analysis/generate_results.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import os\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sn\n",
    "import numpy as np\n",
    "os.chdir('../')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_csv('output/input.csv')\n",
    "\n",
    "def produce_matrix(columns_list, names, size=(7, 7)):\n",
    "    confusion_matrix = []\n",
    "    for i in columns_list:\n",
    "        row = []\n",
    "        for j in columns_list:\n",
    "            equal = i.eq(j).sum()\n",
    "            row.append(equal)\n",
    "\n",
    "        confusion_matrix.append(row)\n",
    "\n",
    "\n",
    "    plt.figure(figsize=size)\n",
    "    mask = np.zeros_like(confusion_matrix)\n",
    "    mask[np.triu_indices_from(mask, k=1)] = True\n",
    "\n",
    "    with sn.axes_style(\"white\"):\n",
    "\n",
    "        sn.heatmap(confusion_matrix, mask=mask, annot=True, fmt=\"d\", xticklabels=names, yticklabels=names)\n",
    "        plt.yticks(rotation=0) \n",
    "        plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Number of emergency covid hospital admissions and those that can be identified in A&E attendances\n",
    "### Any A&E attendance"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of emergency covid hospital admissions: 300\n",
      "Number with A&E attendance before admission: 500 (166.67%)\n",
      "---\n",
      "Number of A&E attendances: 400\n"
     ]
    }
   ],
   "source": [
    "num_emergency_cov_admissions = df['emergency_covid_hospital_admission_date'].count()\n",
    "ae_before = (df.loc[\n",
    "    df[\"ae_before_date\"].notnull()\n",
    ", \"patient_id\"])\n",
    "print(f'Number of emergency covid hospital admissions: {num_emergency_cov_admissions}')\n",
    "print(f'Number with A&E attendance before admission: {len(ae_before)} ({round((len(ae_before)/num_emergency_cov_admissions)*100, 2)}%)')\n",
    "\n",
    "ae = len(df[\n",
    "    (df[\"ae_attendance_date\"].notnull())\n",
    "])\n",
    "\n",
    "ae_with_hosp_discharge = len(df[\n",
    "    (df[\"ae_attendance_hosp_discharge_date\"].notnull())\n",
    "])\n",
    "print('---')\n",
    "print(f'Number of A&E attendances: {ae}')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Method 1 - Discharge destination\n",
    "Restrict to those that attended A&E and had a hospital discharge destination (hospital ward, emergency short stay ward, icu)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number with A&E attendance with hospital discharge before admission: 500 (166.67%)\n",
      "False positives (FDR): 294 (73.5%)\n"
     ]
    }
   ],
   "source": [
    "ae_hosp_before = (df.loc[\n",
    "    df[\"ae_before_with_hospital_discharge_date\"].notnull()\n",
    ", \"patient_id\"])\n",
    "\n",
    "print(f'Number with A&E attendance with hospital discharge before admission: {len(ae_hosp_before)} ({round((len(ae_hosp_before)/num_emergency_cov_admissions)*100, 2)}%)')\n",
    "\n",
    "\n",
    "# false posisitves\n",
    "fp_ae_hosp_discharge = len(df[\n",
    "    (df[\"ae_attendance_hosp_discharge_date\"].notnull()) & \n",
    "    (df[\"emergency_covid_hospital_admission_after_ae_hosp_discharge\"]==0)\n",
    "\n",
    "])\n",
    "\n",
    "tp_ae_hosp_discharge = len(df[\n",
    "    (df[\"ae_attendance_hosp_discharge_date\"].notnull()) & \n",
    "    (df[\"emergency_covid_hospital_admission_after_ae_hosp_discharge\"]==1)\n",
    "\n",
    "])\n",
    "\n",
    "print(f'False positives (FDR): {fp_ae_hosp_discharge} ({round((fp_ae_hosp_discharge/(fp_ae_hosp_discharge + tp_ae_hosp_discharge))*100,2)}%)')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Method 2 - Diagnosis code\n",
    "Restrict to those with a COVID-19 diagnosis code or respiratory-related diagnosis code from the [emergency care diagnosis refset](https://termbrowser.nhs.uk/?perspective=full&conceptId1=991411000000109&edition=uk-edition&release=v20220216&server=https://termbrowser.nhs.uk/sct-browser-api/snomed&langRefset=900000000000508004)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number with A&E attendance and covid diagnosis code before admission: 500 (166.67%)\n",
      "Number with A&E attendance and respiratory code before admission: 500 (166.67%)\n",
      "False positives (FDR) - A&E attendance and covid diagnosis code: 334 (66.8%)\n",
      "False positives (FDR) - A&E attendance and respiratory diagnosis code: 360 (72.0%)\n"
     ]
    }
   ],
   "source": [
    "ae_cov_before = (df.loc[\n",
    "    df[\"ae_before_with_covid\"]==1\n",
    ", \"patient_id\"])\n",
    "\n",
    "ae_resp_before = (df.loc[\n",
    "    df[\"ae_before_with_resp\"]==1\n",
    ", \"patient_id\"])\n",
    "\n",
    "print(f'Number with A&E attendance and covid diagnosis code before admission: {len(ae_cov_before)} ({round((len(ae_cov_before)/num_emergency_cov_admissions)*100, 2)}%)')\n",
    "print(f'Number with A&E attendance and respiratory code before admission: {len(ae_resp_before)} ({round((len(ae_resp_before)/num_emergency_cov_admissions)*100, 2)}%)')\n",
    "\n",
    "fp_ae_cov = len(df[\n",
    "    (df[\"ae_cov\"]==1) & \n",
    "    (df[\"emergency_covid_hospital_admission_after_ae\"]==0)\n",
    "    \n",
    "])\n",
    "\n",
    "fp_ae_resp = len(df[\n",
    "    (df[\"ae_resp\"]==1) & \n",
    "    (df[\"emergency_covid_hospital_admission_after_ae\"]==0)\n",
    "    \n",
    "])\n",
    "\n",
    "tp_ae_cov = len(df[\n",
    "    (df[\"ae_cov\"]==1) & \n",
    "    (df[\"emergency_covid_hospital_admission_after_ae\"]==1)\n",
    "    \n",
    "])\n",
    "\n",
    "tp_ae_resp = len(df[\n",
    "    (df[\"ae_resp\"]==1) & \n",
    "    (df[\"emergency_covid_hospital_admission_after_ae\"]==1)\n",
    "    \n",
    "])\n",
    "\n",
    "print(f'False positives (FDR) - A&E attendance and covid diagnosis code: {fp_ae_cov} ({round((fp_ae_cov/(fp_ae_cov + tp_ae_cov))*100,2)}%)')\n",
    "print(f'False positives (FDR) - A&E attendance and respiratory diagnosis code: {fp_ae_resp} ({round((fp_ae_resp/(fp_ae_resp + tp_ae_resp))*100,2)}%)')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Method 3 - Identification in primary care\n",
    "\n",
    "Restrict to those with a probable or suspected COVID-19 code recorded in primary care in the 2 weeks prior to A&E attendance."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number with A&E attendance and recent suspected covid code in primary care before admission: 500 (166.67%)\n",
      "Number with A&E attendance and recent probable covid code in primary care before admission: 500 (166.67%)\n",
      "False positives (FDR) - A&E attendance and probable covid code in primary care: 348 (69.6%)\n",
      "False positives (FDR) - A&E attendance and suspected covid code in primary care: 350 (70.0%)\n"
     ]
    }
   ],
   "source": [
    "ae_prim_care_probable_before = (df.loc[\n",
    "    df[\"ae_before_with_prim_care_probable\"]==1\n",
    ", \"patient_id\"])\n",
    "\n",
    "ae_prim_care_suspected_before = (df.loc[\n",
    "    df[\"ae_before_with_prim_care_suspected\"]==1\n",
    ", \"patient_id\"])\n",
    "\n",
    "print(f'Number with A&E attendance and recent suspected covid code in primary care before admission: {len(ae_prim_care_suspected_before)} ({round((len(ae_prim_care_suspected_before)/num_emergency_cov_admissions)*100, 2)}%)')\n",
    "print(f'Number with A&E attendance and recent probable covid code in primary care before admission: {len(ae_prim_care_probable_before)} ({round((len(ae_prim_care_probable_before)/num_emergency_cov_admissions)*100, 2)}%)')\n",
    "\n",
    "fp_ae_suspected = len(df[\n",
    "    (df[\"suspected_covid_primary_care_before_ae\"]==1) & \n",
    "    (df[\"emergency_covid_hospital_admission_after_ae\"]==0)    \n",
    "])\n",
    "\n",
    "fp_ae_probable = len(df[\n",
    "    (df[\"covid_primary_care_before_ae\"]==1) & \n",
    "    (df[\"emergency_covid_hospital_admission_after_ae\"]==0)\n",
    "])\n",
    "\n",
    "tp_ae_suspected = len(df[\n",
    "    (df[\"suspected_covid_primary_care_before_ae\"]==1) & \n",
    "    (df[\"emergency_covid_hospital_admission_after_ae\"]==1)    \n",
    "])\n",
    "\n",
    "tp_ae_probable = len(df[\n",
    "    (df[\"covid_primary_care_before_ae\"]==1) & \n",
    "    (df[\"emergency_covid_hospital_admission_after_ae\"]==1)\n",
    "])\n",
    "\n",
    "\n",
    "print(f'False positives (FDR) - A&E attendance and probable covid code in primary care: {fp_ae_probable} ({round((fp_ae_probable/(fp_ae_probable + tp_ae_probable))*100,2)}%)')\n",
    "print(f'False positives (FDR) - A&E attendance and suspected covid code in primary care: {fp_ae_suspected} ({round((fp_ae_suspected/(fp_ae_suspected + tp_ae_suspected))*100,2)}%)')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Method 4 - Positive test result\n",
    "\n",
    "Restrict to those with a positive COVID-19 test result recorded up to 4 weeks prior to A&E attendance."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number with A&E attendance and recent positive test (2 weeks) before admission: 500 (166.67%)\n",
      "Number with A&E attendance and recent positive test (4 weeks) before admissio: 500 (166.67%)\n",
      "False positives (FDR) - A&E attendance and recent positive test (2 weeks): 347 (69.4%)\n",
      "False positives (FDR) - A&E attendance and recent positive test (4 weeks): 372 (74.4%)\n"
     ]
    }
   ],
   "source": [
    "ae_pos_test_before_2_weeks = (df.loc[\n",
    "    df[\"ae_before_with_positive_covid_test_2_weeks\"]==1\n",
    ", \"patient_id\"])\n",
    "\n",
    "ae_pos_test_before = (df.loc[\n",
    "    df[\"ae_before_with_positive_covid_test\"]==1\n",
    ", \"patient_id\"])\n",
    "\n",
    "\n",
    "print(f'Number with A&E attendance and recent positive test (2 weeks) before admission: {len(ae_pos_test_before_2_weeks)} ({round((len(ae_pos_test_before_2_weeks)/num_emergency_cov_admissions)*100, 2)}%)')\n",
    "print(f'Number with A&E attendance and recent positive test (4 weeks) before admissio: {len(ae_pos_test_before)} ({round((len(ae_pos_test_before)/num_emergency_cov_admissions)*100, 2)}%)')\n",
    "\n",
    "fp_ae_test = len(df[\n",
    "    (df[\"pos_test\"]==1) & \n",
    "    (df[\"emergency_covid_hospital_admission_after_ae\"]==0)\n",
    "    \n",
    "])\n",
    "\n",
    "fp_ae_test_2_weeks = len(df[\n",
    "    (df[\"pos_test_2_weeks\"]==1) & \n",
    "    (df[\"emergency_covid_hospital_admission_after_ae\"]==0)\n",
    "    \n",
    "])\n",
    "\n",
    "tp_ae_test = len(df[\n",
    "    (df[\"pos_test\"]==1) & \n",
    "    (df[\"emergency_covid_hospital_admission_after_ae\"]==1)\n",
    "    \n",
    "])\n",
    "\n",
    "tp_ae_test_2_weeks = len(df[\n",
    "    (df[\"pos_test_2_weeks\"]==1) & \n",
    "    (df[\"emergency_covid_hospital_admission_after_ae\"]==1)\n",
    "    \n",
    "])\n",
    "print(f'False positives (FDR) - A&E attendance and recent positive test (2 weeks): {fp_ae_test_2_weeks} ({round((fp_ae_test_2_weeks/(fp_ae_test_2_weeks + tp_ae_test_2_weeks))*100,2)}%)')\n",
    "print(f'False positives (FDR) - A&E attendance and recent positive test (4 weeks): {fp_ae_test} ({round((fp_ae_test/(fp_ae_test + tp_ae_test))*100,2)}%)')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "####  Combining approaches - A&E attendance with hospital discharge "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Diagnosis codes (resp or cov) with recent positive test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number with A&E attendance with either covid or respiratory diagnosis code and recent positive test (2 weeks) before admission: 380 (126.67%)\n",
      "False positives (FDR): 248 (68.32%)\n"
     ]
    }
   ],
   "source": [
    "ae_hos_resp_cov_plus_test_2_weeks = (df.loc[(\n",
    "        (df[\"ae_before_with_covid\"]==1) | \n",
    "        (df[\"ae_before_with_resp\"]==1) \n",
    "    )&\n",
    "    (df[\"ae_before_with_positive_covid_test_2_weeks\"]==1)\n",
    ", \"patient_id\"])\n",
    "\n",
    "fp_ae_hos_resp_cov_plus_test_2_weeks = len(df[\n",
    "    (\n",
    "        (df[\"ae_cov\"]==1) |\n",
    "        (df[\"ae_resp\"]==1)    \n",
    "    )&\n",
    "    (df[\"pos_test_2_weeks\"]==1)&\n",
    "    (df[\"emergency_covid_hospital_admission_after_ae\"]==0)\n",
    "    \n",
    "])\n",
    "\n",
    "tp_ae_hos_resp_cov_plus_test_2_weeks = len(df[\n",
    "    (\n",
    "        (df[\"ae_cov\"]==1) |\n",
    "        (df[\"ae_resp\"]==1)    \n",
    "    )&\n",
    "    (df[\"pos_test_2_weeks\"]==1)&\n",
    "    (df[\"emergency_covid_hospital_admission_after_ae\"]==1)\n",
    "    \n",
    "])\n",
    "\n",
    "print(f'Number with A&E attendance with either covid or respiratory diagnosis code and recent positive test (2 weeks) before admission: {len(ae_hos_resp_cov_plus_test_2_weeks)} ({round((len(ae_hos_resp_cov_plus_test_2_weeks)/num_emergency_cov_admissions)*100, 2)}%)')\n",
