notebooks/database-schema.ipynb

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    "# Dataset schema in OpenSAFELY-TPP\n",
    "\n",
    "This notebook displays the schema of the OpenSAFELY-TPP database. It is part of the technical documentation of the OpenSAFELY platform to help users understand the underlying data and guide analyses. \n",
    "\n",
    "The schema information is read from the `OpenSAFELYSchemaInformation` table, which is refreshed at the same time as the core `S1` SystemOne tables. There are some non-automated steps required to update the schema information when a new table is added to the database &mdash; if you can't see a table that you are expecting to see, speak to TPP.\n",
    "\n",
    "If you would like to apply to use the OpenSAFELY platform please read our [documentation](https://docs.opensafely.org/), the [principles of the platform](https://www.opensafely.org/about/), and information about our [pilot programme for onboarding external users](https://www.opensafely.org/onboarding-new-users/).\n",
    "\n",
    "If you want to see the Python code used to create this notebook, you can [view it on GitHub](https://github.com/opensafely/database-notebooks/blob/master/notebooks/database-schema.ipynb)."
   ]
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   "source": [
    "### Data sources\n",
    "The core SystmOne primary care datasets are held in the `S1` tables in the OpenSAFELY-TPP database. Other externally-linked data sources are listed below, with the table name given in brackets:\n",
    "\n",
    "* All positive or negative SARS-CoV2 tests, from SGSS (`SGSS_AllTests_Positive` and `SGSS_AllTests_Negative`)\n",
    "* First-ever positive or negative SARS-CoV2 test, from SGSS (`SGSS_Positive` and `SGSS_Negative`)\n",
    "* A&E attendances, from SUS Emergency Care data (`EC`)\n",
    "* In-patient hospital admissions, from SUS Admitted Patient Care Spells data (`APCS`)\n",
    "* Out-patient hospital appointments, from SUS (`OPA`)\n",
    "* Covid-related ICU admissions, from ICNARC (`ICNARC`)\n",
    "* Covid-related in-hospital deaths, from CPNS (`CPNS`)\n",
    "* COVID-19 Infection Survey, from ONS (`ONS_CIS`)\n",
    "* All-cause registered deaths, from ONS (`ONS_Deaths`)\n",
    "* High cost drugs (`HighCostDrugs`)\n",
    "* Unique Property Reference Number, used for deriving household variables (`UPRN`)\n",
    "* Master Patient Index (`MPI`)\n",
    "* Health and Social Care Worker identification, collected at the point of vaccination (`HealthCareWorker`)\n",
    "\n",
    "Some of these tables are accompanied by additional tables with further data. For instance, `OPA` contains the core out-patient appointment event data, and is supplemented by the `OPA_Cost`, `OPA_Diag`, `OPA_Proc` tables. See the [data schema notebook](https://github.com/opensafely/database-notebooks/blob/master/notebooks/database-schema.ipynb) for more information. "
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   "source": [
    "## Import libraries\n",
    "\n",
    "%load_ext autoreload\n",
    "%autoreload 2\n",
    "\n",
    "import pyodbc\n",
    "import os\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "from datetime import date, datetime\n",
    "from IPython.display import display, Markdown\n",
    "\n",
    "import sys\n",
    "sys.path.append('../lib/')\n",
    "from functions import *"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# get the server credentials from environ.txt\n",
    "\n",
    "dbconn = os.environ.get('FULL_DATABASE_URL', None).strip('\"')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "## Import schema data and date\n",
    "\n",
    "with closing_connection(dbconn) as cnxn:\n",
    "    table_schema = pd.read_sql(\"\"\"select * from OpenSAFELYSchemaInformation\"\"\", cnxn)\n",
    "\n",
    "today = date.today()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Notebook run date"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/markdown": [
       "This notebook was run on 2022-06-08.  The information below reflects the state of the OpenSAFELY-TPP as at this date."
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "display(Markdown(f\"\"\"This notebook was run on {today.strftime('%Y-%m-%d')}.  The information below reflects the state of the OpenSAFELY-TPP as at this date.\"\"\"))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Table names by source\n",
    "The table below lists all the data tables available in the OpenSAFELY-TPP database and where the data originate from."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
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       "        }    #T_ed3a423e_e736_11ec_b50b_0242ac110004row58_col1 {\n",
       "            text-align:  left;\n",
       "        }    #T_ed3a423e_e736_11ec_b50b_0242ac110004row59_col0 {\n",
       "            text-align:  left;\n",
       "        }    #T_ed3a423e_e736_11ec_b50b_0242ac110004row59_col1 {\n",
       "            text-align:  left;\n",
       "        }</style><table id=\"T_ed3a423e_e736_11ec_b50b_0242ac110004\" ><thead>    <tr>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >DataSource</th>        <th class=\"col_heading level0 col1\" >TableName</th>    </tr></thead><tbody>\n",
       "                <tr>\n",
       "                        <th id=\"T_ed3a423e_e736_11ec_b50b_0242ac110004level0_row0\" class=\"row_heading level0 row0\" >0</th>\n",
       "                        <td id=\"T_ed3a423e_e736_11ec_b50b_0242ac110004row0_col0\" class=\"data row0 col0\" >ICNARC</td>\n",
       "                        <td id=\"T_ed3a423e_e736_11ec_b50b_0242ac110004row0_col1\" class=\"data row0 col1\" >ICNARC</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_ed3a423e_e736_11ec_b50b_0242ac110004level0_row1\" class=\"row_heading level0 row1\" >1</th>\n",
       "                        <td id=\"T_ed3a423e_e736_11ec_b50b_0242ac110004row1_col0\" class=\"data row1 col0\" >NHSD_HIGH_COST_DRUGS</td>\n",
       "                        <td id=\"T_ed3a423e_e736_11ec_b50b_0242ac110004row1_col1\" class=\"data row1 col1\" >HighCostDrugs</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_ed3a423e_e736_11ec_b50b_0242ac110004level0_row2\" class=\"row_heading level0 row2\" >2</th>\n",
       "                        <td id=\"T_ed3a423e_e736_11ec_b50b_0242ac110004row2_col0\" class=\"data row2 col0\" >NHSE_APCS</td>\n",
       "                        <td id=\"T_ed3a423e_e736_11ec_b50b_0242ac110004row2_col1\" class=\"data row2 col1\" >APCS</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_ed3a423e_e736_11ec_b50b_0242ac110004level0_row3\" class=\"row_heading level0 row3\" >3</th>\n",
       "                        <td id=\"T_ed3a423e_e736_11ec_b50b_0242ac110004row3_col0\" class=\"data row3 col0\" >NHSE_APCS</td>\n",
       "                        <td id=\"T_ed3a423e_e736_11ec_b50b_0242ac110004row3_col1\" class=\"data row3 col1\" >APCS_Cost</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_ed3a423e_e736_11ec_b50b_0242ac110004level0_row4\" class=\"row_heading level0 row4\" >4</th>\n",
       "                        <td id=\"T_ed3a423e_e736_11ec_b50b_0242ac110004row4_col0\" class=\"data row4 col0\" >NHSE_APCS</td>\n",
       "                        <td id=\"T_ed3a423e_e736_11ec_b50b_0242ac110004row4_col1\" class=\"data row4 col1\" >APCS_Der</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_ed3a423e_e736_11ec_b50b_0242ac110004level0_row5\" class=\"row_heading level0 row5\" >5</th>\n",
       "                        <td id=\"T_ed3a423e_e736_11ec_b50b_0242ac110004row5_col0\" class=\"data row5 col0\" >NHSE_CPNS</td>\n",
       "                        <td id=\"T_ed3a423e_e736_11ec_b50b_0242ac110004row5_col1\" class=\"data row5 col1\" >CPNS</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_ed3a423e_e736_11ec_b50b_0242ac110004level0_row6\" class=\"row_heading level0 row6\" >6</th>\n",
       "                        <td id=\"T_ed3a423e_e736_11ec_b50b_0242ac110004row6_col0\" class=\"data row6 col0\" >NHSE_EC</td>\n",
       "                        <td id=\"T_ed3a423e_e736_11ec_b50b_0242ac110004row6_col1\" class=\"data row6 col1\" >EC</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_ed3a423e_e736_11ec_b50b_0242ac110004level0_row7\" class=\"row_heading level0 row7\" >7</th>\n",
       "                        <td id=\"T_ed3a423e_e736_11ec_b50b_0242ac110004row7_col0\" class=\"data row7 col0\" >NHSE_EC</td>\n",
       "                        <td id=\"T_ed3a423e_e736_11ec_b50b_0242ac110004row7_col1\" class=\"data row7 col1\" >EC_AlcoholDrugInvolvement</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_ed3a423e_e736_11ec_b50b_0242ac110004level0_row8\" class=\"row_heading level0 row8\" >8</th>\n",
       "                        <td id=\"T_ed3a423e_e736_11ec_b50b_0242ac110004row8_col0\" class=\"data row8 col0\" >NHSE_EC</td>\n",
       "                        <td id=\"T_ed3a423e_e736_11ec_b50b_0242ac110004row8_col1\" class=\"data row8 col1\" >EC_Comorbidities</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_ed3a423e_e736_11ec_b50b_0242ac110004level0_row9\" class=\"row_heading level0 row9\" >9</th>\n",
       "                        <td id=\"T_ed3a423e_e736_11ec_b50b_0242ac110004row9_col0\" class=\"data row9 col0\" >NHSE_EC</td>\n",
       "                        <td id=\"T_ed3a423e_e736_11ec_b50b_0242ac110004row9_col1\" class=\"data row9 col1\" >EC_Cost</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_ed3a423e_e736_11ec_b50b_0242ac110004level0_row10\" class=\"row_heading level0 row10\" >10</th>\n",
       "                        <td id=\"T_ed3a423e_e736_11ec_b50b_0242ac110004row10_col0\" class=\"data row10 col0\" >NHSE_EC</td>\n",
       "                        <td id=\"T_ed3a423e_e736_11ec_b50b_0242ac110004row10_col1\" class=\"data row10 col1\" >EC_Diagnosis</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_ed3a423e_e736_11ec_b50b_0242ac110004level0_row11\" class=\"row_heading level0 row11\" >11</th>\n",
       "                        <td id=\"T_ed3a423e_e736_11ec_b50b_0242ac110004row11_col0\" class=\"data row11 col0\" >NHSE_EC</td>\n",
       "                        <td id=\"T_ed3a423e_e736_11ec_b50b_0242ac110004row11_col1\" class=\"data row11 col1\" >EC_Investigation</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_ed3a423e_e736_11ec_b50b_0242ac110004level0_row12\" class=\"row_heading level0 row12\" >12</th>\n",
       "                        <td id=\"T_ed3a423e_e736_11ec_b50b_0242ac110004row12_col0\" class=\"data row12 col0\" >NHSE_EC</td>\n",
       "                        <td id=\"T_ed3a423e_e736_11ec_b50b_0242ac110004row12_col1\" class=\"data row12 col1\" >EC_PatientMentalHealth</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_ed3a423e_e736_11ec_b50b_0242ac110004level0_row13\" class=\"row_heading level0 row13\" >13</th>\n",
       "                        <td id=\"T_ed3a423e_e736_11ec_b50b_0242ac110004row13_col0\" class=\"data row13 col0\" >NHSE_EC</td>\n",
       "                        <td id=\"T_ed3a423e_e736_11ec_b50b_0242ac110004row13_col1\" class=\"data row13 col1\" >EC_Treatment</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_ed3a423e_e736_11ec_b50b_0242ac110004level0_row14\" class=\"row_heading level0 row14\" >14</th>\n",
       "                        <td id=\"T_ed3a423e_e736_11ec_b50b_0242ac110004row14_col0\" class=\"data row14 col0\" >NHSE_ECDS</td>\n",
       "                        <td id=\"T_ed3a423e_e736_11ec_b50b_0242ac110004row14_col1\" class=\"data row14 col1\" >ECDS</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_ed3a423e_e736_11ec_b50b_0242ac110004level0_row15\" class=\"row_heading level0 row15\" >15</th>\n",
       "                        <td id=\"T_ed3a423e_e736_11ec_b50b_0242ac110004row15_col0\" class=\"data row15 col0\" >NHSE_ECDS</td>\n",
       "                        <td id=\"T_ed3a423e_e736_11ec_b50b_0242ac110004row15_col1\" class=\"data row15 col1\" >ECDS_EC_Diagnoses</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_ed3a423e_e736_11ec_b50b_0242ac110004level0_row16\" class=\"row_heading level0 row16\" >16</th>\n",
       "                        <td id=\"T_ed3a423e_e736_11ec_b50b_0242ac110004row16_col0\" class=\"data row16 col0\" >NHSE_HEALTH_CARE_WORKER</td>\n",
       "                        <td id=\"T_ed3a423e_e736_11ec_b50b_0242ac110004row16_col1\" class=\"data row16 col1\" >HealthCareWorker</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_ed3a423e_e736_11ec_b50b_0242ac110004level0_row17\" class=\"row_heading level0 row17\" >17</th>\n",
       "                        <td id=\"T_ed3a423e_e736_11ec_b50b_0242ac110004row17_col0\" class=\"data row17 col0\" >NHSE_MPI</td>\n",
       "                        <td id=\"T_ed3a423e_e736_11ec_b50b_0242ac110004row17_col1\" class=\"data row17 col1\" >MPI</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_ed3a423e_e736_11ec_b50b_0242ac110004level0_row18\" class=\"row_heading level0 row18\" >18</th>\n",
       "                        <td id=\"T_ed3a423e_e736_11ec_b50b_0242ac110004row18_col0\" class=\"data row18 col0\" >NHSE_MPI</td>\n",
       "                        <td id=\"T_ed3a423e_e736_11ec_b50b_0242ac110004row18_col1\" class=\"data row18 col1\" >UPRN</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_ed3a423e_e736_11ec_b50b_0242ac110004level0_row19\" class=\"row_heading level0 row19\" >19</th>\n",
       "                        <td id=\"T_ed3a423e_e736_11ec_b50b_0242ac110004row19_col0\" class=\"data row19 col0\" >NHSE_OPA</td>\n",
       "                        <td id=\"T_ed3a423e_e736_11ec_b50b_0242ac110004row19_col1\" class=\"data row19 col1\" >OPA</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_ed3a423e_e736_11ec_b50b_0242ac110004level0_row20\" class=\"row_heading level0 row20\" >20</th>\n",
       "                        <td id=\"T_ed3a423e_e736_11ec_b50b_0242ac110004row20_col0\" class=\"data row20 col0\" >NHSE_OPA</td>\n",
       "                        <td id=\"T_ed3a423e_e736_11ec_b50b_0242ac110004row20_col1\" class=\"data row20 col1\" >OPA_Cost</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_ed3a423e_e736_11ec_b50b_0242ac110004level0_row21\" class=\"row_heading level0 row21\" >21</th>\n",
       "                        <td id=\"T_ed3a423e_e736_11ec_b50b_0242ac110004row21_col0\" class=\"data row21 col0\" >NHSE_OPA</td>\n",
       "                        <td id=\"T_ed3a423e_e736_11ec_b50b_0242ac110004row21_col1\" class=\"data row21 col1\" >OPA_Diag</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_ed3a423e_e736_11ec_b50b_0242ac110004level0_row22\" class=\"row_heading level0 row22\" >22</th>\n",
       "                        <td id=\"T_ed3a423e_e736_11ec_b50b_0242ac110004row22_col0\" class=\"data row22 col0\" >NHSE_OPA</td>\n",
       "                        <td id=\"T_ed3a423e_e736_11ec_b50b_0242ac110004row22_col1\" class=\"data row22 col1\" >OPA_Proc</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_ed3a423e_e736_11ec_b50b_0242ac110004level0_row23\" class=\"row_heading level0 row23\" >23</th>\n",
       "                        <td id=\"T_ed3a423e_e736_11ec_b50b_0242ac110004row23_col0\" class=\"data row23 col0\" >NHSE_SGSS</td>\n",
       "                        <td id=\"T_ed3a423e_e736_11ec_b50b_0242ac110004row23_col1\" class=\"data row23 col1\" >SGSS_AllTests_Negative</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_ed3a423e_e736_11ec_b50b_0242ac110004level0_row24\" class=\"row_heading level0 row24\" >24</th>\n",
       "                        <td id=\"T_ed3a423e_e736_11ec_b50b_0242ac110004row24_col0\" class=\"data row24 col0\" >NHSE_SGSS</td>\n",
       "                        <td id=\"T_ed3a423e_e736_11ec_b50b_0242ac110004row24_col1\" class=\"data row24 col1\" >SGSS_AllTests_Positive</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_ed3a423e_e736_11ec_b50b_0242ac110004level0_row25\" class=\"row_heading level0 row25\" >25</th>\n",
       "                        <td id=\"T_ed3a423e_e736_11ec_b50b_0242ac110004row25_col0\" class=\"data row25 col0\" >NHSE_SGSS</td>\n",
       "                        <td id=\"T_ed3a423e_e736_11ec_b50b_0242ac110004row25_col1\" class=\"data row25 col1\" >SGSS_Negative</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_ed3a423e_e736_11ec_b50b_0242ac110004level0_row26\" class=\"row_heading level0 row26\" >26</th>\n",
       "                        <td id=\"T_ed3a423e_e736_11ec_b50b_0242ac110004row26_col0\" class=\"data row26 col0\" >NHSE_SGSS</td>\n",
       "                        <td id=\"T_ed3a423e_e736_11ec_b50b_0242ac110004row26_col1\" class=\"data row26 col1\" >SGSS_Positive</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_ed3a423e_e736_11ec_b50b_0242ac110004level0_row27\" class=\"row_heading level0 row27\" >27</th>\n",
       "                        <td id=\"T_ed3a423e_e736_11ec_b50b_0242ac110004row27_col0\" class=\"data row27 col0\" >NHSE_Therapeutics</td>\n",
       "                        <td id=\"T_ed3a423e_e736_11ec_b50b_0242ac110004row27_col1\" class=\"data row27 col1\" >Therapeutics</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_ed3a423e_e736_11ec_b50b_0242ac110004level0_row28\" class=\"row_heading level0 row28\" >28</th>\n",
       "                        <td id=\"T_ed3a423e_e736_11ec_b50b_0242ac110004row28_col0\" class=\"data row28 col0\" >ONS_CIS</td>\n",
       "                        <td id=\"T_ed3a423e_e736_11ec_b50b_0242ac110004row28_col1\" class=\"data row28 col1\" >ONS_CIS</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_ed3a423e_e736_11ec_b50b_0242ac110004level0_row29\" class=\"row_heading level0 row29\" >29</th>\n",
       "                        <td id=\"T_ed3a423e_e736_11ec_b50b_0242ac110004row29_col0\" class=\"data row29 col0\" >ONS_DEATHS</td>\n",
       "                        <td id=\"T_ed3a423e_e736_11ec_b50b_0242ac110004row29_col1\" class=\"data row29 col1\" >ONS_Deaths</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_ed3a423e_e736_11ec_b50b_0242ac110004level0_row30\" class=\"row_heading level0 row30\" >30</th>\n",
       "                        <td id=\"T_ed3a423e_e736_11ec_b50b_0242ac110004row30_col0\" class=\"data row30 col0\" >OS_BUILD</td>\n",
       "                        <td id=\"T_ed3a423e_e736_11ec_b50b_0242ac110004row30_col1\" class=\"data row30 col1\" >BuildInfo</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_ed3a423e_e736_11ec_b50b_0242ac110004level0_row31\" class=\"row_heading level0 row31\" >31</th>\n",
       "                        <td id=\"T_ed3a423e_e736_11ec_b50b_0242ac110004row31_col0\" class=\"data row31 col0\" >OS_BUILD</td>\n",
       "                        <td id=\"T_ed3a423e_e736_11ec_b50b_0242ac110004row31_col1\" class=\"data row31 col1\" >CodeCountIndicator</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_ed3a423e_e736_11ec_b50b_0242ac110004level0_row32\" class=\"row_heading level0 row32\" >32</th>\n",
       "                        <td id=\"T_ed3a423e_e736_11ec_b50b_0242ac110004row32_col0\" class=\"data row32 col0\" >OS_BUILD</td>\n",
       "                        <td id=\"T_ed3a423e_e736_11ec_b50b_0242ac110004row32_col1\" class=\"data row32 col1\" >LatestBuildTime</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_ed3a423e_e736_11ec_b50b_0242ac110004level0_row33\" class=\"row_heading level0 row33\" >33</th>\n",
       "                        <td id=\"T_ed3a423e_e736_11ec_b50b_0242ac110004row33_col0\" class=\"data row33 col0\" >OS_BUILD</td>\n",
       "                        <td id=\"T_ed3a423e_e736_11ec_b50b_0242ac110004row33_col1\" class=\"data row33 col1\" >OpenSAFELYSchemaInformation</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_ed3a423e_e736_11ec_b50b_0242ac110004level0_row34\" class=\"row_heading level0 row34\" >34</th>\n",
       "                        <td id=\"T_ed3a423e_e736_11ec_b50b_0242ac110004row34_col0\" class=\"data row34 col0\" >OS_DERIVED</td>\n",
       "                        <td id=\"T_ed3a423e_e736_11ec_b50b_0242ac110004row34_col1\" class=\"data row34 col1\" >Household</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_ed3a423e_e736_11ec_b50b_0242ac110004level0_row35\" class=\"row_heading level0 row35\" >35</th>\n",
       "                        <td id=\"T_ed3a423e_e736_11ec_b50b_0242ac110004row35_col0\" class=\"data row35 col0\" >OS_DERIVED</td>\n",
       "                        <td id=\"T_ed3a423e_e736_11ec_b50b_0242ac110004row35_col1\" class=\"data row35 col1\" >HouseholdMember</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_ed3a423e_e736_11ec_b50b_0242ac110004level0_row36\" class=\"row_heading level0 row36\" >36</th>\n",
       "                        <td id=\"T_ed3a423e_e736_11ec_b50b_0242ac110004row36_col0\" class=\"data row36 col0\" >OS_DERIVED</td>\n",
       "                        <td id=\"T_ed3a423e_e736_11ec_b50b_0242ac110004row36_col1\" class=\"data row36 col1\" >MSOA_PopulationEstimates_2019</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_ed3a423e_e736_11ec_b50b_0242ac110004level0_row37\" class=\"row_heading level0 row37\" >37</th>\n",
       "                        <td id=\"T_ed3a423e_e736_11ec_b50b_0242ac110004row37_col0\" class=\"data row37 col0\" >OS_DERIVED</td>\n",
       "                        <td id=\"T_ed3a423e_e736_11ec_b50b_0242ac110004row37_col1\" class=\"data row37 col1\" >PotentialCareHomeAddress</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_ed3a423e_e736_11ec_b50b_0242ac110004level0_row38\" class=\"row_heading level0 row38\" >38</th>\n",
       "                        <td id=\"T_ed3a423e_e736_11ec_b50b_0242ac110004row38_col0\" class=\"data row38 col0\" >S1</td>\n",
       "                        <td id=\"T_ed3a423e_e736_11ec_b50b_0242ac110004row38_col1\" class=\"data row38 col1\" >Appointment</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_ed3a423e_e736_11ec_b50b_0242ac110004level0_row39\" class=\"row_heading level0 row39\" >39</th>\n",
       "                        <td id=\"T_ed3a423e_e736_11ec_b50b_0242ac110004row39_col0\" class=\"data row39 col0\" >S1</td>\n",
       "                        <td id=\"T_ed3a423e_e736_11ec_b50b_0242ac110004row39_col1\" class=\"data row39 col1\" >CTV3Dictionary</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_ed3a423e_e736_11ec_b50b_0242ac110004level0_row40\" class=\"row_heading level0 row40\" >40</th>\n",
       "                        <td id=\"T_ed3a423e_e736_11ec_b50b_0242ac110004row40_col0\" class=\"data row40 col0\" >S1</td>\n",
       "                        <td id=\"T_ed3a423e_e736_11ec_b50b_0242ac110004row40_col1\" class=\"data row40 col1\" >CTV3Hierarchy</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_ed3a423e_e736_11ec_b50b_0242ac110004level0_row41\" class=\"row_heading level0 row41\" >41</th>\n",
       "                        <td id=\"T_ed3a423e_e736_11ec_b50b_0242ac110004row41_col0\" class=\"data row41 col0\" >S1</td>\n",
       "                        <td id=\"T_ed3a423e_e736_11ec_b50b_0242ac110004row41_col1\" class=\"data row41 col1\" >CodedEvent</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_ed3a423e_e736_11ec_b50b_0242ac110004level0_row42\" class=\"row_heading level0 row42\" >42</th>\n",
       "                        <td id=\"T_ed3a423e_e736_11ec_b50b_0242ac110004row42_col0\" class=\"data row42 col0\" >S1</td>\n",
       "                        <td id=\"T_ed3a423e_e736_11ec_b50b_0242ac110004row42_col1\" class=\"data row42 col1\" >CodedEventRange</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_ed3a423e_e736_11ec_b50b_0242ac110004level0_row43\" class=\"row_heading level0 row43\" >43</th>\n",
       "                        <td id=\"T_ed3a423e_e736_11ec_b50b_0242ac110004row43_col0\" class=\"data row43 col0\" >S1</td>\n",
       "                        <td id=\"T_ed3a423e_e736_11ec_b50b_0242ac110004row43_col1\" class=\"data row43 col1\" >Consultation</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_ed3a423e_e736_11ec_b50b_0242ac110004level0_row44\" class=\"row_heading level0 row44\" >44</th>\n",
       "                        <td id=\"T_ed3a423e_e736_11ec_b50b_0242ac110004row44_col0\" class=\"data row44 col0\" >S1</td>\n",
       "                        <td id=\"T_ed3a423e_e736_11ec_b50b_0242ac110004row44_col1\" class=\"data row44 col1\" >DataDictionary</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_ed3a423e_e736_11ec_b50b_0242ac110004level0_row45\" class=\"row_heading level0 row45\" >45</th>\n",
       "                        <td id=\"T_ed3a423e_e736_11ec_b50b_0242ac110004row45_col0\" class=\"data row45 col0\" >S1</td>\n",
       "                        <td id=\"T_ed3a423e_e736_11ec_b50b_0242ac110004row45_col1\" class=\"data row45 col1\" >ICD10Dictionary</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_ed3a423e_e736_11ec_b50b_0242ac110004level0_row46\" class=\"row_heading level0 row46\" >46</th>\n",
       "                        <td id=\"T_ed3a423e_e736_11ec_b50b_0242ac110004row46_col0\" class=\"data row46 col0\" >S1</td>\n",
       "                        <td id=\"T_ed3a423e_e736_11ec_b50b_0242ac110004row46_col1\" class=\"data row46 col1\" >MedicationDictionary</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_ed3a423e_e736_11ec_b50b_0242ac110004level0_row47\" class=\"row_heading level0 row47\" >47</th>\n",
       "                        <td id=\"T_ed3a423e_e736_11ec_b50b_0242ac110004row47_col0\" class=\"data row47 col0\" >S1</td>\n",
       "                        <td id=\"T_ed3a423e_e736_11ec_b50b_0242ac110004row47_col1\" class=\"data row47 col1\" >MedicationIssue</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_ed3a423e_e736_11ec_b50b_0242ac110004level0_row48\" class=\"row_heading level0 row48\" >48</th>\n",
       "                        <td id=\"T_ed3a423e_e736_11ec_b50b_0242ac110004row48_col0\" class=\"data row48 col0\" >S1</td>\n",
       "                        <td id=\"T_ed3a423e_e736_11ec_b50b_0242ac110004row48_col1\" class=\"data row48 col1\" >MedicationRepeat</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_ed3a423e_e736_11ec_b50b_0242ac110004level0_row49\" class=\"row_heading level0 row49\" >49</th>\n",
       "                        <td id=\"T_ed3a423e_e736_11ec_b50b_0242ac110004row49_col0\" class=\"data row49 col0\" >S1</td>\n",
       "                        <td id=\"T_ed3a423e_e736_11ec_b50b_0242ac110004row49_col1\" class=\"data row49 col1\" >MedicationSensitivity</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_ed3a423e_e736_11ec_b50b_0242ac110004level0_row50\" class=\"row_heading level0 row50\" >50</th>\n",
       "                        <td id=\"T_ed3a423e_e736_11ec_b50b_0242ac110004row50_col0\" class=\"data row50 col0\" >S1</td>\n",
       "                        <td id=\"T_ed3a423e_e736_11ec_b50b_0242ac110004row50_col1\" class=\"data row50 col1\" >Organisation</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_ed3a423e_e736_11ec_b50b_0242ac110004level0_row51\" class=\"row_heading level0 row51\" >51</th>\n",
       "                        <td id=\"T_ed3a423e_e736_11ec_b50b_0242ac110004row51_col0\" class=\"data row51 col0\" >S1</td>\n",
       "                        <td id=\"T_ed3a423e_e736_11ec_b50b_0242ac110004row51_col1\" class=\"data row51 col1\" >Patient</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_ed3a423e_e736_11ec_b50b_0242ac110004level0_row52\" class=\"row_heading level0 row52\" >52</th>\n",
       "                        <td id=\"T_ed3a423e_e736_11ec_b50b_0242ac110004row52_col0\" class=\"data row52 col0\" >S1</td>\n",
       "                        <td id=\"T_ed3a423e_e736_11ec_b50b_0242ac110004row52_col1\" class=\"data row52 col1\" >PatientAddress</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_ed3a423e_e736_11ec_b50b_0242ac110004level0_row53\" class=\"row_heading level0 row53\" >53</th>\n",
       "                        <td id=\"T_ed3a423e_e736_11ec_b50b_0242ac110004row53_col0\" class=\"data row53 col0\" >S1</td>\n",
       "                        <td id=\"T_ed3a423e_e736_11ec_b50b_0242ac110004row53_col1\" class=\"data row53 col1\" >QOFClusterReference</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_ed3a423e_e736_11ec_b50b_0242ac110004level0_row54\" class=\"row_heading level0 row54\" >54</th>\n",
       "                        <td id=\"T_ed3a423e_e736_11ec_b50b_0242ac110004row54_col0\" class=\"data row54 col0\" >S1</td>\n",
       "                        <td id=\"T_ed3a423e_e736_11ec_b50b_0242ac110004row54_col1\" class=\"data row54 col1\" >RegistrationHistory</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_ed3a423e_e736_11ec_b50b_0242ac110004level0_row55\" class=\"row_heading level0 row55\" >55</th>\n",
       "                        <td id=\"T_ed3a423e_e736_11ec_b50b_0242ac110004row55_col0\" class=\"data row55 col0\" >S1</td>\n",
       "                        <td id=\"T_ed3a423e_e736_11ec_b50b_0242ac110004row55_col1\" class=\"data row55 col1\" >UnitDictionary</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_ed3a423e_e736_11ec_b50b_0242ac110004level0_row56\" class=\"row_heading level0 row56\" >56</th>\n",
       "                        <td id=\"T_ed3a423e_e736_11ec_b50b_0242ac110004row56_col0\" class=\"data row56 col0\" >S1</td>\n",
       "                        <td id=\"T_ed3a423e_e736_11ec_b50b_0242ac110004row56_col1\" class=\"data row56 col1\" >Vaccination</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_ed3a423e_e736_11ec_b50b_0242ac110004level0_row57\" class=\"row_heading level0 row57\" >57</th>\n",
       "                        <td id=\"T_ed3a423e_e736_11ec_b50b_0242ac110004row57_col0\" class=\"data row57 col0\" >S1</td>\n",
       "                        <td id=\"T_ed3a423e_e736_11ec_b50b_0242ac110004row57_col1\" class=\"data row57 col1\" >VaccinationReference</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_ed3a423e_e736_11ec_b50b_0242ac110004level0_row58\" class=\"row_heading level0 row58\" >58</th>\n",
       "                        <td id=\"T_ed3a423e_e736_11ec_b50b_0242ac110004row58_col0\" class=\"data row58 col0\" >S1</td>\n",
       "                        <td id=\"T_ed3a423e_e736_11ec_b50b_0242ac110004row58_col1\" class=\"data row58 col1\" >YCodeToSnomedMapping</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_ed3a423e_e736_11ec_b50b_0242ac110004level0_row59\" class=\"row_heading level0 row59\" >59</th>\n",
       "                        <td id=\"T_ed3a423e_e736_11ec_b50b_0242ac110004row59_col0\" class=\"data row59 col0\" >UK_Renal_Register</td>\n",
       "                        <td id=\"T_ed3a423e_e736_11ec_b50b_0242ac110004row59_col1\" class=\"data row59 col1\" >UKRR</td>\n",
       "            </tr>\n",
       "    </tbody></table>"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x7fb4c89ea730>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "table_names = table_schema[['DataSource', 'TableName']].drop_duplicates().sort_values(['DataSource', 'TableName'])\n",
    "table_names = table_names[table_names['DataSource']!=\"\"]\n",
    "display(table_names.reset_index(drop=True).style.set_properties(**{'text-align': 'left'}))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Table Schema\n",
    "\n",
    "The schema for each table contains the following info:\n",
    "\n",
    "* `ColumnName`, the column name.\n",
    "* `ColumnType`, the column type, for example integer, numeric or date &mdash; see [SQL Server _data types_ documentation](https://docs.microsoft.com/en-us/sql/t-sql/data-types/data-types-transact-sql) for more details.\n",
    "* `Precision`, `Scale` and `MaxLength` &mdash; see [SQL Server _precision, scale, and length_ documentation](https://docs.microsoft.com/en-us/sql/t-sql/data-types/precision-scale-and-length-transact-sql) for more details.\n",
    "* `IsNullable`, are Null values accepted.\n",
    "\n",
    "The schema for each table is printed below."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "lines_to_next_cell": 0
   },
   "outputs": [
    {
     "data": {
      "text/markdown": [
