n",
+              ", \n",
+              "<mark class=\"entity\" style=\"background: #ddd; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
+              "    esophagogastroduodenoscopy\n",
+              "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ENTITY</span>\n",
+              "</mark>\n",
+              ". ,\n",
+              "<mark class=\"entity\" style=\"background: #ddd; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
+              "    ANESTHESIA\n",
+              "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ENTITY</span>\n",
+              "</mark>\n",
+              ": , \n",
+              "<mark class=\"entity\" style=\"background: #ddd; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
+              "    General with\n",
+              "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ENTITY</span>\n",
+              "</mark>\n",
+              " \n",
+              "<mark class=\"entity\" style=\"background: #ddd; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
+              "    endotracheal intubation\n",
+              "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ENTITY</span>\n",
+              "</mark>\n",
+              ". ,\n",
+              "<mark class=\"entity\" style=\"background: #ddd; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
+              "    INDICATIONS FOR PROCEDURE\n",
+              "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ENTITY</span>\n",
+              "</mark>\n",
+              ": , This is a 50-year-old \n",
+              "<mark class=\"entity\" style=\"background: #ddd; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
+              "    male\n",
+              "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ENTITY</span>\n",
+              "</mark>\n",
+              " who has been \n",
+              "<mark class=\"entity\" style=\"background: #ddd; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
+              "    overweight\n",
+              "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ENTITY</span>\n",
+              "</mark>\n",
+              " for many \n",
+              "<mark class=\"entity\" style=\"background: #ddd; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
+              "    years\n",
+              "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ENTITY</span>\n",
+              "</mark>\n",
+              " and has tried multiple different \n",
+              "<mark class=\"entity\" style=\"background: #ddd; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
+              "    weight loss diets\n",
+              "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ENTITY</span>\n",
+              "</mark>\n",
+              " and \n",
+              "<mark class=\"entity\" style=\"background: #ddd; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
+              "    programs\n",
+              "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ENTITY</span>\n",
+              "</mark>\n",
+              ".  The \n",
+              "<mark class=\"entity\" style=\"background: #ddd; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
+              "    patient\n",
+              "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ENTITY</span>\n",
+              "</mark>\n",
+              " has now begun to have \n",
+              "<mark class=\"entity\" style=\"background: #ddd; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
+              "    comorbidities\n",
+              "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ENTITY</span>\n",
+              "</mark>\n",
+              " related to the \n",
+              "<mark class=\"entity\" style=\"background: #ddd; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
+              "    obesity\n",
+              "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ENTITY</span>\n",
+              "</mark>\n",
+              ".  The \n",
+              "<mark class=\"entity\" style=\"background: #ddd; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
+              "    patient\n",
+              "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ENTITY</span>\n",
+              "</mark>\n",
+              " has attended our \n",
+              "<mark class=\"entity\" style=\"background: #ddd; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
+              "    bariatric seminar\n",
+              "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ENTITY</span>\n",
+              "</mark>\n",
+              " and met with our \n",
+              "<mark class=\"entity\" style=\"background: #ddd; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
+              "    dietician\n",
+              "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ENTITY</span>\n",
+              "</mark>\n",
+              " and \n",
+              "<mark class=\"entity\" style=\"background: #ddd; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
+              "    psychologist\n",
+              "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ENTITY</span>\n",
+              "</mark>\n",
+              ".  The \n",
+              "<mark class=\"entity\" style=\"background: #ddd; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
+              "    patient\n",
+              "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ENTITY</span>\n",
+              "</mark>\n",
+              " has \n",
+              "<mark class=\"entity\" style=\"background: #ddd; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
+              "    read\n",
+              "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ENTITY</span>\n",
+              "</mark>\n",
+              " through our \n",
+              "<mark class=\"entity\" style=\"background: #ddd; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
+              "    comprehensive\n",
+              "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ENTITY</span>\n",
+              "</mark>\n",
+              " \n",
+              "<mark class=\"entity\" style=\"background: #ddd; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
+              "    handout\n",
+              "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ENTITY</span>\n",
+              "</mark>\n",
+              " and understands the \n",
+              "<mark class=\"entity\" style=\"background: #ddd; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
+              "    risks\n",
+              "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ENTITY</span>\n",
+              "</mark>\n",
+              " and \n",
+              "<mark class=\"entity\" style=\"background: #ddd; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
+              "    benefits\n",
+              "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ENTITY</span>\n",
+              "</mark>\n",
+              " of \n",
+              "<mark class=\"entity\" style=\"background: #ddd; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
+              "    bypass surgery\n",
+              "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ENTITY</span>\n",
+              "</mark>\n",
+              " as evidenced by the \n",
+              "<mark class=\"entity\" style=\"background: #ddd; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
+              "    signing\n",
+              "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ENTITY</span>\n",
+              "</mark>\n",
+              " of our \n",
+              "<mark class=\"entity\" style=\"background: #ddd; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
+              "    consent\n",
+              "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ENTITY</span>\n",
+              "</mark>\n",
+              " \n",
+              "<mark class=\"entity\" style=\"background: #ddd; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
+              "    form.,PROCEDURE\n",
+              "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ENTITY</span>\n",
+              "</mark>\n",
+              " IN \n",
+              "<mark class=\"entity\" style=\"background: #ddd; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
+              "    DETAIL\n",
+              "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ENTITY</span>\n",
+              "</mark>\n",
+              ": , The \n",
+              "<mark class=\"entity\" style=\"background: #ddd; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
+              "    risks\n",
+              "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ENTITY</span>\n",
+              "</mark>\n",
+              " and \n",
+              "<mark class=\"entity\" style=\"background: #ddd; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
+              "    benefits\n",
+              "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ENTITY</span>\n",
+              "</mark>\n",
+              " were explained to the \n",
+              "<mark class=\"entity\" style=\"background: #ddd; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
+              "    patient\n",
+              "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ENTITY</span>\n",
+              "</mark>\n",
+              ".  \n",
+              "<mark class=\"entity\" style=\"background: #ddd; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
+              "    Consent\n",
+              "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ENTITY</span>\n",
+              "</mark>\n",
+              " was obtained.  The \n",
+              "<mark class=\"entity\" style=\"background: #ddd; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
+              "    patient\n",
+              "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ENTITY</span>\n",
+              "</mark>\n",
+              " was taken to the \n",
+              "<mark class=\"entity\" style=\"background: #ddd; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
+              "    operating room\n",
+              "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ENTITY</span>\n",
+              "</mark>\n",
+              " and placed \n",
+              "<mark class=\"entity\" style=\"background: #ddd; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
+              "    supine\n",
+              "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ENTITY</span>\n",
+              "</mark>\n",
+              " on the \n",
+              "<mark class=\"entity\" style=\"background: #ddd; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
+              "    operating room\n",
+              "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ENTITY</span>\n",
+              "</mark>\n",
+              " table.  \n",
+              "<mark class=\"entity\" style=\"background: #ddd; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
+              "    General anesthesia\n",
+              "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ENTITY</span>\n",
+              "</mark>\n",
+              " was \n",
+              "<mark class=\"entity\" style=\"background: #ddd; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
+              "    administered\n",
+              "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ENTITY</span>\n",
+              "</mark>\n",
+              " with \n",
+              "<mark class=\"entity\" style=\"background: #ddd; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
+              "    endotracheal intubation\n",
+              "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ENTITY</span>\n",
+              "</mark>\n",
+              ".  A \n",
+              "<mark class=\"entity\" style=\"background: #ddd; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
+              "    Foley catheter\n",
+              "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ENTITY</span>\n",
+              "</mark>\n",
+              " was placed for \n",
+              "<mark class=\"entity\" style=\"background: #ddd; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
+              "    bladder\n",
+              "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ENTITY</span>\n",
+              "</mark>\n",
+              " \n",
+              "<mark class=\"entity\" style=\"background: #ddd; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
+              "    decompression\n",
+              "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ENTITY</span>\n",
+              "</mark>\n",
+              ".  All \n",
+              "<mark class=\"entity\" style=\"background: #ddd; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
+              "    pressure points\n",
+              "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ENTITY</span>\n",
+              "</mark>\n",
+              " were carefully padded, and \n",
+              "<mark class=\"entity\" style=\"background: #ddd; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
+              "    sequential\n",
+              "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ENTITY</span>\n",
+              "</mark>\n",
+              " \n",
+              "<mark class=\"entity\" style=\"background: #ddd; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
+              "    compression devices\n",
+              "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ENTITY</span>\n",
+              "</mark>\n",
+              " were placed on the \n",
+              "<mark class=\"entity\" style=\"background: #ddd; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
+              "    legs\n",
+              "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ENTITY</span>\n",
+              "</mark>\n",
+              ".  The \n",
+              "<mark class=\"entity\" style=\"background: #ddd; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
+              "    abdomen\n",
+              "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ENTITY</span>\n",
+              "</mark>\n",
+              " was \n",
+              "<mark class=\"entity\" style=\"background: #ddd; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
+              "    prepped\n",
+              "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ENTITY</span>\n",
+              "</mark>\n",
+              " and draped in \n",
+              "<mark class=\"entity\" style=\"background: #ddd; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
+              "    standard\n",
+              "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ENTITY</span>\n",
+              "</mark>\n",
+              ", \n",
+              "<mark class=\"entity\" style=\"background: #ddd; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
+              "    sterile\n",
+              "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ENTITY</span>\n",
+              "</mark>\n",
+              ", \n",
+              "<mark class=\"entity\" style=\"background: #ddd; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
+              "    surgical fashion\n",
+              "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ENTITY</span>\n",
+              "</mark>\n",
+              ".  \n",
+              "<mark class=\"entity\" style=\"background: #ddd; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
+              "    Marcaine\n",
+              "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ENTITY</span>\n",
+              "</mark>\n",
+              " was \n",
+              "<mark class=\"entity\" style=\"background: #ddd; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
+              "    injected\n",
+              "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ENTITY</span>\n",
+              "</mark>\n",
+              " into the \n",
+              "<mark class=\"entity\" style=\"background: #ddd; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
+              "    umbilicus\n",
+              "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ENTITY</span>\n",
+              "</mark>\n",
+              ".</div></span>"
+            ]
+          },
+          "metadata": {}
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "nlp_md = en_core_sci_md.load()\n",
+        "doc = nlp_md(text)\n",
+        "#Display resulting entity extraction\n",
+        "displacy_image = displacy.render(doc, jupyter=True,style='ent')\n"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 772
+        },
+        "id": "Fc9I4dy5tXhz",
+        "outputId": "5a4c512d-1841-443a-adfc-a21969e258ac"
+      },
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "<IPython.core.display.HTML object>"
+            ],
+            "text/html": [
+              "<span class=\"tex2jax_ignore\"><div class=\"entities\" style=\"line-height: 2.5; direction: ltr\">PREOPERATIVE \n",
+              "<mark class=\"entity\" style=\"background: #ddd; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
+              "    DIAGNOSIS\n",
+              "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ENTITY</span>\n",
+              "</mark>\n",
+              ": , \n",
+              "<mark class=\"entity\" style=\"background: #ddd; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
+              "    Morbid obesity\n",
+              "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ENTITY</span>\n",
+              "</mark>\n",
+              ". ,\n",
+              "<mark class=\"entity\" style=\"background: #ddd; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
+              "    POSTOPERATIVE DIAGNOSIS\n",
+              "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ENTITY</span>\n",
+              "</mark>\n",
+              ": , \n",
+              "<mark class=\"entity\" style=\"background: #ddd; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
+              "    Morbid obesity\n",
+              "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ENTITY</span>\n",
+              "</mark>\n",
+              ". ,PROCEDURE:,  Laparoscopic Roux-en-Y gastric bypass, \n",
+              "<mark class=\"entity\" style=\"background: #ddd; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
+              "    antecolic\n",
+              "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ENTITY</span>\n",
+              "</mark>\n",
+              ", \n",
+              "<mark class=\"entity\" style=\"background: #ddd; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
+              "    antegastric\n",
+              "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ENTITY</span>\n",
+              "</mark>\n",
+              " with 25-mm \n",
+              "<mark class=\"entity\" style=\"background: #ddd; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
+              "    EEA\n",
+              "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ENTITY</span>\n",
+              "</mark>\n",
+              " \n",
+              "<mark class=\"entity\" style=\"background: #ddd; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
+              "    anastamosis\n",
+              "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ENTITY</span>\n",
+              "</mark>\n",
+              ", \n",
+              "<mark class=\"entity\" style=\"background: #ddd; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
+              "    esophagogastroduodenoscopy\n",
+              "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ENTITY</span>\n",
+              "</mark>\n",
+              ". ,ANESTHESIA: , \n",
+              "<mark class=\"entity\" style=\"background: #ddd; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
+              "    General with\n",
+              "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ENTITY</span>\n",
+              "</mark>\n",
+              " \n",
+              "<mark class=\"entity\" style=\"background: #ddd; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
+              "    endotracheal intubation\n",
+              "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ENTITY</span>\n",
+              "</mark>\n",
+              ". ,INDICATIONS FOR \n",
+              "<mark class=\"entity\" style=\"background: #ddd; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
+              "    PROCEDURE\n",
+              "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ENTITY</span>\n",
+              "</mark>\n",
+              ": , This is a 50-year-old \n",
