drug_named_entity_recognition_example_walkthrough.ipynb

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      "name": "python3",
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      "name": "python"
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    {
      "cell_type": "markdown",
      "metadata": {
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      "source": [
        "<a href=\"https://colab.research.google.com/github/fastdatascience/drug_named_entity_recognition/blob/main/drug_named_entity_recognition_example_walkthrough.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
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    {
      "cell_type": "markdown",
      "source": [
        "![Fast Data Science logo](https://raw.githubusercontent.com/fastdatascience/brand/main/primary_logo.svg)\n",
        "\n",
        "<a href=\"https://fastdatascience.com\"><span align=\"left\">🌐 fastdatascience.com</span></a>\n",
        "<a href=\"https://www.linkedin.com/company/fastdatascience/\"><img align=\"left\" src=\"https://raw.githubusercontent.com//harmonydata/.github/main/profile/linkedin.svg\" alt=\"Fast Data Science | LinkedIn\" width=\"21px\"/></a>\n",
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        "\n",
        "# Drug named entity recognition Python library by Fast Data Science\n",
        "\n",
        "Developed by Fast Data Science, https://fastdatascience.com\n",
        "\n",
        "Source code at https://github.com/fastdatascience/drug_named_entity_recognition\n",
        "\n",
        "Tutorial at https://fastdatascience.com/drug-named-entity-recognition-python-library/\n",
        "\n",
        "This is a lightweight Python library for finding drug names in a string, otherwise known as [named entity recognition (NER)](https://fastdatascience.com/named-entity-recognition/) and named entity linking.\n",
        "\n",
        "You can run this notebook in Google Colab: <a href=\"https://colab.research.google.com/github/fastdatascience/drug_named_entity_recognition/blob/main/drug_named_entity_recognition_example_walkthrough.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>\n",
        "\n",
        "This notebook shows how you can install and run Drug Named Entity Recognition.\n",
        "\n",
        "# 😊 Using Drug named entity recognition library directly from Google Sheets (no-code!)\n",
        "\n",
        "<img align=\"left\" alt=\"Google Sheets logo\" title=\"Google Sheets logo\" width=150 height=105  src=\"https://raw.githubusercontent.com/fastdatascience/drug_named_entity_recognition/main/google_sheets_logo_small.png\" />\n",
        "\n",
        "We have a no-code solution where you can [use the library directly from Google Sheets](https://fastdatascience.com/drug-name-recogniser) as the library has also been wrapped as a Google Sheets plugin.\n",
        "\n",
        "[Click here](https://www.youtube.com/watch?v=qab1Bv_YpYU) to watch a video of how the plugin works.\n",
        "\n",
        "You can install the plugin in Google Sheets [here](https://workspace.google.com/marketplace/app/drug_name_recogniser/463844408236).\n",
        "\n",
        "![my badge](https://badgen.net/badge/Status/In%20Development/orange)\n",
        "\n",
        "[![PyPI package](https://img.shields.io/badge/pip%20install-drug_named_entity_recognition-brightgreen)](https://pypi.org/project/drug-named-entity-recognition/)\n"
      ],
      "metadata": {
        "id": "dEAhNlpexeK_"
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    {
      "cell_type": "markdown",
      "source": [
        "## Install the Drug named entity recognition Python library from Pypi"
      ],
      "metadata": {
        "id": "lcG2aGGGxqZD"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "!pip install drug-named-entity-recognition"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "jN5b7B-qzZlR",
        "outputId": "6a3a1556-dc7f-427c-802a-b8ef50943b28"
      },
      "execution_count": 1,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Collecting drug-named-entity-recognition\n",
            "  Downloading drug_named_entity_recognition-2.0.0-py3-none-any.whl.metadata (19 kB)\n",
            "Requirement already satisfied: requests==2.32.3 in /usr/local/lib/python3.10/dist-packages (from drug-named-entity-recognition) (2.32.3)\n",
            "Requirement already satisfied: charset-normalizer<4,>=2 in /usr/local/lib/python3.10/dist-packages (from requests==2.32.3->drug-named-entity-recognition) (3.3.2)\n",
            "Requirement already satisfied: idna<4,>=2.5 in /usr/local/lib/python3.10/dist-packages (from requests==2.32.3->drug-named-entity-recognition) (3.8)\n",
            "Requirement already satisfied: urllib3<3,>=1.21.1 in /usr/local/lib/python3.10/dist-packages (from requests==2.32.3->drug-named-entity-recognition) (2.0.7)\n",
            "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.10/dist-packages (from requests==2.32.3->drug-named-entity-recognition) (2024.8.30)\n",
            "Downloading drug_named_entity_recognition-2.0.0-py3-none-any.whl (1.2 MB)\n",
            "\u001b[2K   \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m1.2/1.2 MB\u001b[0m \u001b[31m12.4 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25hInstalling collected packages: drug-named-entity-recognition\n",
            "Successfully installed drug-named-entity-recognition-2.0.0\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "from drug_named_entity_recognition import find_drugs\n",
        "\n",
        "find_drugs(\"i bought some Prednisone\".split(\" \"))"
      ],
      "metadata": {
        "id": "YMDJuv-q7wq9",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "55598620-4162-4c32-c23b-df4af23b730b"
      },
      "execution_count": 2,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[({'medline_plus_id': 'a601102',\n",
              "   'name': 'Prednisone',\n",
              "   'mesh_id': 'D018931',\n",
              "   'drugbank_id': 'DB00635',\n",
              "   'synonyms': ['prednisone',\n",
              "    'sterapred',\n",
              "    'rayos',\n",
              "    'prednisone intensol',\n",
              "    'deltasone',\n",
              "    'pronisone',\n",
              "    'encorton',\n",
              "    'prednison acsis',\n",
              "    'decortisyl',\n",
              "    'kortancyl',\n",
              "    'delta-cortisone',\n",
              "    'meticorten',\n",
              "    'cortan',\n",
              "    'cortancyl',\n",
              "    'rectodelt',\n",
              "    'dacortin',\n",
              "    'prednison hexal',\n",
              "    'winpred',\n",
              "    'decortin',\n",
              "    'cutason',\n",
              "    'prednison galen',\n",
              "    'liquid pred',\n",
              "    'apo-prednisone',\n",
              "    'ultracorten',\n",
              "    'encortone',\n",
              "    'panafcort',\n",
              "    'panasol',\n",
              "    'orasone',\n",
              "    'predni tablinen',\n",
              "    'enkortolon',\n",
              "    'sone',\n",
              "    'prednidib',\n",
              "    'acsis, prednison',\n",
              "    'predniment',\n",
              "    'dehydrocortisone',\n",
              "    '1,2-dehydrocortisone',\n",
              "    '1,4-pregnadiene-17α,21-diol-3,11,20-trione',\n",
              "    '17,21-dihydroxypregna-1,4-diene-3,11,20-trione',\n",
              "    'prednisona',\n",
              "    'prednisonum'],\n",
              "   'is_brand': False},\n",
              "  3,\n",
              "  3)]"
            ]
          },
          "metadata": {},
          "execution_count": 2
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Example of the tool on a longer text with tokenisation with Regex (you could also use spaCy)"
      ],
      "metadata": {
        "id": "I5kvEmr7z1mm"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "long_text = '''\n",
        "None of the below text is medical advice and is only provided as an example to test the tool.\n",
        "\n",
        "Dabigatran, also referred to as Pradaxa, is an anticoagulant that helps prevent blood clots. It works by blocking thrombin, an enzyme that helps blood clot. Dabigatran is available in tablet form and is taken by mouth. It is used to treat or prevent blood clots in the legs, lungs, and brain, and to reduce the risk of death for people with atrial fibrillation (a heart rhythm disorder).\n",
        "\n",
        "Prednisone is a corticosteroid medication that helps reduce inflammation. It is available in tablet form and is taken by mouth. Prednisone is a synthetic version of cortisol, a hormone produced by the adrenal glands. It is used to treat a variety of conditions, including rheumatoid arthritis, asthma, lupus, and ulcerative colitis.\n",
        "\n",
        "Actemra (tocilizumab) is an interleukin-6 (IL-6) receptor antagonist. It works by blocking the action of IL-6, a protein that helps regulate the immune system. Actemra is available in injection form and is given subcutaneously (under the skin) or intravenously (into the vein). It is used to treat rheumatoid arthritis, giant cell arteritis, and systemic lupus erythematosus.\n",
        "\n",
        "How are these medications related?\n",
        "\n",