    "print(f'False positives (FDR): {fp_ae_hos_resp_cov_plus_test_2_weeks} ({round((fp_ae_hos_resp_cov_plus_test_2_weeks/(fp_ae_hos_resp_cov_plus_test_2_weeks + tp_ae_hos_resp_cov_plus_test_2_weeks))*100,2)}%)')\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Covid in primary care with recent positive test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number with A&E attendance with suspected or probable covid in primary care and recent positive test (2 weeks) before admission: 359 (119.67%)\n",
      "False positives (FDR): 255 (68.73%)\n"
     ]
    }
   ],
   "source": [
    "ae_hosp_prim_care_before_plus_2_week_test = (df.loc[\n",
    "    \n",
    "    \n",
    "    (\n",
    "        (df[\"ae_before_with_prim_care_suspected\"]==1) | \n",
    "        (df[\"ae_before_with_prim_care_probable\"]==1) \n",
    "    )\n",
    "&\n",
    "    (df[\"ae_before_with_positive_covid_test_2_weeks\"]==1)\n",
    ", \"patient_id\"])\n",
    "\n",
    "fp_ae_hosp_prim_care_before_plus_2_week_test = len(df[\n",
    "    (\n",
    "        (df[\"covid_primary_care_before_ae\"]==1) |\n",
    "        (df[\"suspected_covid_primary_care_before_ae\"]==1)    \n",
    "    )&\n",
    "    (df[\"pos_test_2_weeks\"]==1)&\n",
    "    (df[\"emergency_covid_hospital_admission_after_ae\"]==0)\n",
    "    \n",
    "])\n",
    "\n",
    "tp_ae_hosp_prim_care_before_plus_2_week_test = len(df[\n",
    "    (\n",
    "        (df[\"covid_primary_care_before_ae\"]==1) |\n",
    "        (df[\"suspected_covid_primary_care_before_ae\"]==1)    \n",
    "    )&\n",
    "    (df[\"pos_test_2_weeks\"]==1)&\n",
    "    (df[\"emergency_covid_hospital_admission_after_ae\"]==1)\n",
    "    \n",
    "])\n",
    "\n",
    "print(f'Number with A&E attendance with suspected or probable covid in primary care and recent positive test (2 weeks) before admission: {len(ae_hosp_prim_care_before_plus_2_week_test)} ({round((len(ae_hosp_prim_care_before_plus_2_week_test)/num_emergency_cov_admissions)*100, 2)}%)')\n",
    "print(f'False positives (FDR): {fp_ae_hosp_prim_care_before_plus_2_week_test} ({round((fp_ae_hosp_prim_care_before_plus_2_week_test/(fp_ae_hosp_prim_care_before_plus_2_week_test + tp_ae_hosp_prim_care_before_plus_2_week_test))*100,2)}%)')\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Recent positive test and either covid in primary care or diagnosis code (resp or cov)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number with A&E attendance with recent positive test and either suspected or probable covid in primary care or a covid or respiratory diagnosis code on attendance: 462 (154.0%)\n",
      "False positives (FDR): 323 (69.46%)\n"
     ]
    }
   ],
   "source": [
    "combined_before = (df.loc[\n",
    "        (df[\"ae_before_with_positive_covid_test_2_weeks\"]==1) &\n",
    "        (\n",
    "            (df[\"ae_before_with_prim_care_suspected\"]==1) | \n",
    "            (df[\"ae_before_with_prim_care_probable\"]==1) |\n",
    "            (df[\"ae_before_with_covid\"]==1) | \n",
    "            (df[\"ae_before_with_resp\"]==1)   \n",
    "        )\n",
    ", \"patient_id\"])\n",
    "fp_combined_before = len(df[\n",
    "    (\n",
    "        (df[\"covid_primary_care_before_ae\"]==1) |\n",
    "        (df[\"suspected_covid_primary_care_before_ae\"]==1) |\n",
    "        (df[\"ae_cov\"]==1) |\n",
    "        (df[\"ae_resp\"]==1)\n",
    "        \n",
    "        \n",
    "    )&\n",
    "    (df[\"pos_test_2_weeks\"]==1)&\n",
    "    (df[\"emergency_covid_hospital_admission_after_ae\"]==0)\n",
    "    \n",
    "])\n",
    "\n",
    "tp_combined_before = len(df[\n",
    "    (\n",
    "        (df[\"covid_primary_care_before_ae\"]==1) |\n",
    "        (df[\"suspected_covid_primary_care_before_ae\"]==1) |\n",
    "        (df[\"ae_cov\"]==1) |\n",
    "        (df[\"ae_resp\"]==1)\n",
    "    )&\n",
    "    (df[\"pos_test_2_weeks\"]==1)&\n",
    "    (df[\"emergency_covid_hospital_admission_after_ae\"]==1)\n",
    "    \n",
    "])\n",
    "\n",
    "\n",
    "print(f'Number with A&E attendance with recent positive test and either suspected or probable covid in primary care or a covid or respiratory diagnosis code on attendance: {len(combined_before)} ({round((len(combined_before)/num_emergency_cov_admissions)*100, 2)}%)')\n",
    "print(f'False positives (FDR): {fp_combined_before} ({round((fp_combined_before/(fp_combined_before + tp_combined_before))*100,2)}%)')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "9\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df = pd.read_csv('output/input.csv')\n",
    "        \n",
    "produce_matrix(columns_list = [ae_hosp_before, ae_cov_before, ae_resp_before, ae_prim_care_probable_before, ae_prim_care_suspected_before, ae_pos_test_before_2_weeks, ae_pos_test_before, ae_hos_resp_cov_plus_test_2_weeks, ae_hosp_prim_care_before_plus_2_week_test], names=[\"Hospital discharge\", \"Covid diagnosis code\", \"Respiratory diagnosis code\", \"Probable covid code\", \"Suspected covid code\", \"Recent positive test (2 weeks)\", \"Recent positive test (4 weeks)\", \"Diagnosis codes (resp or cov) with recent positive test\", \"Covid in primary care with recent positive test\", \"Recent positive test and either covid in primary care or diagnosis code (resp or cov)\"])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Restrict to A&E attendance with hospital discharge"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of A&E attendances with hospital discharge: 400\n"
     ]
    }
   ],
   "source": [
    "ae_with_hosp_discharge = len(df[\n",
    "    (df[\"ae_attendance_hosp_discharge_date\"].notnull())\n",
    "])\n",
    "print(f'Number of A&E attendances with hospital discharge: {ae_with_hosp_discharge}')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Method 1 - Discharge destination\n",
    "Restrict to those that attended A&E and had a hospital discharge destination (hospital ward, emergency short stay ward, icu)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number with A&E attendance with hospital discharge before admission: 500 (166.67%)\n",
      "False positives (FDR): 294 (73.5%)\n"
     ]
    }
   ],
   "source": [
    "ae_hosp_before = (df.loc[\n",
    "    df[\"ae_before_with_hospital_discharge_date\"].notnull()\n",
    ", \"patient_id\"])\n",
    "\n",
    "print(f'Number with A&E attendance with hospital discharge before admission: {len(ae_hosp_before)} ({round((len(ae_hosp_before)/num_emergency_cov_admissions)*100, 2)}%)')\n",
    "\n",
    "\n",
    "# false posisitves\n",
    "fp_ae_hosp_discharge = len(df[\n",
    "    (df[\"ae_attendance_hosp_discharge_date\"].notnull()) & \n",
    "    (df[\"emergency_covid_hospital_admission_after_ae_hosp_discharge\"]==0)\n",
    "\n",
    "])\n",
    "\n",
    "tp_ae_hosp_discharge = len(df[\n",
    "    (df[\"ae_attendance_hosp_discharge_date\"].notnull()) & \n",
    "    (df[\"emergency_covid_hospital_admission_after_ae_hosp_discharge\"]==1)\n",
    "\n",
    "])\n",
    "\n",
    "print(f'False positives (FDR): {fp_ae_hosp_discharge} ({round((fp_ae_hosp_discharge/(fp_ae_hosp_discharge + tp_ae_hosp_discharge))*100,2)}%)')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Method 2 - Diagnosis code\n",
    "Restrict to those with a COVID-19 diagnosis code or respiratory-related diagnosis code from the [emergency care diagnosis refset](https://termbrowser.nhs.uk/?perspective=full&conceptId1=991411000000109&edition=uk-edition&release=v20220216&server=https://termbrowser.nhs.uk/sct-browser-api/snomed&langRefset=900000000000508004)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number with A&E attendance and covid diagnosis code before admission: 500 (166.67%)\n",
      "Number with A&E attendance and respiratory code before admission: 500 (166.67%)\n",
      "False positives (FDR) - A&E attendance and covid diagnosis code: 365 (73.0%)\n",
      "False positives (FDR) - A&E attendance and respiratory diagnosis code: 349 (69.8%)\n"
     ]
    }
   ],
   "source": [
    "ae_cov_before = (df.loc[\n",
    "    df[\"ae_before_with_hospital_discharge_covid\"]==1\n",
    ", \"patient_id\"])\n",
    "\n",
    "ae_resp_before = (df.loc[\n",
    "    df[\"ae_before_with_hospital_discharge_resp\"]==1\n",
    ", \"patient_id\"])\n",
    "\n",
    "print(f'Number with A&E attendance and covid diagnosis code before admission: {len(ae_cov_before)} ({round((len(ae_cov_before)/num_emergency_cov_admissions)*100, 2)}%)')\n",
    "print(f'Number with A&E attendance and respiratory code before admission: {len(ae_resp_before)} ({round((len(ae_resp_before)/num_emergency_cov_admissions)*100, 2)}%)')\n",
    "\n",
    "fp_ae_cov = len(df[\n",
    "    (df[\"ae_cov_hosp_discharge\"]==1) & \n",
    "    (df[\"emergency_covid_hospital_admission_after_ae_hosp_discharge\"]==0)\n",
    "    \n",
    "])\n",
    "\n",
    "fp_ae_resp = len(df[\n",
    "    (df[\"ae_resp_hosp_discharge\"]==1) & \n",
    "    (df[\"emergency_covid_hospital_admission_after_ae_hosp_discharge\"]==0)\n",
    "    \n",
    "])\n",
    "\n",
    "tp_ae_cov = len(df[\n",
    "    (df[\"ae_cov_hosp_discharge\"]==1) & \n",
    "    (df[\"emergency_covid_hospital_admission_after_ae_hosp_discharge\"]==1)\n",
    "    \n",
    "])\n",
    "\n",
    "tp_ae_resp = len(df[\n",
    "    (df[\"ae_resp_hosp_discharge\"]==1) & \n",
    "    (df[\"emergency_covid_hospital_admission_after_ae_hosp_discharge\"]==1)\n",
    "    \n",
    "])\n",
    "\n",
    "print(f'False positives (FDR) - A&E attendance and covid diagnosis code: {fp_ae_cov} ({round((fp_ae_cov/(fp_ae_cov + tp_ae_cov))*100,2)}%)')\n",
    "print(f'False positives (FDR) - A&E attendance and respiratory diagnosis code: {fp_ae_resp} ({round((fp_ae_resp/(fp_ae_resp + tp_ae_resp))*100,2)}%)')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Method 3 - Identification in primary care\n",
    "\n",
    "Restrict to those with a probable or suspected COVID-19 code recorded in primary care in the 2 weeks prior to A&E attendance."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number with A&E attendance and recent suspected covid code in primary care before admission: 500 (166.67%)\n",
      "Number with A&E attendance and recent probable covid code in primary care before admission: 500 (166.67%)\n",
      "False positives (FDR) - A&E attendance and probable covid code in primary care: 348 (69.6%)\n",
      "False positives (FDR) - A&E attendance and suspected covid code in primary care: 360 (72.0%)\n"
     ]
    }
   ],
   "source": [
    "ae_prim_care_probable_before = (df.loc[\n",
    "    df[\"ae_before_with_hospital_discharge_prim_care_probable\"]==1\n",
    ", \"patient_id\"])\n",
    "\n",
    "ae_prim_care_suspected_before = (df.loc[\n",
    "    df[\"ae_before_with_hospital_discharge_prim_care_suspected\"]==1\n",
    ", \"patient_id\"])\n",
    "\n",
    "print(f'Number with A&E attendance and recent suspected covid code in primary care before admission: {len(ae_prim_care_suspected_before)} ({round((len(ae_prim_care_suspected_before)/num_emergency_cov_admissions)*100, 2)}%)')\n",
    "print(f'Number with A&E attendance and recent probable covid code in primary care before admission: {len(ae_prim_care_probable_before)} ({round((len(ae_prim_care_probable_before)/num_emergency_cov_admissions)*100, 2)}%)')\n",
    "\n",
    "fp_ae_suspected = len(df[\n",
    "    (df[\"suspected_covid_primary_care_before_ae_hosp_discharge\"]==1) & \n",
    "    (df[\"emergency_covid_hospital_admission_after_ae_hosp_discharge\"]==0)    \n",
    "])\n",
    "\n",
    "fp_ae_probable = len(df[\n",
    "    (df[\"covid_primary_care_before_ae_hosp_discharge\"]==1) & \n",
    "    (df[\"emergency_covid_hospital_admission_after_ae_hosp_discharge\"]==0)\n",
    "])\n",
    "\n",
    "tp_ae_suspected = len(df[\n",
    "    (df[\"suspected_covid_primary_care_before_ae_hosp_discharge\"]==1) & \n",
    "    (df[\"emergency_covid_hospital_admission_after_ae_hosp_discharge\"]==1)    \n",
    "])\n",
    "\n",
    "tp_ae_probable = len(df[\n",
    "    (df[\"covid_primary_care_before_ae_hosp_discharge\"]==1) & \n",
    "    (df[\"emergency_covid_hospital_admission_after_ae_hosp_discharge\"]==1)\n",
    "])\n",
    "\n",
    "\n",
    "print(f'False positives (FDR) - A&E attendance and probable covid code in primary care: {fp_ae_probable} ({round((fp_ae_probable/(fp_ae_probable + tp_ae_probable))*100,2)}%)')\n",
    "print(f'False positives (FDR) - A&E attendance and suspected covid code in primary care: {fp_ae_suspected} ({round((fp_ae_suspected/(fp_ae_suspected + tp_ae_suspected))*100,2)}%)')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Method 4 - Positive test result\n",
    "\n",