       "\n"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/markdown": [
       "### ICNARC"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/markdown": [
       "#### ICNARC"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<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>ColumnType</th>\n",
       "      <th>MaxLength</th>\n",
       "      <th>Precision</th>\n",
       "      <th>Scale</th>\n",
       "      <th>IsNullable</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ColumnName</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Patient_ID</th>\n",
       "      <td>bigint</td>\n",
       "      <td>8</td>\n",
       "      <td>19</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ICNARC_ID</th>\n",
       "      <td>bigint</td>\n",
       "      <td>8</td>\n",
       "      <td>19</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CalculatedAge</th>\n",
       "      <td>int</td>\n",
       "      <td>4</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EstimatedAge</th>\n",
       "      <td>int</td>\n",
       "      <td>4</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Sex</th>\n",
       "      <td>varchar</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OriginalHospitalAdmissionDate</th>\n",
       "      <td>datetime</td>\n",
       "      <td>8</td>\n",
       "      <td>23</td>\n",
       "      <td>3</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>HospitalAdmissionDate</th>\n",
       "      <td>datetime</td>\n",
       "      <td>8</td>\n",
       "      <td>23</td>\n",
       "      <td>3</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IcuAdmissionDateTime</th>\n",
       "      <td>datetime</td>\n",
       "      <td>8</td>\n",
       "      <td>23</td>\n",
       "      <td>3</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TransferredIn</th>\n",
       "      <td>varchar</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OriginalIcuAdmissionDate</th>\n",
       "      <td>datetime</td>\n",
       "      <td>8</td>\n",
       "      <td>23</td>\n",
       "      <td>3</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>HighestLevelFirst24Hours</th>\n",
       "      <td>int</td>\n",
       "      <td>4</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ventilator</th>\n",
       "      <td>int</td>\n",
       "      <td>4</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AP2score</th>\n",
       "      <td>int</td>\n",
       "      <td>4</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IMscore</th>\n",
       "      <td>int</td>\n",
       "      <td>4</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pfratio</th>\n",
       "      <td>real</td>\n",
       "      <td>4</td>\n",
       "      <td>24</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BasicDays_RespiratorySupport</th>\n",
       "      <td>int</td>\n",
       "      <td>4</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AdvancedDays_RespiratorySupport</th>\n",
       "      <td>int</td>\n",
       "      <td>4</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BasicDays_CardiovascularSupport</th>\n",
       "      <td>int</td>\n",
       "      <td>4</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AdvancedDays_CardiovascularSupport</th>\n",
       "      <td>int</td>\n",
       "      <td>4</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SupportDays_Renal</th>\n",
       "      <td>int</td>\n",
       "      <td>4</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SupportDays_Neurological</th>\n",
       "      <td>int</td>\n",
       "      <td>4</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SupportDays_Gastrointestinal</th>\n",
       "      <td>int</td>\n",
       "      <td>4</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SupportDays_Dermatological</th>\n",
       "      <td>int</td>\n",
       "      <td>4</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SupportDays_Liver</th>\n",
       "      <td>int</td>\n",
       "      <td>4</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Level3days</th>\n",
       "      <td>int</td>\n",
       "      <td>4</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Level2days</th>\n",
       "      <td>int</td>\n",
       "      <td>4</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Level1days</th>\n",
       "      <td>int</td>\n",
       "      <td>4</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Level0days</th>\n",
       "      <td>int</td>\n",
       "      <td>4</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>HRG</th>\n",
       "      <td>varchar</td>\n",
       "      <td>50</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>yusurv</th>\n",
       "      <td>int</td>\n",
       "      <td>4</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IcuDischargeDateTime</th>\n",
       "      <td>datetime</td>\n",
       "      <td>8</td>\n",
       "      <td>23</td>\n",
       "      <td>3</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TransferredOut</th>\n",
       "      <td>varchar</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ausurv</th>\n",
       "      <td>int</td>\n",
       "      <td>4</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>UltimateIcuDischargeDate</th>\n",
       "      <td>datetime</td>\n",
       "      <td>8</td>\n",
       "      <td>23</td>\n",
       "      <td>3</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>yhsurv</th>\n",
       "      <td>int</td>\n",
       "      <td>4</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>HospitalDischargeDate</th>\n",
       "      <td>datetime</td>\n",
       "      <td>8</td>\n",
       "      <td>23</td>\n",
       "      <td>3</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ahsurv</th>\n",
       "      <td>int</td>\n",
       "      <td>4</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>UltimateHospitalDischargeDate</th>\n",
       "      <td>datetime</td>\n",
       "      <td>8</td>\n",
       "      <td>23</td>\n",
       "      <td>3</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DateOfDeath</th>\n",
       "      <td>datetime</td>\n",
       "      <td>8</td>\n",
       "      <td>23</td>\n",
       "      <td>3</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                   ColumnType  MaxLength  Precision  Scale  \\\n",
       "ColumnName                                                                   \n",
       "Patient_ID                             bigint          8         19      0   \n",
       "ICNARC_ID                              bigint          8         19      0   \n",
       "CalculatedAge                             int          4         10      0   \n",
       "EstimatedAge                              int          4         10      0   \n",
       "Sex                                   varchar         10          0      0   \n",
       "OriginalHospitalAdmissionDate        datetime          8         23      3   \n",
       "HospitalAdmissionDate                datetime          8         23      3   \n",
       "IcuAdmissionDateTime                 datetime          8         23      3   \n",
       "TransferredIn                         varchar         10          0      0   \n",
       "OriginalIcuAdmissionDate             datetime          8         23      3   \n",
       "HighestLevelFirst24Hours                  int          4         10      0   \n",
       "Ventilator                                int          4         10      0   \n",
       "AP2score                                  int          4         10      0   \n",
       "IMscore                                   int          4         10      0   \n",
       "pfratio                                  real          4         24      0   \n",
       "BasicDays_RespiratorySupport              int          4         10      0   \n",
       "AdvancedDays_RespiratorySupport           int          4         10      0   \n",
       "BasicDays_CardiovascularSupport           int          4         10      0   \n",
       "AdvancedDays_CardiovascularSupport        int          4         10      0   \n",
       "SupportDays_Renal                         int          4         10      0   \n",
       "SupportDays_Neurological                  int          4         10      0   \n",
       "SupportDays_Gastrointestinal              int          4         10      0   \n",
       "SupportDays_Dermatological                int          4         10      0   \n",
       "SupportDays_Liver                         int          4         10      0   \n",
       "Level3days                                int          4         10      0   \n",
       "Level2days                                int          4         10      0   \n",
       "Level1days                                int          4         10      0   \n",
       "Level0days                                int          4         10      0   \n",
       "HRG                                   varchar         50          0      0   \n",
       "yusurv                                    int          4         10      0   \n",
       "IcuDischargeDateTime                 datetime          8         23      3   \n",
       "TransferredOut                        varchar         10          0      0   \n",
       "ausurv                                    int          4         10      0   \n",
       "UltimateIcuDischargeDate             datetime          8         23      3   \n",
       "yhsurv                                    int          4         10      0   \n",
       "HospitalDischargeDate                datetime          8         23      3   \n",
       "ahsurv                                    int          4         10      0   \n",
       "UltimateHospitalDischargeDate        datetime          8         23      3   \n",
       "DateOfDeath                          datetime          8         23      3   \n",
       "\n",
       "                                    IsNullable  \n",
       "ColumnName                                      \n",
       "Patient_ID                               False  \n",
       "ICNARC_ID                                 True  \n",
       "CalculatedAge                             True  \n",
       "EstimatedAge                              True  \n",
       "Sex                                       True  \n",
       "OriginalHospitalAdmissionDate             True  \n",
       "HospitalAdmissionDate                     True  \n",
       "IcuAdmissionDateTime                      True  \n",
       "TransferredIn                             True  \n",
       "OriginalIcuAdmissionDate                  True  \n",
       "HighestLevelFirst24Hours                  True  \n",
       "Ventilator                                True  \n",
       "AP2score                                  True  \n",
       "IMscore                                   True  \n",
       "pfratio                                   True  \n",
       "BasicDays_RespiratorySupport              True  \n",
       "AdvancedDays_RespiratorySupport           True  \n",
       "BasicDays_CardiovascularSupport           True  \n",
       "AdvancedDays_CardiovascularSupport        True  \n",
       "SupportDays_Renal                         True  \n",
       "SupportDays_Neurological                  True  \n",
       "SupportDays_Gastrointestinal              True  \n",
       "SupportDays_Dermatological                True  \n",
       "SupportDays_Liver                         True  \n",
       "Level3days                                True  \n",
       "Level2days                                True  \n",
       "Level1days                                True  \n",
       "Level0days                                True  \n",
       "HRG                                       True  \n",
       "yusurv                                    True  \n",
       "IcuDischargeDateTime                      True  \n",
       "TransferredOut                            True  \n",
       "ausurv                                    True  \n",
       "UltimateIcuDischargeDate                  True  \n",
       "yhsurv                                    True  \n",
       "HospitalDischargeDate                     True  \n",
       "ahsurv                                    True  \n",
       "UltimateHospitalDischargeDate             True  \n",
       "DateOfDeath                               True  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/markdown": [
       "\n"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/markdown": [
       "### NHSD_HIGH_COST_DRUGS"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/markdown": [
       "#### HighCostDrugs"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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       "    }\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ColumnType</th>\n",
       "      <th>MaxLength</th>\n",
       "      <th>Precision</th>\n",
       "      <th>Scale</th>\n",
       "      <th>IsNullable</th>\n",
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       "    <tr>\n",
       "      <th>ColumnName</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Patient_ID</th>\n",
       "      <td>bigint</td>\n",
       "      <td>8</td>\n",
       "      <td>19</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FinancialMonth</th>\n",
       "      <td>varchar</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FinancialYear</th>\n",
       "      <td>varchar</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PersonAge</th>\n",
       "      <td>int</td>\n",
       "      <td>4</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PersonGender</th>\n",
       "      <td>int</td>\n",
       "      <td>4</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ActivityTreatmentFunctionCode</th>\n",
       "      <td>varchar</td>\n",
       "      <td>100</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TherapeuticIndicationCode</th>\n",
       "      <td>varchar</td>\n",
       "      <td>1000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>HighCostTariffExcludedDrugCode</th>\n",
       "      <td>varchar</td>\n",
       "      <td>100</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DrugName</th>\n",
       "      <td>varchar</td>\n",
       "      <td>1000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RouteOfAdministration</th>\n",
       "      <td>varchar</td>\n",
       "      <td>100</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DrugStrength</th>\n",
       "      <td>varchar</td>\n",
       "      <td>1000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DrugVolume</th>\n",
       "      <td>varchar</td>\n",
       "      <td>1000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DrugPackSize</th>\n",
       "      <td>varchar</td>\n",
       "      <td>1000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DrugQuanitityOrWeightProportion</th>\n",
       "      <td>varchar</td>\n",
       "      <td>1000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>UnitOfMeasurement</th>\n",
       "      <td>varchar</td>\n",
       "      <td>100</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DispensingRoute</th>\n",
       "      <td>varchar</td>\n",
       "      <td>100</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>HomeDeliveryCharge</th>\n",
       "      <td>varchar</td>\n",
       "      <td>100</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TotalCost</th>\n",
       "      <td>varchar</td>\n",
       "      <td>100</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DerivedSNOMEDFromName</th>\n",
       "      <td>varchar</td>\n",
       "      <td>1000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DerivedVTM</th>\n",
       "      <td>varchar</td>\n",
       "      <td>1000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DerivedVTMName</th>\n",
       "      <td>varchar</td>\n",
       "      <td>1000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                ColumnType  MaxLength  Precision  Scale  \\\n",
       "ColumnName                                                                \n",
       "Patient_ID                          bigint          8         19      0   \n",
       "FinancialMonth                     varchar          2          0      0   \n",
       "FinancialYear                      varchar          6          0      0   \n",
       "PersonAge                              int          4         10      0   \n",
       "PersonGender                           int          4         10      0   \n",
       "ActivityTreatmentFunctionCode      varchar        100          0      0   \n",
       "TherapeuticIndicationCode          varchar       1000          0      0   \n",
       "HighCostTariffExcludedDrugCode     varchar        100          0      0   \n",
       "DrugName                           varchar       1000          0      0   \n",
       "RouteOfAdministration              varchar        100          0      0   \n",
       "DrugStrength                       varchar       1000          0      0   \n",
       "DrugVolume                         varchar       1000          0      0   \n",
       "DrugPackSize                       varchar       1000          0      0   \n",
       "DrugQuanitityOrWeightProportion    varchar       1000          0      0   \n",
       "UnitOfMeasurement                  varchar        100          0      0   \n",
       "DispensingRoute                    varchar        100          0      0   \n",
       "HomeDeliveryCharge                 varchar        100          0      0   \n",
       "TotalCost                          varchar        100          0      0   \n",
       "DerivedSNOMEDFromName              varchar       1000          0      0   \n",
       "DerivedVTM                         varchar       1000          0      0   \n",
       "DerivedVTMName                     varchar       1000          0      0   \n",
       "\n",
       "                                 IsNullable  \n",
       "ColumnName                                   \n",
       "Patient_ID                            False  \n",
       "FinancialMonth                         True  \n",
       "FinancialYear                          True  \n",
       "PersonAge                              True  \n",
       "PersonGender                           True  \n",
       "ActivityTreatmentFunctionCode          True  \n",
       "TherapeuticIndicationCode              True  \n",
       "HighCostTariffExcludedDrugCode         True  \n",
       "DrugName                               True  \n",
       "RouteOfAdministration                  True  \n",
       "DrugStrength                           True  \n",
       "DrugVolume                             True  \n",
       "DrugPackSize                           True  \n",
       "DrugQuanitityOrWeightProportion        True  \n",
       "UnitOfMeasurement                      True  \n",
       "DispensingRoute                        True  \n",
       "HomeDeliveryCharge                     True  \n",
       "TotalCost                              True  \n",
       "DerivedSNOMEDFromName                  True  \n",
       "DerivedVTM                             True  \n",
       "DerivedVTMName                         True  "
      ]
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       "\n"
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     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/markdown": [
       "### NHSE_APCS"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/markdown": [
       "#### APCS"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
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       "      <th>ColumnType</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Patient_ID</th>\n",
       "      <td>bigint</td>\n",
       "      <td>8</td>\n",
       "      <td>19</td>\n",
       "      <td>0</td>\n",
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       "      <th>APCS_Ident</th>\n",
       "      <td>bigint</td>\n",
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       "      <td>19</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>Carer_Support_Indicator</th>\n",
       "      <td>varchar</td>\n",
       "      <td>1000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ethnic_Group</th>\n",
       "      <td>varchar</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Administrative_Category</th>\n",
       "      <td>varchar</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Patient_Classification</th>\n",
       "      <td>varchar</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
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       "    <tr>\n",
       "      <th>Admission_Method</th>\n",
       "      <td>varchar</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Discharge_Destination</th>\n",
       "      <td>varchar</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Discharge_Method</th>\n",
       "      <td>varchar</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Source_of_Admission</th>\n",
       "      <td>varchar</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Admission_Date</th>\n",
       "      <td>date</td>\n",
       "      <td>3</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Discharge_Date</th>\n",
       "      <td>date</td>\n",
       "      <td>3</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Provider_Org_Code_Type</th>\n",
       "      <td>varchar</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Duration_of_Elective_Wait</th>\n",
       "      <td>int</td>\n",
       "      <td>4</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Spell_Core_HRG_SUS</th>\n",
       "      <td>varchar</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Spell_HRG_Version_No_SUS</th>\n",
       "      <td>varchar</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Hospital_Spell_Duration</th>\n",
       "      <td>int</td>\n",
       "      <td>4</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Der_Spell_LoS</th>\n",
       "      <td>int</td>\n",
       "      <td>4</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Der_Diagnosis_Count</th>\n",
       "      <td>int</td>\n",
       "      <td>4</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Der_Procedure_Count</th>\n",
       "      <td>int</td>\n",
       "      <td>4</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Der_Diagnosis_All</th>\n",
       "      <td>varchar</td>\n",
       "      <td>4000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Der_Procedure_All</th>\n",
       "      <td>varchar</td>\n",
       "      <td>4000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Der_Admit_Treatment_Function_Code</th>\n",
       "      <td>varchar</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Der_Dischg_Treatment_Function_Code</th>\n",
       "      <td>varchar</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Der_Pseudo_Patient_Pathway_ID</th>\n",
       "      <td>bigint</td>\n",
       "      <td>8</td>\n",
       "      <td>19</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Der_Activity_Month</th>\n",
       "      <td>varchar</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Der_Financial_Year</th>\n",
       "      <td>varchar</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                   ColumnType  MaxLength  Precision  Scale  \\\n",
       "ColumnName                                                                   \n",
       "Patient_ID                             bigint          8         19      0   \n",
       "APCS_Ident                             bigint          8         19      0   \n",
       "Carer_Support_Indicator               varchar       1000          0      0   \n",
       "Ethnic_Group                          varchar          2          0      0   \n",
       "Administrative_Category               varchar          2          0      0   \n",
       "Patient_Classification                varchar          2          0      0   \n",
       "Admission_Method                      varchar          2          0      0   \n",
       "Discharge_Destination                 varchar          2          0      0   \n",
       "Discharge_Method                      varchar          2          0      0   \n",
       "Source_of_Admission                   varchar          2          0      0   \n",
       "Admission_Date                           date          3         10      0   \n",
       "Discharge_Date                           date          3         10      0   \n",
       "Provider_Org_Code_Type                varchar          5          0      0   \n",
       "Duration_of_Elective_Wait                 int          4         10      0   \n",
       "Spell_Core_HRG_SUS                    varchar         10          0      0   \n",
       "Spell_HRG_Version_No_SUS              varchar         20          0      0   \n",
       "Hospital_Spell_Duration                   int          4         10      0   \n",
       "Der_Spell_LoS                             int          4         10      0   \n",
       "Der_Diagnosis_Count                       int          4         10      0   \n",
       "Der_Procedure_Count                       int          4         10      0   \n",
       "Der_Diagnosis_All                     varchar       4000          0      0   \n",
       "Der_Procedure_All                     varchar       4000          0      0   \n",
       "Der_Admit_Treatment_Function_Code     varchar          3          0      0   \n",
       "Der_Dischg_Treatment_Function_Code    varchar          3          0      0   \n",
       "Der_Pseudo_Patient_Pathway_ID          bigint          8         19      0   \n",
       "Der_Activity_Month                    varchar          6          0      0   \n",
       "Der_Financial_Year                    varchar          7          0      0   \n",
       "\n",
       "                                    IsNullable  \n",
       "ColumnName                                      \n",
       "Patient_ID                               False  \n",
       "APCS_Ident                               False  \n",
       "Carer_Support_Indicator                   True  \n",
       "Ethnic_Group                              True  \n",
       "Administrative_Category                   True  \n",
       "Patient_Classification                    True  \n",
       "Admission_Method                          True  \n",
       "Discharge_Destination                     True  \n",
       "Discharge_Method                          True  \n",
       "Source_of_Admission                       True  \n",
       "Admission_Date                            True  \n",
       "Discharge_Date                            True  \n",
       "Provider_Org_Code_Type                    True  \n",
       "Duration_of_Elective_Wait                 True  \n",
       "Spell_Core_HRG_SUS                        True  \n",
       "Spell_HRG_Version_No_SUS                  True  \n",
       "Hospital_Spell_Duration                   True  \n",
       "Der_Spell_LoS                             True  \n",
       "Der_Diagnosis_Count                       True  \n",
       "Der_Procedure_Count                       True  \n",
       "Der_Diagnosis_All                         True  \n",
       "Der_Procedure_All                         True  \n",
       "Der_Admit_Treatment_Function_Code         True  \n",
       "Der_Dischg_Treatment_Function_Code        True  \n",
       "Der_Pseudo_Patient_Pathway_ID             True  \n",
       "Der_Activity_Month                        True  \n",
       "Der_Financial_Year                        True  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/markdown": [
       "#### APCS_Cost"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Patient_ID</th>\n",
       "      <td>bigint</td>\n",
       "      <td>8</td>\n",
       "      <td>19</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>APCS_Ident</th>\n",
       "      <td>bigint</td>\n",
       "      <td>8</td>\n",
       "      <td>19</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
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       "    <tr>\n",
       "      <th>Tariff_Initial_Amount</th>\n",
       "      <td>real</td>\n",
       "      <td>4</td>\n",
       "      <td>24</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tariff_Total_Payment</th>\n",
       "      <td>real</td>\n",
       "      <td>4</td>\n",
       "      <td>24</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Grand_Total_Payment_MFF</th>\n",
       "      <td>real</td>\n",
       "      <td>4</td>\n",
       "      <td>24</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
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       "                        ColumnType  MaxLength  Precision  Scale  IsNullable\n",
       "ColumnName                                                                 \n",
       "Patient_ID                  bigint          8         19      0       False\n",
       "APCS_Ident                  bigint          8         19      0       False\n",
       "Tariff_Initial_Amount         real          4         24      0        True\n",
       "Tariff_Total_Payment          real          4         24      0        True\n",
       "Grand_Total_Payment_MFF       real          4         24      0        True"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
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    {
     "data": {
      "text/markdown": [
       "#### APCS_Der"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
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     "metadata": {},
     "output_type": "display_data"
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       "      <th>ColumnName</th>\n",
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       "      <th></th>\n",
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       "      <th></th>\n",
       "      <th></th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Patient_ID</th>\n",
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       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>APCS_Ident</th>\n",
       "      <td>bigint</td>\n",
       "      <td>8</td>\n",
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       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Spell_Dominant_Procedure</th>\n",
       "      <td>varchar</td>\n",
       "      <td>100</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Spell_Primary_Diagnosis</th>\n",
       "      <td>varchar</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Spell_Secondary_Diagnosis</th>\n",
       "      <td>varchar</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Spell_Treatment_Function_Code</th>\n",
       "      <td>varchar</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Spell_Main_Specialty_Code</th>\n",
       "      <td>varchar</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Spell_LoS</th>\n",
       "      <td>varchar</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Spell_PbR_CC_Day</th>\n",
       "      <td>varchar</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Spell_PbR_Rehab_Days</th>\n",
       "      <td>varchar</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Spell_RE30_Indicator</th>\n",
       "      <td>varchar</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Spell_RE30_Admit_Type</th>\n",
       "      <td>varchar</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                              ColumnType  MaxLength  Precision  Scale  \\\n",
       "ColumnName                                                              \n",
       "Patient_ID                        bigint          8         19      0   \n",