+              "<mark class=\"entity\" style=\"background: #ddd; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
+              "    male\n",
+              "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ENTITY</span>\n",
+              "</mark>\n",
+              " who has been \n",
+              "<mark class=\"entity\" style=\"background: #ddd; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
+              "    overweight\n",
+              "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ENTITY</span>\n",
+              "</mark>\n",
+              " for many \n",
+              "<mark class=\"entity\" style=\"background: #ddd; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
+              "    years\n",
+              "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ENTITY</span>\n",
+              "</mark>\n",
+              " and has tried multiple different \n",
+              "<mark class=\"entity\" style=\"background: #ddd; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
+              "    weight loss diets\n",
+              "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ENTITY</span>\n",
+              "</mark>\n",
+              " and \n",
+              "<mark class=\"entity\" style=\"background: #ddd; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
+              "    programs\n",
+              "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ENTITY</span>\n",
+              "</mark>\n",
+              ".  The \n",
+              "<mark class=\"entity\" style=\"background: #ddd; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
+              "    patient\n",
+              "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ENTITY</span>\n",
+              "</mark>\n",
+              " has now begun to have \n",
+              "<mark class=\"entity\" style=\"background: #ddd; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
+              "    comorbidities\n",
+              "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ENTITY</span>\n",
+              "</mark>\n",
+              " related to the \n",
+              "<mark class=\"entity\" style=\"background: #ddd; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
+              "    obesity\n",
+              "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ENTITY</span>\n",
+              "</mark>\n",
+              ".  The \n",
+              "<mark class=\"entity\" style=\"background: #ddd; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
+              "    patient\n",
+              "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ENTITY</span>\n",
+              "</mark>\n",
+              " has \n",
+              "<mark class=\"entity\" style=\"background: #ddd; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
+              "    attended\n",
+              "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ENTITY</span>\n",
+              "</mark>\n",
+              " our \n",
+              "<mark class=\"entity\" style=\"background: #ddd; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
+              "    bariatric seminar\n",
+              "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ENTITY</span>\n",
+              "</mark>\n",
+              " and met with our \n",
+              "<mark class=\"entity\" style=\"background: #ddd; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
+              "    dietician\n",
+              "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ENTITY</span>\n",
+              "</mark>\n",
+              " and \n",
+              "<mark class=\"entity\" style=\"background: #ddd; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
+              "    psychologist\n",
+              "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ENTITY</span>\n",
+              "</mark>\n",
+              ".  The \n",
+              "<mark class=\"entity\" style=\"background: #ddd; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
+              "    patient\n",
+              "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ENTITY</span>\n",
+              "</mark>\n",
+              " has \n",
+              "<mark class=\"entity\" style=\"background: #ddd; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
+              "    read\n",
+              "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ENTITY</span>\n",
+              "</mark>\n",
+              " through our \n",
+              "<mark class=\"entity\" style=\"background: #ddd; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
+              "    comprehensive\n",
+              "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ENTITY</span>\n",
+              "</mark>\n",
+              " \n",
+              "<mark class=\"entity\" style=\"background: #ddd; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
+              "    handout\n",
+              "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ENTITY</span>\n",
+              "</mark>\n",
+              " and understands the \n",
+              "<mark class=\"entity\" style=\"background: #ddd; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
+              "    risks\n",
+              "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ENTITY</span>\n",
+              "</mark>\n",
+              " and \n",
+              "<mark class=\"entity\" style=\"background: #ddd; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
+              "    benefits\n",
+              "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ENTITY</span>\n",
+              "</mark>\n",
+              " of \n",
+              "<mark class=\"entity\" style=\"background: #ddd; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
+              "    bypass surgery\n",
+              "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ENTITY</span>\n",
+              "</mark>\n",
+              " as evidenced by the \n",
+              "<mark class=\"entity\" style=\"background: #ddd; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
+              "    signing\n",
+              "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ENTITY</span>\n",
+              "</mark>\n",
+              " of our \n",
+              "<mark class=\"entity\" style=\"background: #ddd; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
+              "    consent\n",
+              "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ENTITY</span>\n",
+              "</mark>\n",
+              " form.,PROCEDURE IN \n",
+              "<mark class=\"entity\" style=\"background: #ddd; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
+              "    DETAIL\n",
+              "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ENTITY</span>\n",
+              "</mark>\n",
+              ": , The \n",
+              "<mark class=\"entity\" style=\"background: #ddd; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
+              "    risks\n",
+              "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ENTITY</span>\n",
+              "</mark>\n",
+              " and \n",
+              "<mark class=\"entity\" style=\"background: #ddd; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
+              "    benefits\n",
+              "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ENTITY</span>\n",
+              "</mark>\n",
+              " were explained to the \n",
+              "<mark class=\"entity\" style=\"background: #ddd; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
+              "    patient\n",
+              "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ENTITY</span>\n",
+              "</mark>\n",
+              ".  \n",
+              "<mark class=\"entity\" style=\"background: #ddd; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
+              "    Consent\n",
+              "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ENTITY</span>\n",
+              "</mark>\n",
+              " was obtained.  The \n",
+              "<mark class=\"entity\" style=\"background: #ddd; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
+              "    patient\n",
+              "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ENTITY</span>\n",
+              "</mark>\n",
+              " was taken to the \n",
+              "<mark class=\"entity\" style=\"background: #ddd; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
+              "    operating room\n",
+              "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ENTITY</span>\n",
+              "</mark>\n",
+              " and placed \n",
+              "<mark class=\"entity\" style=\"background: #ddd; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
+              "    supine\n",
+              "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ENTITY</span>\n",
+              "</mark>\n",
+              " on the \n",
+              "<mark class=\"entity\" style=\"background: #ddd; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
+              "    operating room table\n",
+              "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ENTITY</span>\n",
+              "</mark>\n",
+              ".  \n",
+              "<mark class=\"entity\" style=\"background: #ddd; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
+              "    General anesthesia\n",
+              "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ENTITY</span>\n",
+              "</mark>\n",
+              " was \n",
+              "<mark class=\"entity\" style=\"background: #ddd; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
+              "    administered\n",
+              "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ENTITY</span>\n",
+              "</mark>\n",
+              " with \n",
+              "<mark class=\"entity\" style=\"background: #ddd; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
+              "    endotracheal intubation\n",
+              "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ENTITY</span>\n",
+              "</mark>\n",
+              ".  A \n",
+              "<mark class=\"entity\" style=\"background: #ddd; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
+              "    Foley catheter\n",
+              "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ENTITY</span>\n",
+              "</mark>\n",
+              " was placed for \n",
+              "<mark class=\"entity\" style=\"background: #ddd; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
+              "    bladder decompression\n",
+              "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ENTITY</span>\n",
+              "</mark>\n",
+              ".  All pressure points were carefully \n",
+              "<mark class=\"entity\" style=\"background: #ddd; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
+              "    padded\n",
+              "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ENTITY</span>\n",
+              "</mark>\n",
+              ", and \n",
+              "<mark class=\"entity\" style=\"background: #ddd; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
+              "    sequential\n",
+              "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ENTITY</span>\n",
+              "</mark>\n",
+              " \n",
+              "<mark class=\"entity\" style=\"background: #ddd; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
+              "    compression devices\n",
+              "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ENTITY</span>\n",
+              "</mark>\n",
+              " were placed on the \n",
+              "<mark class=\"entity\" style=\"background: #ddd; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
+              "    legs\n",
+              "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ENTITY</span>\n",
+              "</mark>\n",
+              ".  The \n",
+              "<mark class=\"entity\" style=\"background: #ddd; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
+              "    abdomen\n",
+              "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ENTITY</span>\n",
+              "</mark>\n",
+              " was \n",
+              "<mark class=\"entity\" style=\"background: #ddd; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
+              "    prepped\n",
+              "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ENTITY</span>\n",
+              "</mark>\n",
+              " and \n",
+              "<mark class=\"entity\" style=\"background: #ddd; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
+              "    draped\n",
+              "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ENTITY</span>\n",
+              "</mark>\n",
+              " in \n",
+              "<mark class=\"entity\" style=\"background: #ddd; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
+              "    standard\n",
+              "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ENTITY</span>\n",
+              "</mark>\n",
+              ", \n",
+              "<mark class=\"entity\" style=\"background: #ddd; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
+              "    sterile\n",
+              "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ENTITY</span>\n",
+              "</mark>\n",
+              ", \n",
+              "<mark class=\"entity\" style=\"background: #ddd; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
+              "    surgical fashion\n",
+              "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ENTITY</span>\n",
+              "</mark>\n",
+              ".  \n",
+              "<mark class=\"entity\" style=\"background: #ddd; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
+              "    Marcaine\n",
+              "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ENTITY</span>\n",
+              "</mark>\n",
+              " was \n",
+              "<mark class=\"entity\" style=\"background: #ddd; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
+              "    injected\n",
+              "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ENTITY</span>\n",
+              "</mark>\n",
+              " into the \n",
+              "<mark class=\"entity\" style=\"background: #ddd; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
+              "    umbilicus\n",
+              "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ENTITY</span>\n",
+              "</mark>\n",
+              ".</div></span>"
+            ]
+          },
+          "metadata": {}
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "nlp_bc = en_ner_bc5cdr_md.load()\n",
+        "doc = nlp_bc(text)\n",
+        "#Display resulting entity extraction\n",
+        "displacy_image = displacy.render(doc, jupyter=True,style='ent')"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 507
+        },
+        "id": "lM-lKShxxCcx",
+        "outputId": "f891c1b9-242d-4bf8-ca57-0f8078cde270"
+      },
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "<IPython.core.display.HTML object>"
+            ],
+            "text/html": [
+              "<span class=\"tex2jax_ignore\"><div class=\"entities\" style=\"line-height: 2.5; direction: ltr\">PREOPERATIVE DIAGNOSIS: , \n",
+              "<mark class=\"entity\" style=\"background: #ddd; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
+              "    Morbid obesity\n",
+              "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">DISEASE</span>\n",
+              "</mark>\n",
+              ". ,POSTOPERATIVE DIAGNOSIS: , \n",
+              "<mark class=\"entity\" style=\"background: #ddd; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
+              "    Morbid obesity\n",
+              "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">DISEASE</span>\n",
+              "</mark>\n",
+              ". ,PROCEDURE:,  Laparoscopic Roux-en-Y gastric bypass, antecolic, antegastric with 25-mm EEA anastamosis, esophagogastroduodenoscopy. ,ANESTHESIA: , General with endotracheal intubation. ,INDICATIONS FOR PROCEDURE: , This is a 50-year-old male who has been overweight for many years and has tried multiple different \n",
+              "<mark class=\"entity\" style=\"background: #ddd; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
+              "    weight loss\n",
+              "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">DISEASE</span>\n",
+              "</mark>\n",
+              " diets and programs.  The patient has now begun to have comorbidities related to the obesity.  The patient has attended our bariatric seminar and met with our dietician and psychologist.  The patient has read through our comprehensive handout and understands the risks and benefits of bypass surgery as evidenced by the signing of our consent form.,PROCEDURE IN DETAIL: , The risks and benefits were explained to the patient.  Consent was obtained.  The patient was taken to the operating room and placed supine on the operating room table.  General anesthesia was administered with endotracheal intubation.  A Foley catheter was placed for bladder decompression.  All pressure points were carefully padded, and sequential compression devices were placed on the legs.  The abdomen was prepped and draped in standard, sterile, surgical fashion.  \n",
+              "<mark class=\"entity\" style=\"background: #ddd; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
+              "    Marcaine\n",
+              "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">CHEMICAL</span>\n",
+              "</mark>\n",
+              " was injected into the umbilicus.</div></span>"
+            ]
+          },
+          "metadata": {}
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "print(\"TEXT\", \"START\", \"END\", \"ENTITY TYPE\")\n",
+        "for ent in doc.ents:\n",
+        "    print(ent.text, ent.start_char, ent.end_char, ent.label_)"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "UC-4oQ4utqjT",
+        "outputId": "e6993fc8-af3e-4959-f8a4-5c40cfafa93c"
+      },
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "TEXT START END ENTITY TYPE\n",
+            "Morbid obesity 26 40 DISEASE\n",
+            "Morbid obesity 70 84 DISEASE\n",
+            "weight loss 400 411 DISEASE\n",
+            "Marcaine 1256 1264 CHEMICAL\n"
+          ]
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "mtsample_df.dropna(subset=['transcription'], inplace=True)\n",
+        "mtsample_df_subset = mtsample_df.sample(n=100, replace=False, random_state=42)\n",
+        "mtsample_df_subset.info()\n",
+        "mtsample_df_subset.head()"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 781
+        },
+        "id": "GZ-TAqLTuBUG",
+        "outputId": "8494837c-9e2f-4d39-ec6a-1fdeebdcee12"
+      },
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "<class 'pandas.core.frame.DataFrame'>\n",
+            "Index: 100 entries, 3162 to 3581\n",
+            "Data columns (total 6 columns):\n",
+            " #   Column             Non-Null Count  Dtype \n",
+            "---  ------             --------------  ----- \n",
+            " 0   Unnamed: 0         100 non-null    int64 \n",
+            " 1   description        100 non-null    object\n",
+            " 2   medical_specialty  100 non-null    object\n",
+            " 3   sample_name        100 non-null    object\n",
+            " 4   transcription      100 non-null    object\n",
+            " 5   keywords           78 non-null     object\n",
+            "dtypes: int64(1), object(5)\n",
+            "memory usage: 5.5+ KB\n"
+          ]
+        },
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "      Unnamed: 0                                        description  \\\n",
+              "3162        3162   Markedly elevated PT INR despite stopping Cou...   \n",
+              "1981        1981   Intercostal block from fourth to tenth interc...   \n",
+              "1361        1361   The patient is a 65-year-old female who under...   \n",
+              "3008        3008   Construction of right upper arm hemodialysis ...   \n",
+              "4943        4943   Bronchoscopy with brush biopsies.  Persistent...   \n",
+              "\n",
+              "                   medical_specialty                          sample_name  \\\n",
+              "3162           Hematology - Oncology              Hematology Consult - 1    \n",