    "Restrict to those with a positive COVID-19 test result recorded up to 4 weeks prior to A&E attendance."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number with A&E attendance and recent positive test (2 weeks) before admission: 500 (166.67%)\n",
      "Number with A&E attendance and recent positive test (4 weeks) before admissio: 500 (166.67%)\n",
      "False positives (FDR) - A&E attendance and recent positive test (2 weeks): 344 (68.8%)\n",
      "False positives (FDR) - A&E attendance and recent positive test (4 weeks): 355 (71.0%)\n"
     ]
    }
   ],
   "source": [
    "ae_pos_test_before_2_weeks = (df.loc[\n",
    "    df[\"ae_before_with_hospital_discharge_positive_covid_test_2_weeks\"]==1\n",
    ", \"patient_id\"])\n",
    "\n",
    "ae_pos_test_before = (df.loc[\n",
    "    df[\"ae_before_with_hospital_discharge_positive_covid_test\"]==1\n",
    ", \"patient_id\"])\n",
    "\n",
    "\n",
    "print(f'Number with A&E attendance and recent positive test (2 weeks) before admission: {len(ae_pos_test_before_2_weeks)} ({round((len(ae_pos_test_before_2_weeks)/num_emergency_cov_admissions)*100, 2)}%)')\n",
    "print(f'Number with A&E attendance and recent positive test (4 weeks) before admissio: {len(ae_pos_test_before)} ({round((len(ae_pos_test_before)/num_emergency_cov_admissions)*100, 2)}%)')\n",
    "\n",
    "fp_ae_test = len(df[\n",
    "    (df[\"pos_test_hosp_discharge\"]==1) & \n",
    "    (df[\"emergency_covid_hospital_admission_after_ae_hosp_discharge\"]==0)\n",
    "    \n",
    "])\n",
    "\n",
    "fp_ae_test_2_weeks = len(df[\n",
    "    (df[\"pos_test_2_weeks_hosp_discharge\"]==1) & \n",
    "    (df[\"emergency_covid_hospital_admission_after_ae_hosp_discharge\"]==0)\n",
    "    \n",
    "])\n",
    "\n",
    "tp_ae_test = len(df[\n",
    "    (df[\"pos_test_hosp_discharge\"]==1) & \n",
    "    (df[\"emergency_covid_hospital_admission_after_ae_hosp_discharge\"]==1)\n",
    "    \n",
    "])\n",
    "\n",
    "tp_ae_test_2_weeks = len(df[\n",
    "    (df[\"pos_test_2_weeks_hosp_discharge\"]==1) & \n",
    "    (df[\"emergency_covid_hospital_admission_after_ae_hosp_discharge\"]==1)\n",
    "    \n",
    "])\n",
    "print(f'False positives (FDR) - A&E attendance and recent positive test (2 weeks): {fp_ae_test_2_weeks} ({round((fp_ae_test_2_weeks/(fp_ae_test_2_weeks + tp_ae_test_2_weeks))*100,2)}%)')\n",
    "print(f'False positives (FDR) - A&E attendance and recent positive test (4 weeks): {fp_ae_test} ({round((fp_ae_test/(fp_ae_test + tp_ae_test))*100,2)}%)')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "####  Combining approaches - A&E attendance with hospital discharge "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Diagnosis codes (resp or cov) with recent positive test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number with A&E attendance with either covid or respiratory diagnosis code and recent positive test (2 weeks) before admission: 377 (125.67%)\n",
      "False positives (FDR): 265 (70.29%)\n"
     ]
    }
   ],
   "source": [
    "ae_hos_resp_cov_plus_test_2_weeks = (df.loc[(\n",
    "        (df[\"ae_before_with_hospital_discharge_covid\"]==1) | \n",
    "        (df[\"ae_before_with_hospital_discharge_resp\"]==1) \n",
    "    )&\n",
    "    (df[\"ae_before_with_hospital_discharge_positive_covid_test_2_weeks\"]==1)\n",
    ", \"patient_id\"])\n",
    "\n",
    "fp_ae_hos_resp_cov_plus_test_2_weeks = len(df[\n",
    "    (\n",
    "        (df[\"ae_cov_hosp_discharge\"]==1) |\n",
    "        (df[\"ae_resp_hosp_discharge\"]==1)    \n",
    "    )&\n",
    "    (df[\"pos_test_2_weeks_hosp_discharge\"]==1)&\n",
    "    (df[\"emergency_covid_hospital_admission_after_ae_hosp_discharge\"]==0)\n",
    "    \n",
    "])\n",
    "\n",
    "tp_ae_hos_resp_cov_plus_test_2_weeks = len(df[\n",
    "    (\n",
    "        (df[\"ae_cov_hosp_discharge\"]==1) |\n",
    "        (df[\"ae_resp_hosp_discharge\"]==1)    \n",
    "    )&\n",
    "    (df[\"pos_test_2_weeks_hosp_discharge\"]==1)&\n",
    "    (df[\"emergency_covid_hospital_admission_after_ae_hosp_discharge\"]==1)\n",
    "    \n",
    "])\n",
    "\n",
    "print(f'Number with A&E attendance with either covid or respiratory diagnosis code and recent positive test (2 weeks) before admission: {len(ae_hos_resp_cov_plus_test_2_weeks)} ({round((len(ae_hos_resp_cov_plus_test_2_weeks)/num_emergency_cov_admissions)*100, 2)}%)')\n",
    "print(f'False positives (FDR): {fp_ae_hos_resp_cov_plus_test_2_weeks} ({round((fp_ae_hos_resp_cov_plus_test_2_weeks/(fp_ae_hos_resp_cov_plus_test_2_weeks + tp_ae_hos_resp_cov_plus_test_2_weeks))*100,2)}%)')\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Covid in primary care with recent positive test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number with A&E attendance with suspected or probable covid in primary care and recent positive test (2 weeks) before admission: 384 (128.0%)\n",
      "False positives (FDR): 243 (68.45%)\n"
     ]
    }
   ],
   "source": [
    "ae_hosp_prim_care_before_plus_2_week_test = (df.loc[(\n",
    "        (df[\"ae_before_with_hospital_discharge_prim_care_suspected\"]==1) | \n",
    "        (df[\"ae_before_with_hospital_discharge_prim_care_probable\"]==1) \n",
    "    )\n",
    "&\n",
    "    (df[\"ae_before_with_hospital_discharge_positive_covid_test_2_weeks\"]==1)\n",
    ", \"patient_id\"])\n",
    "\n",
    "fp_ae_hosp_prim_care_before_plus_2_week_test = len(df[\n",
    "    (\n",
    "        (df[\"covid_primary_care_before_ae_hosp_discharge\"]==1) |\n",
    "        (df[\"suspected_covid_primary_care_before_ae_hosp_discharge\"]==1)    \n",
    "    )&\n",
    "    (df[\"pos_test_2_weeks_hosp_discharge\"]==1)&\n",
    "    (df[\"emergency_covid_hospital_admission_after_ae_hosp_discharge\"]==0)\n",
    "    \n",
    "])\n",
    "\n",
    "tp_ae_hosp_prim_care_before_plus_2_week_test = len(df[\n",
    "    (\n",
    "        (df[\"covid_primary_care_before_ae_hosp_discharge\"]==1) |\n",
    "        (df[\"suspected_covid_primary_care_before_ae_hosp_discharge\"]==1)    \n",
    "    )&\n",
    "    (df[\"pos_test_2_weeks_hosp_discharge\"]==1)&\n",
    "    (df[\"emergency_covid_hospital_admission_after_ae_hosp_discharge\"]==1)\n",
    "    \n",
    "])\n",
    "\n",
    "print(f'Number with A&E attendance with suspected or probable covid in primary care and recent positive test (2 weeks) before admission: {len(ae_hosp_prim_care_before_plus_2_week_test)} ({round((len(ae_hosp_prim_care_before_plus_2_week_test)/num_emergency_cov_admissions)*100, 2)}%)')\n",
    "print(f'False positives (FDR): {fp_ae_hosp_prim_care_before_plus_2_week_test} ({round((fp_ae_hosp_prim_care_before_plus_2_week_test/(fp_ae_hosp_prim_care_before_plus_2_week_test + tp_ae_hosp_prim_care_before_plus_2_week_test))*100,2)}%)')\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Recent positive test and either covid in primary care or diagnosis code (resp or cov)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number with A&E attendance with recent positive test and either suspected or probable covid in primary care or a covid or respiratory diagnosis code on attendance: 473 (157.67%)\n",
      "False positives (FDR): 321 (69.48%)\n"
     ]
    }
   ],
   "source": [
    "combined_before = (df.loc[\n",
    "        (df[\"ae_before_with_hospital_discharge_positive_covid_test_2_weeks\"]==1) &\n",
    "        (\n",
    "            (df[\"ae_before_with_hospital_discharge_prim_care_suspected\"]==1) | \n",
    "            (df[\"ae_before_with_hospital_discharge_prim_care_probable\"]==1) |\n",
    "            (df[\"ae_before_with_hospital_discharge_covid\"]==1) | \n",
    "            (df[\"ae_before_with_hospital_discharge_resp\"]==1)   \n",
    "        )\n",
    ", \"patient_id\"])\n",
    "fp_combined_before = len(df[\n",
    "    (\n",
    "        (df[\"covid_primary_care_before_ae_hosp_discharge\"]==1) |\n",
    "        (df[\"suspected_covid_primary_care_before_ae_hosp_discharge\"]==1) |\n",
    "        (df[\"ae_cov_hosp_discharge\"]==1) |\n",
    "        (df[\"ae_resp_hosp_discharge\"]==1)\n",
    "        \n",
    "        \n",
    "    )&\n",
    "    (df[\"pos_test_2_weeks_hosp_discharge\"]==1)&\n",
    "    (df[\"emergency_covid_hospital_admission_after_ae_hosp_discharge\"]==0)\n",
    "    \n",
    "])\n",
    "\n",
    "tp_combined_before = len(df[\n",
    "    (\n",
    "        (df[\"covid_primary_care_before_ae_hosp_discharge\"]==1) |\n",
    "        (df[\"suspected_covid_primary_care_before_ae_hosp_discharge\"]==1) |\n",
    "        (df[\"ae_cov_hosp_discharge\"]==1) |\n",
    "        (df[\"ae_resp_hosp_discharge\"]==1)\n",
    "    )&\n",
    "    (df[\"pos_test_2_weeks_hosp_discharge\"]==1)&\n",
    "    (df[\"emergency_covid_hospital_admission_after_ae_hosp_discharge\"]==1)\n",
    "    \n",
    "])\n",
    "\n",
    "\n",
    "print(f'Number with A&E attendance with recent positive test and either suspected or probable covid in primary care or a covid or respiratory diagnosis code on attendance: {len(combined_before)} ({round((len(combined_before)/num_emergency_cov_admissions)*100, 2)}%)')\n",
    "print(f'False positives (FDR): {fp_combined_before} ({round((fp_combined_before/(fp_combined_before + tp_combined_before))*100,2)}%)')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "ename": "ValueError",
     "evalue": "input array must be 2-d",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mValueError\u001b[0m                                Traceback (most recent call last)",
      "\u001b[0;32m/var/folders/6d/gn8xz2l52x32r5r2m_yxl_vr0000gp/T/ipykernel_27658/305979952.py\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mproduce_matrix\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mcolumns_list\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0mae_hosp_before\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mae_cov_before\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mae_resp_before\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mae_prim_care_probable_before\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mae_prim_care_suspected_before\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mae_pos_test_before_2_weeks\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mae_pos_test_before\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mae_hos_resp_cov_plus_test_2_weeks\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mae_hosp_prim_care_before_plus_2_week_test\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mnames\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m\"Hospital discharge\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m\"Covid diagnosis code\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m\"Respiratory diagnosis code\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m\"Probable covid code\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m\"Suspected covid code\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m\"Recent positive test (2 weeks)\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m\"Recent positive test (4 weeks)\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m\"Diagnosis codes (resp or cov) with recent positive test\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m\"Covid in primary care with recent positive test\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m\"Recent positive test and either covid in primary care or diagnosis code (resp or cov)\"\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[0;32m/var/folders/6d/gn8xz2l52x32r5r2m_yxl_vr0000gp/T/ipykernel_27658/3959511423.py\u001b[0m in \u001b[0;36mproduce_matrix\u001b[0;34m(columns_list, names, size)\u001b[0m\n\u001b[1;32m     17\u001b[0m     \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfigure\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfigsize\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0msize\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     18\u001b[0m     \u001b[0mmask\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mzeros_like\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mconfusion_matrix\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 19\u001b[0;31m     \u001b[0mmask\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtriu_indices_from\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmask\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mk\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mTrue\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     20\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     21\u001b[0m     \u001b[0;32mwith\u001b[0m \u001b[0msn\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0maxes_style\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"white\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m<__array_function__ internals>\u001b[0m in \u001b[0;36mtriu_indices_from\u001b[0;34m(*args, **kwargs)\u001b[0m\n",