       "APCS_Ident                        bigint          8         19      0   \n",
       "Spell_Dominant_Procedure         varchar        100          0      0   \n",
       "Spell_Primary_Diagnosis          varchar          5          0      0   \n",
       "Spell_Secondary_Diagnosis        varchar          5          0      0   \n",
       "Spell_Treatment_Function_Code    varchar          3          0      0   \n",
       "Spell_Main_Specialty_Code        varchar          3          0      0   \n",
       "Spell_LoS                        varchar          5          0      0   \n",
       "Spell_PbR_CC_Day                 varchar          4          0      0   \n",
       "Spell_PbR_Rehab_Days             varchar          4          0      0   \n",
       "Spell_RE30_Indicator             varchar          1          0      0   \n",
       "Spell_RE30_Admit_Type            varchar          1          0      0   \n",
       "\n",
       "                               IsNullable  \n",
       "ColumnName                                 \n",
       "Patient_ID                          False  \n",
       "APCS_Ident                          False  \n",
       "Spell_Dominant_Procedure             True  \n",
       "Spell_Primary_Diagnosis              True  \n",
       "Spell_Secondary_Diagnosis            True  \n",
       "Spell_Treatment_Function_Code        True  \n",
       "Spell_Main_Specialty_Code            True  \n",
       "Spell_LoS                            True  \n",
       "Spell_PbR_CC_Day                     True  \n",
       "Spell_PbR_Rehab_Days                 True  \n",
       "Spell_RE30_Indicator                 True  \n",
       "Spell_RE30_Admit_Type                True  "
      ]
     },
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       "\n"
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     "metadata": {},
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    },
    {
     "data": {
      "text/markdown": [
       "### NHSE_CPNS"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/markdown": [
       "#### CPNS"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
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       "      <th>Id</th>\n",
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       "      <th>LocationOfDeath</th>\n",
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       "      <td>1000</td>\n",
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       "      <td>0</td>\n",
       "      <td>True</td>\n",
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       "    <tr>\n",
       "      <th>Sex</th>\n",
       "      <td>varchar</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DateOfAdmission</th>\n",
       "      <td>date</td>\n",
       "      <td>3</td>\n",
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       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DateOfSwabbed</th>\n",
       "      <td>date</td>\n",
       "      <td>3</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DateOfResult</th>\n",
       "      <td>date</td>\n",
       "      <td>3</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RelativesAware</th>\n",
       "      <td>varchar</td>\n",
       "      <td>100</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TravelHistory</th>\n",
       "      <td>varchar</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RegionCode</th>\n",
       "      <td>varchar</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RegionName</th>\n",
       "      <td>varchar</td>\n",
       "      <td>100</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OrganisationTypeLot</th>\n",
       "      <td>varchar</td>\n",
       "      <td>100</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RegionApproved</th>\n",
       "      <td>varchar</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RegionalApprovedDate</th>\n",
       "      <td>date</td>\n",
       "      <td>3</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NationalApproved</th>\n",
       "      <td>varchar</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NationalApprovedDate</th>\n",
       "      <td>date</td>\n",
       "      <td>3</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PreExistingCondition</th>\n",
       "      <td>varchar</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Age</th>\n",
       "      <td>int</td>\n",
       "      <td>4</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DateOfDeath</th>\n",
       "      <td>date</td>\n",
       "      <td>3</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>HadLearningDisability</th>\n",
       "      <td>varchar</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ReceivedTreatmentForMentalHealth</th>\n",
       "      <td>varchar</td>\n",
       "      <td>100</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Der_Ethnic_Category_Description</th>\n",
       "      <td>varchar</td>\n",
       "      <td>100</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Der_Latest_SUS_Attendance_Date_For_Ethnicity</th>\n",
       "      <td>varchar</td>\n",
       "      <td>100</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Der_Source_Dataset_For_Ethnicty</th>\n",
       "      <td>varchar</td>\n",
       "      <td>100</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>snapDate</th>\n",
       "      <td>date</td>\n",
       "      <td>3</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OnDeathCertificateNotice</th>\n",
       "      <td>bit</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CovidTestResult</th>\n",
       "      <td>varchar</td>\n",
       "      <td>100</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NHSworker</th>\n",
       "      <td>bit</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PreExistingConditionList</th>\n",
       "      <td>varchar</td>\n",
       "      <td>4000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LearningDisabilityType</th>\n",
       "      <td>varchar</td>\n",
       "      <td>100</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TransferredFromLearningDisabilityAutismSetting</th>\n",
       "      <td>bit</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TransferredFromAMentalHealthSetting</th>\n",
       "      <td>bit</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DetainedUnderMHAct</th>\n",
       "      <td>bit</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                               ColumnType  MaxLength  \\\n",
       "ColumnName                                                             \n",
       "Patient_ID                                         bigint          8   \n",
       "Id                                                 bigint          8   \n",
       "LocationOfDeath                                   varchar       1000   \n",
       "Sex                                               varchar          5   \n",
       "DateOfAdmission                                      date          3   \n",
       "DateOfSwabbed                                        date          3   \n",
       "DateOfResult                                         date          3   \n",
       "RelativesAware                                    varchar        100   \n",
       "TravelHistory                                     varchar         10   \n",
       "RegionCode                                        varchar         10   \n",
       "RegionName                                        varchar        100   \n",
       "OrganisationTypeLot                               varchar        100   \n",
       "RegionApproved                                    varchar         10   \n",
       "RegionalApprovedDate                                 date          3   \n",
       "NationalApproved                                  varchar         10   \n",
       "NationalApprovedDate                                 date          3   \n",
       "PreExistingCondition                              varchar         10   \n",
       "Age                                                   int          4   \n",
       "DateOfDeath                                          date          3   \n",
       "HadLearningDisability                             varchar         10   \n",
       "ReceivedTreatmentForMentalHealth                  varchar        100   \n",
       "Der_Ethnic_Category_Description                   varchar        100   \n",
       "Der_Latest_SUS_Attendance_Date_For_Ethnicity      varchar        100   \n",
       "Der_Source_Dataset_For_Ethnicty                   varchar        100   \n",
       "snapDate                                             date          3   \n",
       "OnDeathCertificateNotice                              bit          1   \n",
       "CovidTestResult                                   varchar        100   \n",
       "NHSworker                                             bit          1   \n",
       "PreExistingConditionList                          varchar       4000   \n",
       "LearningDisabilityType                            varchar        100   \n",
       "TransferredFromLearningDisabilityAutismSetting        bit          1   \n",
       "TransferredFromAMentalHealthSetting                   bit          1   \n",
       "DetainedUnderMHAct                                    bit          1   \n",
       "\n",
       "                                                Precision  Scale  IsNullable  \n",
       "ColumnName                                                                    \n",
       "Patient_ID                                             19      0       False  \n",
       "Id                                                     19      0       False  \n",
       "LocationOfDeath                                         0      0        True  \n",
       "Sex                                                     0      0        True  \n",
       "DateOfAdmission                                        10      0        True  \n",
       "DateOfSwabbed                                          10      0        True  \n",
       "DateOfResult                                           10      0        True  \n",
       "RelativesAware                                          0      0        True  \n",
       "TravelHistory                                           0      0        True  \n",
       "RegionCode                                              0      0        True  \n",
       "RegionName                                              0      0        True  \n",
       "OrganisationTypeLot                                     0      0        True  \n",
       "RegionApproved                                          0      0        True  \n",
       "RegionalApprovedDate                                   10      0        True  \n",
       "NationalApproved                                        0      0        True  \n",
       "NationalApprovedDate                                   10      0        True  \n",
       "PreExistingCondition                                    0      0        True  \n",
       "Age                                                    10      0        True  \n",
       "DateOfDeath                                            10      0        True  \n",
       "HadLearningDisability                                   0      0        True  \n",
       "ReceivedTreatmentForMentalHealth                        0      0        True  \n",
       "Der_Ethnic_Category_Description                         0      0        True  \n",
       "Der_Latest_SUS_Attendance_Date_For_Ethnicity            0      0        True  \n",
       "Der_Source_Dataset_For_Ethnicty                         0      0        True  \n",
       "snapDate                                               10      0        True  \n",
       "OnDeathCertificateNotice                                1      0        True  \n",
       "CovidTestResult                                         0      0        True  \n",
       "NHSworker                                               1      0        True  \n",
       "PreExistingConditionList                                0      0        True  \n",
       "LearningDisabilityType                                  0      0        True  \n",
       "TransferredFromLearningDisabilityAutismSetting          1      0        True  \n",
       "TransferredFromAMentalHealthSetting                     1      0        True  \n",
       "DetainedUnderMHAct                                      1      0        True  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/markdown": [
       "\n"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/markdown": [
       "### NHSE_EC"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/markdown": [
       "#### EC"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "    }\n",
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       "    .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>ColumnType</th>\n",
       "      <th>MaxLength</th>\n",
       "      <th>Precision</th>\n",
       "      <th>Scale</th>\n",
       "      <th>IsNullable</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ColumnName</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Patient_ID</th>\n",
       "      <td>bigint</td>\n",
       "      <td>8</td>\n",
       "      <td>19</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EC_Ident</th>\n",
       "      <td>bigint</td>\n",
       "      <td>8</td>\n",
       "      <td>19</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ethnic_Category</th>\n",
       "      <td>varchar</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EC_Department_Type</th>\n",
       "      <td>varchar</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Arrival_Date</th>\n",
       "      <td>date</td>\n",
       "      <td>3</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Arrival_Time</th>\n",
       "      <td>time</td>\n",
       "      <td>5</td>\n",
       "      <td>16</td>\n",
       "      <td>7</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EC_Arrival_Mode_SNOMED_CT</th>\n",
       "      <td>varchar</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EC_AttendanceCategory</th>\n",
       "      <td>varchar</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EC_Attendance_Source_SNOMED_CT</th>\n",
       "      <td>varchar</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EC_Decision_To_Admit_Date</th>\n",
       "      <td>date</td>\n",
       "      <td>3</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Decision_To_Admit_Treatment_Function_Code</th>\n",
       "      <td>varchar</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Discharge_Destination_SNOMED_CT</th>\n",
       "      <td>varchar</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EC_Chief_Complaint_SNOMED_CT</th>\n",
       "      <td>varchar</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EC_Injury_Date</th>\n",
       "      <td>date</td>\n",
       "      <td>3</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SUS_HRG_Code</th>\n",
       "      <td>varchar</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SUS_Tariff</th>\n",
       "      <td>varchar</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SUS_Final_Price</th>\n",
       "      <td>varchar</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DQ_Chief_Complaint_Expected</th>\n",
       "      <td>varchar</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DQ_Chief_Complaint_Completed</th>\n",
       "      <td>varchar</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DQ_Chief_Complaint_Valid</th>\n",
       "      <td>varchar</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DQ_Primary_Diagnosis_Expected</th>\n",
       "      <td>varchar</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DQ_Primary_Diagnosis_Completed</th>\n",
       "      <td>varchar</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DQ_Primary_Diagnosis_Valid</th>\n",
       "      <td>varchar</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Der_EC_Diagnosis_All</th>\n",
       "      <td>varchar</td>\n",
       "      <td>4000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Der_EC_Investigation_All</th>\n",
       "      <td>varchar</td>\n",
       "      <td>4000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Der_EC_Treatment_All</th>\n",
       "      <td>varchar</td>\n",
       "      <td>4000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Der_Activity_Month</th>\n",
       "      <td>varchar</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Der_Financial_Year</th>\n",
       "      <td>varchar</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                          ColumnType  MaxLength  Precision  \\\n",
       "ColumnName                                                                   \n",
       "Patient_ID                                    bigint          8         19   \n",
       "EC_Ident                                      bigint          8         19   \n",
       "Ethnic_Category                              varchar          1          0   \n",
       "EC_Department_Type                           varchar          2          0   \n",
       "Arrival_Date                                    date          3         10   \n",
       "Arrival_Time                                    time          5         16   \n",
       "EC_Arrival_Mode_SNOMED_CT                    varchar         20          0   \n",
       "EC_AttendanceCategory                        varchar          1          0   \n",
       "EC_Attendance_Source_SNOMED_CT               varchar         20          0   \n",
       "EC_Decision_To_Admit_Date                       date          3         10   \n",
       "Decision_To_Admit_Treatment_Function_Code    varchar          3          0   \n",
       "Discharge_Destination_SNOMED_CT              varchar         20          0   \n",
       "EC_Chief_Complaint_SNOMED_CT                 varchar         20          0   \n",
       "EC_Injury_Date                                  date          3         10   \n",
       "SUS_HRG_Code                                 varchar          5          0   \n",
       "SUS_Tariff                                   varchar          5          0   \n",
       "SUS_Final_Price                              varchar          5          0   \n",
       "DQ_Chief_Complaint_Expected                  varchar          5          0   \n",
       "DQ_Chief_Complaint_Completed                 varchar          5          0   \n",
       "DQ_Chief_Complaint_Valid                     varchar          5          0   \n",
       "DQ_Primary_Diagnosis_Expected                varchar          5          0   \n",
       "DQ_Primary_Diagnosis_Completed               varchar          5          0   \n",
       "DQ_Primary_Diagnosis_Valid                   varchar          5          0   \n",
       "Der_EC_Diagnosis_All                         varchar       4000          0   \n",
       "Der_EC_Investigation_All                     varchar       4000          0   \n",
       "Der_EC_Treatment_All                         varchar       4000          0   \n",
       "Der_Activity_Month                           varchar          6          0   \n",
       "Der_Financial_Year                           varchar          7          0   \n",
       "\n",
       "                                           Scale  IsNullable  \n",
       "ColumnName                                                    \n",
       "Patient_ID                                     0       False  \n",
       "EC_Ident                                       0       False  \n",
       "Ethnic_Category                                0        True  \n",
       "EC_Department_Type                             0        True  \n",
       "Arrival_Date                                   0        True  \n",
       "Arrival_Time                                   7        True  \n",
       "EC_Arrival_Mode_SNOMED_CT                      0        True  \n",
       "EC_AttendanceCategory                          0        True  \n",
       "EC_Attendance_Source_SNOMED_CT                 0        True  \n",
       "EC_Decision_To_Admit_Date                      0        True  \n",
       "Decision_To_Admit_Treatment_Function_Code      0        True  \n",
       "Discharge_Destination_SNOMED_CT                0        True  \n",
       "EC_Chief_Complaint_SNOMED_CT                   0        True  \n",
       "EC_Injury_Date                                 0        True  \n",
       "SUS_HRG_Code                                   0        True  \n",
       "SUS_Tariff                                     0        True  \n",
       "SUS_Final_Price                                0        True  \n",
       "DQ_Chief_Complaint_Expected                    0        True  \n",
       "DQ_Chief_Complaint_Completed                   0        True  \n",
       "DQ_Chief_Complaint_Valid                       0        True  \n",
       "DQ_Primary_Diagnosis_Expected                  0        True  \n",
       "DQ_Primary_Diagnosis_Completed                 0        True  \n",
       "DQ_Primary_Diagnosis_Valid                     0        True  \n",
       "Der_EC_Diagnosis_All                           0        True  \n",
       "Der_EC_Investigation_All                       0        True  \n",
       "Der_EC_Treatment_All                           0        True  \n",
       "Der_Activity_Month                             0        True  \n",
       "Der_Financial_Year                             0        True  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/markdown": [
       "#### EC_AlcoholDrugInvolvement"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
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       "    }\n",
       "\n",
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       "        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>ColumnType</th>\n",
       "      <th>MaxLength</th>\n",
       "      <th>Precision</th>\n",
       "      <th>Scale</th>\n",
       "      <th>IsNullable</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ColumnName</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Patient_ID</th>\n",
       "      <td>bigint</td>\n",
       "      <td>8</td>\n",
       "      <td>19</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EC_Ident</th>\n",
       "      <td>bigint</td>\n",
       "      <td>8</td>\n",
       "      <td>19</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EC_Alcohol_Drug_Involvement_01</th>\n",
       "      <td>varchar</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Is_Code_Approved_01</th>\n",
       "      <td>varchar</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EC_Alcohol_Drug_Involvement_02</th>\n",
       "      <td>varchar</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Is_Code_Approved_02</th>\n",
       "      <td>varchar</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EC_Alcohol_Drug_Involvement_03</th>\n",
       "      <td>varchar</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Is_Code_Approved_03</th>\n",
       "      <td>varchar</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EC_Alcohol_Drug_Involvement_04</th>\n",
       "      <td>varchar</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Is_Code_Approved_04</th>\n",
       "      <td>varchar</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EC_Alcohol_Drug_Involvement_05</th>\n",
       "      <td>varchar</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Is_Code_Approved_05</th>\n",
       "      <td>varchar</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EC_Alcohol_Drug_Involvement_06</th>\n",
       "      <td>varchar</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Is_Code_Approved_06</th>\n",
       "      <td>varchar</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EC_Alcohol_Drug_Involvement_07</th>\n",
       "      <td>varchar</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Is_Code_Approved_07</th>\n",
       "      <td>varchar</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EC_Alcohol_Drug_Involvement_08</th>\n",
       "      <td>varchar</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Is_Code_Approved_08</th>\n",
       "      <td>varchar</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EC_Alcohol_Drug_Involvement_09</th>\n",
       "      <td>varchar</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Is_Code_Approved_09</th>\n",
       "      <td>varchar</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EC_Alcohol_Drug_Involvement_10</th>\n",
       "      <td>varchar</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Is_Code_Approved_10</th>\n",
       "      <td>varchar</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EC_Alcohol_Drug_Involvement_11</th>\n",
       "      <td>varchar</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Is_Code_Approved_11</th>\n",
       "      <td>varchar</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EC_Alcohol_Drug_Involvement_12</th>\n",
       "      <td>varchar</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Is_Code_Approved_12</th>\n",
       "      <td>varchar</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                               ColumnType  MaxLength  Precision  Scale  \\\n",
       "ColumnName                                                               \n",
       "Patient_ID                         bigint          8         19      0   \n",
       "EC_Ident                           bigint          8         19      0   \n",
       "EC_Alcohol_Drug_Involvement_01    varchar         20          0      0   \n",
       "Is_Code_Approved_01               varchar          5          0      0   \n",
       "EC_Alcohol_Drug_Involvement_02    varchar         20          0      0   \n",
       "Is_Code_Approved_02               varchar          5          0      0   \n",
       "EC_Alcohol_Drug_Involvement_03    varchar         20          0      0   \n",
       "Is_Code_Approved_03               varchar          5          0      0   \n",
       "EC_Alcohol_Drug_Involvement_04    varchar         20          0      0   \n",
       "Is_Code_Approved_04               varchar          5          0      0   \n",
       "EC_Alcohol_Drug_Involvement_05    varchar         20          0      0   \n",
       "Is_Code_Approved_05               varchar          5          0      0   \n",
       "EC_Alcohol_Drug_Involvement_06    varchar         20          0      0   \n",
       "Is_Code_Approved_06               varchar          5          0      0   \n",
       "EC_Alcohol_Drug_Involvement_07    varchar         20          0      0   \n",
       "Is_Code_Approved_07               varchar          5          0      0   \n",
       "EC_Alcohol_Drug_Involvement_08    varchar         20          0      0   \n",
       "Is_Code_Approved_08               varchar          5          0      0   \n",
       "EC_Alcohol_Drug_Involvement_09    varchar         20          0      0   \n",
       "Is_Code_Approved_09               varchar          5          0      0   \n",
       "EC_Alcohol_Drug_Involvement_10    varchar         20          0      0   \n",
       "Is_Code_Approved_10               varchar          5          0      0   \n",
       "EC_Alcohol_Drug_Involvement_11    varchar         20          0      0   \n",
       "Is_Code_Approved_11               varchar          5          0      0   \n",
       "EC_Alcohol_Drug_Involvement_12    varchar         20          0      0   \n",
       "Is_Code_Approved_12               varchar          5          0      0   \n",
       "\n",
       "                                IsNullable  \n",
       "ColumnName                                  \n",
       "Patient_ID                           False  \n",
       "EC_Ident                             False  \n",
       "EC_Alcohol_Drug_Involvement_01        True  \n",
       "Is_Code_Approved_01                   True  \n",
       "EC_Alcohol_Drug_Involvement_02        True  \n",
       "Is_Code_Approved_02                   True  \n",
       "EC_Alcohol_Drug_Involvement_03        True  \n",
       "Is_Code_Approved_03                   True  \n",
       "EC_Alcohol_Drug_Involvement_04        True  \n",
       "Is_Code_Approved_04                   True  \n",
       "EC_Alcohol_Drug_Involvement_05        True  \n",
       "Is_Code_Approved_05                   True  \n",
       "EC_Alcohol_Drug_Involvement_06        True  \n",
       "Is_Code_Approved_06                   True  \n",
       "EC_Alcohol_Drug_Involvement_07        True  \n",
       "Is_Code_Approved_07                   True  \n",
       "EC_Alcohol_Drug_Involvement_08        True  \n",
       "Is_Code_Approved_08                   True  \n",
       "EC_Alcohol_Drug_Involvement_09        True  \n",
       "Is_Code_Approved_09                   True  \n",
       "EC_Alcohol_Drug_Involvement_10        True  \n",
       "Is_Code_Approved_10                   True  \n",
       "EC_Alcohol_Drug_Involvement_11        True  \n",
       "Is_Code_Approved_11                   True  \n",
       "EC_Alcohol_Drug_Involvement_12        True  \n",
       "Is_Code_Approved_12                   True  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/markdown": [
       "#### EC_Comorbidities"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ColumnType</th>\n",
       "      <th>MaxLength</th>\n",
       "      <th>Precision</th>\n",
       "      <th>Scale</th>\n",
       "      <th>IsNullable</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ColumnName</th>\n",
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Patient_ID</th>\n",
       "      <td>bigint</td>\n",
       "      <td>8</td>\n",
       "      <td>19</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EC_Ident</th>\n",
       "      <td>bigint</td>\n",
       "      <td>8</td>\n",
       "      <td>19</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Comorbidity_01</th>\n",
       "      <td>varchar</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Comorbidity_02</th>\n",
       "      <td>varchar</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Comorbidity_03</th>\n",
       "      <td>varchar</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Comorbidity_04</th>\n",
       "      <td>varchar</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Comorbidity_05</th>\n",
       "      <td>varchar</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Comorbidity_06</th>\n",
       "      <td>varchar</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Comorbidity_07</th>\n",
       "      <td>varchar</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Comorbidity_08</th>\n",
       "      <td>varchar</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Comorbidity_09</th>\n",
       "      <td>varchar</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Comorbidity_10</th>\n",
       "      <td>varchar</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Comorbidity_11</th>\n",
       "      <td>varchar</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Comorbidity_12</th>\n",
       "      <td>varchar</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Comorbidity_13</th>\n",
       "      <td>varchar</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Comorbidity_14</th>\n",
       "      <td>varchar</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Comorbidity_15</th>\n",
       "      <td>varchar</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Comorbidity_16</th>\n",
       "      <td>varchar</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Comorbidity_17</th>\n",
       "      <td>varchar</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Comorbidity_18</th>\n",
       "      <td>varchar</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Comorbidity_19</th>\n",