+              "1981                 Pain Management               Intercostal block - 1    \n",
+              "1361   SOAP / Chart / Progress Notes                Lobectomy - Followup    \n",
+              "3008                      Nephrology   Hemodialysis Fistula Construction    \n",
+              "4943      Cardiovascular / Pulmonary                    Bronchoscopy - 8    \n",
+              "\n",
+              "                                          transcription  \\\n",
+              "3162  HISTORY OF PRESENT ILLNESS:,  The patient is w...   \n",
+              "1981  PREPROCEDURE DIAGNOSIS:,  Chest pain secondary...   \n",
+              "1361  HISTORY OF PRESENT ILLNESS: , The patient is a...   \n",
+              "3008  PREOPERATIVE DIAGNOSIS: , End-stage renal dise...   \n",
+              "4943  PREOPERATIVE DIAGNOSIS: , Persistent pneumonia...   \n",
+              "\n",
+              "                                               keywords  \n",
+              "3162                                                NaN  \n",
+              "1981  pain management, xylocaine, marcaine, intercos...  \n",
+              "1361  soap / chart / progress notes, non-small cell ...  \n",
+              "3008  nephrology, end-stage renal disease, av dialys...  \n",
+              "4943  cardiovascular / pulmonary, persistent pneumon...  "
+            ],
+            "text/html": [
+              "\n",
+              "  <div id=\"df-5807a59b-7014-4602-b8f2-3eedd1a69a31\" class=\"colab-df-container\">\n",
+              "    <div>\n",
+              "<style scoped>\n",
+              "    .dataframe tbody tr th:only-of-type {\n",
+              "        vertical-align: middle;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe tbody tr th {\n",
+              "        vertical-align: top;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe thead th {\n",
+              "        text-align: right;\n",
+              "    }\n",
+              "</style>\n",
+              "<table border=\"1\" class=\"dataframe\">\n",
+              "  <thead>\n",
+              "    <tr style=\"text-align: right;\">\n",
+              "      <th></th>\n",
+              "      <th>Unnamed: 0</th>\n",
+              "      <th>description</th>\n",
+              "      <th>medical_specialty</th>\n",
+              "      <th>sample_name</th>\n",
+              "      <th>transcription</th>\n",
+              "      <th>keywords</th>\n",
+              "    </tr>\n",
+              "  </thead>\n",
+              "  <tbody>\n",
+              "    <tr>\n",
+              "      <th>3162</th>\n",
+              "      <td>3162</td>\n",
+              "      <td>Markedly elevated PT INR despite stopping Cou...</td>\n",
+              "      <td>Hematology - Oncology</td>\n",
+              "      <td>Hematology Consult - 1</td>\n",
+              "      <td>HISTORY OF PRESENT ILLNESS:,  The patient is w...</td>\n",
+              "      <td>NaN</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>1981</th>\n",
+              "      <td>1981</td>\n",
+              "      <td>Intercostal block from fourth to tenth interc...</td>\n",
+              "      <td>Pain Management</td>\n",
+              "      <td>Intercostal block - 1</td>\n",
+              "      <td>PREPROCEDURE DIAGNOSIS:,  Chest pain secondary...</td>\n",
+              "      <td>pain management, xylocaine, marcaine, intercos...</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>1361</th>\n",
+              "      <td>1361</td>\n",
+              "      <td>The patient is a 65-year-old female who under...</td>\n",
+              "      <td>SOAP / Chart / Progress Notes</td>\n",
+              "      <td>Lobectomy - Followup</td>\n",
+              "      <td>HISTORY OF PRESENT ILLNESS: , The patient is a...</td>\n",
+              "      <td>soap / chart / progress notes, non-small cell ...</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>3008</th>\n",
+              "      <td>3008</td>\n",
+              "      <td>Construction of right upper arm hemodialysis ...</td>\n",
+              "      <td>Nephrology</td>\n",
+              "      <td>Hemodialysis Fistula Construction</td>\n",
+              "      <td>PREOPERATIVE DIAGNOSIS: , End-stage renal dise...</td>\n",
+              "      <td>nephrology, end-stage renal disease, av dialys...</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>4943</th>\n",
+              "      <td>4943</td>\n",
+              "      <td>Bronchoscopy with brush biopsies.  Persistent...</td>\n",
+              "      <td>Cardiovascular / Pulmonary</td>\n",
+              "      <td>Bronchoscopy - 8</td>\n",
+              "      <td>PREOPERATIVE DIAGNOSIS: , Persistent pneumonia...</td>\n",
+              "      <td>cardiovascular / pulmonary, persistent pneumon...</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
+              "</table>\n",
+              "</div>\n",
+              "    <div class=\"colab-df-buttons\">\n",
+              "\n",
+              "  <div class=\"colab-df-container\">\n",
+              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-5807a59b-7014-4602-b8f2-3eedd1a69a31')\"\n",
+              "            title=\"Convert this dataframe to an interactive table.\"\n",
+              "            style=\"display:none;\">\n",
+              "\n",
+              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n",
+              "    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n",
+              "  </svg>\n",
+              "    </button>\n",
+              "\n",
+              "  <style>\n",
+              "    .colab-df-container {\n",
+              "      display:flex;\n",
+              "      gap: 12px;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-convert {\n",
+              "      background-color: #E8F0FE;\n",
+              "      border: none;\n",
+              "      border-radius: 50%;\n",
+              "      cursor: pointer;\n",
+              "      display: none;\n",
+              "      fill: #1967D2;\n",
+              "      height: 32px;\n",
+              "      padding: 0 0 0 0;\n",
+              "      width: 32px;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-convert:hover {\n",
+              "      background-color: #E2EBFA;\n",
+              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
+              "      fill: #174EA6;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-buttons div {\n",
+              "      margin-bottom: 4px;\n",
+              "    }\n",
+              "\n",
+              "    [theme=dark] .colab-df-convert {\n",
+              "      background-color: #3B4455;\n",
+              "      fill: #D2E3FC;\n",
+              "    }\n",
+              "\n",
+              "    [theme=dark] .colab-df-convert:hover {\n",
+              "      background-color: #434B5C;\n",
+              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
+              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
+              "      fill: #FFFFFF;\n",
+              "    }\n",
+              "  </style>\n",
+              "\n",
+              "    <script>\n",
+              "      const buttonEl =\n",
+              "        document.querySelector('#df-5807a59b-7014-4602-b8f2-3eedd1a69a31 button.colab-df-convert');\n",
+              "      buttonEl.style.display =\n",
+              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
+              "\n",
+              "      async function convertToInteractive(key) {\n",
+              "        const element = document.querySelector('#df-5807a59b-7014-4602-b8f2-3eedd1a69a31');\n",
+              "        const dataTable =\n",
+              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
+              "                                                    [key], {});\n",
+              "        if (!dataTable) return;\n",
+              "\n",
+              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
+              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
+              "          + ' to learn more about interactive tables.';\n",
+              "        element.innerHTML = '';\n",
+              "        dataTable['output_type'] = 'display_data';\n",
+              "        await google.colab.output.renderOutput(dataTable, element);\n",
+              "        const docLink = document.createElement('div');\n",
+              "        docLink.innerHTML = docLinkHtml;\n",
+              "        element.appendChild(docLink);\n",
+              "      }\n",
+              "    </script>\n",
+              "  </div>\n",
+              "\n",
+              "\n",
+              "<div id=\"df-2cb83cf7-a733-41c8-9108-c7ba9a8b4097\">\n",
+              "  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-2cb83cf7-a733-41c8-9108-c7ba9a8b4097')\"\n",
+              "            title=\"Suggest charts\"\n",
+              "            style=\"display:none;\">\n",
+              "\n",
+              "<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
+              "     width=\"24px\">\n",
+              "    <g>\n",
+              "        <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n",
+              "    </g>\n",
+              "</svg>\n",
+              "  </button>\n",
+              "\n",
+              "<style>\n",
+              "  .colab-df-quickchart {\n",
+              "      --bg-color: #E8F0FE;\n",
+              "      --fill-color: #1967D2;\n",
+              "      --hover-bg-color: #E2EBFA;\n",
+              "      --hover-fill-color: #174EA6;\n",
+              "      --disabled-fill-color: #AAA;\n",
+              "      --disabled-bg-color: #DDD;\n",
+              "  }\n",
+              "\n",
+              "  [theme=dark] .colab-df-quickchart {\n",
+              "      --bg-color: #3B4455;\n",
+              "      --fill-color: #D2E3FC;\n",
+              "      --hover-bg-color: #434B5C;\n",
+              "      --hover-fill-color: #FFFFFF;\n",
+              "      --disabled-bg-color: #3B4455;\n",
+              "      --disabled-fill-color: #666;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart {\n",
+              "    background-color: var(--bg-color);\n",
+              "    border: none;\n",
+              "    border-radius: 50%;\n",
+              "    cursor: pointer;\n",
+              "    display: none;\n",
+              "    fill: var(--fill-color);\n",
+              "    height: 32px;\n",
+              "    padding: 0;\n",
+              "    width: 32px;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart:hover {\n",
+              "    background-color: var(--hover-bg-color);\n",
+              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
+              "    fill: var(--button-hover-fill-color);\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart-complete:disabled,\n",
+              "  .colab-df-quickchart-complete:disabled:hover {\n",
+              "    background-color: var(--disabled-bg-color);\n",
+              "    fill: var(--disabled-fill-color);\n",
+              "    box-shadow: none;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-spinner {\n",
+              "    border: 2px solid var(--fill-color);\n",
+              "    border-color: transparent;\n",
+              "    border-bottom-color: var(--fill-color);\n",
+              "    animation:\n",
+              "      spin 1s steps(1) infinite;\n",
+              "  }\n",
+              "\n",
+              "  @keyframes spin {\n",
+              "    0% {\n",
+              "      border-color: transparent;\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "      border-left-color: var(--fill-color);\n",
+              "    }\n",
+              "    20% {\n",
+              "      border-color: transparent;\n",
+              "      border-left-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "    }\n",
+              "    30% {\n",
+              "      border-color: transparent;\n",
+              "      border-left-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "      border-right-color: var(--fill-color);\n",
+              "    }\n",
+              "    40% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "    }\n",
+              "    60% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "    }\n",
+              "    80% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "    }\n",
+              "    90% {\n",
+              "      border-color: transparent;\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "    }\n",
+              "  }\n",
+              "</style>\n",
+              "\n",
+              "  <script>\n",
+              "    async function quickchart(key) {\n",
+              "      const quickchartButtonEl =\n",
+              "        document.querySelector('#' + key + ' button');\n",
+              "      quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
+              "      quickchartButtonEl.classList.add('colab-df-spinner');\n",
+              "      try {\n",
+              "        const charts = await google.colab.kernel.invokeFunction(\n",
+              "            'suggestCharts', [key], {});\n",
+              "      } catch (error) {\n",
+              "        console.error('Error during call to suggestCharts:', error);\n",
+              "      }\n",
+              "      quickchartButtonEl.classList.remove('colab-df-spinner');\n",
+              "      quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
+              "    }\n",
+              "    (() => {\n",
+              "      let quickchartButtonEl =\n",
+              "        document.querySelector('#df-2cb83cf7-a733-41c8-9108-c7ba9a8b4097 button');\n",
+              "      quickchartButtonEl.style.display =\n",
+              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
+              "    })();\n",
+              "  </script>\n",
+              "</div>\n",
+              "\n",
+              "    </div>\n",
+              "  </div>\n"
+            ],
+            "application/vnd.google.colaboratory.intrinsic+json": {
+              "type": "dataframe",
+              "variable_name": "mtsample_df_subset",
+              "summary": "{\n  \"name\": \"mtsample_df_subset\",\n  \"rows\": 100,\n  \"fields\": [\n    {\n      \"column\": \"Unnamed: 0\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 1562,\n        \"min\": 29,\n        \"max\": 4943,\n        \"num_unique_values\": 100,\n        \"samples\": [\n          1191,\n          3652,\n          231\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"description\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 99,\n        \"samples\": [\n          \" Phenol neurolysis right obturator nerve, botulinum toxin injection right rectus femoris and vastus medialis intermedius and right pectoralis major muscles.\",\n          \" Open left angle comminuted angle of mandible, 802.35, and open symphysis of mandible, 802.36.  Open reduction, internal fixation (ORIF) of bilateral mandible fractures with multiple approaches, CPT code 21470, and surgical extraction of teeth #17, CPT code 41899.\",\n          \" Abnormal cardiac enzyme profile.  The patient is a 66-year-old gentleman, was brought into emergency room with obtundation.  The patient was mechanically ventilated originally.  His initial diagnosis was septic shock.  His labs showed elevated cardiac enzyme profile. \"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"medical_specialty\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 23,\n        \"samples\": [\n          \" Dentistry\",\n          \" Orthopedic\",\n          \" Hematology - Oncology\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"sample_name\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 99,\n        \"samples\": [\n          \" Phenol Neurolysis & Botulinum Toxin Injection - 2 \",\n          \" ORIF - Mandible Fracture \",\n          \" Elevated Cardiac Enzymes \"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"transcription\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 99,\n        \"samples\": [\n          \"PROCEDURES PERFORMED: , Phenol neurolysis right obturator nerve, botulinum toxin injection right rectus femoris and vastus medialis intermedius and right pectoralis major muscles.,PROCEDURE CODES: , 64640 times one, 64614 times two, 95873 times two.,PREOPERATIVE DIAGNOSIS: , Spastic right hemiparetic cerebral palsy, 343.1.,POSTOPERATIVE DIAGNOSIS:,  Spastic right hemiparetic cerebral palsy, 343.1.,ANESTHESIA:,  MAC.,COMPLICATIONS: , None.,DESCRIPTION OF TECHNIQUE: , Informed consent was obtained from the patient.  She was brought to the minor procedure area and sedated per their protocol.  The patient was positioned lying supine.  Skin overlying all areas injected was prepped with chlorhexidine.  The right obturator nerve was identified using active EMG stimulation lateral to the adductor longus tendon origin and below the femoral pulse.  Approximately 6 mL of 5% phenol was injected in this location.  At all sites of phenol injections, injections were done at the site of maximum hip adduction contraction with least amount of stimulus.  Negative drawback for blood was done prior to each injection of phenol.,Muscles injected with botulinum toxin were identified with active EMG stimulation.  Approximately 100 units was injected in the right pectoralis major and 100 units in the right rectus femoris and vastus intermedius muscles.  Total amount of botulinum toxin injected was 200 units diluted 25 units to 1 mL.  The patient tolerated the procedure well and no complications were encountered.\",\n          \"PREOPERATIVE DIAGNOSIS:,  Open left angle comminuted angle of mandible, 802.35, and open symphysis of mandible, 802.36.,POSTOPERATIVE DIAGNOSIS:,  Open left angle comminuted angle of mandible, 802.35, and open symphysis of mandible, 802.36.,PROCEDURE:,  Open reduction, internal fixation (ORIF) of bilateral mandible fractures with multiple approaches, CPT code 21470, and surgical extraction of teeth #17, CPT code 41899.,ANESTHESIA: , General anesthesia via nasal endotracheal intubation.,FLUIDS: , 1800 mL of LR.,ESTIMATED BLOOD LOSS: , 150 mL.,HARDWARE:  ,A 2.3 titanium locking reconstruction plate from Leibinger on the symphysis and a 2.0 reconstruction plate on the left angle.,SPECIMEN: , None.,COMPLICATIONS: , None.,CONDITION: , The patient was extubated to the PACU, breathing spontaneously in excellent good condition.,INDICATIONS FOR THE PROCEDURE: , The patient is a 55-year-old male that he is 12 hour status post interpersonal violence in which he sustained bilateral mandible fractures and positive loss of consciousness.  He reported to the Hospital the day after his altercation complaining of mall occlusion and sore left shoulder.  He was worked up by the emergency department.  His head CT was cleared and his left shoulder was clear of any fractures or soft tissue damage.  Oral maxillary facial surgery was consulted to manage the mandible fracture.  After review of the CT and examination it was determined that the patient would benefit from open reduction, internal fixation of bilateral mandible fractures.  Risks, benefits, and alternative to treatment were thoroughly discussed with the patient and consent was obtained.,DESCRIPTION OF PROCEDURE:, The patient was brought to the operating room #2 at Hospital.  He was laid in supine position on the operating room table.  ASA monitors were attached and stated general anesthesia was induced with IV anesthetic and maintained with nasal endotracheal intubation and inflation anesthetics.,The patient was prepped and draped in the usual oral maxillofacial surgery fashion.  The surgeon approached the operating room table in a sterile fashion.  Approximately 10 mL of 1% lidocaine with 1:100,000 epinephrine was injected into oral vestibule in a nerve block fashion.  Erich arch bars were adapted to the maxilla and mandible, secured in the posterior teeth with 24-gauge surgical steel wire and 26-gauge surgical steel wire in the anterior.  This was done from second molar to second molar on both the maxilla and the mandible secondary to the patient missing multiple teeth.  The patient was manipulated up into maximum intercuspation.  He has a malocclusion with severe bruxism and so wear facets were lined up.  This was secured with 26-gauge surgical steel wire.  Attention was then directed to the symphysis extraorally.  