        "Dabigatran and prednisone are not typically used together. However, Actemra and prednisone can be used together to treat rheumatoid arthritis and other autoimmune diseases. Actemra works to suppress the immune system, while prednisone helps to reduce inflammation.\n",
        "\n",
        "The combination of Actemra and prednisone can be effective in managing symptoms of autoimmune diseases, but it is important to be aware of the potential risks. These risks include an increased risk of infection, bleeding, and side effects from both medications.\n",
        "\n",
        "It is important to talk to your doctor about the risks and benefits of taking any medication, including dabigatran, prednisone, and Actemra.\n",
        "\n",
        "The above text is not medical advice.\n",
        "'''"
      ],
      "metadata": {
        "id": "HNQ52SGYy65U"
      },
      "execution_count": 3,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "import re\n",
        "PATTERN = r\"\\w+\"\n",
        "tokens = re.findall(PATTERN, long_text)\n",
        "find_drugs(tokens, is_include_structure=True)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "SSbsb4ulzdWs",
        "outputId": "300f6a0d-c0bb-4e7f-8016-ee001794c9a7"
      },
      "execution_count": 5,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "URL to download structured data from on Drugbank is https://go.drugbank.com/releases/5-1-12/downloads/all-open-structures\n",
            "Downloading from Fast Data Science mirror https://fastdatascience.z33.web.core.windows.net/drugbank_all_open_structures.sdf.zip...\n",
            "Platform is linux.\n",
            "Downloaded Drugbank dump from https://fastdatascience.z33.web.core.windows.net/drugbank_all_open_structures.sdf.zip to /tmp/tmp.zip.\n",
            "Unzipped Drugbank dump from /tmp/tmp.zip to directory /usr/local/lib/python3.10/dist-packages/drug_named_entity_recognition.\n"
          ]
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[({'mesh_id': 'D010954',\n",
              "   'name': 'Interleukin-6',\n",
              "   'synonyms': ['interleukin-6',\n",
              "    'ifn-beta 2',\n",
              "    'b cell stimulatory factor 2',\n",
              "    'differentiation factor, b-cell',\n",
              "    'b-cell stimulatory factor-2',\n",
              "    'b cell stimulatory factor-2',\n",
              "    'differentiation factor 2, b cell',\n",
              "    'b-cell differentiation factor',\n",
              "    'myeloid differentiation-inducing protein',\n",
              "    'il-6',\n",
              "    'hepatocyte-stimulating factor',\n",
              "    'myeloid differentiation inducing protein',\n",
              "    'differentiation-inducing protein, myeloid',\n",
              "    'b cell differentiation factor 2',\n",
              "    'b-cell stimulatory factor 2',\n",
              "    'hepatocyte stimulating factor',\n",
              "    'interferon beta 2',\n",
              "    'interleukin 6',\n",
              "    'bsf-2',\n",
              "    'b-cell differentiation factor-2',\n",
              "    'b cell differentiation factor',\n",
              "    'differentiation factor-2, b-cell',\n",
              "    'plasmacytoma growth factor',\n",
              "    'hybridoma growth factor',\n",
              "    'beta-2, interferon',\n",
              "    'differentiation factor, b cell',\n",
              "    'interferon beta-2',\n",
              "    'mgi-2',\n",
              "    'growth factor, hybridoma',\n",
              "    'growth factor, plasmacytoma']},\n",
              "  141,\n",
              "  142),\n",
              " ({'medline_plus_id': 'a610024',\n",
              "   'name': 'Dabigatran',\n",
              "   'nhs_api_url': 'https://int.api.service.nhs.uk/nhs-website-content/medicines/dabigatran/',\n",
              "   'nhs_url': 'https://nhs.uk/medicines/dabigatran/',\n",
              "   'mesh_id': 'D000991',\n",
              "   'drugbank_id': 'DB14726',\n",
              "   'wikipedia_url': 'https://en.wikipedia.org/wiki/Dabigatran',\n",
              "   'synonyms': ['dabigatran',\n",
              "    'pradaxa',\n",
              "    'dabigatran etexilate',\n",
              "    'etexilate mesylate, dabigatran',\n",
              "    'mesylate, dabigatran etexilate',\n",
              "    'etexilate, dabigatran',\n",
              "    'dabigatran etexilate mesylate',\n",
              "    'pradax',\n",
              "    'prazaxa'],\n",
              "   'is_brand': False,\n",
              "   'structure_mol': '\\n  Mrv1718012141812322D          \\n\\n 35 38  0  0  0  0            999 V2000\\n    5.9339    0.6119    0.0000 O   0  0  0  0  0  0  0  0  0  0  0  0\\n    5.2270    1.0201    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n    4.5248    0.6147    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n    3.8206    1.0216    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n    3.1172    0.6154    0.0000 N   0  0  0  0  0  0  0  0  0  0  0  0\\n    2.4133    1.0220    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n    1.7096    0.6156    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n    2.4133    1.8536    0.0000 O   0  0  0  0  0  0  0  0  0  0  0  0\\n    1.0060    1.0221    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n    0.2889    0.6083    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n    0.2888   -0.2196    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n    0.9925   -0.6258    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n    1.7095   -0.2121    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n    5.2269    1.8535    0.0000 O   0  0  0  0  0  0  0  0  0  0  0  0\\n   -0.4983    0.8641    0.0000 N   0  0  0  0  0  0  0  0  0  0  0  0\\n   -0.9850    0.1945    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n   -0.4985   -0.4753    0.0000 N   0  0  0  0  0  0  0  0  0  0  0  0\\n   -0.7523   -1.2559    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n   -1.7932    0.1946    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n   -2.2059   -0.5197    0.0000 N   0  0  0  0  0  0  0  0  0  0  0  0\\n   -3.0350   -0.5195    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n   -3.4547    0.2077    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n   -4.2826    0.2078    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n   -4.6966   -0.5090    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n   -4.2768   -1.2363    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n   -3.4489   -1.2364    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n   -5.5186   -0.5089    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n   -5.9312   -1.2234    0.0000 N   0  0  0  0  0  0  0  0  0  0  0  0\\n   -5.9339    0.2105    0.0000 N   0  0  0  0  0  0  0  0  0  0  0  0\\n    3.1225   -0.2116    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n    2.4226   -0.6220    0.0000 N   0  0  0  0  0  0  0  0  0  0  0  0\\n    2.4281   -1.4462    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n    3.1447   -1.8536    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n    3.8445   -1.4432    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n    3.8392   -0.6190    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n  1  2  1  0  0  0  0\\n  2  3  1  0  0  0  0\\n  3  4  1  0  0  0  0\\n  4  5  1  0  0  0  0\\n  5  6  1  0  0  0  0\\n  6  7  1  0  0  0  0\\n  6  8  2  0  0  0  0\\n  7  9  2  0  0  0  0\\n  9 10  1  0  0  0  0\\n 10 11  2  0  0  0  0\\n 11 12  1  0  0  0  0\\n 12 13  2  0  0  0  0\\n  7 13  1  0  0  0  0\\n  2 14  2  0  0  0  0\\n 10 15  1  0  0  0  0\\n 15 16  2  0  0  0  0\\n 16 17  1  0  0  0  0\\n 11 17  1  0  0  0  0\\n 17 18  1  0  0  0  0\\n 16 19  1  0  0  0  0\\n 19 20  1  0  0  0  0\\n 20 21  1  0  0  0  0\\n 21 22  2  0  0  0  0\\n 22 23  1  0  0  0  0\\n 23 24  2  0  0  0  0\\n 24 25  1  0  0  0  0\\n 25 26  2  0  0  0  0\\n 21 26  1  0  0  0  0\\n 24 27  1  0  0  0  0\\n 27 28  1  0  0  0  0\\n 27 29  2  0  0  0  0\\n  5 30  1  0  0  0  0\\n 30 31  2  0  0  0  0\\n 31 32  1  0  0  0  0\\n 32 33  2  0  0  0  0\\n 33 34  1  0  0  0  0\\n 34 35  2  0  0  0  0\\n 30 35  1  0  0  0  0\\nM  END\\nDB14726\\n'},\n",
              "  19,\n",
              "  19),\n",
              " ({'medline_plus_id': 'a610024',\n",
              "   'name': 'Dabigatran',\n",
              "   'nhs_api_url': 'https://int.api.service.nhs.uk/nhs-website-content/medicines/dabigatran/',\n",
              "   'nhs_url': 'https://nhs.uk/medicines/dabigatran/',\n",
              "   'mesh_id': 'D000991',\n",
              "   'drugbank_id': 'DB14726',\n",
              "   'wikipedia_url': 'https://en.wikipedia.org/wiki/Dabigatran',\n",
              "   'synonyms': ['dabigatran',\n",
              "    'pradaxa',\n",
              "    'dabigatran etexilate',\n",
              "    'etexilate mesylate, dabigatran',\n",
              "    'mesylate, dabigatran etexilate',\n",
              "    'etexilate, dabigatran',\n",
              "    'dabigatran etexilate mesylate',\n",
              "    'pradax',\n",
              "    'prazaxa'],\n",
              "   'is_brand': True,\n",