       "      <td>varchar</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Comorbidity_20</th>\n",
       "      <td>varchar</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Comorbidity_21</th>\n",
       "      <td>varchar</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Comorbidity_22</th>\n",
       "      <td>varchar</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Comorbidity_23</th>\n",
       "      <td>varchar</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Comorbidity_24</th>\n",
       "      <td>varchar</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               ColumnType  MaxLength  Precision  Scale  IsNullable\n",
       "ColumnName                                                        \n",
       "Patient_ID         bigint          8         19      0       False\n",
       "EC_Ident           bigint          8         19      0       False\n",
       "Comorbidity_01    varchar         20          0      0        True\n",
       "Comorbidity_02    varchar         20          0      0        True\n",
       "Comorbidity_03    varchar         20          0      0        True\n",
       "Comorbidity_04    varchar         20          0      0        True\n",
       "Comorbidity_05    varchar         20          0      0        True\n",
       "Comorbidity_06    varchar         20          0      0        True\n",
       "Comorbidity_07    varchar         20          0      0        True\n",
       "Comorbidity_08    varchar         20          0      0        True\n",
       "Comorbidity_09    varchar         20          0      0        True\n",
       "Comorbidity_10    varchar         20          0      0        True\n",
       "Comorbidity_11    varchar         20          0      0        True\n",
       "Comorbidity_12    varchar         20          0      0        True\n",
       "Comorbidity_13    varchar         20          0      0        True\n",
       "Comorbidity_14    varchar         20          0      0        True\n",
       "Comorbidity_15    varchar         20          0      0        True\n",
       "Comorbidity_16    varchar         20          0      0        True\n",
       "Comorbidity_17    varchar         20          0      0        True\n",
       "Comorbidity_18    varchar         20          0      0        True\n",
       "Comorbidity_19    varchar         20          0      0        True\n",
       "Comorbidity_20    varchar         20          0      0        True\n",
       "Comorbidity_21    varchar         20          0      0        True\n",
       "Comorbidity_22    varchar         20          0      0        True\n",
       "Comorbidity_23    varchar         20          0      0        True\n",
       "Comorbidity_24    varchar         20          0      0        True"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/markdown": [
       "#### EC_Cost"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
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     "output_type": "display_data"
    },
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       "      <th>Tariff_Total_Payment</th>\n",
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       "      <td>0</td>\n",
       "      <td>True</td>\n",
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       "    <tr>\n",
       "      <th>Grand_Total_Payment_MFF</th>\n",
       "      <td>real</td>\n",
       "      <td>4</td>\n",
       "      <td>24</td>\n",
       "      <td>0</td>\n",
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       "                        ColumnType  MaxLength  Precision  Scale  IsNullable\n",
       "ColumnName                                                                 \n",
       "Patient_ID                  bigint          8         19      0       False\n",
       "EC_Ident                    bigint          8         19      0       False\n",
       "Tariff_Total_Payment          real          4         24      0        True\n",
       "Grand_Total_Payment_MFF       real          4         24      0        True"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/markdown": [
       "#### EC_Diagnosis"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
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     "output_type": "display_data"
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       "      <th>Patient_ID</th>\n",
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       "      <td>8</td>\n",
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       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>EC_Ident</th>\n",
       "      <td>bigint</td>\n",
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       "      <td>0</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>EC_Chief_Complaint_SNOMED_CT</th>\n",
       "      <td>varchar</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EC_Diagnosis_01</th>\n",
       "      <td>varchar</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
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       "    <tr>\n",
       "      <th>EC_Diagnosis_02</th>\n",
       "      <td>varchar</td>\n",
       "      <td>20</td>\n",
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       "      <td>0</td>\n",
       "      <td>True</td>\n",
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       "    <tr>\n",
       "      <th>EC_Diagnosis_03</th>\n",
       "      <td>varchar</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EC_Diagnosis_04</th>\n",
       "      <td>varchar</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EC_Diagnosis_05</th>\n",
       "      <td>varchar</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EC_Diagnosis_06</th>\n",
       "      <td>varchar</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EC_Diagnosis_07</th>\n",
       "      <td>varchar</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EC_Diagnosis_08</th>\n",
       "      <td>varchar</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EC_Diagnosis_09</th>\n",
       "      <td>varchar</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EC_Diagnosis_10</th>\n",
       "      <td>varchar</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EC_Diagnosis_11</th>\n",
       "      <td>varchar</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EC_Diagnosis_12</th>\n",
       "      <td>varchar</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EC_Diagnosis_13</th>\n",
       "      <td>varchar</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EC_Diagnosis_14</th>\n",
       "      <td>varchar</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EC_Diagnosis_15</th>\n",
       "      <td>varchar</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EC_Diagnosis_16</th>\n",
       "      <td>varchar</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EC_Diagnosis_17</th>\n",
       "      <td>varchar</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EC_Diagnosis_18</th>\n",
       "      <td>varchar</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EC_Diagnosis_19</th>\n",
       "      <td>varchar</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EC_Diagnosis_20</th>\n",
       "      <td>varchar</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EC_Diagnosis_21</th>\n",
       "      <td>varchar</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EC_Diagnosis_22</th>\n",
       "      <td>varchar</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EC_Diagnosis_23</th>\n",
       "      <td>varchar</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EC_Diagnosis_24</th>\n",
       "      <td>varchar</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AEA_Diagnosis_01</th>\n",
       "      <td>varchar</td>\n",
       "      <td>100</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AEA_Diagnosis_02</th>\n",
       "      <td>varchar</td>\n",
       "      <td>100</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AEA_Diagnosis_03</th>\n",
       "      <td>varchar</td>\n",
       "      <td>100</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AEA_Diagnosis_04</th>\n",
       "      <td>varchar</td>\n",
       "      <td>100</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AEA_Diagnosis_05</th>\n",
       "      <td>varchar</td>\n",
       "      <td>100</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AEA_Diagnosis_06</th>\n",
       "      <td>varchar</td>\n",
       "      <td>100</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AEA_Diagnosis_07</th>\n",
       "      <td>varchar</td>\n",
       "      <td>100</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AEA_Diagnosis_08</th>\n",
       "      <td>varchar</td>\n",
       "      <td>100</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AEA_Diagnosis_09</th>\n",
       "      <td>varchar</td>\n",
       "      <td>100</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AEA_Diagnosis_10</th>\n",
       "      <td>varchar</td>\n",
       "      <td>100</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AEA_Diagnosis_11</th>\n",
       "      <td>varchar</td>\n",
       "      <td>100</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AEA_Diagnosis_12</th>\n",
       "      <td>varchar</td>\n",
       "      <td>100</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AEA_Diagnosis_13</th>\n",
       "      <td>varchar</td>\n",
       "      <td>100</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AEA_Diagnosis_14</th>\n",
       "      <td>varchar</td>\n",
       "      <td>100</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AEA_Diagnosis_15</th>\n",
       "      <td>varchar</td>\n",
       "      <td>100</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AEA_Diagnosis_16</th>\n",
       "      <td>varchar</td>\n",
       "      <td>100</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AEA_Diagnosis_17</th>\n",
       "      <td>varchar</td>\n",
       "      <td>100</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AEA_Diagnosis_18</th>\n",
       "      <td>varchar</td>\n",
       "      <td>100</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AEA_Diagnosis_19</th>\n",
       "      <td>varchar</td>\n",
       "      <td>100</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AEA_Diagnosis_20</th>\n",
       "      <td>varchar</td>\n",
       "      <td>100</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AEA_Diagnosis_21</th>\n",
       "      <td>varchar</td>\n",
       "      <td>100</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AEA_Diagnosis_22</th>\n",
       "      <td>varchar</td>\n",
       "      <td>100</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AEA_Diagnosis_23</th>\n",
       "      <td>varchar</td>\n",
       "      <td>100</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AEA_Diagnosis_24</th>\n",
       "      <td>varchar</td>\n",
       "      <td>100</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                             ColumnType  MaxLength  Precision  Scale  \\\n",
       "ColumnName                                                             \n",
       "Patient_ID                       bigint          8         19      0   \n",
       "EC_Ident                         bigint          8         19      0   \n",
       "EC_Chief_Complaint_SNOMED_CT    varchar         20          0      0   \n",
       "EC_Diagnosis_01                 varchar         20          0      0   \n",
       "EC_Diagnosis_02                 varchar         20          0      0   \n",
       "EC_Diagnosis_03                 varchar         20          0      0   \n",
       "EC_Diagnosis_04                 varchar         20          0      0   \n",
       "EC_Diagnosis_05                 varchar         20          0      0   \n",
       "EC_Diagnosis_06                 varchar         20          0      0   \n",
       "EC_Diagnosis_07                 varchar         20          0      0   \n",
       "EC_Diagnosis_08                 varchar         20          0      0   \n",
       "EC_Diagnosis_09                 varchar         20          0      0   \n",
       "EC_Diagnosis_10                 varchar         20          0      0   \n",
       "EC_Diagnosis_11                 varchar         20          0      0   \n",
       "EC_Diagnosis_12                 varchar         20          0      0   \n",
       "EC_Diagnosis_13                 varchar         20          0      0   \n",
       "EC_Diagnosis_14                 varchar         20          0      0   \n",
       "EC_Diagnosis_15                 varchar         20          0      0   \n",
       "EC_Diagnosis_16                 varchar         20          0      0   \n",
       "EC_Diagnosis_17                 varchar         20          0      0   \n",
       "EC_Diagnosis_18                 varchar         20          0      0   \n",
       "EC_Diagnosis_19                 varchar         20          0      0   \n",
       "EC_Diagnosis_20                 varchar         20          0      0   \n",
       "EC_Diagnosis_21                 varchar         20          0      0   \n",
       "EC_Diagnosis_22                 varchar         20          0      0   \n",
       "EC_Diagnosis_23                 varchar         20          0      0   \n",
       "EC_Diagnosis_24                 varchar         20          0      0   \n",
       "AEA_Diagnosis_01                varchar        100          0      0   \n",
       "AEA_Diagnosis_02                varchar        100          0      0   \n",
       "AEA_Diagnosis_03                varchar        100          0      0   \n",
       "AEA_Diagnosis_04                varchar        100          0      0   \n",
       "AEA_Diagnosis_05                varchar        100          0      0   \n",
       "AEA_Diagnosis_06                varchar        100          0      0   \n",
       "AEA_Diagnosis_07                varchar        100          0      0   \n",
       "AEA_Diagnosis_08                varchar        100          0      0   \n",
       "AEA_Diagnosis_09                varchar        100          0      0   \n",
       "AEA_Diagnosis_10                varchar        100          0      0   \n",
       "AEA_Diagnosis_11                varchar        100          0      0   \n",
       "AEA_Diagnosis_12                varchar        100          0      0   \n",
       "AEA_Diagnosis_13                varchar        100          0      0   \n",
       "AEA_Diagnosis_14                varchar        100          0      0   \n",
       "AEA_Diagnosis_15                varchar        100          0      0   \n",
       "AEA_Diagnosis_16                varchar        100          0      0   \n",
       "AEA_Diagnosis_17                varchar        100          0      0   \n",
       "AEA_Diagnosis_18                varchar        100          0      0   \n",
       "AEA_Diagnosis_19                varchar        100          0      0   \n",
       "AEA_Diagnosis_20                varchar        100          0      0   \n",
       "AEA_Diagnosis_21                varchar        100          0      0   \n",
       "AEA_Diagnosis_22                varchar        100          0      0   \n",
       "AEA_Diagnosis_23                varchar        100          0      0   \n",
       "AEA_Diagnosis_24                varchar        100          0      0   \n",
       "\n",
       "                              IsNullable  \n",
       "ColumnName                                \n",
       "Patient_ID                         False  \n",
       "EC_Ident                           False  \n",
       "EC_Chief_Complaint_SNOMED_CT        True  \n",
       "EC_Diagnosis_01                     True  \n",
       "EC_Diagnosis_02                     True  \n",
       "EC_Diagnosis_03                     True  \n",
       "EC_Diagnosis_04                     True  \n",
       "EC_Diagnosis_05                     True  \n",
       "EC_Diagnosis_06                     True  \n",
       "EC_Diagnosis_07                     True  \n",
       "EC_Diagnosis_08                     True  \n",
       "EC_Diagnosis_09                     True  \n",
       "EC_Diagnosis_10                     True  \n",
       "EC_Diagnosis_11                     True  \n",
       "EC_Diagnosis_12                     True  \n",
       "EC_Diagnosis_13                     True  \n",
       "EC_Diagnosis_14                     True  \n",
       "EC_Diagnosis_15                     True  \n",
       "EC_Diagnosis_16                     True  \n",
       "EC_Diagnosis_17                     True  \n",
       "EC_Diagnosis_18                     True  \n",
       "EC_Diagnosis_19                     True  \n",
       "EC_Diagnosis_20                     True  \n",
       "EC_Diagnosis_21                     True  \n",
       "EC_Diagnosis_22                     True  \n",
       "EC_Diagnosis_23                     True  \n",
       "EC_Diagnosis_24                     True  \n",
       "AEA_Diagnosis_01                    True  \n",
       "AEA_Diagnosis_02                    True  \n",
       "AEA_Diagnosis_03                    True  \n",
       "AEA_Diagnosis_04                    True  \n",
       "AEA_Diagnosis_05                    True  \n",
       "AEA_Diagnosis_06                    True  \n",
       "AEA_Diagnosis_07                    True  \n",
       "AEA_Diagnosis_08                    True  \n",
       "AEA_Diagnosis_09                    True  \n",
       "AEA_Diagnosis_10                    True  \n",
       "AEA_Diagnosis_11                    True  \n",
       "AEA_Diagnosis_12                    True  \n",
       "AEA_Diagnosis_13                    True  \n",
       "AEA_Diagnosis_14                    True  \n",
       "AEA_Diagnosis_15                    True  \n",
       "AEA_Diagnosis_16                    True  \n",
       "AEA_Diagnosis_17                    True  \n",
       "AEA_Diagnosis_18                    True  \n",
       "AEA_Diagnosis_19                    True  \n",
       "AEA_Diagnosis_20                    True  \n",
       "AEA_Diagnosis_21                    True  \n",
       "AEA_Diagnosis_22                    True  \n",
       "AEA_Diagnosis_23                    True  \n",
       "AEA_Diagnosis_24                    True  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/markdown": [
       "#### EC_Investigation"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ColumnType</th>\n",
       "      <th>MaxLength</th>\n",
       "      <th>Precision</th>\n",
       "      <th>Scale</th>\n",
       "      <th>IsNullable</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Patient_ID</th>\n",
       "      <td>bigint</td>\n",
       "      <td>8</td>\n",
       "      <td>19</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EC_Ident</th>\n",
       "      <td>bigint</td>\n",
       "      <td>8</td>\n",
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       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>EC_Investigation_02</th>\n",
       "      <td>varchar</td>\n",
       "      <td>20</td>\n",
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       "      <td>0</td>\n",
       "      <td>True</td>\n",
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       "    <tr>\n",
       "      <th>EC_Investigation_03</th>\n",
       "      <td>varchar</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
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       "      <th>EC_Investigation_04</th>\n",
       "      <td>varchar</td>\n",
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       "      <td>varchar</td>\n",
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       "      <td>True</td>\n",
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       "      <th>EC_Investigation_06</th>\n",
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       "      <td>True</td>\n",
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       "      <th>EC_Investigation_07</th>\n",
       "      <td>varchar</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
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       "    <tr>\n",
       "      <th>EC_Investigation_08</th>\n",
       "      <td>varchar</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EC_Investigation_09</th>\n",
       "      <td>varchar</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EC_Investigation_10</th>\n",
       "      <td>varchar</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EC_Investigation_11</th>\n",
       "      <td>varchar</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EC_Investigation_12</th>\n",
       "      <td>varchar</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
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       "    <tr>\n",
       "      <th>EC_Investigation_13</th>\n",
       "      <td>varchar</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EC_Investigation_14</th>\n",
       "      <td>varchar</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EC_Investigation_15</th>\n",
       "      <td>varchar</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
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       "    <tr>\n",
       "      <th>EC_Investigation_16</th>\n",
       "      <td>varchar</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EC_Investigation_17</th>\n",
       "      <td>varchar</td>\n",
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       "      <td>True</td>\n",
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       "      <th>EC_Investigation_18</th>\n",
       "      <td>varchar</td>\n",
       "      <td>20</td>\n",
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       "      <td>True</td>\n",
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       "      <th>EC_Investigation_19</th>\n",
       "      <td>varchar</td>\n",
       "      <td>20</td>\n",
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       "      <td>True</td>\n",
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       "      <th>EC_Investigation_20</th>\n",
       "      <td>varchar</td>\n",
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       "      <th>EC_Investigation_21</th>\n",
       "      <td>varchar</td>\n",
       "      <td>20</td>\n",
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       "      <td>True</td>\n",
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       "      <th>EC_Investigation_22</th>\n",
       "      <td>varchar</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EC_Investigation_23</th>\n",
       "      <td>varchar</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EC_Investigation_24</th>\n",
       "      <td>varchar</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AEA_Investigation_01</th>\n",
       "      <td>varchar</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
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       "    <tr>\n",
       "      <th>AEA_Investigation_02</th>\n",
       "      <td>varchar</td>\n",
       "      <td>20</td>\n",
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       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AEA_Investigation_03</th>\n",
       "      <td>varchar</td>\n",
       "      <td>20</td>\n",
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       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AEA_Investigation_04</th>\n",
       "      <td>varchar</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AEA_Investigation_05</th>\n",
       "      <td>varchar</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AEA_Investigation_06</th>\n",
       "      <td>varchar</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
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       "    <tr>\n",
       "      <th>AEA_Investigation_07</th>\n",
       "      <td>varchar</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
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       "      <th>AEA_Investigation_08</th>\n",
       "      <td>varchar</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AEA_Investigation_09</th>\n",
       "      <td>varchar</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AEA_Investigation_10</th>\n",
       "      <td>varchar</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AEA_Investigation_11</th>\n",
       "      <td>varchar</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AEA_Investigation_12</th>\n",
       "      <td>varchar</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AEA_Investigation_13</th>\n",
       "      <td>varchar</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AEA_Investigation_14</th>\n",
       "      <td>varchar</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AEA_Investigation_15</th>\n",
       "      <td>varchar</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AEA_Investigation_16</th>\n",
       "      <td>varchar</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AEA_Investigation_17</th>\n",
       "      <td>varchar</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AEA_Investigation_18</th>\n",
       "      <td>varchar</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AEA_Investigation_19</th>\n",
       "      <td>varchar</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AEA_Investigation_20</th>\n",
       "      <td>varchar</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AEA_Investigation_21</th>\n",
       "      <td>varchar</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AEA_Investigation_22</th>\n",
       "      <td>varchar</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AEA_Investigation_23</th>\n",
       "      <td>varchar</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AEA_Investigation_24</th>\n",
       "      <td>varchar</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                     ColumnType  MaxLength  Precision  Scale  IsNullable\n",
       "ColumnName                                                              \n",
       "Patient_ID               bigint          8         19      0       False\n",
       "EC_Ident                 bigint          8         19      0       False\n",
       "EC_Investigation_01     varchar         20          0      0        True\n",
       "EC_Investigation_02     varchar         20          0      0        True\n",
       "EC_Investigation_03     varchar         20          0      0        True\n",
       "EC_Investigation_04     varchar         20          0      0        True\n",
       "EC_Investigation_05     varchar         20          0      0        True\n",
       "EC_Investigation_06     varchar         20          0      0        True\n",
       "EC_Investigation_07     varchar         20          0      0        True\n",
       "EC_Investigation_08     varchar         20          0      0        True\n",
       "EC_Investigation_09     varchar         20          0      0        True\n",
       "EC_Investigation_10     varchar         20          0      0        True\n",
       "EC_Investigation_11     varchar         20          0      0        True\n",
       "EC_Investigation_12     varchar         20          0      0        True\n",
       "EC_Investigation_13     varchar         20          0      0        True\n",
       "EC_Investigation_14     varchar         20          0      0        True\n",
       "EC_Investigation_15     varchar         20          0      0        True\n",
       "EC_Investigation_16     varchar         20          0      0        True\n",
       "EC_Investigation_17     varchar         20          0      0        True\n",
       "EC_Investigation_18     varchar         20          0      0        True\n",
       "EC_Investigation_19     varchar         20          0      0        True\n",
       "EC_Investigation_20     varchar         20          0      0        True\n",
       "EC_Investigation_21     varchar         20          0      0        True\n",
       "EC_Investigation_22     varchar         20          0      0        True\n",
       "EC_Investigation_23     varchar         20          0      0        True\n",
       "EC_Investigation_24     varchar         20          0      0        True\n",
       "AEA_Investigation_01    varchar         20          0      0        True\n",
       "AEA_Investigation_02    varchar         20          0      0        True\n",
       "AEA_Investigation_03    varchar         20          0      0        True\n",
       "AEA_Investigation_04    varchar         20          0      0        True\n",
       "AEA_Investigation_05    varchar         20          0      0        True\n",
       "AEA_Investigation_06    varchar         20          0      0        True\n",
       "AEA_Investigation_07    varchar         20          0      0        True\n",
       "AEA_Investigation_08    varchar         20          0      0        True\n",
       "AEA_Investigation_09    varchar         20          0      0        True\n",
       "AEA_Investigation_10    varchar         20          0      0        True\n",
       "AEA_Investigation_11    varchar         20          0      0        True\n",
       "AEA_Investigation_12    varchar         20          0      0        True\n",
       "AEA_Investigation_13    varchar         20          0      0        True\n",
       "AEA_Investigation_14    varchar         20          0      0        True\n",
       "AEA_Investigation_15    varchar         20          0      0        True\n",
       "AEA_Investigation_16    varchar         20          0      0        True\n",
       "AEA_Investigation_17    varchar         20          0      0        True\n",
       "AEA_Investigation_18    varchar         20          0      0        True\n",
       "AEA_Investigation_19    varchar         20          0      0        True\n",
       "AEA_Investigation_20    varchar         20          0      0        True\n",
       "AEA_Investigation_21    varchar         20          0      0        True\n",
       "AEA_Investigation_22    varchar         20          0      0        True\n",
       "AEA_Investigation_23    varchar         20          0      0        True\n",
       "AEA_Investigation_24    varchar         20          0      0        True"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/markdown": [
       "#### EC_PatientMentalHealth"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
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       "\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ColumnType</th>\n",
       "      <th>MaxLength</th>\n",
       "      <th>Precision</th>\n",
       "      <th>Scale</th>\n",
       "      <th>IsNullable</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ColumnName</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Patient_ID</th>\n",
       "      <td>bigint</td>\n",
       "      <td>8</td>\n",
       "      <td>19</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EC_Ident</th>\n",
       "      <td>bigint</td>\n",
       "      <td>8</td>\n",
       "      <td>19</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MH_Classification_01</th>\n",
       "      <td>varchar</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MH_Start_Date_01</th>\n",
       "      <td>date</td>\n",
       "      <td>3</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MH_Expiry_Date_01</th>\n",
       "      <td>date</td>\n",
       "      <td>3</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MH_Start_Date_23</th>\n",
       "      <td>date</td>\n",
       "      <td>3</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MH_Expiry_Date_23</th>\n",
       "      <td>date</td>\n",
       "      <td>3</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MH_Classification_24</th>\n",