Approximately 5 mL of 1% lidocaine with epinephrine was injected into the area of incision which paralleled the inferior border of the mandible 2 cm below the inferior border of the mandible.,After waiting appropriate time for local anesthesia using a 15 blade, a skin and platysma incision was made.  Then using a series of blunt and sharp dissections, the dissection was carried to the inferior border of the mandible.  The periosteum was incised and reflected with the periosteal elevator.  The fracture was noted and it was displaced.  Manipulation of the segments and checking with the occlusion intraorally, the fracture was aligned.  This was secured with 7-hole 2.3 titanium locking reconstruction plate with bicortical screws.  The wound was then packed with moist Ray-Tec and attention was directed intraorally to the left angle fracture.  Approximately 5 mL of 1% lidocaine with 1:100,000 epinephrine was injected into the left vestibule.  After waiting appropriate time for local anesthesia to take effect, using Bovie electrocautery, a sagittal split incision was made and the fracture was identified.  It was noted that the fracture went through tooth #17 and this needed to be extracted.  Taking a round bur, a buckle trough was made and the tooth was elevated and removed both distal and mesial roots.  The fracture was then reduced and lateral superior border plate 2-0 4 whole with monocortical screws was placed.  The fracture was noted to be well reduced.  The wound was then irrigated with copious amount of sterile water.  The patient was released for excellent intercuspation.  He was then manipulated up into the occlusion easily.  Wound was then closed with running 3-0 chromic gut suture.  Attention was then directed extraorally.  This was irrigated with copious amount of sterile water and closed in a layer fashion with 3-0 Vicryl, 4-0 Vicryl, and 5-0 Prolene on skin.  Attention was then again directed into the mouth.  The throat pack was removed and orogastric tube was placed and stomach content was evacuated.  The patient was then manipulated back up to maximum intercuspation and secured with interdental elastics and a pressure dressing was applied to the extraoral incisions.  At this point, the procedure was then determined to be over.,The patient was extubated and breathing spontaneously, transported to the PACU in excellent condition.\",\n          \"REASON FOR CONSULTATION:,  Abnormal cardiac enzyme profile.,HISTORY OF PRESENT ILLNESS:,  The patient is a 66-year-old gentleman, was brought into emergency room with obtundation.  The patient was mechanically ventilated originally.  His initial diagnosis was septic shock.  His labs showed elevated cardiac enzyme profile.  This is a consultation for evaluation of the same.  The patient is unable to give history.  History obtained through the family members.  As per the patient's son, he does not have history of cardiac disease.  He lives in Utah, presently spending few months in Arizona.  As I understand, he has been followed by a physician back in Utah and believes that he had some workup done from cardiac standpoint which has been negative so far.  No prior history of chest pain, shortness of breath as per the family members.,CORONARY RISK FACTORS: , History of hypertension, no history of diabetes mellitus, ex-smoker, cholesterol status borderline elevated, no prior history of coronary artery disease, and family history noncontributory.,FAMILY HISTORY: , Nonsignificant.,SURGICAL HISTORY: , Foot surgery as per the family members.,MEDICATIONS:,1.  Vitamin supplementation.,2.  Prednisone.,3.  Cyclobenzaprine.,4.  Losartan 50 mg daily.,5.  Nifedipine 90 mg daily.,6.  Lasix.,7.  Potassium supplementation.,ALLERGIES:,  SULFA.,PERSONAL HISTORY:,  He is an ex-smoker.  Does not consume alcohol.,PAST MEDICAL HISTORY: , Pulmonary fibrosis, on prednisone, oxygen-dependent cellulitis status post foot surgery with infection recuperating from the same.  Presentation today with respiratory acidosis, septicemia and septic shock, presently on mechanical ventilation.  No prior cardiac history.  Elevated cardiac enzyme profile.,REVIEW OF SYSTEMS: , Limited.,PHYSICAL EXAMINATION:,VITAL SIGNS:  Pulse of 94, blood pressure 98/57, respiratory rate as per setting.,HEENT:  Atraumatic and normocephalic.,NECK:  Supple.  Neck veins flat.,LUNGS:  Air entry bilaterally clear, rales are scattered.,HEART:  PMI displaced.  S1, S2 regular.  Systolic murmur, grade 2/6.,ABDOMEN:  Soft, nontender.,EXTREMITIES:  Chronic skin changes, markings in the lower extremities noted.  Pulses found palpable.  Dressing also noted.,LABORATORY AND DIAGNOSTIC DATA: , EKG, normal sinus rhythm with wide complex.  Labs, white count of 20,000, H&H 10 and 33, platelets of 163, INR 1.36, BUN of 158, creatinine 8.7, potassium 7.3, of bicarbonate is 11.  Cardiac enzyme profile, troponin 0.05, total CK 312, myoglobin 1423.  Chest x-ray, no acute changes.,IMPRESSION:,1.  The patient is a 66-year-old gentleman with pulmonary fibrosis, on prednisone, oxygen dependent with respiratory acidosis.,2.  Septicemia, septic shock secondary to cellulitis of the leg.,3.  Acute renal shutdown.,4.  Elevated cardiac enzyme profile without prior cardiac history possibly due to sepsis and also acute renal failure.,RECOMMENDATIONS:,1.  Echocardiogram to assess LV function to rule out any cardiac valvular involvement.,2.  Aggressive medical management including dialysis.,3.  From cardiac standpoint, conservative treatment at this juncture.  His cardiac enzyme profile could be elevated secondary to sepsis and also underlying renal failure.,4.  Explained to patient's family in detail regarding condition which is critical which they are aware of.\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"keywords\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 77,\n        \"samples\": [\n          \"cardiovascular / pulmonary, ventriculogram, circumflex, bare-metal stents, myocardial infarction, st-elevation, coronary system cineangiography, infarction, stents, cineangiography, stenosis,\",\n          \"surgery, open wound, prosthetic vascular graft, closure of wound, surgisis, peripheral vascular disease, wound debridement, subcutaneous tissue, vac insertion, wound, betadine, debridement, xenograft, insertion,\",\n          \"nephrology, endstage renal disease, ethibond, satinsky clamp, aponeurosis, cadaveric, cross match, curvilinear incision, hemodialysis, iliac vein, pelvic fossa, peritoneum, recipient, renal transplant, transplant, transversalis fascia, superior and inferior poles, endstage renal, renal disease, vein, electrocautery, bladder, renal, intervention, \"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
+            }
+          },
+          "metadata": {},
+          "execution_count": 27
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "from spacy.matcher import Matcher\n",
+        "pattern = [{'ENT_TYPE':'CHEMICAL'}, {'LIKE_NUM': True}, {'IS_ASCII': True}]\n",
+        "matcher = Matcher(nlp_bc.vocab)\n",
+        "matcher.add(\"DRUG_DOSE\", [pattern])"
+      ],
+      "metadata": {
+        "id": "kni_dksBuPkq"
+      },
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "from spacy.matcher import Matcher\n",
+        "pattern = [{'ENT_TYPE':'CHEMICAL'}, {'LIKE_NUM': True}, {'IS_ASCII': True}]\n",
+        "matcher = Matcher(nlp_bc.vocab)\n",
+        "matcher.add(\"DRUG_DOSE\", [pattern])"
+      ],
+      "metadata": {
+        "id": "7NMG61ysu_0z"
+      },
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "for transcription in mtsample_df_subset['transcription']:\n",
+        "    doc = nlp_bc(transcription)\n",
+        "    matches = matcher(doc)\n",
+        "    for match_id, start, end in matches:\n",
+        "        string_id = nlp_bc.vocab.strings[match_id]  # get string representation\n",
+        "        span = doc[start:end]  # the matched span adding drugs doses\n",
+        "        print(span.text, start, end, string_id,)\n",
+        "        #Add disease and drugs\n",
+        "        for ent in doc.ents:\n",
+        "            print(ent.text, ent.start_char, ent.end_char, ent.label_)"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "MQEBVpoEuhmJ",
+        "outputId": "52634b42-59f6-4198-98fb-ec20cdb57dea"
+      },
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "Xylocaine 20 mL 129 132 DRUG_DOSE\n",
+            "Chest pain 26 36 DISEASE\n",
+            "Chest pain 122 132 DISEASE\n",
+            "intercostal block 318 335 DISEASE\n",
+            "chest pain 388 398 DISEASE\n",
+            "Xylocaine 730 739 CHEMICAL\n",
+            "Marcaine 750 758 CHEMICAL\n",
+            "contusion 987 996 DISEASE\n",
+            "respiratory distress 1076 1096 DISEASE\n",
+            "pain 1150 1154 DISEASE\n",
+            "Marcaine 0.25% 133 136 DRUG_DOSE\n",
+            "Chest pain 26 36 DISEASE\n",
+            "Chest pain 122 132 DISEASE\n",
+            "intercostal block 318 335 DISEASE\n",
+            "chest pain 388 398 DISEASE\n",
+            "Xylocaine 730 739 CHEMICAL\n",
+            "Marcaine 750 758 CHEMICAL\n",
+            "contusion 987 996 DISEASE\n",
+            "respiratory distress 1076 1096 DISEASE\n",
+            "pain 1150 1154 DISEASE\n",
+            "Aspirin 81 mg 204 207 DRUG_DOSE\n",
+            "non-small cell lung cancer 114 140 DISEASE\n",
+            "barium 322 328 CHEMICAL\n",
+            "hiatal hernia 373 386 DISEASE\n",
+            "odynophagia 647 658 DISEASE\n",
+            "tenderness 829 839 DISEASE\n",
+            "DVT 918 921 DISEASE\n",
+            "weight loss 952 963 DISEASE\n",
+            "anorexia 965 973 DISEASE\n",
+            "fevers 975 981 DISEASE\n",
+            "chills 983 989 DISEASE\n",
+            "headaches 991 1000 DISEASE\n",
+            "aches 1006 1011 DISEASE\n",
+            "pains 1015 1020 DISEASE\n",
+            "cough 1022 1027 DISEASE\n",
+            "hemoptysis 1029 1039 DISEASE\n",
+            "shortness of breath 1041 1060 DISEASE\n",
+            "dyspnea 1073 1080 DISEASE\n",
+            "Aspirin 1109 1116 CHEMICAL\n",
+            "Spiriva 1134 1141 CHEMICAL\n",
+            "albuterol 1159 1168 CHEMICAL\n",
+            "cyanosis 1455 1463 DISEASE\n",
+            "clubbing 1465 1473 DISEASE\n",
+            "Cranial nerves II 1516 1533 DISEASE\n",
+            "non-small cell lung cancer 1657 1683 DISEASE\n",
+            "DVT 1853 1856 DISEASE\n",
+            "nifedipine 1930 1940 CHEMICAL\n",
+            "esophageal spasm 1966 1982 DISEASE\n",
+            "Spiriva 10 mcg 212 215 DRUG_DOSE\n",
+            "non-small cell lung cancer 114 140 DISEASE\n",
+            "barium 322 328 CHEMICAL\n",
+            "hiatal hernia 373 386 DISEASE\n",
+            "odynophagia 647 658 DISEASE\n",
+            "tenderness 829 839 DISEASE\n",
+            "DVT 918 921 DISEASE\n",
+            "weight loss 952 963 DISEASE\n",
+            "anorexia 965 973 DISEASE\n",
+            "fevers 975 981 DISEASE\n",
+            "chills 983 989 DISEASE\n",
+            "headaches 991 1000 DISEASE\n",
+            "aches 1006 1011 DISEASE\n",
+            "pains 1015 1020 DISEASE\n",
+            "cough 1022 1027 DISEASE\n",
+            "hemoptysis 1029 1039 DISEASE\n",
+            "shortness of breath 1041 1060 DISEASE\n",
+            "dyspnea 1073 1080 DISEASE\n",
+            "Aspirin 1109 1116 CHEMICAL\n",
+            "Spiriva 1134 1141 CHEMICAL\n",
+            "albuterol 1159 1168 CHEMICAL\n",
+            "cyanosis 1455 1463 DISEASE\n",
+            "clubbing 1465 1473 DISEASE\n",
+            "Cranial nerves II 1516 1533 DISEASE\n",
+            "non-small cell lung cancer 1657 1683 DISEASE\n",
+            "DVT 1853 1856 DISEASE\n",
+            "nifedipine 1930 1940 CHEMICAL\n",
+            "esophageal spasm 1966 1982 DISEASE\n",
+            "nifedipine 10 mg 376 379 DRUG_DOSE\n",
+            "non-small cell lung cancer 114 140 DISEASE\n",
+            "barium 322 328 CHEMICAL\n",
+            "hiatal hernia 373 386 DISEASE\n",
+            "odynophagia 647 658 DISEASE\n",
+            "tenderness 829 839 DISEASE\n",
+            "DVT 918 921 DISEASE\n",
+            "weight loss 952 963 DISEASE\n",
+            "anorexia 965 973 DISEASE\n",
+            "fevers 975 981 DISEASE\n",
+            "chills 983 989 DISEASE\n",
+            "headaches 991 1000 DISEASE\n",
+            "aches 1006 1011 DISEASE\n",
+            "pains 1015 1020 DISEASE\n",
+            "cough 1022 1027 DISEASE\n",
+            "hemoptysis 1029 1039 DISEASE\n",
+            "shortness of breath 1041 1060 DISEASE\n",
+            "dyspnea 1073 1080 DISEASE\n",
+            "Aspirin 1109 1116 CHEMICAL\n",
+            "Spiriva 1134 1141 CHEMICAL\n",
+            "albuterol 1159 1168 CHEMICAL\n",
+            "cyanosis 1455 1463 DISEASE\n",
+            "clubbing 1465 1473 DISEASE\n",
+            "Cranial nerves II 1516 1533 DISEASE\n",
+            "non-small cell lung cancer 1657 1683 DISEASE\n",
+            "DVT 1853 1856 DISEASE\n",
+            "nifedipine 1930 1940 CHEMICAL\n",
+            "esophageal spasm 1966 1982 DISEASE\n",
+            "aspirin one tablet 220 223 DRUG_DOSE\n",
+            "thrombocytopenia 160 176 DISEASE\n",
+            "atrial fibrillation 696 715 DISEASE\n",
+            "fever 884 889 DISEASE\n",
+            "chills 891 897 DISEASE\n",
+            "sweats 908 914 DISEASE\n",
+            "lymphadenopathy 920 935 DISEASE\n",
+            "nausea 941 947 DISEASE\n",
+            "vomiting 951 959 DISEASE\n",
+            "Multivitamin q.d 1023 1039 CHEMICAL\n",
+            "aspirin 1042 1049 CHEMICAL\n",
+            "q.d 1061 1064 CHEMICAL\n",
+            "Lupron q. 1067 1076 CHEMICAL\n",
+            "Warfarin 1116 1124 CHEMICAL\n",
+            "negative.,PAST 1222 1236 DISEASE\n",
+            "Prostate cancer 1309 1324 DISEASE\n",
+            "prostate 1565 1573 DISEASE\n",
+            "q. three months 227 230 DRUG_DOSE\n",
+            "thrombocytopenia 160 176 DISEASE\n",
+            "atrial fibrillation 696 715 DISEASE\n",
+            "fever 884 889 DISEASE\n",
+            "chills 891 897 DISEASE\n",
+            "sweats 908 914 DISEASE\n",
+            "lymphadenopathy 920 935 DISEASE\n",
+            "nausea 941 947 DISEASE\n",
+            "vomiting 951 959 DISEASE\n",
+            "Multivitamin q.d 1023 1039 CHEMICAL\n",
+            "aspirin 1042 1049 CHEMICAL\n",
+            "q.d 1061 1064 CHEMICAL\n",
+            "Lupron q. 1067 1076 CHEMICAL\n",
+            "Warfarin 1116 1124 CHEMICAL\n",
+            "negative.,PAST 1222 1236 DISEASE\n",
+            "Prostate cancer 1309 1324 DISEASE\n",
+            "prostate 1565 1573 DISEASE\n",
+            "Warfarin 2.5 mg 239 242 DRUG_DOSE\n",
+            "thrombocytopenia 160 176 DISEASE\n",
+            "atrial fibrillation 696 715 DISEASE\n",
+            "fever 884 889 DISEASE\n",
+            "chills 891 897 DISEASE\n",
+            "sweats 908 914 DISEASE\n",
+            "lymphadenopathy 920 935 DISEASE\n",
+            "nausea 941 947 DISEASE\n",
+            "vomiting 951 959 DISEASE\n",
+            "Multivitamin q.d 1023 1039 CHEMICAL\n",
+            "aspirin 1042 1049 CHEMICAL\n",
+            "q.d 1061 1064 CHEMICAL\n",
+            "Lupron q. 1067 1076 CHEMICAL\n",
+            "Warfarin 1116 1124 CHEMICAL\n",
+            "negative.,PAST 1222 1236 DISEASE\n",
+            "Prostate cancer 1309 1324 DISEASE\n",
+            "prostate 1565 1573 DISEASE\n",
+            "Topamax 100 mg 57 60 DRUG_DOSE\n",
+            "hypertension 45 57 DISEASE\n",
+            "breath.,PAST 75 87 DISEASE\n",
+            "alcohol 219 226 CHEMICAL\n",
+            "obesity 293 300 DISEASE\n",
+            "Topamax 342 349 CHEMICAL\n",
+            "Zoloft 370 376 CHEMICAL\n",
+            "Abilify 397 404 CHEMICAL\n",
+            "Motrin 417 423 CHEMICAL\n",
+            "edema 869 874 DISEASE\n",
+            "clubbing 876 884 DISEASE\n",
+            "Zoloft 100 mg 63 66 DRUG_DOSE\n",
+            "hypertension 45 57 DISEASE\n",
+            "breath.,PAST 75 87 DISEASE\n",
+            "alcohol 219 226 CHEMICAL\n",
+            "obesity 293 300 DISEASE\n",
+            "Topamax 342 349 CHEMICAL\n",
+            "Zoloft 370 376 CHEMICAL\n",
+            "Abilify 397 404 CHEMICAL\n",
+            "Motrin 417 423 CHEMICAL\n",
+            "edema 869 874 DISEASE\n",
+            "clubbing 876 884 DISEASE\n",
+            "Abilify 5 mg 69 72 DRUG_DOSE\n",
+            "hypertension 45 57 DISEASE\n",
+            "breath.,PAST 75 87 DISEASE\n",
+            "alcohol 219 226 CHEMICAL\n",
+            "obesity 293 300 DISEASE\n",
+            "Topamax 342 349 CHEMICAL\n",
+            "Zoloft 370 376 CHEMICAL\n",
+            "Abilify 397 404 CHEMICAL\n",
+            "Motrin 417 423 CHEMICAL\n",
+            "edema 869 874 DISEASE\n",
+            "clubbing 876 884 DISEASE\n",
+            "Motrin 800 mg 74 77 DRUG_DOSE\n",
+            "hypertension 45 57 DISEASE\n",
+            "breath.,PAST 75 87 DISEASE\n",
+            "alcohol 219 226 CHEMICAL\n",
+            "obesity 293 300 DISEASE\n",
+            "Topamax 342 349 CHEMICAL\n",
+            "Zoloft 370 376 CHEMICAL\n",
+            "Abilify 397 404 CHEMICAL\n",
+            "Motrin 417 423 CHEMICAL\n",
+            "edema 869 874 DISEASE\n",
+            "clubbing 876 884 DISEASE\n",
+            "Xanax 1 mg 76 79 DRUG_DOSE\n",
+            "Chronic obstructive pulmonary disease.,2 29 69 DISEASE\n",
+            "Diabetes 114 122 DISEASE\n",
+            "chronic obstructive pulmonary disease.,2 247 287 DISEASE\n",
+            "Diabetes 289 297 DISEASE\n",
+            "Albuterol 553 562 CHEMICAL\n",
+            "Xanax 581 586 CHEMICAL\n",
+            "Cardizem 602 610 CHEMICAL\n",
+            "Colace 631 637 CHEMICAL\n",
+            "NPH 10 units subcutaneous b.i.d.,7 685 719 DISEASE\n",
+            "Atrovent 721 729 CHEMICAL\n",
+            "Statin 748 754 CHEMICAL\n",
+            "Paxil 803 808 CHEMICAL\n",
+            "Prednisone 826 836 CHEMICAL\n",
+            "Darvocet 854 862 CHEMICAL\n",
+            "Nexium 960 966 CHEMICAL\n",
+            "complaints of shortness of breath 1047 1080 DISEASE\n",
+            "COPD 1109 1113 DISEASE\n",
+            "AMA 1186 1189 CHEMICAL\n",
+            "COPD 1303 1307 DISEASE\n",
+            "bronchitis 1366 1376 DISEASE\n",
+            "diverticular disease 1608 1628 DISEASE\n",
+            "hemorrhage 1690 1700 DISEASE\n",
+            "Plavix 1702 1708 CHEMICAL\n",
+            "Lovenox 1745 1752 CHEMICAL\n",
+            "bleeding 1787 1795 DISEASE\n",
+            "Colace 100 mg 87 90 DRUG_DOSE\n",
+            "Chronic obstructive pulmonary disease.,2 29 69 DISEASE\n",
+            "Diabetes 114 122 DISEASE\n",
+            "chronic obstructive pulmonary disease.,2 247 287 DISEASE\n",
+            "Diabetes 289 297 DISEASE\n",
+            "Albuterol 553 562 CHEMICAL\n",
+            "Xanax 581 586 CHEMICAL\n",
+            "Cardizem 602 610 CHEMICAL\n",
+            "Colace 631 637 CHEMICAL\n",
+            "NPH 10 units subcutaneous b.i.d.,7 685 719 DISEASE\n",
+            "Atrovent 721 729 CHEMICAL\n",
+            "Statin 748 754 CHEMICAL\n",
+            "Paxil 803 808 CHEMICAL\n",
+            "Prednisone 826 836 CHEMICAL\n",
+            "Darvocet 854 862 CHEMICAL\n",
+            "Nexium 960 966 CHEMICAL\n",
+            "complaints of shortness of breath 1047 1080 DISEASE\n",
+            "COPD 1109 1113 DISEASE\n",
+            "AMA 1186 1189 CHEMICAL\n",
+            "COPD 1303 1307 DISEASE\n",
+            "bronchitis 1366 1376 DISEASE\n",
+            "diverticular disease 1608 1628 DISEASE\n",
+            "hemorrhage 1690 1700 DISEASE\n",
+            "Plavix 1702 1708 CHEMICAL\n",
+            "Lovenox 1745 1752 CHEMICAL\n",
+            "bleeding 1787 1795 DISEASE\n",
+            "Paxil 10 mg 120 123 DRUG_DOSE\n",
+            "Chronic obstructive pulmonary disease.,2 29 69 DISEASE\n",
+            "Diabetes 114 122 DISEASE\n",
+            "chronic obstructive pulmonary disease.,2 247 287 DISEASE\n",
+            "Diabetes 289 297 DISEASE\n",
+            "Albuterol 553 562 CHEMICAL\n",
+            "Xanax 581 586 CHEMICAL\n",
+            "Cardizem 602 610 CHEMICAL\n",
+            "Colace 631 637 CHEMICAL\n",
+            "NPH 10 units subcutaneous b.i.d.,7 685 719 DISEASE\n",
+            "Atrovent 721 729 CHEMICAL\n",
+            "Statin 748 754 CHEMICAL\n",