              "   'structure_mol': '\\n  Mrv1718012141812322D          \\n\\n 35 38  0  0  0  0            999 V2000\\n    5.9339    0.6119    0.0000 O   0  0  0  0  0  0  0  0  0  0  0  0\\n    5.2270    1.0201    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n    4.5248    0.6147    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n    3.8206    1.0216    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n    3.1172    0.6154    0.0000 N   0  0  0  0  0  0  0  0  0  0  0  0\\n    2.4133    1.0220    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n    1.7096    0.6156    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n    2.4133    1.8536    0.0000 O   0  0  0  0  0  0  0  0  0  0  0  0\\n    1.0060    1.0221    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n    0.2889    0.6083    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n    0.2888   -0.2196    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n    0.9925   -0.6258    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n    1.7095   -0.2121    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n    5.2269    1.8535    0.0000 O   0  0  0  0  0  0  0  0  0  0  0  0\\n   -0.4983    0.8641    0.0000 N   0  0  0  0  0  0  0  0  0  0  0  0\\n   -0.9850    0.1945    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n   -0.4985   -0.4753    0.0000 N   0  0  0  0  0  0  0  0  0  0  0  0\\n   -0.7523   -1.2559    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n   -1.7932    0.1946    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n   -2.2059   -0.5197    0.0000 N   0  0  0  0  0  0  0  0  0  0  0  0\\n   -3.0350   -0.5195    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n   -3.4547    0.2077    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n   -4.2826    0.2078    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n   -4.6966   -0.5090    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n   -4.2768   -1.2363    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n   -3.4489   -1.2364    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n   -5.5186   -0.5089    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n   -5.9312   -1.2234    0.0000 N   0  0  0  0  0  0  0  0  0  0  0  0\\n   -5.9339    0.2105    0.0000 N   0  0  0  0  0  0  0  0  0  0  0  0\\n    3.1225   -0.2116    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n    2.4226   -0.6220    0.0000 N   0  0  0  0  0  0  0  0  0  0  0  0\\n    2.4281   -1.4462    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n    3.1447   -1.8536    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n    3.8445   -1.4432    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n    3.8392   -0.6190    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n  1  2  1  0  0  0  0\\n  2  3  1  0  0  0  0\\n  3  4  1  0  0  0  0\\n  4  5  1  0  0  0  0\\n  5  6  1  0  0  0  0\\n  6  7  1  0  0  0  0\\n  6  8  2  0  0  0  0\\n  7  9  2  0  0  0  0\\n  9 10  1  0  0  0  0\\n 10 11  2  0  0  0  0\\n 11 12  1  0  0  0  0\\n 12 13  2  0  0  0  0\\n  7 13  1  0  0  0  0\\n  2 14  2  0  0  0  0\\n 10 15  1  0  0  0  0\\n 15 16  2  0  0  0  0\\n 16 17  1  0  0  0  0\\n 11 17  1  0  0  0  0\\n 17 18  1  0  0  0  0\\n 16 19  1  0  0  0  0\\n 19 20  1  0  0  0  0\\n 20 21  1  0  0  0  0\\n 21 22  2  0  0  0  0\\n 22 23  1  0  0  0  0\\n 23 24  2  0  0  0  0\\n 24 25  1  0  0  0  0\\n 25 26  2  0  0  0  0\\n 21 26  1  0  0  0  0\\n 24 27  1  0  0  0  0\\n 27 28  1  0  0  0  0\\n 27 29  2  0  0  0  0\\n  5 30  1  0  0  0  0\\n 30 31  2  0  0  0  0\\n 31 32  1  0  0  0  0\\n 32 33  2  0  0  0  0\\n 33 34  1  0  0  0  0\\n 34 35  2  0  0  0  0\\n 30 35  1  0  0  0  0\\nM  END\\nDB14726\\n'},\n",
              "  24,\n",
              "  24),\n",
              " ({'medline_plus_id': 'a610024',\n",
              "   'name': 'Dabigatran',\n",
              "   'nhs_api_url': 'https://int.api.service.nhs.uk/nhs-website-content/medicines/dabigatran/',\n",
              "   'nhs_url': 'https://nhs.uk/medicines/dabigatran/',\n",
              "   'mesh_id': 'D000991',\n",
              "   'drugbank_id': 'DB14726',\n",
              "   'wikipedia_url': 'https://en.wikipedia.org/wiki/Dabigatran',\n",
              "   'synonyms': ['dabigatran',\n",
              "    'pradaxa',\n",
              "    'dabigatran etexilate',\n",
              "    'etexilate mesylate, dabigatran',\n",
              "    'mesylate, dabigatran etexilate',\n",
              "    'etexilate, dabigatran',\n",
              "    'dabigatran etexilate mesylate',\n",
              "    'pradax',\n",
              "    'prazaxa'],\n",
              "   'is_brand': False,\n",
              "   'structure_mol': '\\n  Mrv1718012141812322D          \\n\\n 35 38  0  0  0  0            999 V2000\\n    5.9339    0.6119    0.0000 O   0  0  0  0  0  0  0  0  0  0  0  0\\n    5.2270    1.0201    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n    4.5248    0.6147    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n    3.8206    1.0216    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n    3.1172    0.6154    0.0000 N   0  0  0  0  0  0  0  0  0  0  0  0\\n    2.4133    1.0220    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n    1.7096    0.6156    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n    2.4133    1.8536    0.0000 O   0  0  0  0  0  0  0  0  0  0  0  0\\n    1.0060    1.0221    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n    0.2889    0.6083    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n    0.2888   -0.2196    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n    0.9925   -0.6258    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n    1.7095   -0.2121    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n    5.2269    1.8535    0.0000 O   0  0  0  0  0  0  0  0  0  0  0  0\\n   -0.4983    0.8641    0.0000 N   0  0  0  0  0  0  0  0  0  0  0  0\\n   -0.9850    0.1945    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n   -0.4985   -0.4753    0.0000 N   0  0  0  0  0  0  0  0  0  0  0  0\\n   -0.7523   -1.2559    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n   -1.7932    0.1946    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n   -2.2059   -0.5197    0.0000 N   0  0  0  0  0  0  0  0  0  0  0  0\\n   -3.0350   -0.5195    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n   -3.4547    0.2077    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n   -4.2826    0.2078    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n   -4.6966   -0.5090    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n   -4.2768   -1.2363    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n   -3.4489   -1.2364    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n   -5.5186   -0.5089    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n   -5.9312   -1.2234    0.0000 N   0  0  0  0  0  0  0  0  0  0  0  0\\n   -5.9339    0.2105    0.0000 N   0  0  0  0  0  0  0  0  0  0  0  0\\n    3.1225   -0.2116    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n    2.4226   -0.6220    0.0000 N   0  0  0  0  0  0  0  0  0  0  0  0\\n    2.4281   -1.4462    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n    3.1447   -1.8536    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n    3.8445   -1.4432    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n    3.8392   -0.6190    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n  1  2  1  0  0  0  0\\n  2  3  1  0  0  0  0\\n  3  4  1  0  0  0  0\\n  4  5  1  0  0  0  0\\n  5  6  1  0  0  0  0\\n  6  7  1  0  0  0  0\\n  6  8  2  0  0  0  0\\n  7  9  2  0  0  0  0\\n  9 10  1  0  0  0  0\\n 10 11  2  0  0  0  0\\n 11 12  1  0  0  0  0\\n 12 13  2  0  0  0  0\\n  7 13  1  0  0  0  0\\n  2 14  2  0  0  0  0\\n 10 15  1  0  0  0  0\\n 15 16  2  0  0  0  0\\n 16 17  1  0  0  0  0\\n 11 17  1  0  0  0  0\\n 17 18  1  0  0  0  0\\n 16 19  1  0  0  0  0\\n 19 20  1  0  0  0  0\\n 20 21  1  0  0  0  0\\n 21 22  2  0  0  0  0\\n 22 23  1  0  0  0  0\\n 23 24  2  0  0  0  0\\n 24 25  1  0  0  0  0\\n 25 26  2  0  0  0  0\\n 21 26  1  0  0  0  0\\n 24 27  1  0  0  0  0\\n 27 28  1  0  0  0  0\\n 27 29  2  0  0  0  0\\n  5 30  1  0  0  0  0\\n 30 31  2  0  0  0  0\\n 31 32  1  0  0  0  0\\n 32 33  2  0  0  0  0\\n 33 34  1  0  0  0  0\\n 34 35  2  0  0  0  0\\n 30 35  1  0  0  0  0\\nM  END\\nDB14726\\n'},\n",
              "  44,\n",
              "  44),\n",
              " ({'medline_plus_id': 'a601102',\n",
              "   'name': 'Prednisone',\n",
              "   'mesh_id': 'D018931',\n",
              "   'drugbank_id': 'DB00635',\n",
              "   'synonyms': ['prednisone',\n",
              "    'sterapred',\n",
              "    'rayos',\n",
              "    'prednisone intensol',\n",
              "    'deltasone',\n",
              "    'pronisone',\n",
              "    'encorton',\n",
              "    'prednison acsis',\n",
              "    'decortisyl',\n",
              "    'kortancyl',\n",
              "    'delta-cortisone',\n",
              "    'meticorten',\n",
              "    'cortan',\n",
              "    'cortancyl',\n",
              "    'rectodelt',\n",
              "    'dacortin',\n",
              "    'prednison hexal',\n",
              "    'winpred',\n",
              "    'decortin',\n",
              "    'cutason',\n",
              "    'prednison galen',\n",
              "    'liquid pred',\n",
              "    'apo-prednisone',\n",
              "    'ultracorten',\n",
              "    'encortone',\n",
              "    'panafcort',\n",
              "    'panasol',\n",
              "    'orasone',\n",
              "    'predni tablinen',\n",
              "    'enkortolon',\n",
              "    'sone',\n",
              "    'prednidib',\n",
              "    'acsis, prednison',\n",