       "      <td>varchar</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MH_Start_Date_24</th>\n",
       "      <td>date</td>\n",
       "      <td>3</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MH_Expiry_Date_24</th>\n",
       "      <td>date</td>\n",
       "      <td>3</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>74 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                     ColumnType  MaxLength  Precision  Scale  IsNullable\n",
       "ColumnName                                                              \n",
       "Patient_ID               bigint          8         19      0       False\n",
       "EC_Ident                 bigint          8         19      0       False\n",
       "MH_Classification_01    varchar         20          0      0        True\n",
       "MH_Start_Date_01           date          3         10      0        True\n",
       "MH_Expiry_Date_01          date          3         10      0        True\n",
       "...                         ...        ...        ...    ...         ...\n",
       "MH_Start_Date_23           date          3         10      0        True\n",
       "MH_Expiry_Date_23          date          3         10      0        True\n",
       "MH_Classification_24    varchar         20          0      0        True\n",
       "MH_Start_Date_24           date          3         10      0        True\n",
       "MH_Expiry_Date_24          date          3         10      0        True\n",
       "\n",
       "[74 rows x 5 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/markdown": [
       "#### EC_Treatment"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ColumnType</th>\n",
       "      <th>MaxLength</th>\n",
       "      <th>Precision</th>\n",
       "      <th>Scale</th>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>ColumnName</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Patient_ID</th>\n",
       "      <td>bigint</td>\n",
       "      <td>8</td>\n",
       "      <td>19</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EC_Ident</th>\n",
       "      <td>bigint</td>\n",
       "      <td>8</td>\n",
       "      <td>19</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EC_Treatment_01</th>\n",
       "      <td>varchar</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EC_Treatment_02</th>\n",
       "      <td>varchar</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EC_Treatment_03</th>\n",
       "      <td>varchar</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EC_Treatment_04</th>\n",
       "      <td>varchar</td>\n",
       "      <td>20</td>\n",
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       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EC_Treatment_05</th>\n",
       "      <td>varchar</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EC_Treatment_06</th>\n",
       "      <td>varchar</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EC_Treatment_07</th>\n",
       "      <td>varchar</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EC_Treatment_08</th>\n",
       "      <td>varchar</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EC_Treatment_09</th>\n",
       "      <td>varchar</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EC_Treatment_10</th>\n",
       "      <td>varchar</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EC_Treatment_11</th>\n",
       "      <td>varchar</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EC_Treatment_12</th>\n",
       "      <td>varchar</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EC_Treatment_13</th>\n",
       "      <td>varchar</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EC_Treatment_14</th>\n",
       "      <td>varchar</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EC_Treatment_15</th>\n",
       "      <td>varchar</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EC_Treatment_16</th>\n",
       "      <td>varchar</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EC_Treatment_17</th>\n",
       "      <td>varchar</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EC_Treatment_18</th>\n",
       "      <td>varchar</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EC_Treatment_19</th>\n",
       "      <td>varchar</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EC_Treatment_20</th>\n",
       "      <td>varchar</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EC_Treatment_21</th>\n",
       "      <td>varchar</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EC_Treatment_22</th>\n",
       "      <td>varchar</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EC_Treatment_23</th>\n",
       "      <td>varchar</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EC_Treatment_24</th>\n",
       "      <td>varchar</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AEA_Treatment_01</th>\n",
       "      <td>varchar</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AEA_Treatment_02</th>\n",
       "      <td>varchar</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AEA_Treatment_03</th>\n",
       "      <td>varchar</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AEA_Treatment_04</th>\n",
       "      <td>varchar</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AEA_Treatment_05</th>\n",
       "      <td>varchar</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AEA_Treatment_06</th>\n",
       "      <td>varchar</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AEA_Treatment_07</th>\n",
       "      <td>varchar</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AEA_Treatment_08</th>\n",
       "      <td>varchar</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AEA_Treatment_09</th>\n",
       "      <td>varchar</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AEA_Treatment_10</th>\n",
       "      <td>varchar</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AEA_Treatment_11</th>\n",
       "      <td>varchar</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AEA_Treatment_12</th>\n",
       "      <td>varchar</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AEA_Treatment_13</th>\n",
       "      <td>varchar</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AEA_Treatment_14</th>\n",
       "      <td>varchar</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AEA_Treatment_15</th>\n",
       "      <td>varchar</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AEA_Treatment_16</th>\n",
       "      <td>varchar</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AEA_Treatment_17</th>\n",
       "      <td>varchar</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AEA_Treatment_18</th>\n",
       "      <td>varchar</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AEA_Treatment_19</th>\n",
       "      <td>varchar</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AEA_Treatment_20</th>\n",
       "      <td>varchar</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AEA_Treatment_21</th>\n",
       "      <td>varchar</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AEA_Treatment_22</th>\n",
       "      <td>varchar</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AEA_Treatment_23</th>\n",
       "      <td>varchar</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AEA_Treatment_24</th>\n",
       "      <td>varchar</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 ColumnType  MaxLength  Precision  Scale  IsNullable\n",
       "ColumnName                                                          \n",
       "Patient_ID           bigint          8         19      0       False\n",
       "EC_Ident             bigint          8         19      0       False\n",
       "EC_Treatment_01     varchar         20          0      0        True\n",
       "EC_Treatment_02     varchar         20          0      0        True\n",
       "EC_Treatment_03     varchar         20          0      0        True\n",
       "EC_Treatment_04     varchar         20          0      0        True\n",
       "EC_Treatment_05     varchar         20          0      0        True\n",
       "EC_Treatment_06     varchar         20          0      0        True\n",
       "EC_Treatment_07     varchar         20          0      0        True\n",
       "EC_Treatment_08     varchar         20          0      0        True\n",
       "EC_Treatment_09     varchar         20          0      0        True\n",
       "EC_Treatment_10     varchar         20          0      0        True\n",
       "EC_Treatment_11     varchar         20          0      0        True\n",
       "EC_Treatment_12     varchar         20          0      0        True\n",
       "EC_Treatment_13     varchar         20          0      0        True\n",
       "EC_Treatment_14     varchar         20          0      0        True\n",
       "EC_Treatment_15     varchar         20          0      0        True\n",
       "EC_Treatment_16     varchar         20          0      0        True\n",
       "EC_Treatment_17     varchar         20          0      0        True\n",
       "EC_Treatment_18     varchar         20          0      0        True\n",
       "EC_Treatment_19     varchar         20          0      0        True\n",
       "EC_Treatment_20     varchar         20          0      0        True\n",
       "EC_Treatment_21     varchar         20          0      0        True\n",
       "EC_Treatment_22     varchar         20          0      0        True\n",
       "EC_Treatment_23     varchar         20          0      0        True\n",
       "EC_Treatment_24     varchar         20          0      0        True\n",
       "AEA_Treatment_01    varchar         20          0      0        True\n",
       "AEA_Treatment_02    varchar         20          0      0        True\n",
       "AEA_Treatment_03    varchar         20          0      0        True\n",
       "AEA_Treatment_04    varchar         20          0      0        True\n",
       "AEA_Treatment_05    varchar         20          0      0        True\n",
       "AEA_Treatment_06    varchar         20          0      0        True\n",
       "AEA_Treatment_07    varchar         20          0      0        True\n",
       "AEA_Treatment_08    varchar         20          0      0        True\n",
       "AEA_Treatment_09    varchar         20          0      0        True\n",
       "AEA_Treatment_10    varchar         20          0      0        True\n",
       "AEA_Treatment_11    varchar         20          0      0        True\n",
       "AEA_Treatment_12    varchar         20          0      0        True\n",
       "AEA_Treatment_13    varchar         20          0      0        True\n",
       "AEA_Treatment_14    varchar         20          0      0        True\n",
       "AEA_Treatment_15    varchar         20          0      0        True\n",
       "AEA_Treatment_16    varchar         20          0      0        True\n",
       "AEA_Treatment_17    varchar         20          0      0        True\n",
       "AEA_Treatment_18    varchar         20          0      0        True\n",
       "AEA_Treatment_19    varchar         20          0      0        True\n",
       "AEA_Treatment_20    varchar         20          0      0        True\n",
       "AEA_Treatment_21    varchar         20          0      0        True\n",
       "AEA_Treatment_22    varchar         20          0      0        True\n",
       "AEA_Treatment_23    varchar         20          0      0        True\n",
       "AEA_Treatment_24    varchar         20          0      0        True"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/markdown": [
       "\n"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/markdown": [
       "### NHSE_ECDS"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/markdown": [
       "#### ECDS"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ColumnType</th>\n",
       "      <th>MaxLength</th>\n",
       "      <th>Precision</th>\n",
       "      <th>Scale</th>\n",
       "      <th>IsNullable</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ColumnName</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Patient_ID</th>\n",
       "      <td>bigint</td>\n",
       "      <td>8</td>\n",
       "      <td>19</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EC_Ident</th>\n",
       "      <td>bigint</td>\n",
       "      <td>8</td>\n",
       "      <td>19</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EC_PCD_Indicator</th>\n",
       "      <td>int</td>\n",
       "      <td>4</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CDS_Type</th>\n",
       "      <td>varchar</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CDS_Group_Indicator</th>\n",
       "      <td>bigint</td>\n",
       "      <td>8</td>\n",
       "      <td>19</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Der_EC_Departure_Date_Time</th>\n",
       "      <td>datetime</td>\n",
       "      <td>8</td>\n",
       "      <td>23</td>\n",
       "      <td>3</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Der_EC_Duration</th>\n",
       "      <td>int</td>\n",
       "      <td>4</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Der_Dupe_Flag</th>\n",
       "      <td>int</td>\n",
       "      <td>4</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Der_Record_Type</th>\n",
       "      <td>varchar</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Der_AEA_Patient_Group</th>\n",
       "      <td>varchar</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>143 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                           ColumnType  MaxLength  Precision  Scale  IsNullable\n",
       "ColumnName                                                                    \n",
       "Patient_ID                     bigint          8         19      0       False\n",
       "EC_Ident                       bigint          8         19      0        True\n",
       "EC_PCD_Indicator                  int          4         10      0        True\n",
       "CDS_Type                      varchar          3          0      0        True\n",
       "CDS_Group_Indicator            bigint          8         19      0        True\n",
       "...                               ...        ...        ...    ...         ...\n",
       "Der_EC_Departure_Date_Time   datetime          8         23      3        True\n",
       "Der_EC_Duration                   int          4         10      0        True\n",
       "Der_Dupe_Flag                     int          4         10      0        True\n",
       "Der_Record_Type               varchar          4          0      0        True\n",
       "Der_AEA_Patient_Group         varchar          2          0      0        True\n",
       "\n",
       "[143 rows x 5 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/markdown": [
       "#### ECDS_EC_Diagnoses"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
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       "      <th>ColumnType</th>\n",
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       "      <th>Precision</th>\n",
       "      <th>Scale</th>\n",
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       "    <tr>\n",
       "      <th>ColumnName</th>\n",
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       "  <tbody>\n",
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       "      <th>Patient_ID</th>\n",
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       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EC_Ident</th>\n",
       "      <td>bigint</td>\n",
       "      <td>8</td>\n",
       "      <td>19</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ordinal</th>\n",
       "      <td>int</td>\n",
       "      <td>4</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DiagnosisCode</th>\n",
       "      <td>varchar</td>\n",
       "      <td>50</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
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       "              ColumnType  MaxLength  Precision  Scale  IsNullable\n",
       "ColumnName                                                       \n",
       "Patient_ID        bigint          8         19      0       False\n",
       "EC_Ident          bigint          8         19      0        True\n",
       "Ordinal              int          4         10      0       False\n",
       "DiagnosisCode    varchar         50          0      0        True"
      ]
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       "\n"
      ],
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       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/markdown": [
       "### NHSE_HEALTH_CARE_WORKER"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/markdown": [
       "#### HealthCareWorker"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
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       "      <th>Precision</th>\n",
       "      <th>Scale</th>\n",
       "      <th>IsNullable</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ColumnName</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Patient_ID</th>\n",
       "      <td>bigint</td>\n",
       "      <td>8</td>\n",
       "      <td>19</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>HealthCareWorker</th>\n",
       "      <td>varchar</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 ColumnType  MaxLength  Precision  Scale  IsNullable\n",
       "ColumnName                                                          \n",
       "Patient_ID           bigint          8         19      0       False\n",
       "HealthCareWorker    varchar         10          0      0       False"
      ]
     },
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     "output_type": "display_data"
    },
    {
     "data": {
      "text/markdown": [
       "\n"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/markdown": [
       "### NHSE_MPI"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/markdown": [
       "#### MPI"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
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       "      <td>True</td>\n",
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       "    <tr>\n",
       "      <th>Latest_Flag</th>\n",
       "      <td>varchar</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
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       "    <tr>\n",
       "      <th>Care_Home_Flag</th>\n",
       "      <td>varchar</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ServiceType</th>\n",
       "      <td>varchar</td>\n",
       "      <td>100</td>\n",
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       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Living_Alone_Flag</th>\n",
       "      <td>varchar</td>\n",
       "      <td>100</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Living_with_young_Flag</th>\n",
       "      <td>varchar</td>\n",
       "      <td>100</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Living_with_elderly_Flag</th>\n",
       "      <td>varchar</td>\n",
       "      <td>100</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OS_Property_Classification</th>\n",
       "      <td>varchar</td>\n",
       "      <td>100</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Rural_Urban_Classification</th>\n",
       "      <td>varchar</td>\n",
       "      <td>100</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
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       "    <tr>\n",
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       "      <td>varchar</td>\n",
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       "      <th>private_outdoor_space_area</th>\n",
       "      <td>varchar</td>\n",
       "      <td>100</td>\n",
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       "      <td>0</td>\n",
       "      <td>True</td>\n",
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       "      <th>Pseudo_uprn</th>\n",
       "      <td>varchar</td>\n",
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      "text/plain": [
       "                           ColumnType  MaxLength  Precision  Scale  IsNullable\n",
       "ColumnName                                                                    \n",
       "Patient_ID                     bigint          8         19      0       False\n",
       "Gender                        varchar          1          0      0        True\n",
       "Birth_Month                   varchar         10          0      0        True\n",
       "Death_Month                   varchar         10          0      0        True\n",
       "RP_of_Death                   varchar         10          0      0        True\n",
       "DateFrom                         date          3         10      0        True\n",
       "DateTo                           date          3         10      0        True\n",
       "Date_Added                       date          3         10      0        True\n",
       "Original_Posting_Date            date          3         10      0        True\n",
       "Data_Source                   varchar        100          0      0        True\n",
       "Latest_Flag                   varchar         10          0      0        True\n",
       "Care_Home_Flag                varchar         10          0      0        True\n",
       "ServiceType                   varchar        100          0      0        True\n",
       "Living_Alone_Flag             varchar        100          0      0        True\n",
       "Living_with_young_Flag        varchar        100          0      0        True\n",
       "Living_with_elderly_Flag      varchar        100          0      0        True\n",
       "OS_Property_Classification    varchar        100          0      0        True\n",
       "Rural_Urban_Classification    varchar        100          0      0        True\n",
       "property_type                 varchar        100          0      0        True\n",
       "private_outdoor_space         varchar        100          0      0        True\n",
       "private_outdoor_space_area    varchar        100          0      0        True\n",
       "Pseudo_uprn                   varchar        200          0      0        True\n",
       "Pseudo_parent_uprn            varchar        200          0      0        True"
      ]
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     "metadata": {},
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    {
     "data": {
      "text/markdown": [
       "#### UPRN"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
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       "      <th>Care_Home_Flag</th>\n",
       "      <td>varchar</td>\n",
       "      <td>100</td>\n",
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       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ServiceType</th>\n",
       "      <td>varchar</td>\n",
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       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Rural_Urban_Classification</th>\n",
       "      <td>varchar</td>\n",
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       "      <td>True</td>\n",
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       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>private_outdoor_space</th>\n",
       "      <td>varchar</td>\n",
       "      <td>100</td>\n",
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       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>private_outdoor_space_area</th>\n",
       "      <td>varchar</td>\n",
       "      <td>100</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
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       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                           ColumnType  MaxLength  Precision  Scale  IsNullable\n",
       "ColumnName                                                                    \n",
       "Pseudo_uprn                   varchar        200          0      0        True\n",
       "Pseudo_parent_uprn            varchar        200          0      0        True\n",
       "class                         varchar        100          0      0        True\n",
       "Total_Pop                         int          4         10      0        True\n",
       "_0to4                             int          4         10      0        True\n",
       "_5to9                             int          4         10      0        True\n",
       "_10to14                           int          4         10      0        True\n",
       "_15to19                           int          4         10      0        True\n",
       "_20to24                           int          4         10      0        True\n",
       "_25to29                           int          4         10      0        True\n",
       "_30to34                           int          4         10      0        True\n",
       "_40to44                           int          4         10      0        True\n",
       "_45to49                           int          4         10      0        True\n",
       "_50to54                           int          4         10      0        True\n",
       "_55to59                           int          4         10      0        True\n",
       "_60to64                           int          4         10      0        True\n",
       "_65to69                           int          4         10      0        True\n",
       "_70to74                           int          4         10      0        True\n",
       "_75to79                           int          4         10      0        True\n",
       "_80to84                           int          4         10      0        True\n",
       "_85Plus                           int          4         10      0        True\n",
       "Care_Home_Flag                varchar        100          0      0        True\n",
       "ServiceType                   varchar        100          0      0        True\n",
       "Rural_Urban_Classification    varchar        100          0      0        True\n",
       "property_type                 varchar        100          0      0        True\n",
       "private_outdoor_space         varchar        100          0      0        True\n",
       "private_outdoor_space_area    varchar        100          0      0        True"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/markdown": [
       "\n"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/markdown": [
       "### NHSE_OPA"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/markdown": [
       "#### OPA"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ColumnType</th>\n",
       "      <th>MaxLength</th>\n",
       "      <th>Precision</th>\n",
       "      <th>Scale</th>\n",
       "      <th>IsNullable</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ColumnName</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Patient_ID</th>\n",
       "      <td>bigint</td>\n",
       "      <td>8</td>\n",
       "      <td>19</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OPA_Ident</th>\n",
       "      <td>bigint</td>\n",
       "      <td>8</td>\n",
       "      <td>19</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ethnic_Category</th>\n",
       "      <td>varchar</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Main_Specialty_Code</th>\n",
       "      <td>varchar</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Treatment_Function_Code</th>\n",
       "      <td>varchar</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MultiProf_Ind_Code</th>\n",
       "      <td>varchar</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Administrative_Category</th>\n",
       "      <td>varchar</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Attendance_Status</th>\n",
       "      <td>varchar</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>First_Attendance</th>\n",
       "      <td>varchar</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Medical_Staff_Type_Seeing_Patient</th>\n",
       "      <td>varchar</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Operation_Status</th>\n",
       "      <td>varchar</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Outcome_of_Attendance</th>\n",
       "      <td>varchar</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Appointment_Date</th>\n",
       "      <td>date</td>\n",
       "      <td>3</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Consultation_Medium_Used</th>\n",
       "      <td>varchar</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Activity_Location_Type_Code</th>\n",
       "      <td>varchar</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Clinic_Code</th>\n",
       "      <td>varchar</td>\n",
       "      <td>100</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Provider_Code</th>\n",
       "      <td>varchar</td>\n",
       "      <td>100</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Provider_Code_Type</th>\n",
       "      <td>varchar</td>\n",
       "      <td>100</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Priority_Type</th>\n",
       "      <td>varchar</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OPA_Referral_Source</th>\n",
       "      <td>varchar</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Referral_Request_Received_Date</th>\n",
       "      <td>date</td>\n",
       "      <td>3</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>HRG_Code</th>\n",
       "      <td>varchar</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>HRG_Version_No</th>\n",
       "      <td>varchar</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Der_Activity_Month</th>\n",
       "      <td>varchar</td>\n",
       "      <td>100</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Der_Financial_Year</th>\n",
       "      <td>varchar</td>\n",
       "      <td>100</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                  ColumnType  MaxLength  Precision  Scale  \\\n",
       "ColumnName                                                                  \n",
       "Patient_ID                            bigint          8         19      0   \n",
       "OPA_Ident                             bigint          8         19      0   \n",
       "Ethnic_Category                      varchar          2          0      0   \n",
       "Main_Specialty_Code                  varchar          3          0      0   \n",
       "Treatment_Function_Code              varchar          3          0      0   \n",
       "MultiProf_Ind_Code                   varchar          2          0      0   \n",
       "Administrative_Category              varchar          2          0      0   \n",
       "Attendance_Status                    varchar          2          0      0   \n",
       "First_Attendance                     varchar          2          0      0   \n",
       "Medical_Staff_Type_Seeing_Patient    varchar          2          0      0   \n",
       "Operation_Status                     varchar          2          0      0   \n",
       "Outcome_of_Attendance                varchar          2          0      0   \n",
       "Appointment_Date                        date          3         10      0   \n",
       "Consultation_Medium_Used             varchar          2          0      0   \n",
       "Activity_Location_Type_Code          varchar          5          0      0   \n",
       "Clinic_Code                          varchar        100          0      0   \n",
       "Provider_Code                        varchar        100          0      0   \n",
       "Provider_Code_Type                   varchar        100          0      0   \n",
       "Priority_Type                        varchar          2          0      0   \n",