+            "Paxil 803 808 CHEMICAL\n",
+            "Prednisone 826 836 CHEMICAL\n",
+            "Darvocet 854 862 CHEMICAL\n",
+            "Nexium 960 966 CHEMICAL\n",
+            "complaints of shortness of breath 1047 1080 DISEASE\n",
+            "COPD 1109 1113 DISEASE\n",
+            "AMA 1186 1189 CHEMICAL\n",
+            "COPD 1303 1307 DISEASE\n",
+            "bronchitis 1366 1376 DISEASE\n",
+            "diverticular disease 1608 1628 DISEASE\n",
+            "hemorrhage 1690 1700 DISEASE\n",
+            "Plavix 1702 1708 CHEMICAL\n",
+            "Lovenox 1745 1752 CHEMICAL\n",
+            "bleeding 1787 1795 DISEASE\n",
+            "Prednisone 20 mg 125 128 DRUG_DOSE\n",
+            "Chronic obstructive pulmonary disease.,2 29 69 DISEASE\n",
+            "Diabetes 114 122 DISEASE\n",
+            "chronic obstructive pulmonary disease.,2 247 287 DISEASE\n",
+            "Diabetes 289 297 DISEASE\n",
+            "Albuterol 553 562 CHEMICAL\n",
+            "Xanax 581 586 CHEMICAL\n",
+            "Cardizem 602 610 CHEMICAL\n",
+            "Colace 631 637 CHEMICAL\n",
+            "NPH 10 units subcutaneous b.i.d.,7 685 719 DISEASE\n",
+            "Atrovent 721 729 CHEMICAL\n",
+            "Statin 748 754 CHEMICAL\n",
+            "Paxil 803 808 CHEMICAL\n",
+            "Prednisone 826 836 CHEMICAL\n",
+            "Darvocet 854 862 CHEMICAL\n",
+            "Nexium 960 966 CHEMICAL\n",
+            "complaints of shortness of breath 1047 1080 DISEASE\n",
+            "COPD 1109 1113 DISEASE\n",
+            "AMA 1186 1189 CHEMICAL\n",
+            "COPD 1303 1307 DISEASE\n",
+            "bronchitis 1366 1376 DISEASE\n",
+            "diverticular disease 1608 1628 DISEASE\n",
+            "hemorrhage 1690 1700 DISEASE\n",
+            "Plavix 1702 1708 CHEMICAL\n",
+            "Lovenox 1745 1752 CHEMICAL\n",
+            "bleeding 1787 1795 DISEASE\n",
+            "Nexium 40 mg 149 152 DRUG_DOSE\n",
+            "Chronic obstructive pulmonary disease.,2 29 69 DISEASE\n",
+            "Diabetes 114 122 DISEASE\n",
+            "chronic obstructive pulmonary disease.,2 247 287 DISEASE\n",
+            "Diabetes 289 297 DISEASE\n",
+            "Albuterol 553 562 CHEMICAL\n",
+            "Xanax 581 586 CHEMICAL\n",
+            "Cardizem 602 610 CHEMICAL\n",
+            "Colace 631 637 CHEMICAL\n",
+            "NPH 10 units subcutaneous b.i.d.,7 685 719 DISEASE\n",
+            "Atrovent 721 729 CHEMICAL\n",
+            "Statin 748 754 CHEMICAL\n",
+            "Paxil 803 808 CHEMICAL\n",
+            "Prednisone 826 836 CHEMICAL\n",
+            "Darvocet 854 862 CHEMICAL\n",
+            "Nexium 960 966 CHEMICAL\n",
+            "complaints of shortness of breath 1047 1080 DISEASE\n",
+            "COPD 1109 1113 DISEASE\n",
+            "AMA 1186 1189 CHEMICAL\n",
+            "COPD 1303 1307 DISEASE\n",
+            "bronchitis 1366 1376 DISEASE\n",
+            "diverticular disease 1608 1628 DISEASE\n",
+            "hemorrhage 1690 1700 DISEASE\n",
+            "Plavix 1702 1708 CHEMICAL\n",
+            "Lovenox 1745 1752 CHEMICAL\n",
+            "bleeding 1787 1795 DISEASE\n",
+            "Naprosyn one p.o 1109 1112 DRUG_DOSE\n",
+            "Hallux interphalangeus 59 81 DISEASE\n",
+            "Hallux interphalangeus 155 177 DISEASE\n",
+            "foot.,PROCEDURES 185 201 CHEMICAL\n",
+            "painful bunion 539 553 DISEASE\n",
+            "painful bunion 627 641 DISEASE\n",
+            "Marcaine 1535 1543 CHEMICAL\n",
+            "Lidocaine 1557 1566 CHEMICAL\n",
+            "interphalangeus deformity 3925 3950 DISEASE\n",
+            "dexamethasone phosphate 5166 5189 CHEMICAL\n",
+            "Vicodin 5868 5875 CHEMICAL\n",
+            "pain 5907 5911 DISEASE\n",
+            "Naprosyn 5916 5924 CHEMICAL\n",
+            "Lidocaine 1% 260 263 DRUG_DOSE\n",
+            "basal cell nevus syndrome 676 701 DISEASE\n",
+            "throat 1325 1331 DISEASE\n",
+            "Lidocaine 1450 1459 CHEMICAL\n",
+            "epinephrine 1468 1479 CHEMICAL\n",
+            "1:100,000 1497 1506 CHEMICAL\n",
+            "tooth 2206 2211 DISEASE\n",
+            "Tooth 2235 2240 DISEASE\n",
+            "clindamycin 3685 3696 CHEMICAL\n",
+            "throat 3921 3927 DISEASE\n",
+            "blood loss 4068 4078 DISEASE\n",
+            "lidocaine 2% 221 224 DRUG_DOSE\n",
+            "Mobitz type II block 64 84 DISEASE\n",
+            "AV dissociation 90 105 DISEASE\n",
+            "Mobitz type II block 146 166 DISEASE\n",
+            "Benadryl 974 982 CHEMICAL\n",
+            "lidocaine 1370 1379 CHEMICAL\n",
+            "asystole 1541 1549 DISEASE\n",
+            "standby.,After 1789 1803 CHEMICAL\n",
+            "bleeding 3632 3640 DISEASE\n",
+            "asystole 3838 3846 DISEASE\n",
+            "Creatinine 1.3, 91 94 DRUG_DOSE\n",
+            "pain 200 204 DISEASE\n",
+            "erectile dysfunction 261 281 DISEASE\n",
+            "Creatinine 496 506 CHEMICAL\n",
+            "sodium 512 518 CHEMICAL\n",
+            "potassium 528 537 CHEMICAL\n",
+            "Calcium 544 551 CHEMICAL\n",
+            "Marcaine 1037 1045 CHEMICAL\n",
+            "sodium 141, 94 97 DRUG_DOSE\n",
+            "pain 200 204 DISEASE\n",
+            "erectile dysfunction 261 281 DISEASE\n",
+            "Creatinine 496 506 CHEMICAL\n",
+            "sodium 512 518 CHEMICAL\n",
+            "potassium 528 537 CHEMICAL\n",
+            "Calcium 544 551 CHEMICAL\n",
+            "Marcaine 1037 1045 CHEMICAL\n",
+            "potassium 4.0. 98 101 DRUG_DOSE\n",
+            "pain 200 204 DISEASE\n",
+            "erectile dysfunction 261 281 DISEASE\n",
+            "Creatinine 496 506 CHEMICAL\n",
+            "sodium 512 518 CHEMICAL\n",
+            "potassium 528 537 CHEMICAL\n",
+            "Calcium 544 551 CHEMICAL\n",
+            "Marcaine 1037 1045 CHEMICAL\n",
+            "Calcium 8.6. 102 105 DRUG_DOSE\n",
+            "pain 200 204 DISEASE\n",
+            "erectile dysfunction 261 281 DISEASE\n",
+            "Creatinine 496 506 CHEMICAL\n",
+            "sodium 512 518 CHEMICAL\n",
+            "potassium 528 537 CHEMICAL\n",
+            "Calcium 544 551 CHEMICAL\n",
+            "Marcaine 1037 1045 CHEMICAL\n",
+            "7-hole 2.3 titanium 607 610 DRUG_DOSE\n",
+            "fractures 317 326 DISEASE\n",
+            "titanium 566 574 CHEMICAL\n",
+            "fractures 994 1003 DISEASE\n",
+            "loss of consciousness 1017 1038 DISEASE\n",
+            "mall occlusion 1114 1128 DISEASE\n",
+            "sore 1133 1137 DISEASE\n",
+            "fractures 1264 1273 DISEASE\n",
+            "fracture 1365 1373 DISEASE\n",
+            "fractures 1525 1534 DISEASE\n",
+            "ASA 1803 1806 CHEMICAL\n",
+            "lidocaine 2150 2159 CHEMICAL\n",
+            "1:100,000 epinephrine 2165 2186 CHEMICAL\n",
+            "nerve block 2225 2236 DISEASE\n",
+            "malocclusion 2626 2638 DISEASE\n",
+            "bruxism 2651 2658 DISEASE\n",
+            "lidocaine 2831 2840 CHEMICAL\n",
+            "epinephrine 2846 2857 CHEMICAL\n",
+            "fracture 3304 3312 DISEASE\n",
+            "fracture 3424 3432 DISEASE\n",
+            "7-hole 3469 3475 CHEMICAL\n",
+            "titanium 3480 3488 CHEMICAL\n",
+            "lidocaine 3681 3690 CHEMICAL\n",
+            "1:100,000 epinephrine 3696 3717 CHEMICAL\n",
+            "fracture 3896 3904 DISEASE\n",
+            "fracture 3944 3952 DISEASE\n",
+            "fracture 4129 4137 DISEASE\n",
+            "fracture 4243 4251 DISEASE\n",
+            "throat 4760 4766 DISEASE\n",
+            "aspirin 81 mg 434 437 DRUG_DOSE\n",
+            "pain 106 110 DISEASE\n",
+            "fracture 127 135 DISEASE\n",
+            "pain 351 355 DISEASE\n",
+            "fracture 391 399 DISEASE\n",
+            "pain 485 489 DISEASE\n",
+            "pain 533 537 DISEASE\n",
+            "pain 582 586 DISEASE\n",
+            "pain 697 701 DISEASE\n",
+            "meningioma 799 809 DISEASE\n",
+            "depressive symptoms 867 886 DISEASE\n",
+            "depressed 1300 1309 DISEASE\n",
+            "fracture 1403 1411 DISEASE\n",
+            "ideations 1494 1503 DISEASE\n",
+            "ideations 1518 1527 DISEASE\n",
+            "manic 1577 1582 DISEASE\n",
+            "impulsivity 1652 1663 DISEASE\n",
+            "hallucinations 1693 1707 DISEASE\n",
+            "delusions 1723 1732 DISEASE\n",
+            "flashbacks 1800 1810 DISEASE\n",
+            "anxiety 1834 1841 DISEASE\n",
+            "restless 1866 1874 DISEASE\n",
+            "Hypertension 2007 2019 DISEASE\n",
+            "cataracts 2021 2030 DISEASE\n",
+            "osteoporosis 2050 2062 DISEASE\n",
+            "fracture 2112 2120 DISEASE\n",
+            "diabetes 2142 2150 DISEASE\n",
+            "seizures 2185 2193 DISEASE\n",
+            "strokes 2195 2202 DISEASE\n",
+            "aspirin 2271 2278 CHEMICAL\n",
+            "Klonopin 2323 2331 CHEMICAL\n",
+            "digoxin 2352 2359 CHEMICAL\n",
+            "Lexapro 2381 2388 CHEMICAL\n",
+            "TriCor 2407 2413 CHEMICAL\n",
+            "Lasix 2440 2445 CHEMICAL\n",
+            "lidocaine 2487 2496 CHEMICAL\n",
+            "Zestril 2504 2511 CHEMICAL\n",
+            "Lopressor 2540 2549 CHEMICAL\n",
+            "potassium chloride 2677 2695 CHEMICAL\n",
+            "p.o 2703 2706 CHEMICAL\n",
+            "p.o 2733 2736 CHEMICAL\n",
+            "Zofran 2752 2758 CHEMICAL\n",
+            "psychiatric 2940 2951 DISEASE\n",
+            "psychiatric 3002 3013 DISEASE\n",
+            "VP 3178 3180 CHEMICAL\n",
+            "depressed 3827 3836 DISEASE\n",
+            "delusions 3956 3965 DISEASE\n",
+            "ideations 3989 3998 DISEASE\n",
+            "hallucinations 4035 4049 DISEASE\n",
+            "fracture 4348 4356 DISEASE\n",
+            "thoracic compression fractures 4365 4395 DISEASE\n",
+            "depression 4473 4483 DISEASE\n",
+            "depression disorder.,Axis II 4551 4579 DISEASE\n",
+            "Osteoporosis 4603 4615 DISEASE\n",
+            "hypertension 4617 4629 DISEASE\n",
+            "fracture 4635 4643 DISEASE\n",
+            "diabetes 4654 4662 DISEASE\n",
+            "meningioma 4664 4674 DISEASE\n",
+            "Lexapro 4823 4830 CHEMICAL\n",
+            "TCA 4905 4908 CHEMICAL\n",
+            "depressive 4926 4936 DISEASE\n",
+            "inpatient psychiatric care.,Thank 4973 5006 DISEASE\n",
+            "Klonopin 0.5 mg 448 451 DRUG_DOSE\n",
+            "pain 106 110 DISEASE\n",
+            "fracture 127 135 DISEASE\n",
+            "pain 351 355 DISEASE\n",
+            "fracture 391 399 DISEASE\n",
+            "pain 485 489 DISEASE\n",
+            "pain 533 537 DISEASE\n",
+            "pain 582 586 DISEASE\n",
+            "pain 697 701 DISEASE\n",
+            "meningioma 799 809 DISEASE\n",
+            "depressive symptoms 867 886 DISEASE\n",
+            "depressed 1300 1309 DISEASE\n",
+            "fracture 1403 1411 DISEASE\n",
+            "ideations 1494 1503 DISEASE\n",
+            "ideations 1518 1527 DISEASE\n",
+            "manic 1577 1582 DISEASE\n",
+            "impulsivity 1652 1663 DISEASE\n",
+            "hallucinations 1693 1707 DISEASE\n",
+            "delusions 1723 1732 DISEASE\n",
+            "flashbacks 1800 1810 DISEASE\n",
+            "anxiety 1834 1841 DISEASE\n",
+            "restless 1866 1874 DISEASE\n",
+            "Hypertension 2007 2019 DISEASE\n",
+            "cataracts 2021 2030 DISEASE\n",
+            "osteoporosis 2050 2062 DISEASE\n",
+            "fracture 2112 2120 DISEASE\n",
+            "diabetes 2142 2150 DISEASE\n",
+            "seizures 2185 2193 DISEASE\n",
+            "strokes 2195 2202 DISEASE\n",
+            "aspirin 2271 2278 CHEMICAL\n",
+            "Klonopin 2323 2331 CHEMICAL\n",
+            "digoxin 2352 2359 CHEMICAL\n",
+            "Lexapro 2381 2388 CHEMICAL\n",
+            "TriCor 2407 2413 CHEMICAL\n",
+            "Lasix 2440 2445 CHEMICAL\n",
+            "lidocaine 2487 2496 CHEMICAL\n",
+            "Zestril 2504 2511 CHEMICAL\n",
+            "Lopressor 2540 2549 CHEMICAL\n",
+            "potassium chloride 2677 2695 CHEMICAL\n",
+            "p.o 2703 2706 CHEMICAL\n",
+            "p.o 2733 2736 CHEMICAL\n",
+            "Zofran 2752 2758 CHEMICAL\n",
+            "psychiatric 2940 2951 DISEASE\n",
+            "psychiatric 3002 3013 DISEASE\n",
+            "VP 3178 3180 CHEMICAL\n",
+            "depressed 3827 3836 DISEASE\n",
+            "delusions 3956 3965 DISEASE\n",
+            "ideations 3989 3998 DISEASE\n",
+            "hallucinations 4035 4049 DISEASE\n",
+            "fracture 4348 4356 DISEASE\n",
+            "thoracic compression fractures 4365 4395 DISEASE\n",
+            "depression 4473 4483 DISEASE\n",
+            "depression disorder.,Axis II 4551 4579 DISEASE\n",
+            "Osteoporosis 4603 4615 DISEASE\n",
+            "hypertension 4617 4629 DISEASE\n",
+            "fracture 4635 4643 DISEASE\n",
+            "diabetes 4654 4662 DISEASE\n",
+            "meningioma 4664 4674 DISEASE\n",
+            "Lexapro 4823 4830 CHEMICAL\n",
+            "TCA 4905 4908 CHEMICAL\n",
+            "depressive 4926 4936 DISEASE\n",
+            "inpatient psychiatric care.,Thank 4973 5006 DISEASE\n",
+            "digoxin 0.125 mg 456 459 DRUG_DOSE\n",
+            "pain 106 110 DISEASE\n",
+            "fracture 127 135 DISEASE\n",
+            "pain 351 355 DISEASE\n",
+            "fracture 391 399 DISEASE\n",
+            "pain 485 489 DISEASE\n",
+            "pain 533 537 DISEASE\n",
+            "pain 582 586 DISEASE\n",
+            "pain 697 701 DISEASE\n",
+            "meningioma 799 809 DISEASE\n",
+            "depressive symptoms 867 886 DISEASE\n",
+            "depressed 1300 1309 DISEASE\n",
+            "fracture 1403 1411 DISEASE\n",
+            "ideations 1494 1503 DISEASE\n",
+            "ideations 1518 1527 DISEASE\n",
+            "manic 1577 1582 DISEASE\n",
+            "impulsivity 1652 1663 DISEASE\n",
+            "hallucinations 1693 1707 DISEASE\n",
+            "delusions 1723 1732 DISEASE\n",
+            "flashbacks 1800 1810 DISEASE\n",
+            "anxiety 1834 1841 DISEASE\n",
+            "restless 1866 1874 DISEASE\n",
+            "Hypertension 2007 2019 DISEASE\n",
+            "cataracts 2021 2030 DISEASE\n",
+            "osteoporosis 2050 2062 DISEASE\n",
+            "fracture 2112 2120 DISEASE\n",
+            "diabetes 2142 2150 DISEASE\n",
+            "seizures 2185 2193 DISEASE\n",
+            "strokes 2195 2202 DISEASE\n",
+            "aspirin 2271 2278 CHEMICAL\n",
+            "Klonopin 2323 2331 CHEMICAL\n",
+            "digoxin 2352 2359 CHEMICAL\n",
+            "Lexapro 2381 2388 CHEMICAL\n",
+            "TriCor 2407 2413 CHEMICAL\n",
+            "Lasix 2440 2445 CHEMICAL\n",
+            "lidocaine 2487 2496 CHEMICAL\n",
+            "Zestril 2504 2511 CHEMICAL\n",
+            "Lopressor 2540 2549 CHEMICAL\n",
+            "potassium chloride 2677 2695 CHEMICAL\n",
+            "p.o 2703 2706 CHEMICAL\n",
+            "p.o 2733 2736 CHEMICAL\n",
+            "Zofran 2752 2758 CHEMICAL\n",
+            "psychiatric 2940 2951 DISEASE\n",
+            "psychiatric 3002 3013 DISEASE\n",
+            "VP 3178 3180 CHEMICAL\n",
+            "depressed 3827 3836 DISEASE\n",
+            "delusions 3956 3965 DISEASE\n",
+            "ideations 3989 3998 DISEASE\n",
+            "hallucinations 4035 4049 DISEASE\n",
+            "fracture 4348 4356 DISEASE\n",
+            "thoracic compression fractures 4365 4395 DISEASE\n",
+            "depression 4473 4483 DISEASE\n",
+            "depression disorder.,Axis II 4551 4579 DISEASE\n",
+            "Osteoporosis 4603 4615 DISEASE\n",
+            "hypertension 4617 4629 DISEASE\n",
+            "fracture 4635 4643 DISEASE\n",
+            "diabetes 4654 4662 DISEASE\n",
+            "meningioma 4664 4674 DISEASE\n",
+            "Lexapro 4823 4830 CHEMICAL\n",
+            "TCA 4905 4908 CHEMICAL\n",
+            "depressive 4926 4936 DISEASE\n",
+            "inpatient psychiatric care.,Thank 4973 5006 DISEASE\n",
+            "Lexapro 10 mg 463 466 DRUG_DOSE\n",
+            "pain 106 110 DISEASE\n",
+            "fracture 127 135 DISEASE\n",
+            "pain 351 355 DISEASE\n",
+            "fracture 391 399 DISEASE\n",
+            "pain 485 489 DISEASE\n",
+            "pain 533 537 DISEASE\n",
+            "pain 582 586 DISEASE\n",
+            "pain 697 701 DISEASE\n",
+            "meningioma 799 809 DISEASE\n",
+            "depressive symptoms 867 886 DISEASE\n",
+            "depressed 1300 1309 DISEASE\n",
+            "fracture 1403 1411 DISEASE\n",
+            "ideations 1494 1503 DISEASE\n",
+            "ideations 1518 1527 DISEASE\n",
+            "manic 1577 1582 DISEASE\n",
+            "impulsivity 1652 1663 DISEASE\n",
+            "hallucinations 1693 1707 DISEASE\n",
+            "delusions 1723 1732 DISEASE\n",
+            "flashbacks 1800 1810 DISEASE\n",
+            "anxiety 1834 1841 DISEASE\n",
+            "restless 1866 1874 DISEASE\n",
+            "Hypertension 2007 2019 DISEASE\n",
+            "cataracts 2021 2030 DISEASE\n",
+            "osteoporosis 2050 2062 DISEASE\n",
+            "fracture 2112 2120 DISEASE\n",
+            "diabetes 2142 2150 DISEASE\n",
+            "seizures 2185 2193 DISEASE\n",
+            "strokes 2195 2202 DISEASE\n",
+            "aspirin 2271 2278 CHEMICAL\n",
+            "Klonopin 2323 2331 CHEMICAL\n",
+            "digoxin 2352 2359 CHEMICAL\n",
+            "Lexapro 2381 2388 CHEMICAL\n",
+            "TriCor 2407 2413 CHEMICAL\n",
+            "Lasix 2440 2445 CHEMICAL\n",
+            "lidocaine 2487 2496 CHEMICAL\n",
+            "Zestril 2504 2511 CHEMICAL\n",
+            "Lopressor 2540 2549 CHEMICAL\n",
+            "potassium chloride 2677 2695 CHEMICAL\n",
+            "p.o 2703 2706 CHEMICAL\n",
+            "p.o 2733 2736 CHEMICAL\n",
+            "Zofran 2752 2758 CHEMICAL\n",
+            "psychiatric 2940 2951 DISEASE\n",
+            "psychiatric 3002 3013 DISEASE\n",
+            "VP 3178 3180 CHEMICAL\n",
+            "depressed 3827 3836 DISEASE\n",
+            "delusions 3956 3965 DISEASE\n",
+            "ideations 3989 3998 DISEASE\n",
+            "hallucinations 4035 4049 DISEASE\n",
+            "fracture 4348 4356 DISEASE\n",
+            "thoracic compression fractures 4365 4395 DISEASE\n",
+            "depression 4473 4483 DISEASE\n",
+            "depression disorder.,Axis II 4551 4579 DISEASE\n",
+            "Osteoporosis 4603 4615 DISEASE\n",
+            "hypertension 4617 4629 DISEASE\n",
+            "fracture 4635 4643 DISEASE\n",
+            "diabetes 4654 4662 DISEASE\n",
+            "meningioma 4664 4674 DISEASE\n",
+            "Lexapro 4823 4830 CHEMICAL\n",
+            "TCA 4905 4908 CHEMICAL\n",
+            "depressive 4926 4936 DISEASE\n",
+            "inpatient psychiatric care.,Thank 4973 5006 DISEASE\n",
+            "TriCor 145 mg 470 473 DRUG_DOSE\n",
+            "pain 106 110 DISEASE\n",
+            "fracture 127 135 DISEASE\n",
+            "pain 351 355 DISEASE\n",
+            "fracture 391 399 DISEASE\n",
+            "pain 485 489 DISEASE\n",
+            "pain 533 537 DISEASE\n",
+            "pain 582 586 DISEASE\n",
+            "pain 697 701 DISEASE\n",
+            "meningioma 799 809 DISEASE\n",
+            "depressive symptoms 867 886 DISEASE\n",
+            "depressed 1300 1309 DISEASE\n",
+            "fracture 1403 1411 DISEASE\n",
+            "ideations 1494 1503 DISEASE\n",
+            "ideations 1518 1527 DISEASE\n",
+            "manic 1577 1582 DISEASE\n",
+            "impulsivity 1652 1663 DISEASE\n",
+            "hallucinations 1693 1707 DISEASE\n",
+            "delusions 1723 1732 DISEASE\n",
+            "flashbacks 1800 1810 DISEASE\n",
+            "anxiety 1834 1841 DISEASE\n",
+            "restless 1866 1874 DISEASE\n",
+            "Hypertension 2007 2019 DISEASE\n",
+            "cataracts 2021 2030 DISEASE\n",
+            "osteoporosis 2050 2062 DISEASE\n",
+            "fracture 2112 2120 DISEASE\n",
+            "diabetes 2142 2150 DISEASE\n",
+            "seizures 2185 2193 DISEASE\n",
+            "strokes 2195 2202 DISEASE\n",
+            "aspirin 2271 2278 CHEMICAL\n",
+            "Klonopin 2323 2331 CHEMICAL\n",
+            "digoxin 2352 2359 CHEMICAL\n",