              "    'predniment',\n",
              "    'dehydrocortisone',\n",
              "    '1,2-dehydrocortisone',\n",
              "    '1,4-pregnadiene-17α,21-diol-3,11,20-trione',\n",
              "    '17,21-dihydroxypregna-1,4-diene-3,11,20-trione',\n",
              "    'prednisona',\n",
              "    'prednisonum'],\n",
              "   'is_brand': False,\n",
              "   'structure_mol': '\\n  Mrv1909 02052123392D          \\n\\n 29 32  0  0  0  0            999 V2000\\n    2.1785   -1.0012    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n    0.6794   -1.9838    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n    2.1785    0.3336    0.0000 C   0  0  2  0  0  0  0  0  0  0  0  0\\n    0.6794    0.4911    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n    2.6635   -0.3338    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n   -0.7495   -1.1588    0.0000 C   0  0  2  0  0  0  0  0  0  0  0  0\\n   -0.0350    0.0786    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n   -0.0350   -2.3962    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n   -0.7495   -1.9838    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n   -1.4640   -0.7463    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n   -1.4640   -2.3962    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n   -2.1783   -1.1588    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n    0.6794   -1.1588    0.0000 C   0  0  2  0  0  0  0  0  0  0  0  0\\n    0.6794   -0.3338    0.0000 H   0  0  0  0  0  0  0  0  0  0  0  0\\n   -0.0350   -0.7463    0.0000 C   0  0  1  0  0  0  0  0  0  0  0  0\\n   -0.0350   -1.5712    0.0000 H   0  0  0  0  0  0  0  0  0  0  0  0\\n    1.3938    0.0786    0.0000 C   0  0  2  0  0  0  0  0  0  0  0  0\\n    1.3938    0.9036    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n    1.3938   -0.7463    0.0000 C   0  0  1  0  0  0  0  0  0  0  0  0\\n    1.3938   -1.5712    0.0000 H   0  0  0  0  0  0  0  0  0  0  0  0\\n   -2.8929   -2.3962    0.0000 O   0  0  0  0  0  0  0  0  0  0  0  0\\n   -2.1783   -1.9838    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n   -0.7495   -0.3338    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n    2.8929    0.7461    0.0000 O   0  0  0  0  0  0  0  0  0  0  0  0\\n    2.1785    1.1587    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n   -0.7495    0.4911    0.0000 O   0  0  0  0  0  0  0  0  0  0  0  0\\n    1.4640    1.5711    0.0000 O   0  0  0  0  0  0  0  0  0  0  0  0\\n    2.8929    1.5711    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n    2.8929    2.3962    0.0000 O   0  0  0  0  0  0  0  0  0  0  0  0\\n 19 13  1  0  0  0  0\\n 19 17  1  0  0  0  0\\n 19  1  1  0  0  0  0\\n 13 15  1  0  0  0  0\\n 13  2  1  0  0  0  0\\n 17  3  1  0  0  0  0\\n 17  4  1  0  0  0  0\\n  5  1  1  0  0  0  0\\n 15  6  1  0  0  0  0\\n 15  7  1  0  0  0  0\\n  2  8  1  0  0  0  0\\n  6  9  1  0  0  0  0\\n  6 10  1  0  0  0  0\\n  9 11  2  0  0  0  0\\n 10 12  2  0  0  0  0\\n 11 22  1  0  0  0  0\\n  3  5  1  0  0  0  0\\n  4  7  1  0  0  0  0\\n  8  9  1  0  0  0  0\\n 12 22  1  0  0  0  0\\n 13 14  1  1  0  0  0\\n 15 16  1  6  0  0  0\\n 17 18  1  1  0  0  0\\n 19 20  1  6  0  0  0\\n 22 21  2  0  0  0  0\\n  6 23  1  1  0  0  0\\n  3 24  1  6  0  0  0\\n  3 25  1  0  0  0  0\\n  7 26  2  0  0  0  0\\n 27 25  2  0  0  0  0\\n 28 25  1  0  0  0  0\\n 29 28  1  0  0  0  0\\nM  END\\nDB00635\\n'},\n",
              "  86,\n",
              "  86),\n",
              " ({'medline_plus_id': 'a601102',\n",
              "   'name': 'Prednisone',\n",
              "   'mesh_id': 'D018931',\n",
              "   'drugbank_id': 'DB00635',\n",
              "   'synonyms': ['prednisone',\n",
              "    'sterapred',\n",
              "    'rayos',\n",
              "    'prednisone intensol',\n",
              "    'deltasone',\n",
              "    'pronisone',\n",
              "    'encorton',\n",
              "    'prednison acsis',\n",
              "    'decortisyl',\n",
              "    'kortancyl',\n",
              "    'delta-cortisone',\n",
              "    'meticorten',\n",
              "    'cortan',\n",
              "    'cortancyl',\n",
              "    'rectodelt',\n",
              "    'dacortin',\n",
              "    'prednison hexal',\n",
              "    'winpred',\n",
              "    'decortin',\n",
              "    'cutason',\n",
              "    'prednison galen',\n",
              "    'liquid pred',\n",
              "    'apo-prednisone',\n",
              "    'ultracorten',\n",
              "    'encortone',\n",
              "    'panafcort',\n",
              "    'panasol',\n",
              "    'orasone',\n",
              "    'predni tablinen',\n",
              "    'enkortolon',\n",
              "    'sone',\n",
              "    'prednidib',\n",
              "    'acsis, prednison',\n",
              "    'predniment',\n",
              "    'dehydrocortisone',\n",
              "    '1,2-dehydrocortisone',\n",
              "    '1,4-pregnadiene-17α,21-diol-3,11,20-trione',\n",
              "    '17,21-dihydroxypregna-1,4-diene-3,11,20-trione',\n",
              "    'prednisona',\n",
              "    'prednisonum'],\n",
              "   'is_brand': False,\n",
              "   'structure_mol': '\\n  Mrv1909 02052123392D          \\n\\n 29 32  0  0  0  0            999 V2000\\n    2.1785   -1.0012    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n    0.6794   -1.9838    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n    2.1785    0.3336    0.0000 C   0  0  2  0  0  0  0  0  0  0  0  0\\n    0.6794    0.4911    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n    2.6635   -0.3338    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n   -0.7495   -1.1588    0.0000 C   0  0  2  0  0  0  0  0  0  0  0  0\\n   -0.0350    0.0786    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n   -0.0350   -2.3962    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n   -0.7495   -1.9838    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n   -1.4640   -0.7463    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n   -1.4640   -2.3962    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n   -2.1783   -1.1588    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n    0.6794   -1.1588    0.0000 C   0  0  2  0  0  0  0  0  0  0  0  0\\n    0.6794   -0.3338    0.0000 H   0  0  0  0  0  0  0  0  0  0  0  0\\n   -0.0350   -0.7463    0.0000 C   0  0  1  0  0  0  0  0  0  0  0  0\\n   -0.0350   -1.5712    0.0000 H   0  0  0  0  0  0  0  0  0  0  0  0\\n    1.3938    0.0786    0.0000 C   0  0  2  0  0  0  0  0  0  0  0  0\\n    1.3938    0.9036    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n    1.3938   -0.7463    0.0000 C   0  0  1  0  0  0  0  0  0  0  0  0\\n    1.3938   -1.5712    0.0000 H   0  0  0  0  0  0  0  0  0  0  0  0\\n   -2.8929   -2.3962    0.0000 O   0  0  0  0  0  0  0  0  0  0  0  0\\n   -2.1783   -1.9838    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n   -0.7495   -0.3338    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n    2.8929    0.7461    0.0000 O   0  0  0  0  0  0  0  0  0  0  0  0\\n    2.1785    1.1587    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n   -0.7495    0.4911    0.0000 O   0  0  0  0  0  0  0  0  0  0  0  0\\n    1.4640    1.5711    0.0000 O   0  0  0  0  0  0  0  0  0  0  0  0\\n    2.8929    1.5711    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n    2.8929    2.3962    0.0000 O   0  0  0  0  0  0  0  0  0  0  0  0\\n 19 13  1  0  0  0  0\\n 19 17  1  0  0  0  0\\n 19  1  1  0  0  0  0\\n 13 15  1  0  0  0  0\\n 13  2  1  0  0  0  0\\n 17  3  1  0  0  0  0\\n 17  4  1  0  0  0  0\\n  5  1  1  0  0  0  0\\n 15  6  1  0  0  0  0\\n 15  7  1  0  0  0  0\\n  2  8  1  0  0  0  0\\n  6  9  1  0  0  0  0\\n  6 10  1  0  0  0  0\\n  9 11  2  0  0  0  0\\n 10 12  2  0  0  0  0\\n 11 22  1  0  0  0  0\\n  3  5  1  0  0  0  0\\n  4  7  1  0  0  0  0\\n  8  9  1  0  0  0  0\\n 12 22  1  0  0  0  0\\n 13 14  1  1  0  0  0\\n 15 16  1  6  0  0  0\\n 17 18  1  1  0  0  0\\n 19 20  1  6  0  0  0\\n 22 21  2  0  0  0  0\\n  6 23  1  1  0  0  0\\n  3 24  1  6  0  0  0\\n  3 25  1  0  0  0  0\\n  7 26  2  0  0  0  0\\n 27 25  2  0  0  0  0\\n 28 25  1  0  0  0  0\\n 29 28  1  0  0  0  0\\nM  END\\nDB00635\\n'},\n",
              "  106,\n",
              "  106),\n",
              " ({'medline_plus_id': 'a682793',\n",
              "   'name': 'Hydrocortisone',\n",
              "   'nhs_api_url': 'https://int.api.service.nhs.uk/nhs-website-content/medicines/hydrocortisone-tablets/',\n",
              "   'nhs_url': 'https://nhs.uk/medicines/hydrocortisone-tablets/',\n",
              "   'mesh_id': 'D000893',\n",
              "   'drugbank_id': 'DB00741',\n",
              "   'synonyms': ['hydrocortisone',\n",
              "    'cortef',\n",
              "    'hydrocortone',\n",
              "    'cortisol',\n",
              "    'a-hydrocort',\n",
              "    'preparation h anti-itch',\n",
              "    'cortifoam',\n",
              "    'anusol hc',\n",
              "    'neosporin',\n",
              "    'stie-cort',\n",
              "    'locoid',\n",
              "    'cortizone 10',\n",
              "    'dermasorb',\n",
              "    'ala-cort',\n",
              "    'pandel',\n",
              "    'texacort',\n",
              "    'epicortisol',\n",