      "\u001b[0;32m/usr/local/lib/python3.9/site-packages/numpy/lib/twodim_base.py\u001b[0m in \u001b[0;36mtriu_indices_from\u001b[0;34m(arr, k)\u001b[0m\n\u001b[1;32m   1043\u001b[0m     \"\"\"\n\u001b[1;32m   1044\u001b[0m     \u001b[0;32mif\u001b[0m \u001b[0marr\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mndim\u001b[0m \u001b[0;34m!=\u001b[0m \u001b[0;36m2\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1045\u001b[0;31m         \u001b[0;32mraise\u001b[0m \u001b[0mValueError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"input array must be 2-d\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1046\u001b[0m     \u001b[0;32mreturn\u001b[0m \u001b[0mtriu_indices\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0marr\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mshape\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m-\u001b[0m\u001b[0;36m2\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mk\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mk\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mm\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0marr\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mshape\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m-\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mValueError\u001b[0m: input array must be 2-d"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 504x504 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "produce_matrix(columns_list = [ae_hosp_before, ae_cov_before, ae_resp_before, ae_prim_care_probable_before, ae_prim_care_suspected_before, ae_pos_test_before_2_weeks, ae_pos_test_before, ae_hos_resp_cov_plus_test_2_weeks, ae_hosp_prim_care_before_plus_2_week_test], names=[\"Hospital discharge\", \"Covid diagnosis code\", \"Respiratory diagnosis code\", \"Probable covid code\", \"Suspected covid code\", \"Recent positive test (2 weeks)\", \"Recent positive test (4 weeks)\", \"Diagnosis codes (resp or cov) with recent positive test\", \"Covid in primary care with recent positive test\", \"Recent positive test and either covid in primary care or diagnosis code (resp or cov)\"])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Number of emergency primary covid hospital admissions and those that can be identified in A&E attendances\n",
    "### Any A&E attendance"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of emergency primary covid hospital admissions: 300\n",
      "Number with A&E attendance before admission: 500 (166.67%)\n",
      "---\n",
      "Number of A&E attendances: 400\n"
     ]
    }
   ],
   "source": [
    "df = pd.read_csv('output/input_prim_cov.csv')\n",
    "\n",
    "\n",
    "num_emergency_cov_admissions = df['emergency_covid_hospital_admission_date'].count()\n",
    "ae_before = (df.loc[\n",
    "    df[\"ae_before_date\"].notnull()\n",
    ", \"patient_id\"])\n",
    "print(f'Number of emergency primary covid hospital admissions: {num_emergency_cov_admissions}')\n",
    "print(f'Number with A&E attendance before admission: {len(ae_before)} ({round((len(ae_before)/num_emergency_cov_admissions)*100, 2)}%)')\n",
    "\n",
    "ae = len(df[\n",
    "    (df[\"ae_attendance_date\"].notnull())\n",
    "])\n",
    "\n",
    "ae_with_hosp_discharge = len(df[\n",
    "    (df[\"ae_attendance_hosp_discharge_date\"].notnull())\n",
    "])\n",
    "print('---')\n",
    "print(f'Number of A&E attendances: {ae}')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Method 1 - Discharge destination\n",
    "Restrict to those that attended A&E and had a hospital discharge destination (hospital ward, emergency short stay ward, icu)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number with A&E attendance with hospital discharge before admission: 500 (166.67%)\n",
      "False positives (FDR): 279 (69.75%)\n"
     ]
    }
   ],
   "source": [
    "ae_hosp_before = (df.loc[\n",
    "    df[\"ae_before_with_hospital_discharge_date\"].notnull()\n",
    ", \"patient_id\"])\n",
    "\n",
    "print(f'Number with A&E attendance with hospital discharge before admission: {len(ae_hosp_before)} ({round((len(ae_hosp_before)/num_emergency_cov_admissions)*100, 2)}%)')\n",
    "\n",
    "\n",
    "# false posisitves\n",
    "fp_ae_hosp_discharge = len(df[\n",
    "    (df[\"ae_attendance_hosp_discharge_date\"].notnull()) & \n",
    "    (df[\"emergency_covid_hospital_admission_after_ae_hosp_discharge\"]==0)\n",
    "\n",
    "])\n",
    "\n",
    "tp_ae_hosp_discharge = len(df[\n",
    "    (df[\"ae_attendance_hosp_discharge_date\"].notnull()) & \n",
    "    (df[\"emergency_covid_hospital_admission_after_ae_hosp_discharge\"]==1)\n",
    "\n",
    "])\n",
    "\n",
    "print(f'False positives (FDR): {fp_ae_hosp_discharge} ({round((fp_ae_hosp_discharge/(fp_ae_hosp_discharge + tp_ae_hosp_discharge))*100,2)}%)')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Method 2 - Diagnosis code\n",
    "Restrict to those with a COVID-19 diagnosis code or respiratory-related diagnosis code from the [emergency care diagnosis refset](https://termbrowser.nhs.uk/?perspective=full&conceptId1=991411000000109&edition=uk-edition&release=v20220216&server=https://termbrowser.nhs.uk/sct-browser-api/snomed&langRefset=900000000000508004)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number with A&E attendance and covid diagnosis code before admission: 500 (166.67%)\n",
      "Number with A&E attendance and respiratory code before admission: 500 (166.67%)\n",
      "False positives (FDR) - A&E attendance and covid diagnosis code: 341 (68.2%)\n",
      "False positives (FDR) - A&E attendance and respiratory diagnosis code: 362 (72.4%)\n"
     ]
    }
   ],
   "source": [
    "ae_cov_before = (df.loc[\n",
    "    df[\"ae_before_with_covid\"]==1\n",
    ", \"patient_id\"])\n",
    "\n",
    "ae_resp_before = (df.loc[\n",
    "    df[\"ae_before_with_resp\"]==1\n",
    ", \"patient_id\"])\n",
    "\n",
    "print(f'Number with A&E attendance and covid diagnosis code before admission: {len(ae_cov_before)} ({round((len(ae_cov_before)/num_emergency_cov_admissions)*100, 2)}%)')\n",
    "print(f'Number with A&E attendance and respiratory code before admission: {len(ae_resp_before)} ({round((len(ae_resp_before)/num_emergency_cov_admissions)*100, 2)}%)')\n",
    "\n",
    "fp_ae_cov = len(df[\n",
    "    (df[\"ae_cov\"]==1) & \n",
    "    (df[\"emergency_covid_hospital_admission_after_ae\"]==0)\n",
    "    \n",
    "])\n",
    "\n",
    "fp_ae_resp = len(df[\n",
    "    (df[\"ae_resp\"]==1) & \n",
    "    (df[\"emergency_covid_hospital_admission_after_ae\"]==0)\n",
    "    \n",
    "])\n",
    "\n",
    "tp_ae_cov = len(df[\n",
    "    (df[\"ae_cov\"]==1) & \n",
    "    (df[\"emergency_covid_hospital_admission_after_ae\"]==1)\n",
    "    \n",
    "])\n",
    "\n",
    "tp_ae_resp = len(df[\n",
    "    (df[\"ae_resp\"]==1) & \n",
    "    (df[\"emergency_covid_hospital_admission_after_ae\"]==1)\n",
    "    \n",
    "])\n",
    "\n",
    "print(f'False positives (FDR) - A&E attendance and covid diagnosis code: {fp_ae_cov} ({round((fp_ae_cov/(fp_ae_cov + tp_ae_cov))*100,2)}%)')\n",
    "print(f'False positives (FDR) - A&E attendance and respiratory diagnosis code: {fp_ae_resp} ({round((fp_ae_resp/(fp_ae_resp + tp_ae_resp))*100,2)}%)')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Method 3 - Identification in primary care\n",
    "\n",
    "Restrict to those with a probable or suspected COVID-19 code recorded in primary care in the 2 weeks prior to A&E attendance."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number with A&E attendance and recent suspected covid code in primary care before admission: 500 (166.67%)\n",
      "Number with A&E attendance and recent probable covid code in primary care before admission: 500 (166.67%)\n",
      "False positives (FDR) - A&E attendance and probable covid code in primary care: 348 (69.6%)\n",
      "False positives (FDR) - A&E attendance and suspected covid code in primary care: 351 (70.2%)\n"
     ]
    }
   ],
   "source": [
    "ae_prim_care_probable_before = (df.loc[\n",
    "    df[\"ae_before_with_prim_care_probable\"]==1\n",
    ", \"patient_id\"])\n",
    "\n",
    "ae_prim_care_suspected_before = (df.loc[\n",
    "    df[\"ae_before_with_prim_care_suspected\"]==1\n",
    ", \"patient_id\"])\n",
    "\n",
    "print(f'Number with A&E attendance and recent suspected covid code in primary care before admission: {len(ae_prim_care_suspected_before)} ({round((len(ae_prim_care_suspected_before)/num_emergency_cov_admissions)*100, 2)}%)')\n",
    "print(f'Number with A&E attendance and recent probable covid code in primary care before admission: {len(ae_prim_care_probable_before)} ({round((len(ae_prim_care_probable_before)/num_emergency_cov_admissions)*100, 2)}%)')\n",
    "\n",
    "fp_ae_suspected = len(df[\n",
    "    (df[\"suspected_covid_primary_care_before_ae\"]==1) & \n",
    "    (df[\"emergency_covid_hospital_admission_after_ae\"]==0)    \n",
    "])\n",
    "\n",
    "fp_ae_probable = len(df[\n",
    "    (df[\"covid_primary_care_before_ae\"]==1) & \n",
    "    (df[\"emergency_covid_hospital_admission_after_ae\"]==0)\n",
    "])\n",
    "\n",
    "tp_ae_suspected = len(df[\n",
    "    (df[\"suspected_covid_primary_care_before_ae\"]==1) & \n",
    "    (df[\"emergency_covid_hospital_admission_after_ae\"]==1)    \n",
    "])\n",
    "\n",
    "tp_ae_probable = len(df[\n",
    "    (df[\"covid_primary_care_before_ae\"]==1) & \n",
    "    (df[\"emergency_covid_hospital_admission_after_ae\"]==1)\n",
    "])\n",
    "\n",
    "\n",
    "print(f'False positives (FDR) - A&E attendance and probable covid code in primary care: {fp_ae_probable} ({round((fp_ae_probable/(fp_ae_probable + tp_ae_probable))*100,2)}%)')\n",
    "print(f'False positives (FDR) - A&E attendance and suspected covid code in primary care: {fp_ae_suspected} ({round((fp_ae_suspected/(fp_ae_suspected + tp_ae_suspected))*100,2)}%)')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Method 4 - Positive test result\n",
    "\n",
    "Restrict to those with a positive COVID-19 test result recorded up to 4 weeks prior to A&E attendance."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number with A&E attendance and recent positive test (2 weeks) before admission: 500 (166.67%)\n",
      "Number with A&E attendance and recent positive test (4 weeks) before admissio: 500 (166.67%)\n",
      "False positives (FDR) - A&E attendance and recent positive test (2 weeks): 355 (71.0%)\n",
      "False positives (FDR) - A&E attendance and recent positive test (4 weeks): 354 (70.8%)\n"
     ]
    }
   ],
   "source": [
    "ae_pos_test_before_2_weeks = (df.loc[\n",
    "    df[\"ae_before_with_positive_covid_test_2_weeks\"]==1\n",
    ", \"patient_id\"])\n",
    "\n",
    "ae_pos_test_before = (df.loc[\n",
    "    df[\"ae_before_with_positive_covid_test\"]==1\n",
    ", \"patient_id\"])\n",
    "\n",
    "\n",
    "print(f'Number with A&E attendance and recent positive test (2 weeks) before admission: {len(ae_pos_test_before_2_weeks)} ({round((len(ae_pos_test_before_2_weeks)/num_emergency_cov_admissions)*100, 2)}%)')\n",
    "print(f'Number with A&E attendance and recent positive test (4 weeks) before admissio: {len(ae_pos_test_before)} ({round((len(ae_pos_test_before)/num_emergency_cov_admissions)*100, 2)}%)')\n",
    "\n",
    "fp_ae_test = len(df[\n",
    "    (df[\"pos_test\"]==1) & \n",
    "    (df[\"emergency_covid_hospital_admission_after_ae\"]==0)\n",
    "    \n",
    "])\n",
    "\n",
    "fp_ae_test_2_weeks = len(df[\n",
    "    (df[\"pos_test_2_weeks\"]==1) & \n",
    "    (df[\"emergency_covid_hospital_admission_after_ae\"]==0)\n",
    "    \n",
    "])\n",
    "\n",
    "tp_ae_test = len(df[\n",
    "    (df[\"pos_test\"]==1) & \n",
    "    (df[\"emergency_covid_hospital_admission_after_ae\"]==1)\n",
    "    \n",
    "])\n",
    "\n",
    "tp_ae_test_2_weeks = len(df[\n",
    "    (df[\"pos_test_2_weeks\"]==1) & \n",
    "    (df[\"emergency_covid_hospital_admission_after_ae\"]==1)\n",
    "    \n",
    "])\n",
    "print(f'False positives (FDR) - A&E attendance and recent positive test (2 weeks): {fp_ae_test_2_weeks} ({round((fp_ae_test_2_weeks/(fp_ae_test_2_weeks + tp_ae_test_2_weeks))*100,2)}%)')\n",
    "print(f'False positives (FDR) - A&E attendance and recent positive test (4 weeks): {fp_ae_test} ({round((fp_ae_test/(fp_ae_test + tp_ae_test))*100,2)}%)')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "####  Combining approaches - A&E attendance with hospital discharge "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Diagnosis codes (resp or cov) with recent positive test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number with A&E attendance with either covid or respiratory diagnosis code and recent positive test (2 weeks) before admission: 386 (128.67%)\n",