+            "Lexapro 2381 2388 CHEMICAL\n",
+            "TriCor 2407 2413 CHEMICAL\n",
+            "Lasix 2440 2445 CHEMICAL\n",
+            "lidocaine 2487 2496 CHEMICAL\n",
+            "Zestril 2504 2511 CHEMICAL\n",
+            "Lopressor 2540 2549 CHEMICAL\n",
+            "potassium chloride 2677 2695 CHEMICAL\n",
+            "p.o 2703 2706 CHEMICAL\n",
+            "p.o 2733 2736 CHEMICAL\n",
+            "Zofran 2752 2758 CHEMICAL\n",
+            "psychiatric 2940 2951 DISEASE\n",
+            "psychiatric 3002 3013 DISEASE\n",
+            "VP 3178 3180 CHEMICAL\n",
+            "depressed 3827 3836 DISEASE\n",
+            "delusions 3956 3965 DISEASE\n",
+            "ideations 3989 3998 DISEASE\n",
+            "hallucinations 4035 4049 DISEASE\n",
+            "fracture 4348 4356 DISEASE\n",
+            "thoracic compression fractures 4365 4395 DISEASE\n",
+            "depression 4473 4483 DISEASE\n",
+            "depression disorder.,Axis II 4551 4579 DISEASE\n",
+            "Osteoporosis 4603 4615 DISEASE\n",
+            "hypertension 4617 4629 DISEASE\n",
+            "fracture 4635 4643 DISEASE\n",
+            "diabetes 4654 4662 DISEASE\n",
+            "meningioma 4664 4674 DISEASE\n",
+            "Lexapro 4823 4830 CHEMICAL\n",
+            "TCA 4905 4908 CHEMICAL\n",
+            "depressive 4926 4936 DISEASE\n",
+            "inpatient psychiatric care.,Thank 4973 5006 DISEASE\n",
+            "Lasix 20 mg 478 481 DRUG_DOSE\n",
+            "pain 106 110 DISEASE\n",
+            "fracture 127 135 DISEASE\n",
+            "pain 351 355 DISEASE\n",
+            "fracture 391 399 DISEASE\n",
+            "pain 485 489 DISEASE\n",
+            "pain 533 537 DISEASE\n",
+            "pain 582 586 DISEASE\n",
+            "pain 697 701 DISEASE\n",
+            "meningioma 799 809 DISEASE\n",
+            "depressive symptoms 867 886 DISEASE\n",
+            "depressed 1300 1309 DISEASE\n",
+            "fracture 1403 1411 DISEASE\n",
+            "ideations 1494 1503 DISEASE\n",
+            "ideations 1518 1527 DISEASE\n",
+            "manic 1577 1582 DISEASE\n",
+            "impulsivity 1652 1663 DISEASE\n",
+            "hallucinations 1693 1707 DISEASE\n",
+            "delusions 1723 1732 DISEASE\n",
+            "flashbacks 1800 1810 DISEASE\n",
+            "anxiety 1834 1841 DISEASE\n",
+            "restless 1866 1874 DISEASE\n",
+            "Hypertension 2007 2019 DISEASE\n",
+            "cataracts 2021 2030 DISEASE\n",
+            "osteoporosis 2050 2062 DISEASE\n",
+            "fracture 2112 2120 DISEASE\n",
+            "diabetes 2142 2150 DISEASE\n",
+            "seizures 2185 2193 DISEASE\n",
+            "strokes 2195 2202 DISEASE\n",
+            "aspirin 2271 2278 CHEMICAL\n",
+            "Klonopin 2323 2331 CHEMICAL\n",
+            "digoxin 2352 2359 CHEMICAL\n",
+            "Lexapro 2381 2388 CHEMICAL\n",
+            "TriCor 2407 2413 CHEMICAL\n",
+            "Lasix 2440 2445 CHEMICAL\n",
+            "lidocaine 2487 2496 CHEMICAL\n",
+            "Zestril 2504 2511 CHEMICAL\n",
+            "Lopressor 2540 2549 CHEMICAL\n",
+            "potassium chloride 2677 2695 CHEMICAL\n",
+            "p.o 2703 2706 CHEMICAL\n",
+            "p.o 2733 2736 CHEMICAL\n",
+            "Zofran 2752 2758 CHEMICAL\n",
+            "psychiatric 2940 2951 DISEASE\n",
+            "psychiatric 3002 3013 DISEASE\n",
+            "VP 3178 3180 CHEMICAL\n",
+            "depressed 3827 3836 DISEASE\n",
+            "delusions 3956 3965 DISEASE\n",
+            "ideations 3989 3998 DISEASE\n",
+            "hallucinations 4035 4049 DISEASE\n",
+            "fracture 4348 4356 DISEASE\n",
+            "thoracic compression fractures 4365 4395 DISEASE\n",
+            "depression 4473 4483 DISEASE\n",
+            "depression disorder.,Axis II 4551 4579 DISEASE\n",
+            "Osteoporosis 4603 4615 DISEASE\n",
+            "hypertension 4617 4629 DISEASE\n",
+            "fracture 4635 4643 DISEASE\n",
+            "diabetes 4654 4662 DISEASE\n",
+            "meningioma 4664 4674 DISEASE\n",
+            "Lexapro 4823 4830 CHEMICAL\n",
+            "TCA 4905 4908 CHEMICAL\n",
+            "depressive 4926 4936 DISEASE\n",
+            "inpatient psychiatric care.,Thank 4973 5006 DISEASE\n",
+            "Lopressor 75 mg 504 507 DRUG_DOSE\n",
+            "pain 106 110 DISEASE\n",
+            "fracture 127 135 DISEASE\n",
+            "pain 351 355 DISEASE\n",
+            "fracture 391 399 DISEASE\n",
+            "pain 485 489 DISEASE\n",
+            "pain 533 537 DISEASE\n",
+            "pain 582 586 DISEASE\n",
+            "pain 697 701 DISEASE\n",
+            "meningioma 799 809 DISEASE\n",
+            "depressive symptoms 867 886 DISEASE\n",
+            "depressed 1300 1309 DISEASE\n",
+            "fracture 1403 1411 DISEASE\n",
+            "ideations 1494 1503 DISEASE\n",
+            "ideations 1518 1527 DISEASE\n",
+            "manic 1577 1582 DISEASE\n",
+            "impulsivity 1652 1663 DISEASE\n",
+            "hallucinations 1693 1707 DISEASE\n",
+            "delusions 1723 1732 DISEASE\n",
+            "flashbacks 1800 1810 DISEASE\n",
+            "anxiety 1834 1841 DISEASE\n",
+            "restless 1866 1874 DISEASE\n",
+            "Hypertension 2007 2019 DISEASE\n",
+            "cataracts 2021 2030 DISEASE\n",
+            "osteoporosis 2050 2062 DISEASE\n",
+            "fracture 2112 2120 DISEASE\n",
+            "diabetes 2142 2150 DISEASE\n",
+            "seizures 2185 2193 DISEASE\n",
+            "strokes 2195 2202 DISEASE\n",
+            "aspirin 2271 2278 CHEMICAL\n",
+            "Klonopin 2323 2331 CHEMICAL\n",
+            "digoxin 2352 2359 CHEMICAL\n",
+            "Lexapro 2381 2388 CHEMICAL\n",
+            "TriCor 2407 2413 CHEMICAL\n",
+            "Lasix 2440 2445 CHEMICAL\n",
+            "lidocaine 2487 2496 CHEMICAL\n",
+            "Zestril 2504 2511 CHEMICAL\n",
+            "Lopressor 2540 2549 CHEMICAL\n",
+            "potassium chloride 2677 2695 CHEMICAL\n",
+            "p.o 2703 2706 CHEMICAL\n",
+            "p.o 2733 2736 CHEMICAL\n",
+            "Zofran 2752 2758 CHEMICAL\n",
+            "psychiatric 2940 2951 DISEASE\n",
+            "psychiatric 3002 3013 DISEASE\n",
+            "VP 3178 3180 CHEMICAL\n",
+            "depressed 3827 3836 DISEASE\n",
+            "delusions 3956 3965 DISEASE\n",
+            "ideations 3989 3998 DISEASE\n",
+            "hallucinations 4035 4049 DISEASE\n",
+            "fracture 4348 4356 DISEASE\n",
+            "thoracic compression fractures 4365 4395 DISEASE\n",
+            "depression 4473 4483 DISEASE\n",
+            "depression disorder.,Axis II 4551 4579 DISEASE\n",
+            "Osteoporosis 4603 4615 DISEASE\n",
+            "hypertension 4617 4629 DISEASE\n",
+            "fracture 4635 4643 DISEASE\n",
+            "diabetes 4654 4662 DISEASE\n",
+            "meningioma 4664 4674 DISEASE\n",
+            "Lexapro 4823 4830 CHEMICAL\n",
+            "TCA 4905 4908 CHEMICAL\n",
+            "depressive 4926 4936 DISEASE\n",
+            "inpatient psychiatric care.,Thank 4973 5006 DISEASE\n",
+            "chloride 20 mEq 539 542 DRUG_DOSE\n",
+            "pain 106 110 DISEASE\n",
+            "fracture 127 135 DISEASE\n",
+            "pain 351 355 DISEASE\n",
+            "fracture 391 399 DISEASE\n",
+            "pain 485 489 DISEASE\n",
+            "pain 533 537 DISEASE\n",
+            "pain 582 586 DISEASE\n",
+            "pain 697 701 DISEASE\n",
+            "meningioma 799 809 DISEASE\n",
+            "depressive symptoms 867 886 DISEASE\n",
+            "depressed 1300 1309 DISEASE\n",
+            "fracture 1403 1411 DISEASE\n",
+            "ideations 1494 1503 DISEASE\n",
+            "ideations 1518 1527 DISEASE\n",
+            "manic 1577 1582 DISEASE\n",
+            "impulsivity 1652 1663 DISEASE\n",
+            "hallucinations 1693 1707 DISEASE\n",
+            "delusions 1723 1732 DISEASE\n",
+            "flashbacks 1800 1810 DISEASE\n",
+            "anxiety 1834 1841 DISEASE\n",
+            "restless 1866 1874 DISEASE\n",
+            "Hypertension 2007 2019 DISEASE\n",
+            "cataracts 2021 2030 DISEASE\n",
+            "osteoporosis 2050 2062 DISEASE\n",
+            "fracture 2112 2120 DISEASE\n",
+            "diabetes 2142 2150 DISEASE\n",
+            "seizures 2185 2193 DISEASE\n",
+            "strokes 2195 2202 DISEASE\n",
+            "aspirin 2271 2278 CHEMICAL\n",
+            "Klonopin 2323 2331 CHEMICAL\n",
+            "digoxin 2352 2359 CHEMICAL\n",
+            "Lexapro 2381 2388 CHEMICAL\n",
+            "TriCor 2407 2413 CHEMICAL\n",
+            "Lasix 2440 2445 CHEMICAL\n",
+            "lidocaine 2487 2496 CHEMICAL\n",
+            "Zestril 2504 2511 CHEMICAL\n",
+            "Lopressor 2540 2549 CHEMICAL\n",
+            "potassium chloride 2677 2695 CHEMICAL\n",
+            "p.o 2703 2706 CHEMICAL\n",
+            "p.o 2733 2736 CHEMICAL\n",
+            "Zofran 2752 2758 CHEMICAL\n",
+            "psychiatric 2940 2951 DISEASE\n",
+            "psychiatric 3002 3013 DISEASE\n",
+            "VP 3178 3180 CHEMICAL\n",
+            "depressed 3827 3836 DISEASE\n",
+            "delusions 3956 3965 DISEASE\n",
+            "ideations 3989 3998 DISEASE\n",
+            "hallucinations 4035 4049 DISEASE\n",
+            "fracture 4348 4356 DISEASE\n",
+            "thoracic compression fractures 4365 4395 DISEASE\n",
+            "depression 4473 4483 DISEASE\n",
+            "depression disorder.,Axis II 4551 4579 DISEASE\n",
+            "Osteoporosis 4603 4615 DISEASE\n",
+            "hypertension 4617 4629 DISEASE\n",
+            "fracture 4635 4643 DISEASE\n",
+            "diabetes 4654 4662 DISEASE\n",
+            "meningioma 4664 4674 DISEASE\n",
+            "Lexapro 4823 4830 CHEMICAL\n",
+            "TCA 4905 4908 CHEMICAL\n",
+            "depressive 4926 4936 DISEASE\n",
+            "inpatient psychiatric care.,Thank 4973 5006 DISEASE\n",
+            "Zofran 4 mg 557 560 DRUG_DOSE\n",
+            "pain 106 110 DISEASE\n",
+            "fracture 127 135 DISEASE\n",
+            "pain 351 355 DISEASE\n",
+            "fracture 391 399 DISEASE\n",
+            "pain 485 489 DISEASE\n",
+            "pain 533 537 DISEASE\n",
+            "pain 582 586 DISEASE\n",
+            "pain 697 701 DISEASE\n",
+            "meningioma 799 809 DISEASE\n",
+            "depressive symptoms 867 886 DISEASE\n",
+            "depressed 1300 1309 DISEASE\n",
+            "fracture 1403 1411 DISEASE\n",
+            "ideations 1494 1503 DISEASE\n",
+            "ideations 1518 1527 DISEASE\n",
+            "manic 1577 1582 DISEASE\n",
+            "impulsivity 1652 1663 DISEASE\n",
+            "hallucinations 1693 1707 DISEASE\n",
+            "delusions 1723 1732 DISEASE\n",
+            "flashbacks 1800 1810 DISEASE\n",
+            "anxiety 1834 1841 DISEASE\n",
+            "restless 1866 1874 DISEASE\n",
+            "Hypertension 2007 2019 DISEASE\n",
+            "cataracts 2021 2030 DISEASE\n",
+            "osteoporosis 2050 2062 DISEASE\n",
+            "fracture 2112 2120 DISEASE\n",
+            "diabetes 2142 2150 DISEASE\n",
+            "seizures 2185 2193 DISEASE\n",
+            "strokes 2195 2202 DISEASE\n",
+            "aspirin 2271 2278 CHEMICAL\n",
+            "Klonopin 2323 2331 CHEMICAL\n",
+            "digoxin 2352 2359 CHEMICAL\n",
+            "Lexapro 2381 2388 CHEMICAL\n",
+            "TriCor 2407 2413 CHEMICAL\n",
+            "Lasix 2440 2445 CHEMICAL\n",
+            "lidocaine 2487 2496 CHEMICAL\n",
+            "Zestril 2504 2511 CHEMICAL\n",
+            "Lopressor 2540 2549 CHEMICAL\n",
+            "potassium chloride 2677 2695 CHEMICAL\n",
+            "p.o 2703 2706 CHEMICAL\n",
+            "p.o 2733 2736 CHEMICAL\n",
+            "Zofran 2752 2758 CHEMICAL\n",
+            "psychiatric 2940 2951 DISEASE\n",
+            "psychiatric 3002 3013 DISEASE\n",
+            "VP 3178 3180 CHEMICAL\n",
+            "depressed 3827 3836 DISEASE\n",
+            "delusions 3956 3965 DISEASE\n",
+            "ideations 3989 3998 DISEASE\n",
+            "hallucinations 4035 4049 DISEASE\n",
+            "fracture 4348 4356 DISEASE\n",
+            "thoracic compression fractures 4365 4395 DISEASE\n",
+            "depression 4473 4483 DISEASE\n",
+            "depression disorder.,Axis II 4551 4579 DISEASE\n",
+            "Osteoporosis 4603 4615 DISEASE\n",
+            "hypertension 4617 4629 DISEASE\n",
+            "fracture 4635 4643 DISEASE\n",
+            "diabetes 4654 4662 DISEASE\n",
+            "meningioma 4664 4674 DISEASE\n",
+            "Lexapro 4823 4830 CHEMICAL\n",
+            "TCA 4905 4908 CHEMICAL\n",
+            "depressive 4926 4936 DISEASE\n",
+            "inpatient psychiatric care.,Thank 4973 5006 DISEASE\n",
+            "Lexapro 10 mg 944 947 DRUG_DOSE\n",
+            "pain 106 110 DISEASE\n",
+            "fracture 127 135 DISEASE\n",
+            "pain 351 355 DISEASE\n",
+            "fracture 391 399 DISEASE\n",
+            "pain 485 489 DISEASE\n",
+            "pain 533 537 DISEASE\n",
+            "pain 582 586 DISEASE\n",
+            "pain 697 701 DISEASE\n",
+            "meningioma 799 809 DISEASE\n",
+            "depressive symptoms 867 886 DISEASE\n",
+            "depressed 1300 1309 DISEASE\n",
+            "fracture 1403 1411 DISEASE\n",
+            "ideations 1494 1503 DISEASE\n",
+            "ideations 1518 1527 DISEASE\n",
+            "manic 1577 1582 DISEASE\n",
+            "impulsivity 1652 1663 DISEASE\n",
+            "hallucinations 1693 1707 DISEASE\n",
+            "delusions 1723 1732 DISEASE\n",
+            "flashbacks 1800 1810 DISEASE\n",
+            "anxiety 1834 1841 DISEASE\n",
+            "restless 1866 1874 DISEASE\n",
+            "Hypertension 2007 2019 DISEASE\n",
+            "cataracts 2021 2030 DISEASE\n",
+            "osteoporosis 2050 2062 DISEASE\n",
+            "fracture 2112 2120 DISEASE\n",
+            "diabetes 2142 2150 DISEASE\n",
+            "seizures 2185 2193 DISEASE\n",
+            "strokes 2195 2202 DISEASE\n",
+            "aspirin 2271 2278 CHEMICAL\n",
+            "Klonopin 2323 2331 CHEMICAL\n",
+            "digoxin 2352 2359 CHEMICAL\n",
+            "Lexapro 2381 2388 CHEMICAL\n",
+            "TriCor 2407 2413 CHEMICAL\n",
+            "Lasix 2440 2445 CHEMICAL\n",
+            "lidocaine 2487 2496 CHEMICAL\n",
+            "Zestril 2504 2511 CHEMICAL\n",
+            "Lopressor 2540 2549 CHEMICAL\n",
+            "potassium chloride 2677 2695 CHEMICAL\n",
+            "p.o 2703 2706 CHEMICAL\n",
+            "p.o 2733 2736 CHEMICAL\n",
+            "Zofran 2752 2758 CHEMICAL\n",
+            "psychiatric 2940 2951 DISEASE\n",
+            "psychiatric 3002 3013 DISEASE\n",
+            "VP 3178 3180 CHEMICAL\n",
+            "depressed 3827 3836 DISEASE\n",
+            "delusions 3956 3965 DISEASE\n",
+            "ideations 3989 3998 DISEASE\n",
+            "hallucinations 4035 4049 DISEASE\n",
+            "fracture 4348 4356 DISEASE\n",
+            "thoracic compression fractures 4365 4395 DISEASE\n",
+            "depression 4473 4483 DISEASE\n",
+            "depression disorder.,Axis II 4551 4579 DISEASE\n",
+            "Osteoporosis 4603 4615 DISEASE\n",
+            "hypertension 4617 4629 DISEASE\n",
+            "fracture 4635 4643 DISEASE\n",
+            "diabetes 4654 4662 DISEASE\n",
+            "meningioma 4664 4674 DISEASE\n",
+            "Lexapro 4823 4830 CHEMICAL\n",
+            "TCA 4905 4908 CHEMICAL\n",
+            "depressive 4926 4936 DISEASE\n",
+            "inpatient psychiatric care.,Thank 4973 5006 DISEASE\n",
+            "Premarin 1.25 mg 312 315 DRUG_DOSE\n",
+            "pain 345 349 DISEASE\n",
+            "nerve block 421 432 DISEASE\n",
+            "pain 472 476 DISEASE\n",
+            "pain 706 710 DISEASE\n",
+            "pain 777 781 DISEASE\n",
+            "pain 882 886 DISEASE\n",
+            "Premarin 1574 1582 CHEMICAL\n",
+            "Elmiron 1598 1605 CHEMICAL\n",
+            "Elavil 1621 1627 CHEMICAL\n",
+            "OxyContin 1646 1655 CHEMICAL\n",
+            "Toprol 1695 1701 CHEMICAL\n",
+            "Compazine 1731 1740 CHEMICAL\n",
+            "morphine 2846 2854 CHEMICAL\n",
+            "pain 2957 2961 DISEASE\n",
+            "lidocaine 3068 3077 CHEMICAL\n",
+            "DMSO 3166 3170 CHEMICAL\n",
+            "Kenalog 3172 3179 CHEMICAL\n",
+            "heparin 3181 3188 CHEMICAL\n",
+            "sodium bicarbonate 3194 3212 CHEMICAL\n",
+            "Elmiron 100 mg 317 320 DRUG_DOSE\n",
+            "pain 345 349 DISEASE\n",
+            "nerve block 421 432 DISEASE\n",
+            "pain 472 476 DISEASE\n",
+            "pain 706 710 DISEASE\n",
+            "pain 777 781 DISEASE\n",
+            "pain 882 886 DISEASE\n",
+            "Premarin 1574 1582 CHEMICAL\n",
+            "Elmiron 1598 1605 CHEMICAL\n",
+            "Elavil 1621 1627 CHEMICAL\n",
+            "OxyContin 1646 1655 CHEMICAL\n",
+            "Toprol 1695 1701 CHEMICAL\n",
+            "Compazine 1731 1740 CHEMICAL\n",
+            "morphine 2846 2854 CHEMICAL\n",
+            "pain 2957 2961 DISEASE\n",
+            "lidocaine 3068 3077 CHEMICAL\n",
+            "DMSO 3166 3170 CHEMICAL\n",
+            "Kenalog 3172 3179 CHEMICAL\n",
+            "heparin 3181 3188 CHEMICAL\n",
+            "sodium bicarbonate 3194 3212 CHEMICAL\n",
+            "Elavil 50 mg 323 326 DRUG_DOSE\n",
+            "pain 345 349 DISEASE\n",
+            "nerve block 421 432 DISEASE\n",
+            "pain 472 476 DISEASE\n",
+            "pain 706 710 DISEASE\n",
+            "pain 777 781 DISEASE\n",
+            "pain 882 886 DISEASE\n",
+            "Premarin 1574 1582 CHEMICAL\n",
+            "Elmiron 1598 1605 CHEMICAL\n",
+            "Elavil 1621 1627 CHEMICAL\n",
+            "OxyContin 1646 1655 CHEMICAL\n",
+            "Toprol 1695 1701 CHEMICAL\n",
+            "Compazine 1731 1740 CHEMICAL\n",
+            "morphine 2846 2854 CHEMICAL\n",
+            "pain 2957 2961 DISEASE\n",
+            "lidocaine 3068 3077 CHEMICAL\n",
+            "DMSO 3166 3170 CHEMICAL\n",
+            "Kenalog 3172 3179 CHEMICAL\n",
+            "heparin 3181 3188 CHEMICAL\n",
+            "sodium bicarbonate 3194 3212 CHEMICAL\n",
+            "OxyContin 10 mg 329 332 DRUG_DOSE\n",
+            "pain 345 349 DISEASE\n",
+            "nerve block 421 432 DISEASE\n",
+            "pain 472 476 DISEASE\n",
+            "pain 706 710 DISEASE\n",
+            "pain 777 781 DISEASE\n",
+            "pain 882 886 DISEASE\n",
+            "Premarin 1574 1582 CHEMICAL\n",
+            "Elmiron 1598 1605 CHEMICAL\n",
+            "Elavil 1621 1627 CHEMICAL\n",
+            "OxyContin 1646 1655 CHEMICAL\n",
+            "Toprol 1695 1701 CHEMICAL\n",
+            "Compazine 1731 1740 CHEMICAL\n",
+            "morphine 2846 2854 CHEMICAL\n",
+            "pain 2957 2961 DISEASE\n",
+            "lidocaine 3068 3077 CHEMICAL\n",
+            "DMSO 3166 3170 CHEMICAL\n",
+            "Kenalog 3172 3179 CHEMICAL\n",
+            "heparin 3181 3188 CHEMICAL\n",
+            "sodium bicarbonate 3194 3212 CHEMICAL\n",
+            "Lidocaine 1.5% 66 69 DRUG_DOSE\n",
+            "INT 196 199 CHEMICAL\n",
+            "Lidocaine 376 385 CHEMICAL\n",
+            "Marcaine 869 877 CHEMICAL\n",
+            "Depo-Medrol 892 903 CHEMICAL\n",
+            "Dilantin 300 mg 205 208 DRUG_DOSE\n",
+            "glioblastoma multiforme 179 202 DISEASE\n",
+            "Temodar 100-mg 564 578 CHEMICAL\n",
+            "confusion 623 632 DISEASE\n",
+            "diagnosis.,SOCIAL 927 944 CHEMICAL\n",
+            "Dilantin 1033 1041 CHEMICAL\n",
+            "Haloperidol 1060 1071 CHEMICAL\n",
+            "Dexamethasone 1086 1099 CHEMICAL\n",
+            "Docusate 1117 1125 CHEMICAL\n",
+            "Ibuprofen 1169 1178 CHEMICAL\n",
+            "Zantac 1197 1203 CHEMICAL\n",
+            "Temodar 1228 1235 CHEMICAL\n",
+            "Mouthwash 1260 1269 CHEMICAL\n",
+            "Tylenol 1282 1289 CHEMICAL\n",
+            "Glioblastoma multiforme 1657 1680 DISEASE\n",
+            "cancer 1714 1720 DISEASE\n",
+            "tumor 1949 1954 DISEASE\n",
+            "Temodar 2080 2087 CHEMICAL\n",
+            "Haloperidol 1 mg 211 214 DRUG_DOSE\n",
+            "glioblastoma multiforme 179 202 DISEASE\n",
+            "Temodar 100-mg 564 578 CHEMICAL\n",