              "    'cortifair',\n",
              "    'cortril',\n",
              "    '11 epicortisol',\n",
              "    '11-epicortisol',\n",
              "    '11beta-hydrocortisone',\n",
              "    '11beta,17alpha,21-trihydroxy-4-pregnene-3,20-dione',\n",
              "    '11β-hydrocortisone',\n",
              "    '17-hydroxycorticosterone',\n",
              "    '4-pregnen-11β,17α,21-triol-3,20-dione',\n",
              "    'hidrocortisona',\n",
              "    'hydrocortisonum',\n",
              "    \"kendall's compound f\",\n",
              "    \"reichstein's substance m\"],\n",
              "   'structure_mol': '\\n  Mrv1718007121817332D          \\n\\n 29 32  0  0  0  0            999 V2000\\n    0.3221   -1.5712    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n   -0.3924   -1.9836    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n   -1.1068   -1.5712    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n   -1.8213   -1.9836    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n   -2.5358   -0.7462    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n   -1.8213   -0.3337    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n    0.3221    0.9037    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n    2.3062    0.0787    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n    1.8212   -0.5886    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n   -0.3924   -0.3337    0.0000 C   0  0  2  0  0  0  0  0  0  0  0  0\\n   -0.3924   -1.1587    0.0000 H   0  0  0  0  0  0  0  0  0  0  0  0\\n    1.0366   -0.3337    0.0000 C   0  0  1  0  0  0  0  0  0  0  0  0\\n    1.0366   -1.1587    0.0000 H   0  0  0  0  0  0  0  0  0  0  0  0\\n    0.3221   -0.7462    0.0000 C   0  0  2  0  0  0  0  0  0  0  0  0\\n    0.3221    0.0787    0.0000 H   0  0  0  0  0  0  0  0  0  0  0  0\\n    1.0366    0.4912    0.0000 C   0  0  1  0  0  0  0  0  0  0  0  0\\n    1.8212    0.7462    0.0000 C   0  0  1  0  0  0  0  0  0  0  0  0\\n   -2.5358   -1.5712    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n   -3.2502   -1.9837    0.0000 O   0  0  0  0  0  0  0  0  0  0  0  0\\n   -0.3924    0.4912    0.0000 C   0  0  1  0  0  0  0  0  0  0  0  0\\n   -1.1069    0.9037    0.0000 O   0  0  0  0  0  0  0  0  0  0  0  0\\n    1.8212    1.5712    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n    1.1068    1.9837    0.0000 O   0  0  0  0  0  0  0  0  0  0  0  0\\n    2.5358    1.9837    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n    3.2503    1.5712    0.0000 O   0  0  0  0  0  0  0  0  0  0  0  0\\n    2.5358    1.1587    0.0000 O   0  0  0  0  0  0  0  0  0  0  0  0\\n    1.0366    1.3162    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n   -1.1068   -0.7462    0.0000 C   0  0  2  0  0  0  0  0  0  0  0  0\\n   -1.1068    0.0787    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n 14  1  1  0  0  0  0\\n 14 10  1  0  0  0  0\\n 14 12  1  0  0  0  0\\n  1  2  1  0  0  0  0\\n  2  3  1  0  0  0  0\\n  3  4  2  0  0  0  0\\n  3 28  1  0  0  0  0\\n  4 18  1  0  0  0  0\\n 18  5  1  0  0  0  0\\n  5  6  1  0  0  0  0\\n  6 28  1  0  0  0  0\\n 28 10  1  0  0  0  0\\n 10 20  1  0  0  0  0\\n 20  7  1  0  0  0  0\\n  7 16  1  0  0  0  0\\n 16 17  1  0  0  0  0\\n 16 12  1  0  0  0  0\\n 17  8  1  0  0  0  0\\n  8  9  1  0  0  0  0\\n  9 12  1  0  0  0  0\\n 10 11  1  6  0  0  0\\n 12 13  1  6  0  0  0\\n 14 15  1  1  0  0  0\\n 17 26  1  6  0  0  0\\n 17 22  1  0  0  0  0\\n 22 24  1  0  0  0  0\\n 18 19  2  0  0  0  0\\n 20 21  1  1  0  0  0\\n 22 23  2  0  0  0  0\\n 24 25  1  0  0  0  0\\n 16 27  1  1  0  0  0\\n 28 29  1  1  0  0  0\\nM  END\\nDB00741\\n'},\n",
              "  112,\n",
              "  112),\n",
              " ({'medline_plus_id': 'a611004',\n",
              "   'name': 'Tocilizumab',\n",
              "   'drugbank_id': 'DB06273',\n",
              "   'wikipedia_url': 'https://en.wikipedia.org/wiki/Tocilizumab',\n",
              "   'synonyms': ['tocilizumab', 'actemra', 'atlizumab', 'roactemra']},\n",
              "  137,\n",
              "  137),\n",
              " ({'medline_plus_id': 'a611004',\n",
              "   'name': 'Tocilizumab',\n",
              "   'drugbank_id': 'DB06273',\n",
              "   'wikipedia_url': 'https://en.wikipedia.org/wiki/Tocilizumab',\n",
              "   'synonyms': ['tocilizumab', 'actemra', 'atlizumab', 'roactemra'],\n",
              "   'is_brand': False},\n",
              "  138,\n",
              "  138),\n",
              " ({'medline_plus_id': 'a611004',\n",
              "   'name': 'Tocilizumab',\n",
              "   'drugbank_id': 'DB06273',\n",
              "   'wikipedia_url': 'https://en.wikipedia.org/wiki/Tocilizumab',\n",
              "   'synonyms': ['tocilizumab', 'actemra', 'atlizumab', 'roactemra']},\n",
              "  164,\n",
              "  164),\n",
              " ({'medline_plus_id': 'a610024',\n",
              "   'name': 'Dabigatran',\n",
              "   'nhs_api_url': 'https://int.api.service.nhs.uk/nhs-website-content/medicines/dabigatran/',\n",
              "   'nhs_url': 'https://nhs.uk/medicines/dabigatran/',\n",
              "   'mesh_id': 'D000991',\n",
              "   'drugbank_id': 'DB14726',\n",
              "   'wikipedia_url': 'https://en.wikipedia.org/wiki/Dabigatran',\n",
              "   'synonyms': ['dabigatran',\n",
              "    'pradaxa',\n",
              "    'dabigatran etexilate',\n",
              "    'etexilate mesylate, dabigatran',\n",
              "    'mesylate, dabigatran etexilate',\n",
              "    'etexilate, dabigatran',\n",
              "    'dabigatran etexilate mesylate',\n",
              "    'pradax',\n",
              "    'prazaxa'],\n",
              "   'is_brand': False,\n",
              "   'structure_mol': '\\n  Mrv1718012141812322D          \\n\\n 35 38  0  0  0  0            999 V2000\\n    5.9339    0.6119    0.0000 O   0  0  0  0  0  0  0  0  0  0  0  0\\n    5.2270    1.0201    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n    4.5248    0.6147    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n    3.8206    1.0216    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n    3.1172    0.6154    0.0000 N   0  0  0  0  0  0  0  0  0  0  0  0\\n    2.4133    1.0220    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n    1.7096    0.6156    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n    2.4133    1.8536    0.0000 O   0  0  0  0  0  0  0  0  0  0  0  0\\n    1.0060    1.0221    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n    0.2889    0.6083    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n    0.2888   -0.2196    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n    0.9925   -0.6258    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n    1.7095   -0.2121    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n    5.2269    1.8535    0.0000 O   0  0  0  0  0  0  0  0  0  0  0  0\\n   -0.4983    0.8641    0.0000 N   0  0  0  0  0  0  0  0  0  0  0  0\\n   -0.9850    0.1945    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n   -0.4985   -0.4753    0.0000 N   0  0  0  0  0  0  0  0  0  0  0  0\\n   -0.7523   -1.2559    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n   -1.7932    0.1946    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n   -2.2059   -0.5197    0.0000 N   0  0  0  0  0  0  0  0  0  0  0  0\\n   -3.0350   -0.5195    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n   -3.4547    0.2077    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n   -4.2826    0.2078    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n   -4.6966   -0.5090    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n   -4.2768   -1.2363    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n   -3.4489   -1.2364    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n   -5.5186   -0.5089    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n   -5.9312   -1.2234    0.0000 N   0  0  0  0  0  0  0  0  0  0  0  0\\n   -5.9339    0.2105    0.0000 N   0  0  0  0  0  0  0  0  0  0  0  0\\n    3.1225   -0.2116    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n    2.4226   -0.6220    0.0000 N   0  0  0  0  0  0  0  0  0  0  0  0\\n    2.4281   -1.4462    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n    3.1447   -1.8536    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n    3.8445   -1.4432    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n    3.8392   -0.6190    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n  1  2  1  0  0  0  0\\n  2  3  1  0  0  0  0\\n  3  4  1  0  0  0  0\\n  4  5  1  0  0  0  0\\n  5  6  1  0  0  0  0\\n  6  7  1  0  0  0  0\\n  6  8  2  0  0  0  0\\n  7  9  2  0  0  0  0\\n  9 10  1  0  0  0  0\\n 10 11  2  0  0  0  0\\n 11 12  1  0  0  0  0\\n 12 13  2  0  0  0  0\\n  7 13  1  0  0  0  0\\n  2 14  2  0  0  0  0\\n 10 15  1  0  0  0  0\\n 15 16  2  0  0  0  0\\n 16 17  1  0  0  0  0\\n 11 17  1  0  0  0  0\\n 17 18  1  0  0  0  0\\n 16 19  1  0  0  0  0\\n 19 20  1  0  0  0  0\\n 20 21  1  0  0  0  0\\n 21 22  2  0  0  0  0\\n 22 23  1  0  0  0  0\\n 23 24  2  0  0  0  0\\n 24 25  1  0  0  0  0\\n 25 26  2  0  0  0  0\\n 21 26  1  0  0  0  0\\n 24 27  1  0  0  0  0\\n 27 28  1  0  0  0  0\\n 27 29  2  0  0  0  0\\n  5 30  1  0  0  0  0\\n 30 31  2  0  0  0  0\\n 31 32  1  0  0  0  0\\n 32 33  2  0  0  0  0\\n 33 34  1  0  0  0  0\\n 34 35  2  0  0  0  0\\n 30 35  1  0  0  0  0\\nM  END\\nDB14726\\n'},\n",