      "False positives (FDR): 265 (70.11%)\n"
     ]
    }
   ],
   "source": [
    "ae_hos_resp_cov_plus_test_2_weeks = (df.loc[(\n",
    "        (df[\"ae_before_with_covid\"]==1) | \n",
    "        (df[\"ae_before_with_resp\"]==1) \n",
    "    )&\n",
    "    (df[\"ae_before_with_positive_covid_test_2_weeks\"]==1)\n",
    ", \"patient_id\"])\n",
    "\n",
    "fp_ae_hos_resp_cov_plus_test_2_weeks = len(df[\n",
    "    (\n",
    "        (df[\"ae_cov\"]==1) |\n",
    "        (df[\"ae_resp\"]==1)    \n",
    "    )&\n",
    "    (df[\"pos_test_2_weeks\"]==1)&\n",
    "    (df[\"emergency_covid_hospital_admission_after_ae\"]==0)\n",
    "    \n",
    "])\n",
    "\n",
    "tp_ae_hos_resp_cov_plus_test_2_weeks = len(df[\n",
    "    (\n",
    "        (df[\"ae_cov\"]==1) |\n",
    "        (df[\"ae_resp\"]==1)    \n",
    "    )&\n",
    "    (df[\"pos_test_2_weeks\"]==1)&\n",
    "    (df[\"emergency_covid_hospital_admission_after_ae\"]==1)\n",
    "    \n",
    "])\n",
    "\n",
    "print(f'Number with A&E attendance with either covid or respiratory diagnosis code and recent positive test (2 weeks) before admission: {len(ae_hos_resp_cov_plus_test_2_weeks)} ({round((len(ae_hos_resp_cov_plus_test_2_weeks)/num_emergency_cov_admissions)*100, 2)}%)')\n",
    "print(f'False positives (FDR): {fp_ae_hos_resp_cov_plus_test_2_weeks} ({round((fp_ae_hos_resp_cov_plus_test_2_weeks/(fp_ae_hos_resp_cov_plus_test_2_weeks + tp_ae_hos_resp_cov_plus_test_2_weeks))*100,2)}%)')\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Covid in primary care with recent positive test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number with A&E attendance with suspected or probable covid in primary care and recent positive test (2 weeks) before admission: 384 (128.0%)\n",
      "False positives (FDR): 264 (70.59%)\n"
     ]
    }
   ],
   "source": [
    "ae_hosp_prim_care_before_plus_2_week_test = (df.loc[(\n",
    "        (df[\"ae_before_with_prim_care_suspected\"]==1) | \n",
    "        (df[\"ae_before_with_prim_care_probable\"]==1) \n",
    "    )\n",
    "&\n",
    "    (df[\"ae_before_with_positive_covid_test_2_weeks\"]==1)\n",
    ", \"patient_id\"])\n",
    "\n",
    "fp_ae_hosp_prim_care_before_plus_2_week_test = len(df[\n",
    "    (\n",
    "        (df[\"covid_primary_care_before_ae\"]==1) |\n",
    "        (df[\"suspected_covid_primary_care_before_ae\"]==1)    \n",
    "    )&\n",
    "    (df[\"pos_test_2_weeks\"]==1)&\n",
    "    (df[\"emergency_covid_hospital_admission_after_ae\"]==0)\n",
    "    \n",
    "])\n",
    "\n",
    "tp_ae_hosp_prim_care_before_plus_2_week_test = len(df[\n",
    "    (\n",
    "        (df[\"covid_primary_care_before_ae\"]==1) |\n",
    "        (df[\"suspected_covid_primary_care_before_ae\"]==1)    \n",
    "    )&\n",
    "    (df[\"pos_test_2_weeks\"]==1)&\n",
    "    (df[\"emergency_covid_hospital_admission_after_ae\"]==1)\n",
    "    \n",
    "])\n",
    "\n",
    "print(f'Number with A&E attendance with suspected or probable covid in primary care and recent positive test (2 weeks) before admission: {len(ae_hosp_prim_care_before_plus_2_week_test)} ({round((len(ae_hosp_prim_care_before_plus_2_week_test)/num_emergency_cov_admissions)*100, 2)}%)')\n",
    "print(f'False positives (FDR): {fp_ae_hosp_prim_care_before_plus_2_week_test} ({round((fp_ae_hosp_prim_care_before_plus_2_week_test/(fp_ae_hosp_prim_care_before_plus_2_week_test + tp_ae_hosp_prim_care_before_plus_2_week_test))*100,2)}%)')\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Recent positive test and either covid in primary care or diagnosis code (resp or cov)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number with A&E attendance with recent positive test and either suspected or probable covid in primary care or a covid or respiratory diagnosis code on attendance: 473 (157.67%)\n",
      "False positives (FDR): 333 (71.15%)\n"
     ]
    }
   ],
   "source": [
    "combined_before = (df.loc[\n",
    "        (df[\"ae_before_with_positive_covid_test_2_weeks\"]==1) &\n",
    "        (\n",
    "            (df[\"ae_before_with_prim_care_suspected\"]==1) | \n",
    "            (df[\"ae_before_with_prim_care_probable\"]==1) |\n",
    "            (df[\"ae_before_with_covid\"]==1) | \n",
    "            (df[\"ae_before_with_resp\"]==1)   \n",
    "        )\n",
    ", \"patient_id\"])\n",
    "fp_combined_before = len(df[\n",
    "    (\n",
    "        (df[\"covid_primary_care_before_ae\"]==1) |\n",
    "        (df[\"suspected_covid_primary_care_before_ae\"]==1) |\n",
    "        (df[\"ae_cov\"]==1) |\n",
    "        (df[\"ae_resp\"]==1)\n",
    "        \n",
    "        \n",
    "    )&\n",
    "    (df[\"pos_test_2_weeks\"]==1)&\n",
    "    (df[\"emergency_covid_hospital_admission_after_ae\"]==0)\n",
    "    \n",
    "])\n",
    "\n",
    "tp_combined_before = len(df[\n",
    "    (\n",
    "        (df[\"covid_primary_care_before_ae\"]==1) |\n",
    "        (df[\"suspected_covid_primary_care_before_ae\"]==1) |\n",
    "        (df[\"ae_cov\"]==1) |\n",
    "        (df[\"ae_resp\"]==1)\n",
    "    )&\n",
    "    (df[\"pos_test_2_weeks\"]==1)&\n",
    "    (df[\"emergency_covid_hospital_admission_after_ae\"]==1)\n",
    "    \n",
    "])\n",
    "\n",
    "\n",
    "print(f'Number with A&E attendance with recent positive test and either suspected or probable covid in primary care or a covid or respiratory diagnosis code on attendance: {len(combined_before)} ({round((len(combined_before)/num_emergency_cov_admissions)*100, 2)}%)')\n",
    "print(f'False positives (FDR): {fp_combined_before} ({round((fp_combined_before/(fp_combined_before + tp_combined_before))*100,2)}%)')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(500, 36)\n",
      "ae_attendance_date                                               191\n",
      "ae_attendance_hosp_discharge_date                                212\n",
      "emergency_covid_hospital_admission_date                          153\n",
      "ae_before_date                                                   249\n",
      "ae_before_with_hospital_discharge_date                           500\n",
      "hospital_admission                                               500\n",
      "ae_attendance                                                    500\n",
      "ae_attendance_hosp_discharge                                     500\n",
      "ae_attendance_count                                              500\n",
      "ae_before_with_covid                                             500\n",
      "ae_before_with_hospital_discharge_covid                          500\n",
      "ae_before_with_resp                                              500\n",
      "ae_before_with_hospital_discharge_resp                           500\n",
      "ae_before_with_prim_care_suspected                               500\n",
      "ae_before_with_hospital_discharge_prim_care_suspected            500\n",
      "ae_before_with_prim_care_probable                                500\n",
      "ae_before_with_hospital_discharge_prim_care_probable             500\n",
      "ae_before_with_positive_covid_test                               500\n",
      "ae_before_with_hospital_discharge_positive_covid_test            500\n",
      "ae_before_with_positive_covid_test_2_weeks                       500\n",
      "ae_before_with_hospital_discharge_positive_covid_test_2_weeks    500\n",
      "emergency_covid_hospital_admission_after_ae                      500\n",
      "emergency_covid_hospital_admission_after_ae_hosp_discharge       500\n",
      "covid_primary_care_before_ae                                     500\n",
      "covid_primary_care_before_ae_hosp_discharge                      500\n",
      "suspected_covid_primary_care_before_ae                           500\n",
      "suspected_covid_primary_care_before_ae_hosp_discharge            500\n",
      "pos_test                                                         500\n",
      "pos_test_hosp_discharge                                          500\n",
      "pos_test_2_weeks                                                 500\n",
      "pos_test_2_weeks_hosp_discharge                                  500\n",
      "ae_cov                                                           500\n",
      "ae_cov_hosp_discharge                                            500\n",
      "ae_resp                                                          500\n",
      "ae_resp_hosp_discharge                                           500\n",
      "patient_id                                                       500\n",
      "dtype: int64\n",
      "ae_attendance_date                                                95\n",
      "ae_attendance_hosp_discharge_date                                109\n",
      "emergency_covid_hospital_admission_date                           83\n",
      "ae_before_date                                                   118\n",
      "ae_before_with_hospital_discharge_date                           254\n",
      "hospital_admission                                               254\n",
      "ae_attendance                                                    254\n",
      "ae_attendance_hosp_discharge                                     254\n",
      "ae_attendance_count                                              254\n",
      "ae_before_with_covid                                             254\n",
      "ae_before_with_hospital_discharge_covid                          254\n",
      "ae_before_with_resp                                              254\n",
      "ae_before_with_hospital_discharge_resp                           254\n",
      "ae_before_with_prim_care_suspected                               254\n",
      "ae_before_with_hospital_discharge_prim_care_suspected            254\n",
      "ae_before_with_prim_care_probable                                254\n",
      "ae_before_with_hospital_discharge_prim_care_probable             254\n",
      "ae_before_with_positive_covid_test                               254\n",
      "ae_before_with_hospital_discharge_positive_covid_test            254\n",
      "ae_before_with_positive_covid_test_2_weeks                       254\n",
      "ae_before_with_hospital_discharge_positive_covid_test_2_weeks    254\n",
      "emergency_covid_hospital_admission_after_ae                      254\n",
      "emergency_covid_hospital_admission_after_ae_hosp_discharge       254\n",
      "covid_primary_care_before_ae                                     254\n",
      "covid_primary_care_before_ae_hosp_discharge                      254\n",
      "suspected_covid_primary_care_before_ae                           254\n",
      "suspected_covid_primary_care_before_ae_hosp_discharge            254\n",
      "pos_test                                                         254\n",
      "pos_test_hosp_discharge                                          254\n",
      "pos_test_2_weeks                                                 254\n",
      "pos_test_2_weeks_hosp_discharge                                  254\n",
      "ae_cov                                                           254\n",
      "ae_cov_hosp_discharge                                            254\n",
      "ae_resp                                                          254\n",
      "ae_resp_hosp_discharge                                           254\n",
      "patient_id                                                       254\n",
      "dtype: int64\n",
      "ae_attendance_date                                               103\n",
      "ae_attendance_hosp_discharge_date                                108\n",
      "emergency_covid_hospital_admission_date                           74\n",
      "ae_before_date                                                   125\n",
      "ae_before_with_hospital_discharge_date                           253\n",
      "hospital_admission                                               253\n",
      "ae_attendance                                                    253\n",
      "ae_attendance_hosp_discharge                                     253\n",
      "ae_attendance_count                                              253\n",
      "ae_before_with_covid                                             253\n",
      "ae_before_with_hospital_discharge_covid                          253\n",
      "ae_before_with_resp                                              253\n",
      "ae_before_with_hospital_discharge_resp                           253\n",
      "ae_before_with_prim_care_suspected                               253\n",
      "ae_before_with_hospital_discharge_prim_care_suspected            253\n",