       "OPA_Referral_Source                  varchar          2          0      0   \n",
       "Referral_Request_Received_Date          date          3         10      0   \n",
       "HRG_Code                             varchar         10          0      0   \n",
       "HRG_Version_No                       varchar         10          0      0   \n",
       "Der_Activity_Month                   varchar        100          0      0   \n",
       "Der_Financial_Year                   varchar        100          0      0   \n",
       "\n",
       "                                   IsNullable  \n",
       "ColumnName                                     \n",
       "Patient_ID                              False  \n",
       "OPA_Ident                               False  \n",
       "Ethnic_Category                          True  \n",
       "Main_Specialty_Code                      True  \n",
       "Treatment_Function_Code                  True  \n",
       "MultiProf_Ind_Code                       True  \n",
       "Administrative_Category                  True  \n",
       "Attendance_Status                        True  \n",
       "First_Attendance                         True  \n",
       "Medical_Staff_Type_Seeing_Patient        True  \n",
       "Operation_Status                         True  \n",
       "Outcome_of_Attendance                    True  \n",
       "Appointment_Date                         True  \n",
       "Consultation_Medium_Used                 True  \n",
       "Activity_Location_Type_Code              True  \n",
       "Clinic_Code                              True  \n",
       "Provider_Code                            True  \n",
       "Provider_Code_Type                       True  \n",
       "Priority_Type                            True  \n",
       "OPA_Referral_Source                      True  \n",
       "Referral_Request_Received_Date           True  \n",
       "HRG_Code                                 True  \n",
       "HRG_Version_No                           True  \n",
       "Der_Activity_Month                       True  \n",
       "Der_Financial_Year                       True  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/markdown": [
       "#### OPA_Cost"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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       "      <th>Patient_ID</th>\n",
       "      <td>bigint</td>\n",
       "      <td>8</td>\n",
       "      <td>19</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OPA_Ident</th>\n",
       "      <td>bigint</td>\n",
       "      <td>8</td>\n",
       "      <td>19</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tariff_OPP</th>\n",
       "      <td>real</td>\n",
       "      <td>4</td>\n",
       "      <td>24</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tariff_Total_Payment</th>\n",
       "      <td>real</td>\n",
       "      <td>4</td>\n",
       "      <td>24</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Grand_Total_Payment_MFF</th>\n",
       "      <td>real</td>\n",
       "      <td>4</td>\n",
       "      <td>24</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                        ColumnType  MaxLength  Precision  Scale  IsNullable\n",
       "ColumnName                                                                 \n",
       "Patient_ID                  bigint          8         19      0       False\n",
       "OPA_Ident                   bigint          8         19      0       False\n",
       "Tariff_OPP                    real          4         24      0        True\n",
       "Tariff_Total_Payment          real          4         24      0        True\n",
       "Grand_Total_Payment_MFF       real          4         24      0        True"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/markdown": [
       "#### OPA_Diag"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
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       "      <th>Patient_ID</th>\n",
       "      <td>bigint</td>\n",
       "      <td>8</td>\n",
       "      <td>19</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OPA_Ident</th>\n",
       "      <td>bigint</td>\n",
       "      <td>8</td>\n",
       "      <td>19</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Primary_Diagnosis_Code</th>\n",
       "      <td>varchar</td>\n",
       "      <td>100</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Secondary_Diagnosis_Code_1</th>\n",
       "      <td>varchar</td>\n",
       "      <td>100</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Primary_Diagnosis_Code_Read</th>\n",
       "      <td>varchar</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Secondary_Diagnosis_Code_1_Read</th>\n",
       "      <td>varchar</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                ColumnType  MaxLength  Precision  Scale  \\\n",
       "ColumnName                                                                \n",
       "Patient_ID                          bigint          8         19      0   \n",
       "OPA_Ident                           bigint          8         19      0   \n",
       "Primary_Diagnosis_Code             varchar        100          0      0   \n",
       "Secondary_Diagnosis_Code_1         varchar        100          0      0   \n",
       "Primary_Diagnosis_Code_Read        varchar          5          0      0   \n",
       "Secondary_Diagnosis_Code_1_Read    varchar          5          0      0   \n",
       "\n",
       "                                 IsNullable  \n",
       "ColumnName                                   \n",
       "Patient_ID                            False  \n",
       "OPA_Ident                             False  \n",
       "Primary_Diagnosis_Code                 True  \n",
       "Secondary_Diagnosis_Code_1             True  \n",
       "Primary_Diagnosis_Code_Read            True  \n",
       "Secondary_Diagnosis_Code_1_Read        True  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/markdown": [
       "#### OPA_Proc"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
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       "      <th>MaxLength</th>\n",
       "      <th>Precision</th>\n",
       "      <th>Scale</th>\n",
       "      <th>IsNullable</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ColumnName</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Patient_ID</th>\n",
       "      <td>bigint</td>\n",
       "      <td>8</td>\n",
       "      <td>19</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OPA_Ident</th>\n",
       "      <td>bigint</td>\n",
       "      <td>8</td>\n",
       "      <td>19</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Primary_Procedure_Code</th>\n",
       "      <td>varchar</td>\n",
       "      <td>100</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Procedure_Code_2</th>\n",
       "      <td>varchar</td>\n",
       "      <td>100</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Primary_Procedure_Code_Read</th>\n",
       "      <td>varchar</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Procedure_Code_2_Read</th>\n",
       "      <td>varchar</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                            ColumnType  MaxLength  Precision  Scale  \\\n",
       "ColumnName                                                            \n",
       "Patient_ID                      bigint          8         19      0   \n",
       "OPA_Ident                       bigint          8         19      0   \n",
       "Primary_Procedure_Code         varchar        100          0      0   \n",
       "Procedure_Code_2               varchar        100          0      0   \n",
       "Primary_Procedure_Code_Read    varchar          5          0      0   \n",
       "Procedure_Code_2_Read          varchar          5          0      0   \n",
       "\n",
       "                             IsNullable  \n",
       "ColumnName                               \n",
       "Patient_ID                        False  \n",
       "OPA_Ident                         False  \n",
       "Primary_Procedure_Code             True  \n",
       "Procedure_Code_2                   True  \n",
       "Primary_Procedure_Code_Read        True  \n",
       "Procedure_Code_2_Read              True  "
      ]
     },
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     "output_type": "display_data"
    },
    {
     "data": {
      "text/markdown": [
       "\n"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/markdown": [
       "### NHSE_SGSS"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/markdown": [
       "#### SGSS_AllTests_Negative"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
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       "      <th></th>\n",
       "      <th>ColumnType</th>\n",
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       "      <th></th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Patient_ID</th>\n",
       "      <td>bigint</td>\n",
       "      <td>8</td>\n",
       "      <td>19</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Organism_Species_Name</th>\n",
       "      <td>varchar</td>\n",
       "      <td>200</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Specimen_Date</th>\n",
       "      <td>date</td>\n",
       "      <td>3</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Lab_Report_Date</th>\n",
       "      <td>date</td>\n",
       "      <td>3</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Age_In_Years</th>\n",
       "      <td>int</td>\n",
       "      <td>4</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Patient_Sex</th>\n",
       "      <td>varchar</td>\n",
       "      <td>50</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>County_Description</th>\n",
       "      <td>varchar</td>\n",
       "      <td>50</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PostCode_Source</th>\n",
       "      <td>varchar</td>\n",
       "      <td>50</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Symptomatic</th>\n",
       "      <td>varchar</td>\n",
       "      <td>50</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ethnic_Category_Desc</th>\n",
       "      <td>varchar</td>\n",
       "      <td>255</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Pillar</th>\n",
       "      <td>varchar</td>\n",
       "      <td>255</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LFT_Flag</th>\n",
       "      <td>varchar</td>\n",
       "      <td>255</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                      ColumnType  MaxLength  Precision  Scale  IsNullable\n",
       "ColumnName                                                               \n",
       "Patient_ID                bigint          8         19      0       False\n",
       "Organism_Species_Name    varchar        200          0      0        True\n",
       "Specimen_Date               date          3         10      0        True\n",
       "Lab_Report_Date             date          3         10      0        True\n",
       "Age_In_Years                 int          4         10      0        True\n",
       "Patient_Sex              varchar         50          0      0        True\n",
       "County_Description       varchar         50          0      0        True\n",
       "PostCode_Source          varchar         50          0      0        True\n",
       "Symptomatic              varchar         50          0      0        True\n",
       "Ethnic_Category_Desc     varchar        255          0      0        True\n",
       "Pillar                   varchar        255          0      0        True\n",
       "LFT_Flag                 varchar        255          0      0        True"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/markdown": [
       "#### SGSS_AllTests_Positive"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
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       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>County_Description</th>\n",
       "      <td>varchar</td>\n",
       "      <td>50</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PostCode_Source</th>\n",
       "      <td>varchar</td>\n",
       "      <td>50</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Symptomatic</th>\n",
       "      <td>varchar</td>\n",
       "      <td>50</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ethnic_Category_Desc</th>\n",
       "      <td>varchar</td>\n",
       "      <td>255</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Pillar</th>\n",
       "      <td>varchar</td>\n",
       "      <td>255</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LFT_Flag</th>\n",
       "      <td>varchar</td>\n",
       "      <td>255</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Variant</th>\n",
       "      <td>varchar</td>\n",
       "      <td>255</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>VariantDetectionMethod</th>\n",
       "      <td>varchar</td>\n",
       "      <td>255</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SGTF</th>\n",
       "      <td>varchar</td>\n",
       "      <td>255</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                       ColumnType  MaxLength  Precision  Scale  IsNullable\n",
       "ColumnName                                                                \n",
       "Patient_ID                 bigint          8         19      0       False\n",
       "Organism_Species_Name     varchar        200          0      0        True\n",
       "Specimen_Date                date          3         10      0        True\n",
       "Lab_Report_Date              date          3         10      0        True\n",
       "Age_In_Years                  int          4         10      0        True\n",
       "Patient_Sex               varchar         50          0      0        True\n",
       "County_Description        varchar         50          0      0        True\n",
       "PostCode_Source           varchar         50          0      0        True\n",
       "Symptomatic               varchar         50          0      0        True\n",
       "Ethnic_Category_Desc      varchar        255          0      0        True\n",
       "Pillar                    varchar        255          0      0        True\n",
       "LFT_Flag                  varchar        255          0      0        True\n",
       "Variant                   varchar        255          0      0        True\n",
       "VariantDetectionMethod    varchar        255          0      0        True\n",
       "SGTF                      varchar        255          0      0        True"
      ]
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     "data": {
      "text/markdown": [
       "#### SGSS_Negative"
      ],
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       "<IPython.core.display.Markdown object>"
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       "      <td>True</td>\n",
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       "    <tr>\n",
       "      <th>Patient_Sex</th>\n",
       "      <td>varchar</td>\n",
       "      <td>50</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>County_Description</th>\n",
       "      <td>varchar</td>\n",
       "      <td>50</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PostCode_Source</th>\n",
       "      <td>varchar</td>\n",
       "      <td>50</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
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       "                       ColumnType  MaxLength  Precision  Scale  IsNullable\n",
       "ColumnName                                                                \n",
       "Patient_ID                 bigint          8         19      0       False\n",
       "Organism_Species_Name     varchar        200          0      0        True\n",
       "Earliest_Specimen_Date       date          3         10      0        True\n",
       "Lab_Report_Date              date          3         10      0        True\n",
       "Age_In_Years                  int          4         10      0        True\n",
       "Patient_Sex               varchar         50          0      0        True\n",
       "County_Description        varchar         50          0      0        True\n",
       "PostCode_Source           varchar         50          0      0        True"
      ]
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       "#### SGSS_Positive"
      ],
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       "<IPython.core.display.Markdown object>"
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       "      <th>ColumnType</th>\n",
       "      <th>MaxLength</th>\n",
       "      <th>Precision</th>\n",
       "      <th>Scale</th>\n",
       "      <th>IsNullable</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ColumnName</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Patient_ID</th>\n",
       "      <td>bigint</td>\n",
       "      <td>8</td>\n",
       "      <td>19</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Organism_Species_Name</th>\n",
       "      <td>varchar</td>\n",
       "      <td>200</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Earliest_Specimen_Date</th>\n",
       "      <td>date</td>\n",
       "      <td>3</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Lab_Report_Date</th>\n",
       "      <td>date</td>\n",
       "      <td>3</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Age_In_Years</th>\n",
       "      <td>int</td>\n",
       "      <td>4</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Patient_Sex</th>\n",
       "      <td>varchar</td>\n",
       "      <td>50</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>County_Description</th>\n",
       "      <td>varchar</td>\n",
       "      <td>50</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PostCode_Source</th>\n",
       "      <td>varchar</td>\n",
       "      <td>50</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SGTF</th>\n",
       "      <td>varchar</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CaseCategory</th>\n",
       "      <td>varchar</td>\n",
       "      <td>50</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                       ColumnType  MaxLength  Precision  Scale  IsNullable\n",
       "ColumnName                                                                \n",
       "Patient_ID                 bigint          8         19      0       False\n",
       "Organism_Species_Name     varchar        200          0      0        True\n",
       "Earliest_Specimen_Date       date          3         10      0        True\n",
       "Lab_Report_Date              date          3         10      0        True\n",
       "Age_In_Years                  int          4         10      0        True\n",
       "Patient_Sex               varchar         50          0      0        True\n",
       "County_Description        varchar         50          0      0        True\n",
       "PostCode_Source           varchar         50          0      0        True\n",
       "SGTF                      varchar         10          0      0       False\n",
       "CaseCategory              varchar         50          0      0       False"
      ]
     },
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    },
    {
     "data": {
      "text/markdown": [
       "\n"
      ],
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       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/markdown": [
       "### NHSE_Therapeutics"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/markdown": [
       "#### Therapeutics"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ColumnType</th>\n",
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       "      <th>ColumnName</th>\n",
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       "      <th></th>\n",
       "      <th></th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Patient_ID</th>\n",
       "      <td>bigint</td>\n",
       "      <td>8</td>\n",
       "      <td>19</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
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       "    <tr>\n",
       "      <th>AgeAtReceivedDate</th>\n",
       "      <td>int</td>\n",
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       "      <th>Received</th>\n",
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       "      <td>3</td>\n",
       "      <td>True</td>\n",
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       "    <tr>\n",
       "      <th>Intervention</th>\n",
       "      <td>varchar</td>\n",
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       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Diagnosis</th>\n",
       "      <td>varchar</td>\n",
       "      <td>1000</td>\n",
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       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>CurrentStatus</th>\n",
       "      <td>varchar</td>\n",
       "      <td>1000</td>\n",
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       "    <tr>\n",
       "      <th>FormName</th>\n",
       "      <td>varchar</td>\n",
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       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TreatmentStartDate</th>\n",
       "      <td>datetime</td>\n",
       "      <td>8</td>\n",
       "      <td>23</td>\n",
       "      <td>3</td>\n",
       "      <td>True</td>\n",
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       "    <tr>\n",
       "      <th>Region</th>\n",
       "      <td>varchar</td>\n",
       "      <td>1000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>MOL1_onset_of_symptoms</th>\n",
       "      <td>varchar</td>\n",
       "      <td>1000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MOL1_high_risk_cohort</th>\n",
       "      <td>varchar</td>\n",
       "      <td>1000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SOT02_onset_of_symptoms</th>\n",
       "      <td>varchar</td>\n",
       "      <td>1000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SOT02_risk_cohorts</th>\n",
       "      <td>varchar</td>\n",
       "      <td>1000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CASIM05_date_of_symptom_onset</th>\n",
       "      <td>varchar</td>\n",
       "      <td>1000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CASIM05_risk_cohort</th>\n",
       "      <td>varchar</td>\n",
       "      <td>1000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>COVID_indication</th>\n",
       "      <td>varchar</td>\n",
       "      <td>1000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Count</th>\n",
       "      <td>int</td>\n",
       "      <td>4</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Der_LoadDate</th>\n",
       "      <td>varchar</td>\n",
       "      <td>1000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
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       "                              ColumnType  MaxLength  Precision  Scale  \\\n",
       "ColumnName                                                              \n",
       "Patient_ID                        bigint          8         19      0   \n",
       "AgeAtReceivedDate                    int          4         10      0   \n",
       "Received                        datetime          8         23      3   \n",
       "Intervention                     varchar       1000          0      0   \n",
       "Diagnosis                        varchar       1000          0      0   \n",
       "CurrentStatus                    varchar       1000          0      0   \n",
       "FormName                         varchar       1000          0      0   \n",
       "TreatmentStartDate              datetime          8         23      3   \n",
       "Region                           varchar       1000          0      0   \n",
       "MOL1_onset_of_symptoms           varchar       1000          0      0   \n",
       "MOL1_high_risk_cohort            varchar       1000          0      0   \n",
       "SOT02_onset_of_symptoms          varchar       1000          0      0   \n",
       "SOT02_risk_cohorts               varchar       1000          0      0   \n",
       "CASIM05_date_of_symptom_onset    varchar       1000          0      0   \n",
       "CASIM05_risk_cohort              varchar       1000          0      0   \n",
       "COVID_indication                 varchar       1000          0      0   \n",
       "Count                                int          4         10      0   \n",
       "Der_LoadDate                     varchar       1000          0      0   \n",
       "\n",
       "                               IsNullable  \n",
       "ColumnName                                 \n",
       "Patient_ID                          False  \n",
       "AgeAtReceivedDate                    True  \n",
       "Received                             True  \n",
       "Intervention                         True  \n",
       "Diagnosis                            True  \n",
       "CurrentStatus                        True  \n",
       "FormName                             True  \n",
       "TreatmentStartDate                   True  \n",
       "Region                               True  \n",
       "MOL1_onset_of_symptoms               True  \n",
       "MOL1_high_risk_cohort                True  \n",
       "SOT02_onset_of_symptoms              True  \n",
       "SOT02_risk_cohorts                   True  \n",
       "CASIM05_date_of_symptom_onset        True  \n",
       "CASIM05_risk_cohort                  True  \n",
       "COVID_indication                     True  \n",
       "Count                                True  \n",
       "Der_LoadDate                         True  "
      ]
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     "data": {
      "text/markdown": [
       "### ONS_CIS"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/markdown": [
       "#### ONS_CIS"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
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       "      <td>int</td>\n",
       "      <td>4</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
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       "      <th>work_status_clean</th>\n",
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       "      <th>SOC_occupation</th>\n",
       "      <td>varchar</td>\n",
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       "      <td>0</td>\n",
       "      <td>True</td>\n",
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       "    <tr>\n",
       "      <th>geography_name</th>\n",
       "      <td>varchar</td>\n",
       "      <td>100</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>geography_code</th>\n",
       "      <td>varchar</td>\n",
       "      <td>100</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
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       "                     ColumnType  MaxLength  Precision  Scale  IsNullable\n",
       "ColumnName                                                              \n",
       "Patient_ID               bigint          8         19      0       False\n",
       "visit_id                varchar        100          0      0        True\n",
       "dataset                     int          4         10      0        True\n",
       "visit_date                 date          3         10      0        True\n",
       "samples_taken_date         date          3         10      0        True\n",
       "...                         ...        ...        ...    ...         ...\n",
       "patient_facing_clean        int          4         10      0        True\n",
       "work_status_clean           int          4         10      0        True\n",
       "SOC_occupation          varchar        100          0      0        True\n",
       "geography_name          varchar        100          0      0        True\n",
       "geography_code          varchar        100          0      0        True\n",
       "\n",
       "[93 rows x 5 columns]"
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     "data": {
      "text/markdown": [
       "### ONS_DEATHS"
      ],
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       "<IPython.core.display.Markdown object>"
      ]
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     "metadata": {},
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    {
     "data": {
      "text/markdown": [
       "#### ONS_Deaths"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
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       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sex</th>\n",
       "      <td>varchar</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ageinyrs</th>\n",
       "      <td>int</td>\n",
       "      <td>4</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>dod</th>\n",
       "      <td>date</td>\n",
       "      <td>3</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FIC10UND</th>\n",
       "      <td>varchar</td>\n",
       "      <td>100</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>icd10u</th>\n",
       "      <td>varchar</td>\n",
       "      <td>100</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ICD10001</th>\n",
       "      <td>varchar</td>\n",
       "      <td>100</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ICD10002</th>\n",
       "      <td>varchar</td>\n",
       "      <td>100</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ICD10003</th>\n",
       "      <td>varchar</td>\n",
       "      <td>100</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ICD10004</th>\n",
       "      <td>varchar</td>\n",
       "      <td>100</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ICD10005</th>\n",
       "      <td>varchar</td>\n",
       "      <td>100</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ICD10006</th>\n",
       "      <td>varchar</td>\n",
       "      <td>100</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ICD10007</th>\n",
       "      <td>varchar</td>\n",
       "      <td>100</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ICD10008</th>\n",
       "      <td>varchar</td>\n",
       "      <td>100</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ICD10009</th>\n",
       "      <td>varchar</td>\n",
       "      <td>100</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ICD10010</th>\n",
       "      <td>varchar</td>\n",
       "      <td>100</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ICD10011</th>\n",
       "      <td>varchar</td>\n",
       "      <td>100</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ICD10012</th>\n",
       "      <td>varchar</td>\n",
       "      <td>100</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ICD10013</th>\n",
       "      <td>varchar</td>\n",
       "      <td>100</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ICD10014</th>\n",
       "      <td>varchar</td>\n",
       "      <td>100</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ICD10015</th>\n",
       "      <td>varchar</td>\n",
       "      <td>100</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FIC10MEN1</th>\n",
       "      <td>varchar</td>\n",
       "      <td>100</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FIC10MEN2</th>\n",
       "      <td>varchar</td>\n",
       "      <td>100</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FIC10MEN3</th>\n",
       "      <td>varchar</td>\n",
       "      <td>100</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FIC10MEN4</th>\n",
       "      <td>varchar</td>\n",
       "      <td>100</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FIC10MEN5</th>\n",
       "      <td>varchar</td>\n",