              "  201,\n",
              "  201),\n",
              " ({'medline_plus_id': 'a601102',\n",
              "   'name': 'Prednisone',\n",
              "   'mesh_id': 'D018931',\n",
              "   'drugbank_id': 'DB00635',\n",
              "   'synonyms': ['prednisone',\n",
              "    'sterapred',\n",
              "    'rayos',\n",
              "    'prednisone intensol',\n",
              "    'deltasone',\n",
              "    'pronisone',\n",
              "    'encorton',\n",
              "    'prednison acsis',\n",
              "    'decortisyl',\n",
              "    'kortancyl',\n",
              "    'delta-cortisone',\n",
              "    'meticorten',\n",
              "    'cortan',\n",
              "    'cortancyl',\n",
              "    'rectodelt',\n",
              "    'dacortin',\n",
              "    'prednison hexal',\n",
              "    'winpred',\n",
              "    'decortin',\n",
              "    'cutason',\n",
              "    'prednison galen',\n",
              "    'liquid pred',\n",
              "    'apo-prednisone',\n",
              "    'ultracorten',\n",
              "    'encortone',\n",
              "    'panafcort',\n",
              "    'panasol',\n",
              "    'orasone',\n",
              "    'predni tablinen',\n",
              "    'enkortolon',\n",
              "    'sone',\n",
              "    'prednidib',\n",
              "    'acsis, prednison',\n",
              "    'predniment',\n",
              "    'dehydrocortisone',\n",
              "    '1,2-dehydrocortisone',\n",
              "    '1,4-pregnadiene-17α,21-diol-3,11,20-trione',\n",
              "    '17,21-dihydroxypregna-1,4-diene-3,11,20-trione',\n",
              "    'prednisona',\n",
              "    'prednisonum'],\n",
              "   'is_brand': False,\n",
              "   'structure_mol': '\\n  Mrv1909 02052123392D          \\n\\n 29 32  0  0  0  0            999 V2000\\n    2.1785   -1.0012    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n    0.6794   -1.9838    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n    2.1785    0.3336    0.0000 C   0  0  2  0  0  0  0  0  0  0  0  0\\n    0.6794    0.4911    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n    2.6635   -0.3338    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n   -0.7495   -1.1588    0.0000 C   0  0  2  0  0  0  0  0  0  0  0  0\\n   -0.0350    0.0786    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n   -0.0350   -2.3962    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n   -0.7495   -1.9838    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n   -1.4640   -0.7463    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n   -1.4640   -2.3962    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n   -2.1783   -1.1588    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n    0.6794   -1.1588    0.0000 C   0  0  2  0  0  0  0  0  0  0  0  0\\n    0.6794   -0.3338    0.0000 H   0  0  0  0  0  0  0  0  0  0  0  0\\n   -0.0350   -0.7463    0.0000 C   0  0  1  0  0  0  0  0  0  0  0  0\\n   -0.0350   -1.5712    0.0000 H   0  0  0  0  0  0  0  0  0  0  0  0\\n    1.3938    0.0786    0.0000 C   0  0  2  0  0  0  0  0  0  0  0  0\\n    1.3938    0.9036    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n    1.3938   -0.7463    0.0000 C   0  0  1  0  0  0  0  0  0  0  0  0\\n    1.3938   -1.5712    0.0000 H   0  0  0  0  0  0  0  0  0  0  0  0\\n   -2.8929   -2.3962    0.0000 O   0  0  0  0  0  0  0  0  0  0  0  0\\n   -2.1783   -1.9838    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n   -0.7495   -0.3338    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n    2.8929    0.7461    0.0000 O   0  0  0  0  0  0  0  0  0  0  0  0\\n    2.1785    1.1587    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n   -0.7495    0.4911    0.0000 O   0  0  0  0  0  0  0  0  0  0  0  0\\n    1.4640    1.5711    0.0000 O   0  0  0  0  0  0  0  0  0  0  0  0\\n    2.8929    1.5711    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n    2.8929    2.3962    0.0000 O   0  0  0  0  0  0  0  0  0  0  0  0\\n 19 13  1  0  0  0  0\\n 19 17  1  0  0  0  0\\n 19  1  1  0  0  0  0\\n 13 15  1  0  0  0  0\\n 13  2  1  0  0  0  0\\n 17  3  1  0  0  0  0\\n 17  4  1  0  0  0  0\\n  5  1  1  0  0  0  0\\n 15  6  1  0  0  0  0\\n 15  7  1  0  0  0  0\\n  2  8  1  0  0  0  0\\n  6  9  1  0  0  0  0\\n  6 10  1  0  0  0  0\\n  9 11  2  0  0  0  0\\n 10 12  2  0  0  0  0\\n 11 22  1  0  0  0  0\\n  3  5  1  0  0  0  0\\n  4  7  1  0  0  0  0\\n  8  9  1  0  0  0  0\\n 12 22  1  0  0  0  0\\n 13 14  1  1  0  0  0\\n 15 16  1  6  0  0  0\\n 17 18  1  1  0  0  0\\n 19 20  1  6  0  0  0\\n 22 21  2  0  0  0  0\\n  6 23  1  1  0  0  0\\n  3 24  1  6  0  0  0\\n  3 25  1  0  0  0  0\\n  7 26  2  0  0  0  0\\n 27 25  2  0  0  0  0\\n 28 25  1  0  0  0  0\\n 29 28  1  0  0  0  0\\nM  END\\nDB00635\\n'},\n",
              "  203,\n",
              "  203),\n",
              " ({'medline_plus_id': 'a611004',\n",
              "   'name': 'Tocilizumab',\n",
              "   'drugbank_id': 'DB06273',\n",
              "   'wikipedia_url': 'https://en.wikipedia.org/wiki/Tocilizumab',\n",
              "   'synonyms': ['tocilizumab', 'actemra', 'atlizumab', 'roactemra']},\n",
              "  210,\n",
              "  210),\n",
              " ({'medline_plus_id': 'a601102',\n",
              "   'name': 'Prednisone',\n",
              "   'mesh_id': 'D018931',\n",
              "   'drugbank_id': 'DB00635',\n",
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              "    'delta-cortisone',\n",
              "    'meticorten',\n",
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              "    'rectodelt',\n",
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              "    'winpred',\n",
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              "    'cutason',\n",
              "    'prednison galen',\n",
              "    'liquid pred',\n",
              "    'apo-prednisone',\n",
              "    'ultracorten',\n",
              "    'encortone',\n",
              "    'panafcort',\n",
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              "    'predni tablinen',\n",
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              "    'sone',\n",
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              "    'predniment',\n",
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              "    '1,2-dehydrocortisone',\n",
              "    '1,4-pregnadiene-17α,21-diol-3,11,20-trione',\n",
              "    '17,21-dihydroxypregna-1,4-diene-3,11,20-trione',\n",
              "    'prednisona',\n",
              "    'prednisonum'],\n",
              "   'is_brand': False,\n",
              "   'structure_mol': '\\n  Mrv1909 02052123392D          \\n\\n 29 32  0  0  0  0            999 V2000\\n    2.1785   -1.0012    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n    0.6794   -1.9838    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n    2.1785    0.3336    0.0000 C   0  0  2  0  0  0  0  0  0  0  0  0\\n    0.6794    0.4911    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n    2.6635   -0.3338    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n   -0.7495   -1.1588    0.0000 C   0  0  2  0  0  0  0  0  0  0  0  0\\n   -0.0350    0.0786    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n   -0.0350   -2.3962    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n   -0.7495   -1.9838    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n   -1.4640   -0.7463    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n   -1.4640   -2.3962    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n   -2.1783   -1.1588    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n    0.6794   -1.1588    0.0000 C   0  0  2  0  0  0  0  0  0  0  0  0\\n    0.6794   -0.3338    0.0000 H   0  0  0  0  0  0  0  0  0  0  0  0\\n   -0.0350   -0.7463    0.0000 C   0  0  1  0  0  0  0  0  0  0  0  0\\n   -0.0350   -1.5712    0.0000 H   0  0  0  0  0  0  0  0  0  0  0  0\\n    1.3938    0.0786    0.0000 C   0  0  2  0  0  0  0  0  0  0  0  0\\n    1.3938    0.9036    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n    1.3938   -0.7463    0.0000 C   0  0  1  0  0  0  0  0  0  0  0  0\\n    1.3938   -1.5712    0.0000 H   0  0  0  0  0  0  0  0  0  0  0  0\\n   -2.8929   -2.3962    0.0000 O   0  0  0  0  0  0  0  0  0  0  0  0\\n   -2.1783   -1.9838    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n   -0.7495   -0.3338    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n    2.8929    0.7461    0.0000 O   0  0  0  0  0  0  0  0  0  0  0  0\\n    2.1785    1.1587    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n   -0.7495    0.4911    0.0000 O   0  0  0  0  0  0  0  0  0  0  0  0\\n    1.4640    1.5711    0.0000 O   0  0  0  0  0  0  0  0  0  0  0  0\\n    2.8929    1.5711    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n    2.8929    2.3962    0.0000 O   0  0  0  0  0  0  0  0  0  0  0  0\\n 19 13  1  0  0  0  0\\n 19 17  1  0  0  0  0\\n 19  1  1  0  0  0  0\\n 13 15  1  0  0  0  0\\n 13  2  1  0  0  0  0\\n 17  3  1  0  0  0  0\\n 17  4  1  0  0  0  0\\n  5  1  1  0  0  0  0\\n 15  6  1  0  0  0  0\\n 15  7  1  0  0  0  0\\n  2  8  1  0  0  0  0\\n  6  9  1  0  0  0  0\\n  6 10  1  0  0  0  0\\n  9 11  2  0  0  0  0\\n 10 12  2  0  0  0  0\\n 11 22  1  0  0  0  0\\n  3  5  1  0  0  0  0\\n  4  7  1  0  0  0  0\\n  8  9  1  0  0  0  0\\n 12 22  1  0  0  0  0\\n 13 14  1  1  0  0  0\\n 15 16  1  6  0  0  0\\n 17 18  1  1  0  0  0\\n 19 20  1  6  0  0  0\\n 22 21  2  0  0  0  0\\n  6 23  1  1  0  0  0\\n  3 24  1  6  0  0  0\\n  3 25  1  0  0  0  0\\n  7 26  2  0  0  0  0\\n 27 25  2  0  0  0  0\\n 28 25  1  0  0  0  0\\n 29 28  1  0  0  0  0\\nM  END\\nDB00635\\n'},\n",