      "ae_before_with_prim_care_probable                                253\n",
      "ae_before_with_hospital_discharge_prim_care_probable             253\n",
      "ae_before_with_positive_covid_test                               253\n",
      "ae_before_with_hospital_discharge_positive_covid_test            253\n",
      "ae_before_with_positive_covid_test_2_weeks                       253\n",
      "ae_before_with_hospital_discharge_positive_covid_test_2_weeks    253\n",
      "emergency_covid_hospital_admission_after_ae                      253\n",
      "emergency_covid_hospital_admission_after_ae_hosp_discharge       253\n",
      "covid_primary_care_before_ae                                     253\n",
      "covid_primary_care_before_ae_hosp_discharge                      253\n",
      "suspected_covid_primary_care_before_ae                           253\n",
      "suspected_covid_primary_care_before_ae_hosp_discharge            253\n",
      "pos_test                                                         253\n",
      "pos_test_hosp_discharge                                          253\n",
      "pos_test_2_weeks                                                 253\n",
      "pos_test_2_weeks_hosp_discharge                                  253\n",
      "ae_cov                                                           253\n",
      "ae_cov_hosp_discharge                                            253\n",
      "ae_resp                                                          253\n",
      "ae_resp_hosp_discharge                                           253\n",
      "patient_id                                                       253\n",
      "dtype: int64\n",
      "ae_attendance_date                                                93\n",
      "ae_attendance_hosp_discharge_date                                114\n",
      "emergency_covid_hospital_admission_date                           79\n",
      "ae_before_date                                                   126\n",
      "ae_before_with_hospital_discharge_date                           250\n",
      "hospital_admission                                               250\n",
      "ae_attendance                                                    250\n",
      "ae_attendance_hosp_discharge                                     250\n",
      "ae_attendance_count                                              250\n",
      "ae_before_with_covid                                             250\n",
      "ae_before_with_hospital_discharge_covid                          250\n",
      "ae_before_with_resp                                              250\n",
      "ae_before_with_hospital_discharge_resp                           250\n",
      "ae_before_with_prim_care_suspected                               250\n",
      "ae_before_with_hospital_discharge_prim_care_suspected            250\n",
      "ae_before_with_prim_care_probable                                250\n",
      "ae_before_with_hospital_discharge_prim_care_probable             250\n",
      "ae_before_with_positive_covid_test                               250\n",
      "ae_before_with_hospital_discharge_positive_covid_test            250\n",
      "ae_before_with_positive_covid_test_2_weeks                       250\n",
      "ae_before_with_hospital_discharge_positive_covid_test_2_weeks    250\n",
      "emergency_covid_hospital_admission_after_ae                      250\n",
      "emergency_covid_hospital_admission_after_ae_hosp_discharge       250\n",
      "covid_primary_care_before_ae                                     250\n",
      "covid_primary_care_before_ae_hosp_discharge                      250\n",
      "suspected_covid_primary_care_before_ae                           250\n",
      "suspected_covid_primary_care_before_ae_hosp_discharge            250\n",
      "pos_test                                                         250\n",
      "pos_test_hosp_discharge                                          250\n",
      "pos_test_2_weeks                                                 250\n",
      "pos_test_2_weeks_hosp_discharge                                  250\n",
      "ae_cov                                                           250\n",
      "ae_cov_hosp_discharge                                            250\n",
      "ae_resp                                                          250\n",
      "ae_resp_hosp_discharge                                           250\n",
      "patient_id                                                       250\n",
      "dtype: int64\n",
      "ae_attendance_date                                                91\n",
      "ae_attendance_hosp_discharge_date                                100\n",
      "emergency_covid_hospital_admission_date                           75\n",
      "ae_before_date                                                   117\n",
      "ae_before_with_hospital_discharge_date                           253\n",
      "hospital_admission                                               253\n",
      "ae_attendance                                                    253\n",
      "ae_attendance_hosp_discharge                                     253\n",
      "ae_attendance_count                                              253\n",
      "ae_before_with_covid                                             253\n",
      "ae_before_with_hospital_discharge_covid                          253\n",
      "ae_before_with_resp                                              253\n",
      "ae_before_with_hospital_discharge_resp                           253\n",
      "ae_before_with_prim_care_suspected                               253\n",
      "ae_before_with_hospital_discharge_prim_care_suspected            253\n",
      "ae_before_with_prim_care_probable                                253\n",
      "ae_before_with_hospital_discharge_prim_care_probable             253\n",
      "ae_before_with_positive_covid_test                               253\n",
      "ae_before_with_hospital_discharge_positive_covid_test            253\n",
      "ae_before_with_positive_covid_test_2_weeks                       253\n",
      "ae_before_with_hospital_discharge_positive_covid_test_2_weeks    253\n",
      "emergency_covid_hospital_admission_after_ae                      253\n",
      "emergency_covid_hospital_admission_after_ae_hosp_discharge       253\n",
      "covid_primary_care_before_ae                                     253\n",
      "covid_primary_care_before_ae_hosp_discharge                      253\n",
      "suspected_covid_primary_care_before_ae                           253\n",
      "suspected_covid_primary_care_before_ae_hosp_discharge            253\n",
      "pos_test                                                         253\n",
      "pos_test_hosp_discharge                                          253\n",
      "pos_test_2_weeks                                                 253\n",
      "pos_test_2_weeks_hosp_discharge                                  253\n",
      "ae_cov                                                           253\n",
      "ae_cov_hosp_discharge                                            253\n",
      "ae_resp                                                          253\n",
      "ae_resp_hosp_discharge                                           253\n",
      "patient_id                                                       253\n",
      "dtype: int64\n",
      "ae_attendance_date                                                96\n",
      "ae_attendance_hosp_discharge_date                                105\n",
      "emergency_covid_hospital_admission_date                           85\n",
      "ae_before_date                                                   126\n",
      "ae_before_with_hospital_discharge_date                           255\n",
      "hospital_admission                                               255\n",
      "ae_attendance                                                    255\n",
      "ae_attendance_hosp_discharge                                     255\n",
      "ae_attendance_count                                              255\n",
      "ae_before_with_covid                                             255\n",
      "ae_before_with_hospital_discharge_covid                          255\n",
      "ae_before_with_resp                                              255\n",
      "ae_before_with_hospital_discharge_resp                           255\n",
      "ae_before_with_prim_care_suspected                               255\n",
      "ae_before_with_hospital_discharge_prim_care_suspected            255\n",
      "ae_before_with_prim_care_probable                                255\n",
      "ae_before_with_hospital_discharge_prim_care_probable             255\n",
      "ae_before_with_positive_covid_test                               255\n",
      "ae_before_with_hospital_discharge_positive_covid_test            255\n",
      "ae_before_with_positive_covid_test_2_weeks                       255\n",
      "ae_before_with_hospital_discharge_positive_covid_test_2_weeks    255\n",
      "emergency_covid_hospital_admission_after_ae                      255\n",
      "emergency_covid_hospital_admission_after_ae_hosp_discharge       255\n",
      "covid_primary_care_before_ae                                     255\n",
      "covid_primary_care_before_ae_hosp_discharge                      255\n",
      "suspected_covid_primary_care_before_ae                           255\n",
      "suspected_covid_primary_care_before_ae_hosp_discharge            255\n",
      "pos_test                                                         255\n",
      "pos_test_hosp_discharge                                          255\n",
      "pos_test_2_weeks                                                 255\n",
      "pos_test_2_weeks_hosp_discharge                                  255\n",
      "ae_cov                                                           255\n",
      "ae_cov_hosp_discharge                                            255\n",
      "ae_resp                                                          255\n",
      "ae_resp_hosp_discharge                                           255\n",
      "patient_id                                                       255\n",
      "dtype: int64\n",
      "ae_attendance_date                                                90\n",
      "ae_attendance_hosp_discharge_date                                107\n",
      "emergency_covid_hospital_admission_date                           69\n",
      "ae_before_date                                                   111\n",
      "ae_before_with_hospital_discharge_date                           241\n",
      "hospital_admission                                               241\n",
      "ae_attendance                                                    241\n",
      "ae_attendance_hosp_discharge                                     241\n",
      "ae_attendance_count                                              241\n",
      "ae_before_with_covid                                             241\n",
      "ae_before_with_hospital_discharge_covid                          241\n",
      "ae_before_with_resp                                              241\n",
      "ae_before_with_hospital_discharge_resp                           241\n",
      "ae_before_with_prim_care_suspected                               241\n",
      "ae_before_with_hospital_discharge_prim_care_suspected            241\n",
      "ae_before_with_prim_care_probable                                241\n",
      "ae_before_with_hospital_discharge_prim_care_probable             241\n",
      "ae_before_with_positive_covid_test                               241\n",
      "ae_before_with_hospital_discharge_positive_covid_test            241\n",
      "ae_before_with_positive_covid_test_2_weeks                       241\n",
      "ae_before_with_hospital_discharge_positive_covid_test_2_weeks    241\n",
      "emergency_covid_hospital_admission_after_ae                      241\n",
      "emergency_covid_hospital_admission_after_ae_hosp_discharge       241\n",
      "covid_primary_care_before_ae                                     241\n",
      "covid_primary_care_before_ae_hosp_discharge                      241\n",
      "suspected_covid_primary_care_before_ae                           241\n",
      "suspected_covid_primary_care_before_ae_hosp_discharge            241\n",
      "pos_test                                                         241\n",
      "pos_test_hosp_discharge                                          241\n",
      "pos_test_2_weeks                                                 241\n",