       "      <td>100</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FIC10MEN6</th>\n",
       "      <td>varchar</td>\n",
       "      <td>100</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FIC10MEN7</th>\n",
       "      <td>varchar</td>\n",
       "      <td>100</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FIC10MEN8</th>\n",
       "      <td>varchar</td>\n",
       "      <td>100</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FIC10MEN9</th>\n",
       "      <td>varchar</td>\n",
       "      <td>100</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FIC10MEN10</th>\n",
       "      <td>varchar</td>\n",
       "      <td>100</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FIC10MEN11</th>\n",
       "      <td>varchar</td>\n",
       "      <td>100</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FIC10MEN12</th>\n",
       "      <td>varchar</td>\n",
       "      <td>100</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FIC10MEN13</th>\n",
       "      <td>varchar</td>\n",
       "      <td>100</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FIC10MEN14</th>\n",
       "      <td>varchar</td>\n",
       "      <td>100</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FIC10MEN15</th>\n",
       "      <td>varchar</td>\n",
       "      <td>100</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Place_of_occurrence</th>\n",
       "      <td>varchar</td>\n",
       "      <td>1000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                    ColumnType  MaxLength  Precision  Scale  IsNullable\n",
       "ColumnName                                                             \n",
       "Patient_ID              bigint          8         19      0       False\n",
       "sex                    varchar         10          0      0        True\n",
       "ageinyrs                   int          4         10      0        True\n",
       "dod                       date          3         10      0        True\n",
       "FIC10UND               varchar        100          0      0        True\n",
       "icd10u                 varchar        100          0      0        True\n",
       "ICD10001               varchar        100          0      0        True\n",
       "ICD10002               varchar        100          0      0        True\n",
       "ICD10003               varchar        100          0      0        True\n",
       "ICD10004               varchar        100          0      0        True\n",
       "ICD10005               varchar        100          0      0        True\n",
       "ICD10006               varchar        100          0      0        True\n",
       "ICD10007               varchar        100          0      0        True\n",
       "ICD10008               varchar        100          0      0        True\n",
       "ICD10009               varchar        100          0      0        True\n",
       "ICD10010               varchar        100          0      0        True\n",
       "ICD10011               varchar        100          0      0        True\n",
       "ICD10012               varchar        100          0      0        True\n",
       "ICD10013               varchar        100          0      0        True\n",
       "ICD10014               varchar        100          0      0        True\n",
       "ICD10015               varchar        100          0      0        True\n",
       "FIC10MEN1              varchar        100          0      0        True\n",
       "FIC10MEN2              varchar        100          0      0        True\n",
       "FIC10MEN3              varchar        100          0      0        True\n",
       "FIC10MEN4              varchar        100          0      0        True\n",
       "FIC10MEN5              varchar        100          0      0        True\n",
       "FIC10MEN6              varchar        100          0      0        True\n",
       "FIC10MEN7              varchar        100          0      0        True\n",
       "FIC10MEN8              varchar        100          0      0        True\n",
       "FIC10MEN9              varchar        100          0      0        True\n",
       "FIC10MEN10             varchar        100          0      0        True\n",
       "FIC10MEN11             varchar        100          0      0        True\n",
       "FIC10MEN12             varchar        100          0      0        True\n",
       "FIC10MEN13             varchar        100          0      0        True\n",
       "FIC10MEN14             varchar        100          0      0        True\n",
       "FIC10MEN15             varchar        100          0      0        True\n",
       "Place_of_occurrence    varchar       1000          0      0        True"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/markdown": [
       "\n"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/markdown": [
       "### OS_BUILD"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/markdown": [
       "#### BuildInfo"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
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       "      <th>MaxLength</th>\n",
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       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>BuildDesc</th>\n",
       "      <td>varchar</td>\n",
       "      <td>100</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BuildDate</th>\n",
       "      <td>datetime</td>\n",
       "      <td>8</td>\n",
       "      <td>23</td>\n",
       "      <td>3</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BuildNumber</th>\n",
       "      <td>int</td>\n",
       "      <td>4</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
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      ],
      "text/plain": [
       "            ColumnType  MaxLength  Precision  Scale  IsNullable\n",
       "ColumnName                                                     \n",
       "BuildDesc      varchar        100          0      0       False\n",
       "BuildDate     datetime          8         23      3       False\n",
       "BuildNumber        int          4         10      0       False"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/markdown": [
       "#### CodeCountIndicator"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
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      "text/html": [
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "\n",
       "    .dataframe thead th {\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
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       "      <th>ColumnType</th>\n",
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       "      <th>Precision</th>\n",
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       "    <tr>\n",
       "      <th>ColumnName</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>CTV3Code</th>\n",
       "      <td>varchar</td>\n",
       "      <td>50</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CodeCountIndicator</th>\n",
       "      <td>float</td>\n",
       "      <td>8</td>\n",
       "      <td>53</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                   ColumnType  MaxLength  Precision  Scale  IsNullable\n",
       "ColumnName                                                            \n",
       "CTV3Code              varchar         50          0      0       False\n",
       "CodeCountIndicator      float          8         53      0        True"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/markdown": [
       "#### LatestBuildTime"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
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       "\n",
       "    .dataframe thead th {\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>ColumnName</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>DtLatestBuild</th>\n",
       "      <td>datetime</td>\n",
       "      <td>8</td>\n",
       "      <td>23</td>\n",
       "      <td>3</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              ColumnType  MaxLength  Precision  Scale  IsNullable\n",
       "ColumnName                                                       \n",
       "DtLatestBuild   datetime          8         23      3       False"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/markdown": [
       "#### OpenSAFELYSchemaInformation"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>TableName</th>\n",
       "      <td>nvarchar</td>\n",
       "      <td>256</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TableName</th>\n",
       "      <td>sysname</td>\n",
       "      <td>256</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ColumnId</th>\n",
       "      <td>int</td>\n",
       "      <td>4</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ColumnName</th>\n",
       "      <td>nvarchar</td>\n",
       "      <td>256</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ColumnName</th>\n",
       "      <td>sysname</td>\n",
       "      <td>256</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ColumnType</th>\n",
       "      <td>nvarchar</td>\n",
       "      <td>256</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ColumnType</th>\n",
       "      <td>sysname</td>\n",
       "      <td>256</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MaxLength</th>\n",
       "      <td>smallint</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Precision</th>\n",
       "      <td>tinyint</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Scale</th>\n",
       "      <td>tinyint</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CollationName</th>\n",
       "      <td>nvarchar</td>\n",
       "      <td>256</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CollationName</th>\n",
       "      <td>sysname</td>\n",
       "      <td>256</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IsNullable</th>\n",
       "      <td>bit</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DataSource</th>\n",
       "      <td>varchar</td>\n",
       "      <td>1000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              ColumnType  MaxLength  Precision  Scale  IsNullable\n",
       "ColumnName                                                       \n",
       "TableName       nvarchar        256          0      0       False\n",
       "TableName        sysname        256          0      0       False\n",
       "ColumnId             int          4         10      0       False\n",
       "ColumnName      nvarchar        256          0      0        True\n",
       "ColumnName       sysname        256          0      0        True\n",
       "ColumnType      nvarchar        256          0      0       False\n",
       "ColumnType       sysname        256          0      0       False\n",
       "MaxLength       smallint          2          5      0       False\n",
       "Precision        tinyint          1          3      0       False\n",
       "Scale            tinyint          1          3      0       False\n",
       "CollationName   nvarchar        256          0      0        True\n",
       "CollationName    sysname        256          0      0        True\n",
       "IsNullable           bit          1          1      0        True\n",
       "DataSource       varchar       1000          0      0        True"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/markdown": [
       "\n"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/markdown": [
       "### OS_DERIVED"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/markdown": [
       "#### Household"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
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       "<style scoped>\n",
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       "\n",
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       "\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ColumnType</th>\n",
       "      <th>MaxLength</th>\n",
       "      <th>Precision</th>\n",
       "      <th>Scale</th>\n",
       "      <th>IsNullable</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ColumnName</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Household_ID</th>\n",
       "      <td>bigint</td>\n",
       "      <td>8</td>\n",
       "      <td>19</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MSOA</th>\n",
       "      <td>varchar</td>\n",
       "      <td>50</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NFA_Unknown</th>\n",
       "      <td>bit</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CareHome</th>\n",
       "      <td>bit</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Prison</th>\n",
       "      <td>bit</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>HouseholdSize</th>\n",
       "      <td>int</td>\n",
       "      <td>4</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MatchesUprnCount</th>\n",
       "      <td>bit</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MixedSoftwareHousehold</th>\n",
       "      <td>bit</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TppPercentage</th>\n",
       "      <td>int</td>\n",
       "      <td>4</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                       ColumnType  MaxLength  Precision  Scale  IsNullable\n",
       "ColumnName                                                                \n",
       "Household_ID               bigint          8         19      0        True\n",
       "MSOA                      varchar         50          0      0        True\n",
       "NFA_Unknown                   bit          1          1      0        True\n",
       "CareHome                      bit          1          1      0        True\n",
       "Prison                        bit          1          1      0        True\n",
       "HouseholdSize                 int          4         10      0        True\n",
       "MatchesUprnCount              bit          1          1      0        True\n",
       "MixedSoftwareHousehold        bit          1          1      0        True\n",
       "TppPercentage                 int          4         10      0        True"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/markdown": [
       "#### HouseholdMember"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
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       "      <th></th>\n",
       "      <th>ColumnType</th>\n",
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       "      <th>Precision</th>\n",
       "      <th>Scale</th>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>ColumnName</th>\n",
       "      <th></th>\n",
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       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>HouseholdMember_ID</th>\n",
       "      <td>bigint</td>\n",
       "      <td>8</td>\n",
       "      <td>19</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Patient_ID</th>\n",
       "      <td>bigint</td>\n",
       "      <td>8</td>\n",
       "      <td>19</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Household_ID</th>\n",
       "      <td>bigint</td>\n",
       "      <td>8</td>\n",
       "      <td>19</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                   ColumnType  MaxLength  Precision  Scale  IsNullable\n",
       "ColumnName                                                            \n",
       "HouseholdMember_ID     bigint          8         19      0       False\n",
       "Patient_ID             bigint          8         19      0       False\n",
       "Household_ID           bigint          8         19      0       False"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/markdown": [
       "#### MSOA_PopulationEstimates_2019"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
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       "<table border=\"1\" class=\"dataframe\">\n",
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       "    <tr>\n",
       "      <th>ColumnName</th>\n",
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       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>MSOA_Code</th>\n",
       "      <td>varchar</td>\n",
       "      <td>50</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LA_Code_2019</th>\n",
       "      <td>varchar</td>\n",
       "      <td>50</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LA_Code_2020</th>\n",
       "      <td>varchar</td>\n",
       "      <td>50</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Age_All</th>\n",
       "      <td>int</td>\n",
       "      <td>4</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Age_0</th>\n",
       "      <td>int</td>\n",
       "      <td>4</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Age_86</th>\n",
       "      <td>int</td>\n",
       "      <td>4</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Age_87</th>\n",
       "      <td>int</td>\n",
       "      <td>4</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Age_88</th>\n",
       "      <td>int</td>\n",
       "      <td>4</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Age_89</th>\n",
       "      <td>int</td>\n",
       "      <td>4</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Age_90_Plus</th>\n",
       "      <td>int</td>\n",
       "      <td>4</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>95 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "             ColumnType  MaxLength  Precision  Scale  IsNullable\n",
       "ColumnName                                                      \n",
       "MSOA_Code       varchar         50          0      0       False\n",
       "LA_Code_2019    varchar         50          0      0       False\n",
       "LA_Code_2020    varchar         50          0      0       False\n",
       "Age_All             int          4         10      0       False\n",
       "Age_0               int          4         10      0       False\n",
       "...                 ...        ...        ...    ...         ...\n",
       "Age_86              int          4         10      0       False\n",
       "Age_87              int          4         10      0       False\n",
       "Age_88              int          4         10      0       False\n",
       "Age_89              int          4         10      0       False\n",
       "Age_90_Plus         int          4         10      0       False\n",
       "\n",
       "[95 rows x 5 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/markdown": [
       "#### PotentialCareHomeAddress"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
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       "      <th>Patient_ID</th>\n",
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       "      <th>PatientAddress_ID</th>\n",
       "      <td>bigint</td>\n",
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       "      <th>LocationRequiresNursing</th>\n",
       "      <td>varchar</td>\n",
       "      <td>5</td>\n",
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       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LocationDoesNotRequireNursing</th>\n",
       "      <td>varchar</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
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      ],
      "text/plain": [
       "                              ColumnType  MaxLength  Precision  Scale  \\\n",
       "ColumnName                                                              \n",
       "Patient_ID                        bigint          8         19      0   \n",
       "PatientAddress_ID                 bigint          8         19      0   \n",
       "LocationRequiresNursing          varchar          5          0      0   \n",
       "LocationDoesNotRequireNursing    varchar          5          0      0   \n",
       "\n",
       "                               IsNullable  \n",
       "ColumnName                                 \n",
       "Patient_ID                          False  \n",
       "PatientAddress_ID                   False  \n",
       "LocationRequiresNursing             False  \n",
       "LocationDoesNotRequireNursing       False  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/markdown": [
       "\n"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
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     "metadata": {},
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    },
    {
     "data": {
      "text/markdown": [
       "### S1"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/markdown": [
       "#### Appointment"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
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    },
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       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Patient_ID</th>\n",
       "      <td>bigint</td>\n",
       "      <td>8</td>\n",
       "      <td>19</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Appointment_ID</th>\n",
       "      <td>bigint</td>\n",
       "      <td>8</td>\n",
       "      <td>19</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
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       "    <tr>\n",
       "      <th>Organisation_ID</th>\n",
       "      <td>bigint</td>\n",
       "      <td>8</td>\n",
       "      <td>19</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BookedDate</th>\n",
       "      <td>datetime</td>\n",
       "      <td>8</td>\n",
       "      <td>23</td>\n",
       "      <td>3</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>StartDate</th>\n",
       "      <td>datetime</td>\n",
       "      <td>8</td>\n",
       "      <td>23</td>\n",
       "      <td>3</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EndDate</th>\n",
       "      <td>datetime</td>\n",
       "      <td>8</td>\n",
       "      <td>23</td>\n",
       "      <td>3</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ArrivedDate</th>\n",
       "      <td>datetime</td>\n",
       "      <td>8</td>\n",
       "      <td>23</td>\n",
       "      <td>3</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SeenDate</th>\n",
       "      <td>datetime</td>\n",
       "      <td>8</td>\n",
       "      <td>23</td>\n",
       "      <td>3</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FinishedDate</th>\n",
       "      <td>datetime</td>\n",
       "      <td>8</td>\n",
       "      <td>23</td>\n",
       "      <td>3</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Status</th>\n",
       "      <td>int</td>\n",
       "      <td>4</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                ColumnType  MaxLength  Precision  Scale  IsNullable\n",
       "ColumnName                                                         \n",
       "Patient_ID          bigint          8         19      0       False\n",
       "Appointment_ID      bigint          8         19      0       False\n",
       "Organisation_ID     bigint          8         19      0       False\n",
       "BookedDate        datetime          8         23      3       False\n",
       "StartDate         datetime          8         23      3       False\n",
       "EndDate           datetime          8         23      3       False\n",
       "ArrivedDate       datetime          8         23      3       False\n",
       "SeenDate          datetime          8         23      3       False\n",
       "FinishedDate      datetime          8         23      3       False\n",
       "Status                 int          4         10      0       False"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/markdown": [
       "#### CTV3Dictionary"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
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       "      <th>ColumnType</th>\n",
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       "      <th>Precision</th>\n",
       "      <th>Scale</th>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>ColumnName</th>\n",
       "      <th></th>\n",
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       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>CTV3Code</th>\n",
       "      <td>varchar</td>\n",
       "      <td>50</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Description</th>\n",
       "      <td>varchar</td>\n",
       "      <td>255</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
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       "  </tbody>\n",
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      "text/plain": [
       "            ColumnType  MaxLength  Precision  Scale  IsNullable\n",
       "ColumnName                                                     \n",
       "CTV3Code       varchar         50          0      0       False\n",
       "Description    varchar        255          0      0       False"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/markdown": [
       "#### CTV3Hierarchy"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
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     "metadata": {},
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       "    <tr>\n",
       "      <th>ParentCTV3Code</th>\n",
       "      <td>varchar</td>\n",
       "      <td>50</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ParentCTV3Description</th>\n",
       "      <td>varchar</td>\n",
       "      <td>255</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ChildCTV3Code</th>\n",
       "      <td>varchar</td>\n",
       "      <td>50</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ChildCTV3Description</th>\n",
       "      <td>varchar</td>\n",
       "      <td>255</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ChildToParentDistance</th>\n",
       "      <td>int</td>\n",
       "      <td>4</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
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       "                      ColumnType  MaxLength  Precision  Scale  IsNullable\n",
       "ColumnName                                                               \n",
       "ParentCTV3Code           varchar         50          0      0       False\n",
       "ParentCTV3Description    varchar        255          0      0       False\n",
       "ChildCTV3Code            varchar         50          0      0       False\n",
       "ChildCTV3Description     varchar        255          0      0       False\n",
       "ChildToParentDistance        int          4         10      0       False"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/markdown": [
       "#### CodedEvent"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
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     "metadata": {},
     "output_type": "display_data"
    },
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       "      <th>ColumnName</th>\n",
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       "      <th>Patient_ID</th>\n",
       "      <td>bigint</td>\n",
       "      <td>8</td>\n",
       "      <td>19</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Consultation_ID</th>\n",
       "      <td>bigint</td>\n",
       "      <td>8</td>\n",
       "      <td>19</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
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       "    <tr>\n",
       "      <th>CodedEvent_ID</th>\n",
       "      <td>bigint</td>\n",
       "      <td>8</td>\n",
       "      <td>19</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CTV3Code</th>\n",
       "      <td>varchar</td>\n",
       "      <td>50</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NumericValue</th>\n",
       "      <td>real</td>\n",
       "      <td>4</td>\n",
       "      <td>24</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ConsultationDate</th>\n",
       "      <td>datetime</td>\n",
       "      <td>8</td>\n",
       "      <td>23</td>\n",
       "      <td>3</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 ColumnType  MaxLength  Precision  Scale  IsNullable\n",
       "ColumnName                                                          \n",
       "Patient_ID           bigint          8         19      0       False\n",
       "Consultation_ID      bigint          8         19      0       False\n",
       "CodedEvent_ID        bigint          8         19      0       False\n",
       "CTV3Code            varchar         50          0      0       False\n",
       "NumericValue           real          4         24      0       False\n",
       "ConsultationDate   datetime          8         23      3       False"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/markdown": [
       "#### CodedEventRange"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
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     "metadata": {},
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       "      <td>4</td>\n",
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       "      <th>CodedEventRange_ID</th>\n",
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       "      <td>False</td>\n",
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       "    <tr>\n",
       "      <th>Consultation_ID</th>\n",
       "      <td>bigint</td>\n",
       "      <td>8</td>\n",
       "      <td>19</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
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       "      <th>LowerBound</th>\n",
       "      <td>real</td>\n",
       "      <td>4</td>\n",
       "      <td>24</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>UpperBound</th>\n",
       "      <td>real</td>\n",
       "      <td>4</td>\n",
       "      <td>24</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Comparator</th>\n",
       "      <td>tinyint</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                   ColumnType  MaxLength  Precision  Scale  IsNullable\n",
       "ColumnName                                                            \n",
       "Patient_ID                int          4         10      0       False\n",
       "CodedEvent_ID          bigint          8         19      0       False\n",
       "CodedEventRange_ID     bigint          8         19      0       False\n",
       "Consultation_ID        bigint          8         19      0       False\n",
       "LowerBound               real          4         24      0       False\n",
       "UpperBound               real          4         24      0       False\n",
       "Comparator            tinyint          1          3      0       False"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/markdown": [
       "#### Consultation"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
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       "      <th>ConsultationDate</th>\n",
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       "      <td>8</td>\n",
       "      <td>23</td>\n",
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       "      <td>False</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 ColumnType  MaxLength  Precision  Scale  IsNullable\n",
       "ColumnName                                                          \n",
       "Patient_ID           bigint          8         19      0       False\n",
       "Consultation_ID      bigint          8         19      0       False\n",
       "Registration_ID      bigint          8         19      0       False\n",
       "ConsultationDate   datetime          8         23      3       False"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/markdown": [
       "#### DataDictionary"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
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       "    <tr>\n",
       "      <th>Code</th>\n",
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       "      <td>0</td>\n",