              "  212,\n",
              "  212),\n",
              " ({'medline_plus_id': 'a611004',\n",
              "   'name': 'Tocilizumab',\n",
              "   'drugbank_id': 'DB06273',\n",
              "   'wikipedia_url': 'https://en.wikipedia.org/wiki/Tocilizumab',\n",
              "   'synonyms': ['tocilizumab', 'actemra', 'atlizumab', 'roactemra']},\n",
              "  225,\n",
              "  225),\n",
              " ({'medline_plus_id': 'a601102',\n",
              "   'name': 'Prednisone',\n",
              "   'mesh_id': 'D018931',\n",
              "   'drugbank_id': 'DB00635',\n",
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              "    'delta-cortisone',\n",
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              "    'rectodelt',\n",
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              "    'prednison galen',\n",
              "    'liquid pred',\n",
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              "    'predni tablinen',\n",
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              "    'predniment',\n",
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              "    '1,2-dehydrocortisone',\n",
              "    '1,4-pregnadiene-17α,21-diol-3,11,20-trione',\n",
              "    '17,21-dihydroxypregna-1,4-diene-3,11,20-trione',\n",
              "    'prednisona',\n",
              "    'prednisonum'],\n",
              "   'is_brand': False,\n",
              "   'structure_mol': '\\n  Mrv1909 02052123392D          \\n\\n 29 32  0  0  0  0            999 V2000\\n    2.1785   -1.0012    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n    0.6794   -1.9838    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n    2.1785    0.3336    0.0000 C   0  0  2  0  0  0  0  0  0  0  0  0\\n    0.6794    0.4911    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n    2.6635   -0.3338    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n   -0.7495   -1.1588    0.0000 C   0  0  2  0  0  0  0  0  0  0  0  0\\n   -0.0350    0.0786    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n   -0.0350   -2.3962    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n   -0.7495   -1.9838    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n   -1.4640   -0.7463    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n   -1.4640   -2.3962    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n   -2.1783   -1.1588    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n    0.6794   -1.1588    0.0000 C   0  0  2  0  0  0  0  0  0  0  0  0\\n    0.6794   -0.3338    0.0000 H   0  0  0  0  0  0  0  0  0  0  0  0\\n   -0.0350   -0.7463    0.0000 C   0  0  1  0  0  0  0  0  0  0  0  0\\n   -0.0350   -1.5712    0.0000 H   0  0  0  0  0  0  0  0  0  0  0  0\\n    1.3938    0.0786    0.0000 C   0  0  2  0  0  0  0  0  0  0  0  0\\n    1.3938    0.9036    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n    1.3938   -0.7463    0.0000 C   0  0  1  0  0  0  0  0  0  0  0  0\\n    1.3938   -1.5712    0.0000 H   0  0  0  0  0  0  0  0  0  0  0  0\\n   -2.8929   -2.3962    0.0000 O   0  0  0  0  0  0  0  0  0  0  0  0\\n   -2.1783   -1.9838    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n   -0.7495   -0.3338    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n    2.8929    0.7461    0.0000 O   0  0  0  0  0  0  0  0  0  0  0  0\\n    2.1785    1.1587    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n   -0.7495    0.4911    0.0000 O   0  0  0  0  0  0  0  0  0  0  0  0\\n    1.4640    1.5711    0.0000 O   0  0  0  0  0  0  0  0  0  0  0  0\\n    2.8929    1.5711    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n    2.8929    2.3962    0.0000 O   0  0  0  0  0  0  0  0  0  0  0  0\\n 19 13  1  0  0  0  0\\n 19 17  1  0  0  0  0\\n 19  1  1  0  0  0  0\\n 13 15  1  0  0  0  0\\n 13  2  1  0  0  0  0\\n 17  3  1  0  0  0  0\\n 17  4  1  0  0  0  0\\n  5  1  1  0  0  0  0\\n 15  6  1  0  0  0  0\\n 15  7  1  0  0  0  0\\n  2  8  1  0  0  0  0\\n  6  9  1  0  0  0  0\\n  6 10  1  0  0  0  0\\n  9 11  2  0  0  0  0\\n 10 12  2  0  0  0  0\\n 11 22  1  0  0  0  0\\n  3  5  1  0  0  0  0\\n  4  7  1  0  0  0  0\\n  8  9  1  0  0  0  0\\n 12 22  1  0  0  0  0\\n 13 14  1  1  0  0  0\\n 15 16  1  6  0  0  0\\n 17 18  1  1  0  0  0\\n 19 20  1  6  0  0  0\\n 22 21  2  0  0  0  0\\n  6 23  1  1  0  0  0\\n  3 24  1  6  0  0  0\\n  3 25  1  0  0  0  0\\n  7 26  2  0  0  0  0\\n 27 25  2  0  0  0  0\\n 28 25  1  0  0  0  0\\n 29 28  1  0  0  0  0\\nM  END\\nDB00635\\n'},\n",
              "  233,\n",
              "  233),\n",
              " ({'medline_plus_id': 'a611004',\n",
              "   'name': 'Tocilizumab',\n",
              "   'drugbank_id': 'DB06273',\n",
              "   'wikipedia_url': 'https://en.wikipedia.org/wiki/Tocilizumab',\n",
              "   'synonyms': ['tocilizumab', 'actemra', 'atlizumab', 'roactemra']},\n",
              "  241,\n",
              "  241),\n",
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              "    'liquid pred',\n",
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              "    '17,21-dihydroxypregna-1,4-diene-3,11,20-trione',\n",
              "    'prednisona',\n",
              "    'prednisonum'],\n",
              "   'is_brand': False,\n",
              "   'structure_mol': '\\n  Mrv1909 02052123392D          \\n\\n 29 32  0  0  0  0            999 V2000\\n    2.1785   -1.0012    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n    0.6794   -1.9838    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n    2.1785    0.3336    0.0000 C   0  0  2  0  0  0  0  0  0  0  0  0\\n    0.6794    0.4911    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n    2.6635   -0.3338    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n   -0.7495   -1.1588    0.0000 C   0  0  2  0  0  0  0  0  0  0  0  0\\n   -0.0350    0.0786    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n   -0.0350   -2.3962    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n   -0.7495   -1.9838    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n   -1.4640   -0.7463    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n   -1.4640   -2.3962    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n   -2.1783   -1.1588    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n    0.6794   -1.1588    0.0000 C   0  0  2  0  0  0  0  0  0  0  0  0\\n    0.6794   -0.3338    0.0000 H   0  0  0  0  0  0  0  0  0  0  0  0\\n   -0.0350   -0.7463    0.0000 C   0  0  1  0  0  0  0  0  0  0  0  0\\n   -0.0350   -1.5712    0.0000 H   0  0  0  0  0  0  0  0  0  0  0  0\\n    1.3938    0.0786    0.0000 C   0  0  2  0  0  0  0  0  0  0  0  0\\n    1.3938    0.9036    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n    1.3938   -0.7463    0.0000 C   0  0  1  0  0  0  0  0  0  0  0  0\\n    1.3938   -1.5712    0.0000 H   0  0  0  0  0  0  0  0  0  0  0  0\\n   -2.8929   -2.3962    0.0000 O   0  0  0  0  0  0  0  0  0  0  0  0\\n   -2.1783   -1.9838    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n   -0.7495   -0.3338    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n    2.8929    0.7461    0.0000 O   0  0  0  0  0  0  0  0  0  0  0  0\\n    2.1785    1.1587    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n   -0.7495    0.4911    0.0000 O   0  0  0  0  0  0  0  0  0  0  0  0\\n    1.4640    1.5711    0.0000 O   0  0  0  0  0  0  0  0  0  0  0  0\\n    2.8929    1.5711    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n    2.8929    2.3962    0.0000 O   0  0  0  0  0  0  0  0  0  0  0  0\\n 19 13  1  0  0  0  0\\n 19 17  1  0  0  0  0\\n 19  1  1  0  0  0  0\\n 13 15  1  0  0  0  0\\n 13  2  1  0  0  0  0\\n 17  3  1  0  0  0  0\\n 17  4  1  0  0  0  0\\n  5  1  1  0  0  0  0\\n 15  6  1  0  0  0  0\\n 15  7  1  0  0  0  0\\n  2  8  1  0  0  0  0\\n  6  9  1  0  0  0  0\\n  6 10  1  0  0  0  0\\n  9 11  2  0  0  0  0\\n 10 12  2  0  0  0  0\\n 11 22  1  0  0  0  0\\n  3  5  1  0  0  0  0\\n  4  7  1  0  0  0  0\\n  8  9  1  0  0  0  0\\n 12 22  1  0  0  0  0\\n 13 14  1  1  0  0  0\\n 15 16  1  6  0  0  0\\n 17 18  1  1  0  0  0\\n 19 20  1  6  0  0  0\\n 22 21  2  0  0  0  0\\n  6 23  1  1  0  0  0\\n  3 24  1  6  0  0  0\\n  3 25  1  0  0  0  0\\n  7 26  2  0  0  0  0\\n 27 25  2  0  0  0  0\\n 28 25  1  0  0  0  0\\n 29 28  1  0  0  0  0\\nM  END\\nDB00635\\n'},\n",
              "  243,\n",
              "  243),\n",
              " ({'medline_plus_id': 'a610024',\n",
              "   'name': 'Dabigatran',\n",
              "   'nhs_api_url': 'https://int.api.service.nhs.uk/nhs-website-content/medicines/dabigatran/',\n",
              "   'nhs_url': 'https://nhs.uk/medicines/dabigatran/',\n",
              "   'mesh_id': 'D000991',\n",
              "   'drugbank_id': 'DB14726',\n",
              "   'wikipedia_url': 'https://en.wikipedia.org/wiki/Dabigatran',\n",
              "   'synonyms': ['dabigatran',\n",
              "    'pradaxa',\n",
              "    'dabigatran etexilate',\n",
              "    'etexilate mesylate, dabigatran',\n",
              "    'mesylate, dabigatran etexilate',\n",