      "pos_test_2_weeks_hosp_discharge                                  241\n",
      "ae_cov                                                           241\n",
      "ae_cov_hosp_discharge                                            241\n",
      "ae_resp                                                          241\n",
      "ae_resp_hosp_discharge                                           241\n",
      "patient_id                                                       241\n",
      "dtype: int64\n",
      "ae_attendance_date                                                71\n",
      "ae_attendance_hosp_discharge_date                                 83\n",
      "emergency_covid_hospital_admission_date                           65\n",
      "ae_before_date                                                    96\n",
      "ae_before_with_hospital_discharge_date                           198\n",
      "hospital_admission                                               198\n",
      "ae_attendance                                                    198\n",
      "ae_attendance_hosp_discharge                                     198\n",
      "ae_attendance_count                                              198\n",
      "ae_before_with_covid                                             198\n",
      "ae_before_with_hospital_discharge_covid                          198\n",
      "ae_before_with_resp                                              198\n",
      "ae_before_with_hospital_discharge_resp                           198\n",
      "ae_before_with_prim_care_suspected                               198\n",
      "ae_before_with_hospital_discharge_prim_care_suspected            198\n",
      "ae_before_with_prim_care_probable                                198\n",
      "ae_before_with_hospital_discharge_prim_care_probable             198\n",
      "ae_before_with_positive_covid_test                               198\n",
      "ae_before_with_hospital_discharge_positive_covid_test            198\n",
      "ae_before_with_positive_covid_test_2_weeks                       198\n",
      "ae_before_with_hospital_discharge_positive_covid_test_2_weeks    198\n",
      "emergency_covid_hospital_admission_after_ae                      198\n",
      "emergency_covid_hospital_admission_after_ae_hosp_discharge       198\n",
      "covid_primary_care_before_ae                                     198\n",
      "covid_primary_care_before_ae_hosp_discharge                      198\n",
      "suspected_covid_primary_care_before_ae                           198\n",
      "suspected_covid_primary_care_before_ae_hosp_discharge            198\n",
      "pos_test                                                         198\n",
      "pos_test_hosp_discharge                                          198\n",
      "pos_test_2_weeks                                                 198\n",
      "pos_test_2_weeks_hosp_discharge                                  198\n",
      "ae_cov                                                           198\n",
      "ae_cov_hosp_discharge                                            198\n",
      "ae_resp                                                          198\n",
      "ae_resp_hosp_discharge                                           198\n",
      "patient_id                                                       198\n",
      "dtype: int64\n",
      "ae_attendance_date                                                76\n",
      "ae_attendance_hosp_discharge_date                                 82\n",
      "emergency_covid_hospital_admission_date                           64\n",
      "ae_before_date                                                    97\n",
      "ae_before_with_hospital_discharge_date                           204\n",
      "hospital_admission                                               204\n",
      "ae_attendance                                                    204\n",
      "ae_attendance_hosp_discharge                                     204\n",
      "ae_attendance_count                                              204\n",
      "ae_before_with_covid                                             204\n",
      "ae_before_with_hospital_discharge_covid                          204\n",
      "ae_before_with_resp                                              204\n",
      "ae_before_with_hospital_discharge_resp                           204\n",
      "ae_before_with_prim_care_suspected                               204\n",
      "ae_before_with_hospital_discharge_prim_care_suspected            204\n",
      "ae_before_with_prim_care_probable                                204\n",
      "ae_before_with_hospital_discharge_prim_care_probable             204\n",
      "ae_before_with_positive_covid_test                               204\n",
      "ae_before_with_hospital_discharge_positive_covid_test            204\n",
      "ae_before_with_positive_covid_test_2_weeks                       204\n",
      "ae_before_with_hospital_discharge_positive_covid_test_2_weeks    204\n",
      "emergency_covid_hospital_admission_after_ae                      204\n",
      "emergency_covid_hospital_admission_after_ae_hosp_discharge       204\n",
      "covid_primary_care_before_ae                                     204\n",
      "covid_primary_care_before_ae_hosp_discharge                      204\n",
      "suspected_covid_primary_care_before_ae                           204\n",
      "suspected_covid_primary_care_before_ae_hosp_discharge            204\n",
      "pos_test                                                         204\n",
      "pos_test_hosp_discharge                                          204\n",
      "pos_test_2_weeks                                                 204\n",
      "pos_test_2_weeks_hosp_discharge                                  204\n",
      "ae_cov                                                           204\n",
      "ae_cov_hosp_discharge                                            204\n",
      "ae_resp                                                          204\n",
      "ae_resp_hosp_discharge                                           204\n",
      "patient_id                                                       204\n",
      "dtype: int64\n",
      "(500, 36)\n",
      "ae_attendance_date                                                95\n",
      "ae_attendance_hosp_discharge_date                                109\n",
      "emergency_covid_hospital_admission_date                           83\n",
      "ae_before_date                                                   118\n",
      "ae_before_with_hospital_discharge_date                           254\n",
      "hospital_admission                                               254\n",
      "ae_attendance                                                    254\n",
      "ae_attendance_hosp_discharge                                     254\n",
      "ae_attendance_count                                              254\n",
      "ae_before_with_covid                                             254\n",
      "ae_before_with_hospital_discharge_covid                          254\n",
      "ae_before_with_resp                                              254\n",
      "ae_before_with_hospital_discharge_resp                           254\n",
      "ae_before_with_prim_care_suspected                               254\n",
      "ae_before_with_hospital_discharge_prim_care_suspected            254\n",
      "ae_before_with_prim_care_probable                                254\n",
      "ae_before_with_hospital_discharge_prim_care_probable             254\n",
      "ae_before_with_positive_covid_test                               254\n",
      "ae_before_with_hospital_discharge_positive_covid_test            254\n",
      "ae_before_with_positive_covid_test_2_weeks                       254\n",
      "ae_before_with_hospital_discharge_positive_covid_test_2_weeks    254\n",
      "emergency_covid_hospital_admission_after_ae                      254\n",
      "emergency_covid_hospital_admission_after_ae_hosp_discharge       254\n",
      "covid_primary_care_before_ae                                     254\n",
      "covid_primary_care_before_ae_hosp_discharge                      254\n",
      "suspected_covid_primary_care_before_ae                           254\n",
      "suspected_covid_primary_care_before_ae_hosp_discharge            254\n",
      "pos_test                                                         254\n",
      "pos_test_hosp_discharge                                          254\n",
      "pos_test_2_weeks                                                 254\n",
      "pos_test_2_weeks_hosp_discharge                                  254\n",
      "ae_cov                                                           254\n",
      "ae_cov_hosp_discharge                                            254\n",
      "ae_resp                                                          254\n",
      "ae_resp_hosp_discharge                                           254\n",
      "patient_id                                                       254\n",
      "dtype: int64\n",
      "ae_attendance_date                                               203\n",
      "ae_attendance_hosp_discharge_date                                205\n",
      "emergency_covid_hospital_admission_date                          159\n",
      "ae_before_date                                                   235\n",
      "ae_before_with_hospital_discharge_date                           254\n",
      "hospital_admission                                               500\n",
      "ae_attendance                                                    500\n",
      "ae_attendance_hosp_discharge                                     500\n",
      "ae_attendance_count                                              500\n",
      "ae_before_with_covid                                             500\n",
      "ae_before_with_hospital_discharge_covid                          500\n",
      "ae_before_with_resp                                              500\n",
      "ae_before_with_hospital_discharge_resp                           500\n",
      "ae_before_with_prim_care_suspected                               500\n",
      "ae_before_with_hospital_discharge_prim_care_suspected            500\n",
      "ae_before_with_prim_care_probable                                500\n",
      "ae_before_with_hospital_discharge_prim_care_probable             500\n",
      "ae_before_with_positive_covid_test                               500\n",
      "ae_before_with_hospital_discharge_positive_covid_test            500\n",
      "ae_before_with_positive_covid_test_2_weeks                       500\n",
      "ae_before_with_hospital_discharge_positive_covid_test_2_weeks    500\n",
      "emergency_covid_hospital_admission_after_ae                      500\n",
      "emergency_covid_hospital_admission_after_ae_hosp_discharge       500\n",
      "covid_primary_care_before_ae                                     500\n",
      "covid_primary_care_before_ae_hosp_discharge                      500\n",
      "suspected_covid_primary_care_before_ae                           500\n",
      "suspected_covid_primary_care_before_ae_hosp_discharge            500\n",
      "pos_test                                                         500\n",
      "pos_test_hosp_discharge                                          500\n",
      "pos_test_2_weeks                                                 500\n",
      "pos_test_2_weeks_hosp_discharge                                  500\n",
      "ae_cov                                                           500\n",
      "ae_cov_hosp_discharge                                            500\n",
      "ae_resp                                                          500\n",
      "ae_resp_hosp_discharge                                           500\n",
      "patient_id                                                       500\n",
      "dtype: int64\n",
      "ae_attendance_date                                               115\n",
      "ae_attendance_hosp_discharge_date                                102\n",
      "emergency_covid_hospital_admission_date                           93\n",
      "ae_before_date                                                   125\n",
      "ae_before_with_hospital_discharge_date                           137\n",
      "hospital_admission                                               261\n",
      "ae_attendance                                                    261\n",
      "ae_attendance_hosp_discharge                                     261\n",
      "ae_attendance_count                                              261\n",