+            "confusion 623 632 DISEASE\n",
+            "diagnosis.,SOCIAL 927 944 CHEMICAL\n",
+            "Dilantin 1033 1041 CHEMICAL\n",
+            "Haloperidol 1060 1071 CHEMICAL\n",
+            "Dexamethasone 1086 1099 CHEMICAL\n",
+            "Docusate 1117 1125 CHEMICAL\n",
+            "Ibuprofen 1169 1178 CHEMICAL\n",
+            "Zantac 1197 1203 CHEMICAL\n",
+            "Temodar 1228 1235 CHEMICAL\n",
+            "Mouthwash 1260 1269 CHEMICAL\n",
+            "Tylenol 1282 1289 CHEMICAL\n",
+            "Glioblastoma multiforme 1657 1680 DISEASE\n",
+            "cancer 1714 1720 DISEASE\n",
+            "tumor 1949 1954 DISEASE\n",
+            "Temodar 2080 2087 CHEMICAL\n",
+            "Dexamethasone 4 mg 217 220 DRUG_DOSE\n",
+            "glioblastoma multiforme 179 202 DISEASE\n",
+            "Temodar 100-mg 564 578 CHEMICAL\n",
+            "confusion 623 632 DISEASE\n",
+            "diagnosis.,SOCIAL 927 944 CHEMICAL\n",
+            "Dilantin 1033 1041 CHEMICAL\n",
+            "Haloperidol 1060 1071 CHEMICAL\n",
+            "Dexamethasone 1086 1099 CHEMICAL\n",
+            "Docusate 1117 1125 CHEMICAL\n",
+            "Ibuprofen 1169 1178 CHEMICAL\n",
+            "Zantac 1197 1203 CHEMICAL\n",
+            "Temodar 1228 1235 CHEMICAL\n",
+            "Mouthwash 1260 1269 CHEMICAL\n",
+            "Tylenol 1282 1289 CHEMICAL\n",
+            "Glioblastoma multiforme 1657 1680 DISEASE\n",
+            "cancer 1714 1720 DISEASE\n",
+            "tumor 1949 1954 DISEASE\n",
+            "Temodar 2080 2087 CHEMICAL\n",
+            "Docusate 100 mg 226 229 DRUG_DOSE\n",
+            "glioblastoma multiforme 179 202 DISEASE\n",
+            "Temodar 100-mg 564 578 CHEMICAL\n",
+            "confusion 623 632 DISEASE\n",
+            "diagnosis.,SOCIAL 927 944 CHEMICAL\n",
+            "Dilantin 1033 1041 CHEMICAL\n",
+            "Haloperidol 1060 1071 CHEMICAL\n",
+            "Dexamethasone 1086 1099 CHEMICAL\n",
+            "Docusate 1117 1125 CHEMICAL\n",
+            "Ibuprofen 1169 1178 CHEMICAL\n",
+            "Zantac 1197 1203 CHEMICAL\n",
+            "Temodar 1228 1235 CHEMICAL\n",
+            "Mouthwash 1260 1269 CHEMICAL\n",
+            "Tylenol 1282 1289 CHEMICAL\n",
+            "Glioblastoma multiforme 1657 1680 DISEASE\n",
+            "cancer 1714 1720 DISEASE\n",
+            "tumor 1949 1954 DISEASE\n",
+            "Temodar 2080 2087 CHEMICAL\n",
+            "Ibuprofen 600 mg 238 241 DRUG_DOSE\n",
+            "glioblastoma multiforme 179 202 DISEASE\n",
+            "Temodar 100-mg 564 578 CHEMICAL\n",
+            "confusion 623 632 DISEASE\n",
+            "diagnosis.,SOCIAL 927 944 CHEMICAL\n",
+            "Dilantin 1033 1041 CHEMICAL\n",
+            "Haloperidol 1060 1071 CHEMICAL\n",
+            "Dexamethasone 1086 1099 CHEMICAL\n",
+            "Docusate 1117 1125 CHEMICAL\n",
+            "Ibuprofen 1169 1178 CHEMICAL\n",
+            "Zantac 1197 1203 CHEMICAL\n",
+            "Temodar 1228 1235 CHEMICAL\n",
+            "Mouthwash 1260 1269 CHEMICAL\n",
+            "Tylenol 1282 1289 CHEMICAL\n",
+            "Glioblastoma multiforme 1657 1680 DISEASE\n",
+            "cancer 1714 1720 DISEASE\n",
+            "tumor 1949 1954 DISEASE\n",
+            "Temodar 2080 2087 CHEMICAL\n",
+            "Zantac 150 mg 244 247 DRUG_DOSE\n",
+            "glioblastoma multiforme 179 202 DISEASE\n",
+            "Temodar 100-mg 564 578 CHEMICAL\n",
+            "confusion 623 632 DISEASE\n",
+            "diagnosis.,SOCIAL 927 944 CHEMICAL\n",
+            "Dilantin 1033 1041 CHEMICAL\n",
+            "Haloperidol 1060 1071 CHEMICAL\n",
+            "Dexamethasone 1086 1099 CHEMICAL\n",
+            "Docusate 1117 1125 CHEMICAL\n",
+            "Ibuprofen 1169 1178 CHEMICAL\n",
+            "Zantac 1197 1203 CHEMICAL\n",
+            "Temodar 1228 1235 CHEMICAL\n",
+            "Mouthwash 1260 1269 CHEMICAL\n",
+            "Tylenol 1282 1289 CHEMICAL\n",
+            "Glioblastoma multiforme 1657 1680 DISEASE\n",
+            "cancer 1714 1720 DISEASE\n",
+            "tumor 1949 1954 DISEASE\n",
+            "Temodar 2080 2087 CHEMICAL\n",
+            "Temodar 100 mg 252 255 DRUG_DOSE\n",
+            "glioblastoma multiforme 179 202 DISEASE\n",
+            "Temodar 100-mg 564 578 CHEMICAL\n",
+            "confusion 623 632 DISEASE\n",
+            "diagnosis.,SOCIAL 927 944 CHEMICAL\n",
+            "Dilantin 1033 1041 CHEMICAL\n",
+            "Haloperidol 1060 1071 CHEMICAL\n",
+            "Dexamethasone 1086 1099 CHEMICAL\n",
+            "Docusate 1117 1125 CHEMICAL\n",
+            "Ibuprofen 1169 1178 CHEMICAL\n",
+            "Zantac 1197 1203 CHEMICAL\n",
+            "Temodar 1228 1235 CHEMICAL\n",
+            "Mouthwash 1260 1269 CHEMICAL\n",
+            "Tylenol 1282 1289 CHEMICAL\n",
+            "Glioblastoma multiforme 1657 1680 DISEASE\n",
+            "cancer 1714 1720 DISEASE\n",
+            "tumor 1949 1954 DISEASE\n",
+            "Temodar 2080 2087 CHEMICAL\n",
+            "Klonopin 1 mg 327 330 DRUG_DOSE\n",
+            "panic 331 336 DISEASE\n",
+            "sore 799 803 DISEASE\n",
+            "grave disability 938 954 DISEASE\n",
+            "bipolar disorder 977 993 DISEASE\n",
+            "mania 999 1004 DISEASE\n",
+            "depression 1009 1019 DISEASE\n",
+            "anxiety 1025 1032 DISEASE\n",
+            "panic 1037 1042 DISEASE\n",
+            "migraine headaches 1324 1342 DISEASE\n",
+            "allergy 1387 1394 DISEASE\n",
+            "Haldol 1399 1405 CHEMICAL\n",
+            "Klonopin 1693 1701 CHEMICAL\n",
+            "lithium 1742 1749 CHEMICAL\n",
+            "Depakote 1768 1776 CHEMICAL\n",
+            "Seroquel 1796 1804 CHEMICAL\n",
+            "benzodiazepines 2037 2052 CHEMICAL\n",
+            "cocaine 2054 2061 CHEMICAL\n",
+            "primary psychotic symptoms 2202 2228 DISEASE\n",
+            "agitation 2235 2244 DISEASE\n",
+            "psychomotor hyperactivity 2250 2275 DISEASE\n",
+            "psychiatric 2337 2348 DISEASE\n",
+            "bipolar disorder 2521 2537 DISEASE\n",
+            "anxiety 2539 2546 DISEASE\n",
+            "polysubstance abuse 2548 2567 DISEASE\n",
+            "ADHD 2585 2589 DISEASE\n",
+            "polysubstance abuse 2662 2681 DISEASE\n",
+            "depression 2793 2803 DISEASE\n",
+            "anxiety 2809 2816 DISEASE\n",
+            "panic 2821 2826 DISEASE\n",
+            "Polysubstance abuse 2840 2859 DISEASE\n",
+            "benzodiazepines 2861 2876 CHEMICAL\n",
+            "migraine headaches 3009 3027 DISEASE\n",
+            "stepfather 3512 3522 CHEMICAL\n",
+            "lithium 450 mg 336 339 DRUG_DOSE\n",
+            "panic 331 336 DISEASE\n",
+            "sore 799 803 DISEASE\n",
+            "grave disability 938 954 DISEASE\n",
+            "bipolar disorder 977 993 DISEASE\n",
+            "mania 999 1004 DISEASE\n",
+            "depression 1009 1019 DISEASE\n",
+            "anxiety 1025 1032 DISEASE\n",
+            "panic 1037 1042 DISEASE\n",
+            "migraine headaches 1324 1342 DISEASE\n",
+            "allergy 1387 1394 DISEASE\n",
+            "Haldol 1399 1405 CHEMICAL\n",
+            "Klonopin 1693 1701 CHEMICAL\n",
+            "lithium 1742 1749 CHEMICAL\n",
+            "Depakote 1768 1776 CHEMICAL\n",
+            "Seroquel 1796 1804 CHEMICAL\n",
+            "benzodiazepines 2037 2052 CHEMICAL\n",
+            "cocaine 2054 2061 CHEMICAL\n",
+            "primary psychotic symptoms 2202 2228 DISEASE\n",
+            "agitation 2235 2244 DISEASE\n",
+            "psychomotor hyperactivity 2250 2275 DISEASE\n",
+            "psychiatric 2337 2348 DISEASE\n",
+            "bipolar disorder 2521 2537 DISEASE\n",
+            "anxiety 2539 2546 DISEASE\n",
+            "polysubstance abuse 2548 2567 DISEASE\n",
+            "ADHD 2585 2589 DISEASE\n",
+            "polysubstance abuse 2662 2681 DISEASE\n",
+            "depression 2793 2803 DISEASE\n",
+            "anxiety 2809 2816 DISEASE\n",
+            "panic 2821 2826 DISEASE\n",
+            "Polysubstance abuse 2840 2859 DISEASE\n",
+            "benzodiazepines 2861 2876 CHEMICAL\n",
+            "migraine headaches 3009 3027 DISEASE\n",
+            "stepfather 3512 3522 CHEMICAL\n",
+            "Depakote 1000 mg 342 345 DRUG_DOSE\n",
+            "panic 331 336 DISEASE\n",
+            "sore 799 803 DISEASE\n",
+            "grave disability 938 954 DISEASE\n",
+            "bipolar disorder 977 993 DISEASE\n",
+            "mania 999 1004 DISEASE\n",
+            "depression 1009 1019 DISEASE\n",
+            "anxiety 1025 1032 DISEASE\n",
+            "panic 1037 1042 DISEASE\n",
+            "migraine headaches 1324 1342 DISEASE\n",
+            "allergy 1387 1394 DISEASE\n",
+            "Haldol 1399 1405 CHEMICAL\n",
+            "Klonopin 1693 1701 CHEMICAL\n",
+            "lithium 1742 1749 CHEMICAL\n",
+            "Depakote 1768 1776 CHEMICAL\n",
+            "Seroquel 1796 1804 CHEMICAL\n",
+            "benzodiazepines 2037 2052 CHEMICAL\n",
+            "cocaine 2054 2061 CHEMICAL\n",
+            "primary psychotic symptoms 2202 2228 DISEASE\n",
+            "agitation 2235 2244 DISEASE\n",
+            "psychomotor hyperactivity 2250 2275 DISEASE\n",
+            "psychiatric 2337 2348 DISEASE\n",
+            "bipolar disorder 2521 2537 DISEASE\n",
+            "anxiety 2539 2546 DISEASE\n",
+            "polysubstance abuse 2548 2567 DISEASE\n",
+            "ADHD 2585 2589 DISEASE\n",
+            "polysubstance abuse 2662 2681 DISEASE\n",
+            "depression 2793 2803 DISEASE\n",
+            "anxiety 2809 2816 DISEASE\n",
+            "panic 2821 2826 DISEASE\n",
+            "Polysubstance abuse 2840 2859 DISEASE\n",
+            "benzodiazepines 2861 2876 CHEMICAL\n",
+            "migraine headaches 3009 3027 DISEASE\n",
+            "stepfather 3512 3522 CHEMICAL\n",
+            "Seroquel 1000 mg 348 351 DRUG_DOSE\n",
+            "panic 331 336 DISEASE\n",
+            "sore 799 803 DISEASE\n",
+            "grave disability 938 954 DISEASE\n",
+            "bipolar disorder 977 993 DISEASE\n",
+            "mania 999 1004 DISEASE\n",
+            "depression 1009 1019 DISEASE\n",
+            "anxiety 1025 1032 DISEASE\n",
+            "panic 1037 1042 DISEASE\n",
+            "migraine headaches 1324 1342 DISEASE\n",
+            "allergy 1387 1394 DISEASE\n",
+            "Haldol 1399 1405 CHEMICAL\n",
+            "Klonopin 1693 1701 CHEMICAL\n",
+            "lithium 1742 1749 CHEMICAL\n",
+            "Depakote 1768 1776 CHEMICAL\n",
+            "Seroquel 1796 1804 CHEMICAL\n",
+            "benzodiazepines 2037 2052 CHEMICAL\n",
+            "cocaine 2054 2061 CHEMICAL\n",
+            "primary psychotic symptoms 2202 2228 DISEASE\n",
+            "agitation 2235 2244 DISEASE\n",
+            "psychomotor hyperactivity 2250 2275 DISEASE\n",
+            "psychiatric 2337 2348 DISEASE\n",
+            "bipolar disorder 2521 2537 DISEASE\n",
+            "anxiety 2539 2546 DISEASE\n",
+            "polysubstance abuse 2548 2567 DISEASE\n",
+            "ADHD 2585 2589 DISEASE\n",
+            "polysubstance abuse 2662 2681 DISEASE\n",
+            "depression 2793 2803 DISEASE\n",
+            "anxiety 2809 2816 DISEASE\n",
+            "panic 2821 2826 DISEASE\n",
+            "Polysubstance abuse 2840 2859 DISEASE\n",
+            "benzodiazepines 2861 2876 CHEMICAL\n",
+            "migraine headaches 3009 3027 DISEASE\n",
+            "stepfather 3512 3522 CHEMICAL\n",
+            "omeprazole 20 mg 1097 1100 DRUG_DOSE\n",
+            "pain 105 109 DISEASE\n",
+            "pain 154 158 DISEASE\n",
+            "earache 333 340 DISEASE\n",
+            "earache 458 465 DISEASE\n",
+            "trauma 548 554 DISEASE\n",
+            "hypertension 1385 1397 DISEASE\n",
+            "heartburn 1415 1424 DISEASE\n",
+            "otitis 1810 1816 DISEASE\n",
+            "respiratory infections 1843 1865 DISEASE\n",
+            "amoxicillin 1900 1911 CHEMICAL\n",
+            "otitis 1921 1927 DISEASE\n",
+            "Pepcid 2113 2119 CHEMICAL\n",
+            "heartburn 2146 2155 DISEASE\n",
+            "Pepcid 2202 2208 CHEMICAL\n",
+            "sore throats 2266 2278 DISEASE\n",
+            "throat 2320 2326 DISEASE\n",
+            "tenderness 3713 3723 DISEASE\n",
+            "heartburn 3740 3749 DISEASE\n",
+            "hepatosplenomegaly 3840 3858 DISEASE\n",
+            "tenderness 3862 3872 DISEASE\n",
+            "CVA 3878 3881 CHEMICAL\n",
+            "barium 4224 4230 CHEMICAL\n",
+            "peptic ulcer disease/gastritis 4429 4459 DISEASE\n",
+            "gastro esophageal reflux disease 4465 4497 DISEASE\n",
+            "GERD 4499 4503 DISEASE\n",
+            "carbonated beverage syndrome 4508 4536 DISEASE\n",
+            "otitis 4582 4588 DISEASE\n",
+            "penicillin 4604 4614 CHEMICAL\n",
+            "otitis 4717 4723 DISEASE\n",
+            "peptic ulcer disease 4979 4999 DISEASE\n",
+            "pylori 5015 5021 DISEASE\n",
+            "pain 5041 5045 DISEASE\n",
+            "Trauma 5080 5086 DISEASE\n",
+            "Trauma 5089 5095 DISEASE\n",
+            "heartburn 5398 5407 DISEASE\n",
+            "GERD 5506 5510 DISEASE\n",
+            "edema 5626 5631 DISEASE\n",
+            "inflammation 5633 5645 DISEASE\n",
+            "omeprazole 5714 5724 CHEMICAL\n",
+            "heartburn 5803 5812 DISEASE\n",
+            "antacid 5903 5910 CHEMICAL\n",
+            "Xylocaine 1% 182 185 DRUG_DOSE\n",
+            "Masticatory dysfunction.,POSTOPERATIVE 113 151 DISEASE\n",
+            "Xylocaine 1077 1086 CHEMICAL\n",
+            "1:100,000 epinephrine 1091 1112 CHEMICAL\n",
+            "palate 1591 1597 DISEASE\n",
+            "titanium 2178 2186 CHEMICAL\n",
+            "platelet-rich 2418 2431 CHEMICAL\n",
+            "Xylocaine 2841 2850 CHEMICAL\n",
+            "1:100,000 epinephrine 2852 2873 CHEMICAL\n",
+            "titanium 4058 4066 CHEMICAL\n",
+            "blood loss 4524 4534 DISEASE\n",
+            "blood loss 4588 4598 DISEASE\n",
+            "blood loss 4645 4655 DISEASE\n",
+            "epinephrine 7 ml 187 190 DRUG_DOSE\n",
+            "Masticatory dysfunction.,POSTOPERATIVE 113 151 DISEASE\n",
+            "Xylocaine 1077 1086 CHEMICAL\n",
+            "1:100,000 epinephrine 1091 1112 CHEMICAL\n",
+            "palate 1591 1597 DISEASE\n",
+            "titanium 2178 2186 CHEMICAL\n",
+            "platelet-rich 2418 2431 CHEMICAL\n",
+            "Xylocaine 2841 2850 CHEMICAL\n",
+            "1:100,000 epinephrine 2852 2873 CHEMICAL\n",
+            "titanium 4058 4066 CHEMICAL\n",
+            "blood loss 4524 4534 DISEASE\n",
+            "blood loss 4588 4598 DISEASE\n",
+            "blood loss 4645 4655 DISEASE\n",
+            "Naprosyn 375 mg 2356 2359 DRUG_DOSE\n",
+            "Hallux abductovalgus 28 48 DISEASE\n",
+            "bunionette 141 151 DISEASE\n",
+            "Degenerative joint disease 169 195 DISEASE\n",
+            "Rheumatoid 240 250 DISEASE\n",
+            "Hallux abductovalgus 346 366 DISEASE\n",
+            "bunionette 459 469 DISEASE\n",
+            "Degenerative joint disease 487 513 DISEASE\n",
+            "Rheumatoid 558 568 DISEASE\n",
+            "hemi implant 698 710 DISEASE\n",
+            "rheumatoid arthritis 1290 1310 DISEASE\n",
+            "pain 1321 1325 DISEASE\n",
+            "pain 1345 1349 DISEASE\n",
+            "Marcaine 2268 2276 CHEMICAL\n",
+            "lidocaine 2290 2299 CHEMICAL\n",
+            "hypertrophic synovium 3961 3982 DISEASE\n",
+            "hypertrophic exostosis 4058 4080 DISEASE\n",
+            "erosion 4522 4529 DISEASE\n",
+            "hypertrophic synovium 4631 4652 DISEASE\n",
+            "exostosis 4689 4698 DISEASE\n",
+            "lateral exostosis 9734 9751 DISEASE\n",
+            "Tylenol 12434 12441 CHEMICAL\n",
+            "p.o 12461 12464 CHEMICAL\n",
+            "pain 12481 12485 DISEASE\n",
+            "Naprosyn 12490 12498 CHEMICAL\n",
+            "p.o 12506 12509 CHEMICAL\n",
+            "rheumatoid arthritis 12547 12567 DISEASE\n",
+            "Wellbutrin 300 mg 141 144 DRUG_DOSE\n",
+            "prostate 91 99 DISEASE\n",
+            "plasmacytoma 296 308 DISEASE\n",
+            "chest pain 355 365 DISEASE\n",
+            "Wellbutrin 761 771 CHEMICAL\n",
+            "Xanax 786 791 CHEMICAL\n",
+            "omeprazole 835 845 CHEMICAL\n",
+            "fatigue 1512 1519 DISEASE\n",
+            "chest pain 1562 1572 DISEASE\n",
+            "chest pain 1984 1994 DISEASE\n",
+            "chest pain 2093 2103 DISEASE\n",
+            "Xanax 0.25 mg 146 149 DRUG_DOSE\n",
+            "prostate 91 99 DISEASE\n",
+            "plasmacytoma 296 308 DISEASE\n",
+            "chest pain 355 365 DISEASE\n",
+            "Wellbutrin 761 771 CHEMICAL\n",
+            "Xanax 786 791 CHEMICAL\n",
+            "omeprazole 835 845 CHEMICAL\n",
+            "fatigue 1512 1519 DISEASE\n",
+            "chest pain 1562 1572 DISEASE\n",
+            "chest pain 1984 1994 DISEASE\n",
+            "chest pain 2093 2103 DISEASE\n",
+            "omeprazole 20 mg 158 161 DRUG_DOSE\n",
+            "prostate 91 99 DISEASE\n",
+            "plasmacytoma 296 308 DISEASE\n",
+            "chest pain 355 365 DISEASE\n",
+            "Wellbutrin 761 771 CHEMICAL\n",
+            "Xanax 786 791 CHEMICAL\n",
+            "omeprazole 835 845 CHEMICAL\n",
+            "fatigue 1512 1519 DISEASE\n",
+            "chest pain 1562 1572 DISEASE\n",
+            "chest pain 1984 1994 DISEASE\n",
+            "chest pain 2093 2103 DISEASE\n",
+            "iron 240 mg 324 327 DRUG_DOSE\n",
+            "pain 24 28 DISEASE\n",
+            "pain 43 47 DISEASE\n",
+            "cancer 106 112 DISEASE\n",
+            "cancer 289 295 DISEASE\n",
+            "pain 573 577 DISEASE\n",
+            "pain 632 636 DISEASE\n",
+            "pain 660 664 DISEASE\n",
+            "numbness 785 793 DISEASE\n",
+            "pain 841 845 DISEASE\n",
+            "pain 914 918 DISEASE\n",
+            "pain 939 943 DISEASE\n",
+            "pain 1002 1006 DISEASE\n",
+            "right leg pain 1018 1032 DISEASE\n",
+            "pain 1056 1060 DISEASE\n",
+            "pain 1093 1097 DISEASE\n",
+            "cancer 1346 1352 DISEASE\n",
+            "Duragesic 1490 1499 CHEMICAL\n",
+            "iron 1549 1553 CHEMICAL\n",
+            "Paxil 1574 1579 CHEMICAL\n",
+            "Percocet 1597 1605 CHEMICAL\n",
+            "warfarin 1678 1686 CHEMICAL\n",
+            "Neurontin 1766 1775 CHEMICAL\n",
+            "pain 2125 2129 DISEASE\n",
+            "muscle weakness 2639 2654 DISEASE\n",
+            "Sensations 2858 2868 DISEASE\n",
+            "pinprick.,Spine 2930 2945 CHEMICAL\n",
+            "tenderness 3080 3090 DISEASE\n",
+            "sacroiliac joints 3121 3138 DISEASE\n",
+            "hip joints 3684 3694 DISEASE\n",
+            "intracranial abnormalities 3974 4000 DISEASE\n",
+            "sacroiliac joint syndrome 4171 4196 DISEASE\n",
+            "pain 4223 4227 DISEASE\n",
+            "lung cancer metastasis 4359 4381 DISEASE\n",
+            "primarily pain 4416 4430 DISEASE\n",
+            "sacroiliac joints 4461 4478 DISEASE\n",
+            "pain 4533 4537 DISEASE\n",
+            "facet joints 4612 4624 DISEASE\n",
+            "warfarin 4804 4812 CHEMICAL\n",
+            "pain 5142 5146 DISEASE\n",
+            "pain 5204 5208 DISEASE\n",
+            "Percocet 5303 5311 CHEMICAL\n",
+            "Paxil 5417 5422 CHEMICAL\n",
+            "Cymbalta 5455 5463 CHEMICAL\n",
+            "Peripheral neuropathy 5753 5774 DISEASE\n",
+            "Paxil 20 mg 330 333 DRUG_DOSE\n",
+            "pain 24 28 DISEASE\n",
+            "pain 43 47 DISEASE\n",
+            "cancer 106 112 DISEASE\n",
+            "cancer 289 295 DISEASE\n",
+            "pain 573 577 DISEASE\n",
+            "pain 632 636 DISEASE\n",
+            "pain 660 664 DISEASE\n",
+            "numbness 785 793 DISEASE\n",
+            "pain 841 845 DISEASE\n",
+            "pain 914 918 DISEASE\n",
+            "pain 939 943 DISEASE\n",
+            "pain 1002 1006 DISEASE\n",
+            "right leg pain 1018 1032 DISEASE\n",
+            "pain 1056 1060 DISEASE\n",
+            "pain 1093 1097 DISEASE\n",
+            "cancer 1346 1352 DISEASE\n",
+            "Duragesic 1490 1499 CHEMICAL\n",
+            "iron 1549 1553 CHEMICAL\n",