              "    'etexilate, dabigatran',\n",
              "    'dabigatran etexilate mesylate',\n",
              "    'pradax',\n",
              "    'prazaxa'],\n",
              "   'is_brand': False,\n",
              "   'structure_mol': '\\n  Mrv1718012141812322D          \\n\\n 35 38  0  0  0  0            999 V2000\\n    5.9339    0.6119    0.0000 O   0  0  0  0  0  0  0  0  0  0  0  0\\n    5.2270    1.0201    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n    4.5248    0.6147    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n    3.8206    1.0216    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n    3.1172    0.6154    0.0000 N   0  0  0  0  0  0  0  0  0  0  0  0\\n    2.4133    1.0220    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n    1.7096    0.6156    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n    2.4133    1.8536    0.0000 O   0  0  0  0  0  0  0  0  0  0  0  0\\n    1.0060    1.0221    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n    0.2889    0.6083    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n    0.2888   -0.2196    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n    0.9925   -0.6258    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n    1.7095   -0.2121    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n    5.2269    1.8535    0.0000 O   0  0  0  0  0  0  0  0  0  0  0  0\\n   -0.4983    0.8641    0.0000 N   0  0  0  0  0  0  0  0  0  0  0  0\\n   -0.9850    0.1945    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n   -0.4985   -0.4753    0.0000 N   0  0  0  0  0  0  0  0  0  0  0  0\\n   -0.7523   -1.2559    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n   -1.7932    0.1946    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n   -2.2059   -0.5197    0.0000 N   0  0  0  0  0  0  0  0  0  0  0  0\\n   -3.0350   -0.5195    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n   -3.4547    0.2077    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n   -4.2826    0.2078    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n   -4.6966   -0.5090    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n   -4.2768   -1.2363    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n   -3.4489   -1.2364    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n   -5.5186   -0.5089    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n   -5.9312   -1.2234    0.0000 N   0  0  0  0  0  0  0  0  0  0  0  0\\n   -5.9339    0.2105    0.0000 N   0  0  0  0  0  0  0  0  0  0  0  0\\n    3.1225   -0.2116    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n    2.4226   -0.6220    0.0000 N   0  0  0  0  0  0  0  0  0  0  0  0\\n    2.4281   -1.4462    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n    3.1447   -1.8536    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n    3.8445   -1.4432    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n    3.8392   -0.6190    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n  1  2  1  0  0  0  0\\n  2  3  1  0  0  0  0\\n  3  4  1  0  0  0  0\\n  4  5  1  0  0  0  0\\n  5  6  1  0  0  0  0\\n  6  7  1  0  0  0  0\\n  6  8  2  0  0  0  0\\n  7  9  2  0  0  0  0\\n  9 10  1  0  0  0  0\\n 10 11  2  0  0  0  0\\n 11 12  1  0  0  0  0\\n 12 13  2  0  0  0  0\\n  7 13  1  0  0  0  0\\n  2 14  2  0  0  0  0\\n 10 15  1  0  0  0  0\\n 15 16  2  0  0  0  0\\n 16 17  1  0  0  0  0\\n 11 17  1  0  0  0  0\\n 17 18  1  0  0  0  0\\n 16 19  1  0  0  0  0\\n 19 20  1  0  0  0  0\\n 20 21  1  0  0  0  0\\n 21 22  2  0  0  0  0\\n 22 23  1  0  0  0  0\\n 23 24  2  0  0  0  0\\n 24 25  1  0  0  0  0\\n 25 26  2  0  0  0  0\\n 21 26  1  0  0  0  0\\n 24 27  1  0  0  0  0\\n 27 28  1  0  0  0  0\\n 27 29  2  0  0  0  0\\n  5 30  1  0  0  0  0\\n 30 31  2  0  0  0  0\\n 31 32  1  0  0  0  0\\n 32 33  2  0  0  0  0\\n 33 34  1  0  0  0  0\\n 34 35  2  0  0  0  0\\n 30 35  1  0  0  0  0\\nM  END\\nDB14726\\n'},\n",
              "  297,\n",
              "  297),\n",
              " ({'medline_plus_id': 'a601102',\n",
              "   'name': 'Prednisone',\n",
              "   'mesh_id': 'D018931',\n",
              "   'drugbank_id': 'DB00635',\n",
              "   'synonyms': ['prednisone',\n",
              "    'sterapred',\n",
              "    'rayos',\n",
              "    'prednisone intensol',\n",
              "    'deltasone',\n",
              "    'pronisone',\n",
              "    'encorton',\n",
              "    'prednison acsis',\n",
              "    'decortisyl',\n",
              "    'kortancyl',\n",
              "    'delta-cortisone',\n",
              "    'meticorten',\n",
              "    'cortan',\n",
              "    'cortancyl',\n",
              "    'rectodelt',\n",
              "    'dacortin',\n",
              "    'prednison hexal',\n",
              "    'winpred',\n",
              "    'decortin',\n",
              "    'cutason',\n",
              "    'prednison galen',\n",
              "    'liquid pred',\n",
              "    'apo-prednisone',\n",
              "    'ultracorten',\n",
              "    'encortone',\n",
              "    'panafcort',\n",
              "    'panasol',\n",
              "    'orasone',\n",
              "    'predni tablinen',\n",
              "    'enkortolon',\n",
              "    'sone',\n",
              "    'prednidib',\n",
              "    'acsis, prednison',\n",
              "    'predniment',\n",
              "    'dehydrocortisone',\n",
              "    '1,2-dehydrocortisone',\n",
              "    '1,4-pregnadiene-17α,21-diol-3,11,20-trione',\n",
              "    '17,21-dihydroxypregna-1,4-diene-3,11,20-trione',\n",
              "    'prednisona',\n",
              "    'prednisonum'],\n",
              "   'is_brand': False,\n",
              "   'structure_mol': '\\n  Mrv1909 02052123392D          \\n\\n 29 32  0  0  0  0            999 V2000\\n    2.1785   -1.0012    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n    0.6794   -1.9838    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n    2.1785    0.3336    0.0000 C   0  0  2  0  0  0  0  0  0  0  0  0\\n    0.6794    0.4911    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n    2.6635   -0.3338    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n   -0.7495   -1.1588    0.0000 C   0  0  2  0  0  0  0  0  0  0  0  0\\n   -0.0350    0.0786    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n   -0.0350   -2.3962    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n   -0.7495   -1.9838    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n   -1.4640   -0.7463    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n   -1.4640   -2.3962    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n   -2.1783   -1.1588    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n    0.6794   -1.1588    0.0000 C   0  0  2  0  0  0  0  0  0  0  0  0\\n    0.6794   -0.3338    0.0000 H   0  0  0  0  0  0  0  0  0  0  0  0\\n   -0.0350   -0.7463    0.0000 C   0  0  1  0  0  0  0  0  0  0  0  0\\n   -0.0350   -1.5712    0.0000 H   0  0  0  0  0  0  0  0  0  0  0  0\\n    1.3938    0.0786    0.0000 C   0  0  2  0  0  0  0  0  0  0  0  0\\n    1.3938    0.9036    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n    1.3938   -0.7463    0.0000 C   0  0  1  0  0  0  0  0  0  0  0  0\\n    1.3938   -1.5712    0.0000 H   0  0  0  0  0  0  0  0  0  0  0  0\\n   -2.8929   -2.3962    0.0000 O   0  0  0  0  0  0  0  0  0  0  0  0\\n   -2.1783   -1.9838    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n   -0.7495   -0.3338    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n    2.8929    0.7461    0.0000 O   0  0  0  0  0  0  0  0  0  0  0  0\\n    2.1785    1.1587    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n   -0.7495    0.4911    0.0000 O   0  0  0  0  0  0  0  0  0  0  0  0\\n    1.4640    1.5711    0.0000 O   0  0  0  0  0  0  0  0  0  0  0  0\\n    2.8929    1.5711    0.0000 C   0  0  0  0  0  0  0  0  0  0  0  0\\n    2.8929    2.3962    0.0000 O   0  0  0  0  0  0  0  0  0  0  0  0\\n 19 13  1  0  0  0  0\\n 19 17  1  0  0  0  0\\n 19  1  1  0  0  0  0\\n 13 15  1  0  0  0  0\\n 13  2  1  0  0  0  0\\n 17  3  1  0  0  0  0\\n 17  4  1  0  0  0  0\\n  5  1  1  0  0  0  0\\n 15  6  1  0  0  0  0\\n 15  7  1  0  0  0  0\\n  2  8  1  0  0  0  0\\n  6  9  1  0  0  0  0\\n  6 10  1  0  0  0  0\\n  9 11  2  0  0  0  0\\n 10 12  2  0  0  0  0\\n 11 22  1  0  0  0  0\\n  3  5  1  0  0  0  0\\n  4  7  1  0  0  0  0\\n  8  9  1  0  0  0  0\\n 12 22  1  0  0  0  0\\n 13 14  1  1  0  0  0\\n 15 16  1  6  0  0  0\\n 17 18  1  1  0  0  0\\n 19 20  1  6  0  0  0\\n 22 21  2  0  0  0  0\\n  6 23  1  1  0  0  0\\n  3 24  1  6  0  0  0\\n  3 25  1  0  0  0  0\\n  7 26  2  0  0  0  0\\n 27 25  2  0  0  0  0\\n 28 25  1  0  0  0  0\\n 29 28  1  0  0  0  0\\nM  END\\nDB00635\\n'},\n",
              "  298,\n",
              "  298),\n",
              " ({'medline_plus_id': 'a611004',\n",
              "   'name': 'Tocilizumab',\n",
              "   'drugbank_id': 'DB06273',\n",
              "   'wikipedia_url': 'https://en.wikipedia.org/wiki/Tocilizumab',\n",
              "   'synonyms': ['tocilizumab', 'actemra', 'atlizumab', 'roactemra']},\n",
              "  300,\n",
              "  300)]"
            ]
          },
          "metadata": {},
          "execution_count": 5
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "3HO8YGLJ-_Qu"
      },
      "execution_count": 4,
      "outputs": []
    }
  ]
}