       "      <td>True</td>\n",
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       "    <tr>\n",
       "      <th>Description</th>\n",
       "      <td>varchar</td>\n",
       "      <td>1000</td>\n",
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       "            ColumnType  MaxLength  Precision  Scale  IsNullable\n",
       "ColumnName                                                     \n",
       "Table          varchar       1000          0      0        True\n",
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       "Code           varchar        255          0      0        True\n",
       "Description    varchar       1000          0      0        True"
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     "metadata": {},
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    {
     "data": {
      "text/markdown": [
       "#### ICD10Dictionary"
      ],
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       "<IPython.core.display.Markdown object>"
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       "                      ColumnType  MaxLength  Precision  Scale  IsNullable\n",
       "ColumnName                                                               \n",
       "Code                     varchar          4          0      0       False\n",
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       "ParentCode                  char          3          0      0       False\n",
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     "metadata": {},
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    {
     "data": {
      "text/markdown": [
       "#### MedicationDictionary"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
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     "metadata": {},
     "output_type": "display_data"
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th>MultilexDrug_ID</th>\n",
       "      <td>varchar</td>\n",
       "      <td>767</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
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       "    <tr>\n",
       "      <th>ProductId</th>\n",
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       "      <th>Form</th>\n",
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       "      <td>0</td>\n",
       "      <td>True</td>\n",
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       "    <tr>\n",
       "      <th>Strength</th>\n",
       "      <td>varchar</td>\n",
       "      <td>500</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CompanyName</th>\n",
       "      <td>varchar</td>\n",
       "      <td>200</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DMD_ID</th>\n",
       "      <td>varchar</td>\n",
       "      <td>50</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "                ColumnType  MaxLength  Precision  Scale  IsNullable\n",
       "ColumnName                                                         \n",
       "MultilexDrug_ID    varchar        767          0      0        True\n",
       "ProductId           bigint          8         19      0       False\n",
       "FullName           varchar       1000          0      0        True\n",
       "RootName           varchar        100          0      0        True\n",
       "PackDescription    varchar         50          0      0        True\n",
       "Form               varchar         50          0      0        True\n",
       "Strength           varchar        500          0      0        True\n",
       "CompanyName        varchar        200          0      0        True\n",
       "DMD_ID             varchar         50          0      0        True"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
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    {
     "data": {
      "text/markdown": [
       "#### MedicationIssue"
      ],
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       "<IPython.core.display.Markdown object>"
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       "      <th>Patient_ID</th>\n",
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       "    <tr>\n",
       "      <th>Consultation_ID</th>\n",
       "      <td>bigint</td>\n",
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       "      <th>MedicationIssue_ID</th>\n",
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       "      <td>0</td>\n",
       "      <td>False</td>\n",
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       "    <tr>\n",
       "      <th>RepeatMedication_ID</th>\n",
       "      <td>bigint</td>\n",
       "      <td>8</td>\n",
       "      <td>19</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
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       "      <th>MultilexDrug_ID</th>\n",
       "      <td>varchar</td>\n",
       "      <td>255</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Dose</th>\n",
       "      <td>varchar</td>\n",
       "      <td>255</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Quantity</th>\n",
       "      <td>varchar</td>\n",
       "      <td>255</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>StartDate</th>\n",
       "      <td>datetime</td>\n",
       "      <td>8</td>\n",
       "      <td>23</td>\n",
       "      <td>3</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EndDate</th>\n",
       "      <td>datetime</td>\n",
       "      <td>8</td>\n",
       "      <td>23</td>\n",
       "      <td>3</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MedicationStatus</th>\n",
       "      <td>int</td>\n",
       "      <td>4</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ConsultationDate</th>\n",
       "      <td>datetime</td>\n",
       "      <td>8</td>\n",
       "      <td>23</td>\n",
       "      <td>3</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                    ColumnType  MaxLength  Precision  Scale  IsNullable\n",
       "ColumnName                                                             \n",
       "Patient_ID              bigint          8         19      0       False\n",
       "Consultation_ID         bigint          8         19      0       False\n",
       "MedicationIssue_ID      bigint          8         19      0       False\n",
       "RepeatMedication_ID     bigint          8         19      0       False\n",
       "MultilexDrug_ID        varchar        255          0      0       False\n",
       "Dose                   varchar        255          0      0       False\n",
       "Quantity               varchar        255          0      0       False\n",
       "StartDate             datetime          8         23      3       False\n",
       "EndDate               datetime          8         23      3       False\n",
       "MedicationStatus           int          4         10      0       False\n",
       "ConsultationDate      datetime          8         23      3       False"
      ]
     },
     "metadata": {},
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    {
     "data": {
      "text/markdown": [
       "#### MedicationRepeat"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
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       "      <td>8</td>\n",
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       "      <td>3</td>\n",
       "      <td>False</td>\n",
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       "    <tr>\n",
       "      <th>MedicationStatus</th>\n",
       "      <td>int</td>\n",
       "      <td>4</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
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       "    <tr>\n",
       "      <th>ConsultationDate</th>\n",
       "      <td>datetime</td>\n",
       "      <td>8</td>\n",
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       "                    ColumnType  MaxLength  Precision  Scale  IsNullable\n",
       "ColumnName                                                             \n",
       "Patient_ID              bigint          8         19      0       False\n",
       "Consultation_ID         bigint          8         19      0       False\n",
       "MedicationRepeat_ID     bigint          8         19      0       False\n",
       "MultilexDrug_ID        varchar        255          0      0       False\n",
       "Dose                   varchar        255          0      0       False\n",
       "Quantity               varchar        255          0      0       False\n",
       "StartDate             datetime          8         23      3       False\n",
       "EndDate               datetime          8         23      3       False\n",
       "MedicationStatus           int          4         10      0       False\n",
       "ConsultationDate      datetime          8         23      3       False"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/markdown": [
       "#### MedicationSensitivity"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
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       "      <th>Patient_ID</th>\n",
       "      <td>int</td>\n",
       "      <td>4</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
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       "    <tr>\n",
       "      <th>Consultation_ID</th>\n",
       "      <td>bigint</td>\n",
       "      <td>8</td>\n",
       "      <td>19</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>MedicationSensitivity_ID</th>\n",
       "      <td>int</td>\n",
       "      <td>4</td>\n",
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       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MultilexDrug_ID</th>\n",
       "      <td>varchar</td>\n",
       "      <td>100</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
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       "    <tr>\n",
       "      <th>StartDate</th>\n",
       "      <td>datetime</td>\n",
       "      <td>8</td>\n",
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       "      <td>3</td>\n",
       "      <td>False</td>\n",
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       "    <tr>\n",
       "      <th>FormulationSpecific</th>\n",
       "      <td>bit</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
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       "    <tr>\n",
       "      <th>Ended</th>\n",
       "      <td>bit</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ConsultationDate</th>\n",
       "      <td>datetime</td>\n",
       "      <td>8</td>\n",
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       "      <td>3</td>\n",
       "      <td>False</td>\n",
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       "</div>"
      ],
      "text/plain": [
       "                         ColumnType  MaxLength  Precision  Scale  IsNullable\n",
       "ColumnName                                                                  \n",
       "Patient_ID                      int          4         10      0       False\n",
       "Consultation_ID              bigint          8         19      0       False\n",
       "MedicationSensitivity_ID        int          4         10      0       False\n",
       "MultilexDrug_ID             varchar        100          0      0       False\n",
       "StartDate                  datetime          8         23      3       False\n",
       "FormulationSpecific             bit          1          1      0       False\n",
       "Ended                           bit          1          1      0        True\n",
       "ConsultationDate           datetime          8         23      3       False"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/markdown": [
       "#### Organisation"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Organisation_ID</th>\n",
       "      <td>bigint</td>\n",
       "      <td>8</td>\n",
       "      <td>19</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GoLiveDate</th>\n",
       "      <td>datetime</td>\n",
       "      <td>8</td>\n",
       "      <td>23</td>\n",
       "      <td>3</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>STPCode</th>\n",
       "      <td>varchar</td>\n",
       "      <td>50</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MSOACode</th>\n",
       "      <td>varchar</td>\n",
       "      <td>150</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Region</th>\n",
       "      <td>varchar</td>\n",
       "      <td>255</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
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       "                ColumnType  MaxLength  Precision  Scale  IsNullable\n",
       "ColumnName                                                         \n",
       "Organisation_ID     bigint          8         19      0       False\n",
       "GoLiveDate        datetime          8         23      3       False\n",
       "STPCode            varchar         50          0      0       False\n",
       "MSOACode           varchar        150          0      0       False\n",
       "Region             varchar        255          0      0       False"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
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    {
     "data": {
      "text/markdown": [
       "#### Patient"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
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     "metadata": {},
     "output_type": "display_data"
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       "      <th>Patient_ID</th>\n",
       "      <td>bigint</td>\n",
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       "      <td>0</td>\n",
       "      <td>False</td>\n",
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       "    <tr>\n",
       "      <th>DateOfBirth</th>\n",
       "      <td>date</td>\n",
       "      <td>3</td>\n",
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       "      <td>0</td>\n",
       "      <td>True</td>\n",
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       "    <tr>\n",
       "      <th>DateOfDeath</th>\n",
       "      <td>date</td>\n",
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       "      <td>0</td>\n",
       "      <td>True</td>\n",
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       "    <tr>\n",
       "      <th>Sex</th>\n",
       "      <td>char</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
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       "            ColumnType  MaxLength  Precision  Scale  IsNullable\n",
       "ColumnName                                                     \n",
       "Patient_ID      bigint          8         19      0       False\n",
       "DateOfBirth       date          3         10      0        True\n",
       "DateOfDeath       date          3         10      0        True\n",
       "Sex               char          1          0      0       False"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/markdown": [
       "#### PatientAddress"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
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       "      <td>False</td>\n",
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       "      <th>EndDate</th>\n",
       "      <td>datetime</td>\n",
       "      <td>8</td>\n",
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       "      <td>3</td>\n",
       "      <td>False</td>\n",
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       "      <th>AddressType</th>\n",
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       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RuralUrbanClassificationCode</th>\n",
       "      <td>int</td>\n",
       "      <td>4</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ImdRankRounded</th>\n",
       "      <td>int</td>\n",
       "      <td>4</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MSOACode</th>\n",
       "      <td>varchar</td>\n",
       "      <td>150</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                             ColumnType  MaxLength  Precision  Scale  \\\n",
       "ColumnName                                                             \n",
       "Patient_ID                       bigint          8         19      0   \n",
       "PatientAddress_ID                bigint          8         19      0   \n",
       "StartDate                      datetime          8         23      3   \n",
       "EndDate                        datetime          8         23      3   \n",
       "AddressType                         int          4         10      0   \n",
       "RuralUrbanClassificationCode        int          4         10      0   \n",
       "ImdRankRounded                      int          4         10      0   \n",
       "MSOACode                        varchar        150          0      0   \n",
       "\n",
       "                              IsNullable  \n",
       "ColumnName                                \n",
       "Patient_ID                         False  \n",
       "PatientAddress_ID                  False  \n",
       "StartDate                          False  \n",
       "EndDate                            False  \n",
       "AddressType                        False  \n",
       "RuralUrbanClassificationCode       False  \n",
       "ImdRankRounded                     False  \n",
       "MSOACode                           False  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/markdown": [
       "#### QOFClusterReference"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
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       "      <td>varchar</td>\n",
       "      <td>50</td>\n",
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       "      <td>0</td>\n",
       "      <td>False</td>\n",
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       "    <tr>\n",
       "      <th>ClusterName</th>\n",
       "      <td>varchar</td>\n",
       "      <td>100</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CTV3Code</th>\n",
       "      <td>varchar</td>\n",
       "      <td>50</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Description</th>\n",
       "      <td>varchar</td>\n",
       "      <td>255</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
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      "text/plain": [
       "            ColumnType  MaxLength  Precision  Scale  IsNullable\n",
       "ColumnName                                                     \n",
       "ClusterType    varchar         50          0      0       False\n",
       "ClusterName    varchar        100          0      0       False\n",
       "CTV3Code       varchar         50          0      0       False\n",
       "Description    varchar        255          0      0       False"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/markdown": [
       "#### RegistrationHistory"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
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       "      <th>Registration_ID</th>\n",
       "      <td>bigint</td>\n",
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       "      <td>0</td>\n",
       "      <td>False</td>\n",
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       "      <th>Organisation_ID</th>\n",
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       "      <td>0</td>\n",
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       "      <th>Patient_ID</th>\n",
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       "      <td>0</td>\n",
       "      <td>False</td>\n",
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       "    <tr>\n",
       "      <th>StartDate</th>\n",
       "      <td>datetime</td>\n",
       "      <td>8</td>\n",
       "      <td>23</td>\n",
       "      <td>3</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EndDate</th>\n",
       "      <td>datetime</td>\n",
       "      <td>8</td>\n",
       "      <td>23</td>\n",
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       "      <td>False</td>\n",
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      ],
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       "                ColumnType  MaxLength  Precision  Scale  IsNullable\n",
       "ColumnName                                                         \n",
       "Registration_ID     bigint          8         19      0       False\n",
       "Organisation_ID     bigint          8         19      0       False\n",
       "Patient_ID          bigint          8         19      0       False\n",
       "StartDate         datetime          8         23      3       False\n",
       "EndDate           datetime          8         23      3       False"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/markdown": [
       "#### UnitDictionary"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ColumnType</th>\n",
       "      <th>MaxLength</th>\n",
       "      <th>Precision</th>\n",
       "      <th>Scale</th>\n",
       "      <th>IsNullable</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ColumnName</th>\n",
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th>UnitDictionary_ID</th>\n",
       "      <td>int</td>\n",
       "      <td>4</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
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       "    <tr>\n",
       "      <th>CTV3Code</th>\n",
       "      <td>varchar</td>\n",
       "      <td>50</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
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       "    <tr>\n",
       "      <th>Units</th>\n",
       "      <td>varchar</td>\n",
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       "      <td>0</td>\n",
       "      <td>False</td>\n",
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       "    <tr>\n",
       "      <th>Minimum</th>\n",
       "      <td>real</td>\n",
       "      <td>4</td>\n",
       "      <td>24</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
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       "    <tr>\n",
       "      <th>Maximum</th>\n",
       "      <td>real</td>\n",
       "      <td>4</td>\n",
       "      <td>24</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LowerNormalBound</th>\n",
       "      <td>real</td>\n",
       "      <td>4</td>\n",
       "      <td>24</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>UpperNormalBound</th>\n",
       "      <td>real</td>\n",
       "      <td>4</td>\n",
       "      <td>24</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DecimalPlaces</th>\n",
       "      <td>int</td>\n",
       "      <td>4</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  ColumnType  MaxLength  Precision  Scale  IsNullable\n",
       "ColumnName                                                           \n",
       "UnitDictionary_ID        int          4         10      0       False\n",
       "CTV3Code             varchar         50          0      0       False\n",
       "Units                varchar         50          0      0       False\n",
       "Minimum                 real          4         24      0       False\n",
       "Maximum                 real          4         24      0       False\n",
       "LowerNormalBound        real          4         24      0       False\n",
       "UpperNormalBound        real          4         24      0       False\n",
       "DecimalPlaces            int          4         10      0       False"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/markdown": [
       "#### Vaccination"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ColumnType</th>\n",
       "      <th>MaxLength</th>\n",
       "      <th>Precision</th>\n",
       "      <th>Scale</th>\n",
       "      <th>IsNullable</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ColumnName</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Patient_ID</th>\n",
       "      <td>bigint</td>\n",
       "      <td>8</td>\n",
       "      <td>19</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Vaccination_ID</th>\n",
       "      <td>bigint</td>\n",
       "      <td>8</td>\n",
       "      <td>19</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>VaccinationDate</th>\n",
       "      <td>datetime</td>\n",
       "      <td>8</td>\n",
       "      <td>23</td>\n",
       "      <td>3</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>VaccinationName</th>\n",
       "      <td>varchar</td>\n",
       "      <td>100</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>VaccinationName_ID</th>\n",
       "      <td>bigint</td>\n",
       "      <td>8</td>\n",
       "      <td>19</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>VaccinationSchedulePart</th>\n",
       "      <td>int</td>\n",
       "      <td>4</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                        ColumnType  MaxLength  Precision  Scale  IsNullable\n",
       "ColumnName                                                                 \n",
       "Patient_ID                  bigint          8         19      0       False\n",
       "Vaccination_ID              bigint          8         19      0       False\n",
       "VaccinationDate           datetime          8         23      3       False\n",
       "VaccinationName            varchar        100          0      0       False\n",
       "VaccinationName_ID          bigint          8         19      0       False\n",
       "VaccinationSchedulePart        int          4         10      0       False"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/markdown": [
       "#### VaccinationReference"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
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       "<style scoped>\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
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       "\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",
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       "      <th>Precision</th>\n",
       "      <th>Scale</th>\n",
       "      <th>IsNullable</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ColumnName</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>VaccinationName_ID</th>\n",
       "      <td>int</td>\n",
       "      <td>4</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>VaccinationName</th>\n",
       "      <td>varchar</td>\n",
       "      <td>100</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>VaccinationContent</th>\n",
       "      <td>varchar</td>\n",
       "      <td>50</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                   ColumnType  MaxLength  Precision  Scale  IsNullable\n",
       "ColumnName                                                            \n",
       "VaccinationName_ID        int          4         10      0       False\n",
       "VaccinationName       varchar        100          0      0       False\n",
       "VaccinationContent    varchar         50          0      0       False"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/markdown": [
       "#### YCodeToSnomedMapping"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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       "<style scoped>\n",
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       "\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
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       "      <th>ColumnType</th>\n",
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       "      <th>Precision</th>\n",
       "      <th>Scale</th>\n",
       "      <th>IsNullable</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ColumnName</th>\n",
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       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>YCode</th>\n",
       "      <td>varchar</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SctConceptId</th>\n",
       "      <td>bigint</td>\n",
       "      <td>8</td>\n",
       "      <td>19</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
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       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             ColumnType  MaxLength  Precision  Scale  IsNullable\n",
       "ColumnName                                                      \n",
       "YCode           varchar          5          0      0       False\n",
       "SctConceptId     bigint          8         19      0        True"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/markdown": [
       "\n"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/markdown": [
       "### UK_Renal_Register"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/markdown": [
       "#### UKRR"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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       "\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ColumnType</th>\n",
       "      <th>MaxLength</th>\n",
       "      <th>Precision</th>\n",
       "      <th>Scale</th>\n",
       "      <th>IsNullable</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ColumnName</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Patient_ID</th>\n",
       "      <td>bigint</td>\n",
       "      <td>8</td>\n",
       "      <td>19</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>dataset</th>\n",
       "      <td>varchar</td>\n",
       "      <td>1000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>renal_centre</th>\n",
       "      <td>varchar</td>\n",
       "      <td>1000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>creat</th>\n",
       "      <td>real</td>\n",
       "      <td>4</td>\n",
       "      <td>24</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>eGFR_ckdepi</th>\n",
       "      <td>real</td>\n",
       "      <td>4</td>\n",
       "      <td>24</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>rrt_start</th>\n",
       "      <td>date</td>\n",
       "      <td>3</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mod_start</th>\n",
       "      <td>varchar</td>\n",
       "      <td>1000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mod_prev</th>\n",
       "      <td>varchar</td>\n",
       "      <td>1000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             ColumnType  MaxLength  Precision  Scale  IsNullable\n",
       "ColumnName                                                      \n",
       "Patient_ID       bigint          8         19      0       False\n",
       "dataset         varchar       1000          0      0        True\n",
       "renal_centre    varchar       1000          0      0        True\n",
       "creat              real          4         24      0        True\n",
       "eGFR_ckdepi        real          4         24      0        True\n",
       "rrt_start          date          3         10      0        True\n",
       "mod_start       varchar       1000          0      0        True\n",
       "mod_prev        varchar       1000          0      0        True"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pd.set_option('display.max_columns', None)\n",
    "\n",
    "for source in table_names['DataSource'].unique():\n",
    "    \n",
    "    display(Markdown(\"\\n\"))\n",
    "    display(Markdown(f\"### {source}\"))\n",
    "    \n",
    "    for table in table_names.loc[table_names['DataSource']==source, 'TableName']:\n",
    "        tab = table_schema[table_schema['TableName']==table]\n",
    "        tab = tab.drop(columns=['TableName', 'DataSource', 'ColumnId', 'CollationName'])\n",
    "        display(Markdown(f\"#### {table}\"))\n",
    "        display(tab.set_index('ColumnName'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "lines_to_next_cell": 2
   },
   "outputs": [],
   "source": []
  }
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