+            "Paxil 1574 1579 CHEMICAL\n",
+            "Percocet 1597 1605 CHEMICAL\n",
+            "warfarin 1678 1686 CHEMICAL\n",
+            "Neurontin 1766 1775 CHEMICAL\n",
+            "pain 2125 2129 DISEASE\n",
+            "muscle weakness 2639 2654 DISEASE\n",
+            "Sensations 2858 2868 DISEASE\n",
+            "pinprick.,Spine 2930 2945 CHEMICAL\n",
+            "tenderness 3080 3090 DISEASE\n",
+            "sacroiliac joints 3121 3138 DISEASE\n",
+            "hip joints 3684 3694 DISEASE\n",
+            "intracranial abnormalities 3974 4000 DISEASE\n",
+            "sacroiliac joint syndrome 4171 4196 DISEASE\n",
+            "pain 4223 4227 DISEASE\n",
+            "lung cancer metastasis 4359 4381 DISEASE\n",
+            "primarily pain 4416 4430 DISEASE\n",
+            "sacroiliac joints 4461 4478 DISEASE\n",
+            "pain 4533 4537 DISEASE\n",
+            "facet joints 4612 4624 DISEASE\n",
+            "warfarin 4804 4812 CHEMICAL\n",
+            "pain 5142 5146 DISEASE\n",
+            "pain 5204 5208 DISEASE\n",
+            "Percocet 5303 5311 CHEMICAL\n",
+            "Paxil 5417 5422 CHEMICAL\n",
+            "Cymbalta 5455 5463 CHEMICAL\n",
+            "Peripheral neuropathy 5753 5774 DISEASE\n",
+            "warfarin 1 mg 356 359 DRUG_DOSE\n",
+            "pain 24 28 DISEASE\n",
+            "pain 43 47 DISEASE\n",
+            "cancer 106 112 DISEASE\n",
+            "cancer 289 295 DISEASE\n",
+            "pain 573 577 DISEASE\n",
+            "pain 632 636 DISEASE\n",
+            "pain 660 664 DISEASE\n",
+            "numbness 785 793 DISEASE\n",
+            "pain 841 845 DISEASE\n",
+            "pain 914 918 DISEASE\n",
+            "pain 939 943 DISEASE\n",
+            "pain 1002 1006 DISEASE\n",
+            "right leg pain 1018 1032 DISEASE\n",
+            "pain 1056 1060 DISEASE\n",
+            "pain 1093 1097 DISEASE\n",
+            "cancer 1346 1352 DISEASE\n",
+            "Duragesic 1490 1499 CHEMICAL\n",
+            "iron 1549 1553 CHEMICAL\n",
+            "Paxil 1574 1579 CHEMICAL\n",
+            "Percocet 1597 1605 CHEMICAL\n",
+            "warfarin 1678 1686 CHEMICAL\n",
+            "Neurontin 1766 1775 CHEMICAL\n",
+            "pain 2125 2129 DISEASE\n",
+            "muscle weakness 2639 2654 DISEASE\n",
+            "Sensations 2858 2868 DISEASE\n",
+            "pinprick.,Spine 2930 2945 CHEMICAL\n",
+            "tenderness 3080 3090 DISEASE\n",
+            "sacroiliac joints 3121 3138 DISEASE\n",
+            "hip joints 3684 3694 DISEASE\n",
+            "intracranial abnormalities 3974 4000 DISEASE\n",
+            "sacroiliac joint syndrome 4171 4196 DISEASE\n",
+            "pain 4223 4227 DISEASE\n",
+            "lung cancer metastasis 4359 4381 DISEASE\n",
+            "primarily pain 4416 4430 DISEASE\n",
+            "sacroiliac joints 4461 4478 DISEASE\n",
+            "pain 4533 4537 DISEASE\n",
+            "facet joints 4612 4624 DISEASE\n",
+            "warfarin 4804 4812 CHEMICAL\n",
+            "pain 5142 5146 DISEASE\n",
+            "pain 5204 5208 DISEASE\n",
+            "Percocet 5303 5311 CHEMICAL\n",
+            "Paxil 5417 5422 CHEMICAL\n",
+            "Cymbalta 5455 5463 CHEMICAL\n",
+            "Peripheral neuropathy 5753 5774 DISEASE\n",
+            "Neurontin 300 mg 377 380 DRUG_DOSE\n",
+            "pain 24 28 DISEASE\n",
+            "pain 43 47 DISEASE\n",
+            "cancer 106 112 DISEASE\n",
+            "cancer 289 295 DISEASE\n",
+            "pain 573 577 DISEASE\n",
+            "pain 632 636 DISEASE\n",
+            "pain 660 664 DISEASE\n",
+            "numbness 785 793 DISEASE\n",
+            "pain 841 845 DISEASE\n",
+            "pain 914 918 DISEASE\n",
+            "pain 939 943 DISEASE\n",
+            "pain 1002 1006 DISEASE\n",
+            "right leg pain 1018 1032 DISEASE\n",
+            "pain 1056 1060 DISEASE\n",
+            "pain 1093 1097 DISEASE\n",
+            "cancer 1346 1352 DISEASE\n",
+            "Duragesic 1490 1499 CHEMICAL\n",
+            "iron 1549 1553 CHEMICAL\n",
+            "Paxil 1574 1579 CHEMICAL\n",
+            "Percocet 1597 1605 CHEMICAL\n",
+            "warfarin 1678 1686 CHEMICAL\n",
+            "Neurontin 1766 1775 CHEMICAL\n",
+            "pain 2125 2129 DISEASE\n",
+            "muscle weakness 2639 2654 DISEASE\n",
+            "Sensations 2858 2868 DISEASE\n",
+            "pinprick.,Spine 2930 2945 CHEMICAL\n",
+            "tenderness 3080 3090 DISEASE\n",
+            "sacroiliac joints 3121 3138 DISEASE\n",
+            "hip joints 3684 3694 DISEASE\n",
+            "intracranial abnormalities 3974 4000 DISEASE\n",
+            "sacroiliac joint syndrome 4171 4196 DISEASE\n",
+            "pain 4223 4227 DISEASE\n",
+            "lung cancer metastasis 4359 4381 DISEASE\n",
+            "primarily pain 4416 4430 DISEASE\n",
+            "sacroiliac joints 4461 4478 DISEASE\n",
+            "pain 4533 4537 DISEASE\n",
+            "facet joints 4612 4624 DISEASE\n",
+            "warfarin 4804 4812 CHEMICAL\n",
+            "pain 5142 5146 DISEASE\n",
+            "pain 5204 5208 DISEASE\n",
+            "Percocet 5303 5311 CHEMICAL\n",
+            "Paxil 5417 5422 CHEMICAL\n",
+            "Cymbalta 5455 5463 CHEMICAL\n",
+            "Peripheral neuropathy 5753 5774 DISEASE\n",
+            "Imuran 100 mg 855 858 DRUG_DOSE\n",
+            "Crohn's disease 39 54 DISEASE\n",
+            "Imuran 124 130 CHEMICAL\n",
+            "intermittent obstructive symptoms 249 282 DISEASE\n",
+            "abdominal pain 433 447 DISEASE\n",
+            "vomiting 452 460 DISEASE\n",
+            "obstruction 511 522 DISEASE\n",
+            "obstruction 677 688 DISEASE\n",
+            "bleeding 862 870 DISEASE\n",
+            "fever 1076 1081 DISEASE\n",
+            "tenderness 1145 1155 DISEASE\n",
+            "anastomotic stricture 1253 1274 DISEASE\n",
+            "abdominal pain 1381 1395 DISEASE\n",
+            "obstruction 1417 1428 DISEASE\n",
+            "Crohn's disease 1480 1495 DISEASE\n",
+            "hepatitis 1583 1592 DISEASE\n",
+            "Tylenol 1674 1681 CHEMICAL\n",
+            "migraine-type headaches 1686 1709 DISEASE\n",
+            "Imuran 1757 1763 CHEMICAL\n",
+            "Tylenol 1802 1809 CHEMICAL\n",
+            "Imuran 1887 1893 CHEMICAL\n",
+            "heartburn 1932 1941 DISEASE\n",
+            "allergies 2319 2328 DISEASE\n",
+            "Crohn's disease 2383 2398 DISEASE\n",
+            "vitamin B12 2400 2411 CHEMICAL\n",
+            "Imuran 2439 2445 CHEMICAL\n",
+            "Vicodin 2457 2464 CHEMICAL\n",
+            "indurated 2725 2734 DISEASE\n",
+            "erythema 2847 2855 DISEASE\n",
+            "edema 2878 2883 DISEASE\n",
+            "tenderness 2947 2957 DISEASE\n",
+            "Crohn's disease 3347 3362 DISEASE\n",
+            "Imuran 3405 3411 CHEMICAL\n",
+            "bowel obstruction 3439 3456 DISEASE\n",
+            "hepatitis 3517 3526 DISEASE\n",
+            "Tylenol 3554 3561 CHEMICAL\n",
+            "reflux 3606 3612 DISEASE\n",
+            "thrombophlebitis 3639 3655 DISEASE\n",
+            "recurrent bowel obstruction type symptoms. 3787 3829 DISEASE\n",
+            "abdominal pain 4027 4041 DISEASE\n",
+            "nausea 4043 4049 DISEASE\n",
+            "vomiting 4051 4059 DISEASE\n",
+            "obstructions 4168 4180 DISEASE\n",
+            "Imuran 4272 4278 CHEMICAL\n",
+            "Tylenol 4320 4327 CHEMICAL\n",
+            "migraines 4405 4414 DISEASE\n",
+            "Tylenol 4427 4434 CHEMICAL\n",
+            "aspirin 4460 4467 CHEMICAL\n",
+            "migraine headaches 4546 4564 DISEASE\n",
+            "liver disease 4597 4610 DISEASE\n",
+            "reflux-type 4763 4774 DISEASE\n",
+            "Zantac 5009 5015 CHEMICAL\n",
+            "Zantac 150 mg 988 991 DRUG_DOSE\n",
+            "Crohn's disease 39 54 DISEASE\n",
+            "Imuran 124 130 CHEMICAL\n",
+            "intermittent obstructive symptoms 249 282 DISEASE\n",
+            "abdominal pain 433 447 DISEASE\n",
+            "vomiting 452 460 DISEASE\n",
+            "obstruction 511 522 DISEASE\n",
+            "obstruction 677 688 DISEASE\n",
+            "bleeding 862 870 DISEASE\n",
+            "fever 1076 1081 DISEASE\n",
+            "tenderness 1145 1155 DISEASE\n",
+            "anastomotic stricture 1253 1274 DISEASE\n",
+            "abdominal pain 1381 1395 DISEASE\n",
+            "obstruction 1417 1428 DISEASE\n",
+            "Crohn's disease 1480 1495 DISEASE\n",
+            "hepatitis 1583 1592 DISEASE\n",
+            "Tylenol 1674 1681 CHEMICAL\n",
+            "migraine-type headaches 1686 1709 DISEASE\n",
+            "Imuran 1757 1763 CHEMICAL\n",
+            "Tylenol 1802 1809 CHEMICAL\n",
+            "Imuran 1887 1893 CHEMICAL\n",
+            "heartburn 1932 1941 DISEASE\n",
+            "allergies 2319 2328 DISEASE\n",
+            "Crohn's disease 2383 2398 DISEASE\n",
+            "vitamin B12 2400 2411 CHEMICAL\n",
+            "Imuran 2439 2445 CHEMICAL\n",
+            "Vicodin 2457 2464 CHEMICAL\n",
+            "indurated 2725 2734 DISEASE\n",
+            "erythema 2847 2855 DISEASE\n",
+            "edema 2878 2883 DISEASE\n",
+            "tenderness 2947 2957 DISEASE\n",
+            "Crohn's disease 3347 3362 DISEASE\n",
+            "Imuran 3405 3411 CHEMICAL\n",
+            "bowel obstruction 3439 3456 DISEASE\n",
+            "hepatitis 3517 3526 DISEASE\n",
+            "Tylenol 3554 3561 CHEMICAL\n",
+            "reflux 3606 3612 DISEASE\n",
+            "thrombophlebitis 3639 3655 DISEASE\n",
+            "recurrent bowel obstruction type symptoms. 3787 3829 DISEASE\n",
+            "abdominal pain 4027 4041 DISEASE\n",
+            "nausea 4043 4049 DISEASE\n",
+            "vomiting 4051 4059 DISEASE\n",
+            "obstructions 4168 4180 DISEASE\n",
+            "Imuran 4272 4278 CHEMICAL\n",
+            "Tylenol 4320 4327 CHEMICAL\n",
+            "migraines 4405 4414 DISEASE\n",
+            "Tylenol 4427 4434 CHEMICAL\n",
+            "aspirin 4460 4467 CHEMICAL\n",
+            "migraine headaches 4546 4564 DISEASE\n",
+            "liver disease 4597 4610 DISEASE\n",
+            "reflux-type 4763 4774 DISEASE\n",
+            "Zantac 5009 5015 CHEMICAL\n",
+            "Vicodin 1- 732 735 DRUG_DOSE\n",
+            "Hodgkin's lymphoma 871 889 DISEASE\n",
+            "Hodgkin's lymphoma 1041 1059 DISEASE\n",
+            "pain 4045 4049 DISEASE\n",
+            "Vicodin 4065 4072 CHEMICAL\n",
+            "pain 4107 4111 DISEASE\n",
+            "Keflex 4128 4134 CHEMICAL\n",
+            "morphine 1 mg 268 271 DRUG_DOSE\n",
+            "spondylosis 35 46 DISEASE\n",
+            "spondylosis 172 183 DISEASE\n",
+            "Morphine 458 466 CHEMICAL\n",
+            "spondylosis 698 709 DISEASE\n",
+            "myelopathy 714 724 DISEASE\n",
+            "morphine 1486 1494 CHEMICAL\n",
+            "Xylocaine 1575 1584 CHEMICAL\n",
+            "epinephrine 1589 1600 CHEMICAL\n",
+            "pins 1886 1890 CHEMICAL\n",
+            "Keppra 1500 twice 120 123 DRUG_DOSE\n",
+            "seizures 270 278 DISEASE\n",
+            "hemiparesis 280 291 DISEASE\n",
+            "Keppra 577 583 CHEMICAL\n",
+            "oxycodone 666 675 CHEMICAL\n",
+            "aspirin 680 687 CHEMICAL\n",
+            "Prilosec 695 703 CHEMICAL\n",
+            "Dilantin 705 713 CHEMICAL\n",
+            "oxygen 803 809 CHEMICAL\n",
+            "hyperventilation 844 860 DISEASE\n",
+            "dysphasia 934 943 DISEASE\n",
+            "brain edema 1212 1223 DISEASE\n",
+            "malignant meningioma 1236 1256 DISEASE\n",
+            "disability 1324 1334 DISEASE\n",
+            "tumor 1622 1627 DISEASE\n",
+            "tumor 1680 1685 DISEASE\n",
+            "Dilantin 300 a 148 151 DRUG_DOSE\n",
+            "seizures 270 278 DISEASE\n",
+            "hemiparesis 280 291 DISEASE\n",
+            "Keppra 577 583 CHEMICAL\n",
+            "oxycodone 666 675 CHEMICAL\n",
+            "aspirin 680 687 CHEMICAL\n",
+            "Prilosec 695 703 CHEMICAL\n",
+            "Dilantin 705 713 CHEMICAL\n",
+            "oxygen 803 809 CHEMICAL\n",
+            "hyperventilation 844 860 DISEASE\n",
+            "dysphasia 934 943 DISEASE\n",
+            "brain edema 1212 1223 DISEASE\n",
+            "malignant meningioma 1236 1256 DISEASE\n",
+            "disability 1324 1334 DISEASE\n",
+            "tumor 1622 1627 DISEASE\n",
+            "tumor 1680 1685 DISEASE\n",
+            "Losartan 50 mg 222 225 DRUG_DOSE\n",
+            "obtundation 167 178 DISEASE\n",
+            "septic shock 260 272 DISEASE\n",
+            "cardiac disease 517 532 DISEASE\n",
+            "chest pain 781 791 DISEASE\n",
+            "shortness of breath 793 812 DISEASE\n",
+            "hypertension 876 888 DISEASE\n",
+            "diabetes mellitus 904 921 DISEASE\n",
+            "cholesterol 934 945 CHEMICAL\n",
+            "coronary artery disease 994 1017 DISEASE\n",
+            "Losartan 1232 1240 CHEMICAL\n",
+            "Nifedipine 1258 1268 CHEMICAL\n",
+            "Potassium 1297 1306 CHEMICAL\n",
+            "fibrosis 1445 1453 DISEASE\n",
+            "prednisone 1458 1468 CHEMICAL\n",
+            "cellulitis 1487 1497 DISEASE\n",
+            "infection 1528 1537 DISEASE\n",
+            "respiratory acidosis 1591 1611 DISEASE\n",
+            "septicemia 1613 1623 DISEASE\n",
+            "septic shock 1628 1640 DISEASE\n",
+            "creatinine 2385 2395 CHEMICAL\n",
+            "potassium 2401 2410 CHEMICAL\n",
+            "bicarbonate 2419 2430 CHEMICAL\n",
+            "pulmonary fibrosis 2600 2618 DISEASE\n",
+            "prednisone 2623 2633 CHEMICAL\n",
+            "oxygen 2635 2641 CHEMICAL\n",
+            "Septicemia 2683 2693 DISEASE\n",
+            "septic shock 2695 2707 DISEASE\n",
+            "cellulitis of the leg.,3 2721 2745 DISEASE\n",
+            "sepsis 2852 2858 DISEASE\n",
+            "sepsis 3176 3182 DISEASE\n",
+            "Nifedipine 90 mg 228 231 DRUG_DOSE\n",
+            "obtundation 167 178 DISEASE\n",
+            "septic shock 260 272 DISEASE\n",
+            "cardiac disease 517 532 DISEASE\n",
+            "chest pain 781 791 DISEASE\n",
+            "shortness of breath 793 812 DISEASE\n",
+            "hypertension 876 888 DISEASE\n",
+            "diabetes mellitus 904 921 DISEASE\n",
+            "cholesterol 934 945 CHEMICAL\n",
+            "coronary artery disease 994 1017 DISEASE\n",
+            "Losartan 1232 1240 CHEMICAL\n",
+            "Nifedipine 1258 1268 CHEMICAL\n",
+            "Potassium 1297 1306 CHEMICAL\n",
+            "fibrosis 1445 1453 DISEASE\n",
+            "prednisone 1458 1468 CHEMICAL\n",
+            "cellulitis 1487 1497 DISEASE\n",
+            "infection 1528 1537 DISEASE\n",
+            "respiratory acidosis 1591 1611 DISEASE\n",
+            "septicemia 1613 1623 DISEASE\n",
+            "septic shock 1628 1640 DISEASE\n",
+            "creatinine 2385 2395 CHEMICAL\n",
+            "potassium 2401 2410 CHEMICAL\n",
+            "bicarbonate 2419 2430 CHEMICAL\n",
+            "pulmonary fibrosis 2600 2618 DISEASE\n",
+            "prednisone 2623 2633 CHEMICAL\n",
+            "oxygen 2635 2641 CHEMICAL\n",
+            "Septicemia 2683 2693 DISEASE\n",
+            "septic shock 2695 2707 DISEASE\n",
+            "cellulitis of the leg.,3 2721 2745 DISEASE\n",
+            "sepsis 2852 2858 DISEASE\n",
+            "sepsis 3176 3182 DISEASE\n",
+            "creatinine 8.7, 435 438 DRUG_DOSE\n",
+            "obtundation 167 178 DISEASE\n",
+            "septic shock 260 272 DISEASE\n",
+            "cardiac disease 517 532 DISEASE\n",
+            "chest pain 781 791 DISEASE\n",
+            "shortness of breath 793 812 DISEASE\n",
+            "hypertension 876 888 DISEASE\n",
+            "diabetes mellitus 904 921 DISEASE\n",
+            "cholesterol 934 945 CHEMICAL\n",
+            "coronary artery disease 994 1017 DISEASE\n",
+            "Losartan 1232 1240 CHEMICAL\n",
+            "Nifedipine 1258 1268 CHEMICAL\n",
+            "Potassium 1297 1306 CHEMICAL\n",
+            "fibrosis 1445 1453 DISEASE\n",
+            "prednisone 1458 1468 CHEMICAL\n",
+            "cellulitis 1487 1497 DISEASE\n",
+            "infection 1528 1537 DISEASE\n",
+            "respiratory acidosis 1591 1611 DISEASE\n",
+            "septicemia 1613 1623 DISEASE\n",
+            "septic shock 1628 1640 DISEASE\n",
+            "creatinine 2385 2395 CHEMICAL\n",
+            "potassium 2401 2410 CHEMICAL\n",
+            "bicarbonate 2419 2430 CHEMICAL\n",
+            "pulmonary fibrosis 2600 2618 DISEASE\n",
+            "prednisone 2623 2633 CHEMICAL\n",
+            "oxygen 2635 2641 CHEMICAL\n",
+            "Septicemia 2683 2693 DISEASE\n",
+            "septic shock 2695 2707 DISEASE\n",
+            "cellulitis of the leg.,3 2721 2745 DISEASE\n",
+            "sepsis 2852 2858 DISEASE\n",
+            "sepsis 3176 3182 DISEASE\n",
+            "potassium 7.3, 438 441 DRUG_DOSE\n",
+            "obtundation 167 178 DISEASE\n",
+            "septic shock 260 272 DISEASE\n",
+            "cardiac disease 517 532 DISEASE\n",
+            "chest pain 781 791 DISEASE\n",
+            "shortness of breath 793 812 DISEASE\n",
+            "hypertension 876 888 DISEASE\n",
+            "diabetes mellitus 904 921 DISEASE\n",
+            "cholesterol 934 945 CHEMICAL\n",
+            "coronary artery disease 994 1017 DISEASE\n",
+            "Losartan 1232 1240 CHEMICAL\n",
+            "Nifedipine 1258 1268 CHEMICAL\n",
+            "Potassium 1297 1306 CHEMICAL\n",
+            "fibrosis 1445 1453 DISEASE\n",
+            "prednisone 1458 1468 CHEMICAL\n",
+            "cellulitis 1487 1497 DISEASE\n",
+            "infection 1528 1537 DISEASE\n",
+            "respiratory acidosis 1591 1611 DISEASE\n",
+            "septicemia 1613 1623 DISEASE\n",
+            "septic shock 1628 1640 DISEASE\n",
+            "creatinine 2385 2395 CHEMICAL\n",
+            "potassium 2401 2410 CHEMICAL\n",
+            "bicarbonate 2419 2430 CHEMICAL\n",
+            "pulmonary fibrosis 2600 2618 DISEASE\n",
+            "prednisone 2623 2633 CHEMICAL\n",
+            "oxygen 2635 2641 CHEMICAL\n",
+            "Septicemia 2683 2693 DISEASE\n",
+            "septic shock 2695 2707 DISEASE\n",
+            "cellulitis of the leg.,3 2721 2745 DISEASE\n",
+            "sepsis 2852 2858 DISEASE\n",
+            "sepsis 3176 3182 DISEASE\n",
+            "Lortab 7.5 to 465 468 DRUG_DOSE\n",
+            "pain 414 418 DISEASE\n",
+            "pain 633 637 DISEASE\n",
+            "pain 653 657 DISEASE\n",
+            "pain 749 753 DISEASE\n",
+            "pain 761 765 DISEASE\n",
+            "pain 2078 2082 DISEASE\n",
+            "Lortab 2103 2109 CHEMICAL\n",
+            "pain 2250 2254 DISEASE\n",
+            "lidocaine 2% 293 296 DRUG_DOSE\n",
+            "left mandibular vestibular abscess 340 374 DISEASE\n",
+            "swelling 764 772 DISEASE\n",
+            "carious teeth 789 802 DISEASE\n",
+            "abscessed 819 828 DISEASE\n",
+            "carious teeth 952 965 DISEASE\n",
+            "throat 1317 1323 DISEASE\n",
+            "lidocaine 1422 1431 CHEMICAL\n",
+            "1:100,000 epinephrine 1440 1461 CHEMICAL\n",
+            "Marcaine 1477 1485 CHEMICAL\n",
+            "1:200,000 epinephrine 1496 1517 CHEMICAL\n",
+            "throat 2417 2423 DISEASE\n",
+            "Marcaine 0.5% 304 307 DRUG_DOSE\n",
+            "left mandibular vestibular abscess 340 374 DISEASE\n",
+            "swelling 764 772 DISEASE\n",
+            "carious teeth 789 802 DISEASE\n",
+            "abscessed 819 828 DISEASE\n",
+            "carious teeth 952 965 DISEASE\n",
+            "throat 1317 1323 DISEASE\n",
+            "lidocaine 1422 1431 CHEMICAL\n",
+            "1:100,000 epinephrine 1440 1461 CHEMICAL\n",
+            "Marcaine 1477 1485 CHEMICAL\n",
+            "1:200,000 epinephrine 1496 1517 CHEMICAL\n",
+            "throat 2417 2423 DISEASE\n",
+            "Nexium 40 mg 302 305 DRUG_DOSE\n",
+            "erosions 349 357 DISEASE\n",
+            "bleeding 873 881 DISEASE\n",
+            "varix 1055 1060 DISEASE\n",
+            "bleeding 1502 1510 DISEASE\n",
+            "Nexium 1575 1581 CHEMICAL\n"
+          ]
+        }
+      ]
+    }
+  ]
+}
\ No newline at end of file