      "ae_before_with_covid                                             261\n",
      "ae_before_with_hospital_discharge_covid                          261\n",
      "ae_before_with_resp                                              261\n",
      "ae_before_with_hospital_discharge_resp                           261\n",
      "ae_before_with_prim_care_suspected                               261\n",
      "ae_before_with_hospital_discharge_prim_care_suspected            261\n",
      "ae_before_with_prim_care_probable                                261\n",
      "ae_before_with_hospital_discharge_prim_care_probable             261\n",
      "ae_before_with_positive_covid_test                               261\n",
      "ae_before_with_hospital_discharge_positive_covid_test            261\n",
      "ae_before_with_positive_covid_test_2_weeks                       261\n",
      "ae_before_with_hospital_discharge_positive_covid_test_2_weeks    261\n",
      "emergency_covid_hospital_admission_after_ae                      261\n",
      "emergency_covid_hospital_admission_after_ae_hosp_discharge       261\n",
      "covid_primary_care_before_ae                                     261\n",
      "covid_primary_care_before_ae_hosp_discharge                      261\n",
      "suspected_covid_primary_care_before_ae                           261\n",
      "suspected_covid_primary_care_before_ae_hosp_discharge            261\n",
      "pos_test                                                         261\n",
      "pos_test_hosp_discharge                                          261\n",
      "pos_test_2_weeks                                                 261\n",
      "pos_test_2_weeks_hosp_discharge                                  261\n",
      "ae_cov                                                           261\n",
      "ae_cov_hosp_discharge                                            261\n",
      "ae_resp                                                          261\n",
      "ae_resp_hosp_discharge                                           261\n",
      "patient_id                                                       261\n",
      "dtype: int64\n",
      "ae_attendance_date                                                99\n",
      "ae_attendance_hosp_discharge_date                                107\n",
      "emergency_covid_hospital_admission_date                           84\n",
      "ae_before_date                                                   113\n",
      "ae_before_with_hospital_discharge_date                           120\n",
      "hospital_admission                                               247\n",
      "ae_attendance                                                    247\n",
      "ae_attendance_hosp_discharge                                     247\n",
      "ae_attendance_count                                              247\n",
      "ae_before_with_covid                                             247\n",
      "ae_before_with_hospital_discharge_covid                          247\n",
      "ae_before_with_resp                                              247\n",
      "ae_before_with_hospital_discharge_resp                           247\n",
      "ae_before_with_prim_care_suspected                               247\n",
      "ae_before_with_hospital_discharge_prim_care_suspected            247\n",
      "ae_before_with_prim_care_probable                                247\n",
      "ae_before_with_hospital_discharge_prim_care_probable             247\n",
      "ae_before_with_positive_covid_test                               247\n",
      "ae_before_with_hospital_discharge_positive_covid_test            247\n",
      "ae_before_with_positive_covid_test_2_weeks                       247\n",
      "ae_before_with_hospital_discharge_positive_covid_test_2_weeks    247\n",
      "emergency_covid_hospital_admission_after_ae                      247\n",
      "emergency_covid_hospital_admission_after_ae_hosp_discharge       247\n",
      "covid_primary_care_before_ae                                     247\n",
      "covid_primary_care_before_ae_hosp_discharge                      247\n",
      "suspected_covid_primary_care_before_ae                           247\n",
      "suspected_covid_primary_care_before_ae_hosp_discharge            247\n",
      "pos_test                                                         247\n",
      "pos_test_hosp_discharge                                          247\n",
      "pos_test_2_weeks                                                 247\n",
      "pos_test_2_weeks_hosp_discharge                                  247\n",
      "ae_cov                                                           247\n",
      "ae_cov_hosp_discharge                                            247\n",
      "ae_resp                                                          247\n",
      "ae_resp_hosp_discharge                                           247\n",
      "patient_id                                                       247\n",
      "dtype: int64\n",
      "ae_attendance_date                                               102\n",
      "ae_attendance_hosp_discharge_date                                105\n",
      "emergency_covid_hospital_admission_date                           75\n",
      "ae_before_date                                                   110\n",
      "ae_before_with_hospital_discharge_date                           135\n",
      "hospital_admission                                               252\n",
      "ae_attendance                                                    252\n",
      "ae_attendance_hosp_discharge                                     252\n",
      "ae_attendance_count                                              252\n",
      "ae_before_with_covid                                             252\n",
      "ae_before_with_hospital_discharge_covid                          252\n",
      "ae_before_with_resp                                              252\n",
      "ae_before_with_hospital_discharge_resp                           252\n",
      "ae_before_with_prim_care_suspected                               252\n",
      "ae_before_with_hospital_discharge_prim_care_suspected            252\n",
      "ae_before_with_prim_care_probable                                252\n",
      "ae_before_with_hospital_discharge_prim_care_probable             252\n",
      "ae_before_with_positive_covid_test                               252\n",
      "ae_before_with_hospital_discharge_positive_covid_test            252\n",
      "ae_before_with_positive_covid_test_2_weeks                       252\n",
      "ae_before_with_hospital_discharge_positive_covid_test_2_weeks    252\n",
      "emergency_covid_hospital_admission_after_ae                      252\n",
      "emergency_covid_hospital_admission_after_ae_hosp_discharge       252\n",
      "covid_primary_care_before_ae                                     252\n",
      "covid_primary_care_before_ae_hosp_discharge                      252\n",
      "suspected_covid_primary_care_before_ae                           252\n",
      "suspected_covid_primary_care_before_ae_hosp_discharge            252\n",
      "pos_test                                                         252\n",
      "pos_test_hosp_discharge                                          252\n",
      "pos_test_2_weeks                                                 252\n",
      "pos_test_2_weeks_hosp_discharge                                  252\n",
      "ae_cov                                                           252\n",
      "ae_cov_hosp_discharge                                            252\n",
      "ae_resp                                                          252\n",
      "ae_resp_hosp_discharge                                           252\n",
      "patient_id                                                       252\n",
      "dtype: int64\n",
      "ae_attendance_date                                               106\n",
      "ae_attendance_hosp_discharge_date                                 99\n",
      "emergency_covid_hospital_admission_date                           88\n",
      "ae_before_date                                                   125\n",
      "ae_before_with_hospital_discharge_date                           137\n",
      "hospital_admission                                               262\n",
      "ae_attendance                                                    262\n",
      "ae_attendance_hosp_discharge                                     262\n",
      "ae_attendance_count                                              262\n",
      "ae_before_with_covid                                             262\n",
      "ae_before_with_hospital_discharge_covid                          262\n",
      "ae_before_with_resp                                              262\n",
      "ae_before_with_hospital_discharge_resp                           262\n",
      "ae_before_with_prim_care_suspected                               262\n",
      "ae_before_with_hospital_discharge_prim_care_suspected            262\n",
      "ae_before_with_prim_care_probable                                262\n",
      "ae_before_with_hospital_discharge_prim_care_probable             262\n",
      "ae_before_with_positive_covid_test                               262\n",
      "ae_before_with_hospital_discharge_positive_covid_test            262\n",
      "ae_before_with_positive_covid_test_2_weeks                       262\n",
      "ae_before_with_hospital_discharge_positive_covid_test_2_weeks    262\n",
      "emergency_covid_hospital_admission_after_ae                      262\n",
      "emergency_covid_hospital_admission_after_ae_hosp_discharge       262\n",
      "covid_primary_care_before_ae                                     262\n",
      "covid_primary_care_before_ae_hosp_discharge                      262\n",
      "suspected_covid_primary_care_before_ae                           262\n",
      "suspected_covid_primary_care_before_ae_hosp_discharge            262\n",
      "pos_test                                                         262\n",
      "pos_test_hosp_discharge                                          262\n",
      "pos_test_2_weeks                                                 262\n",
      "pos_test_2_weeks_hosp_discharge                                  262\n",
      "ae_cov                                                           262\n",
      "ae_cov_hosp_discharge                                            262\n",
      "ae_resp                                                          262\n",
      "ae_resp_hosp_discharge                                           262\n",
      "patient_id                                                       262\n",
      "dtype: int64\n",
      "ae_attendance_date                                               101\n",
      "ae_attendance_hosp_discharge_date                                102\n",
      "emergency_covid_hospital_admission_date                           71\n",
      "ae_before_date                                                   112\n",
      "ae_before_with_hospital_discharge_date                           124\n",
      "hospital_admission                                               247\n",
      "ae_attendance                                                    247\n",
      "ae_attendance_hosp_discharge                                     247\n",
      "ae_attendance_count                                              247\n",
      "ae_before_with_covid                                             247\n",
      "ae_before_with_hospital_discharge_covid                          247\n",
      "ae_before_with_resp                                              247\n",
      "ae_before_with_hospital_discharge_resp                           247\n",
      "ae_before_with_prim_care_suspected                               247\n",
      "ae_before_with_hospital_discharge_prim_care_suspected            247\n",
      "ae_before_with_prim_care_probable                                247\n",
      "ae_before_with_hospital_discharge_prim_care_probable             247\n",
      "ae_before_with_positive_covid_test                               247\n",
      "ae_before_with_hospital_discharge_positive_covid_test            247\n",
      "ae_before_with_positive_covid_test_2_weeks                       247\n",
      "ae_before_with_hospital_discharge_positive_covid_test_2_weeks    247\n",
      "emergency_covid_hospital_admission_after_ae                      247\n",
      "emergency_covid_hospital_admission_after_ae_hosp_discharge       247\n",
      "covid_primary_care_before_ae                                     247\n",
      "covid_primary_care_before_ae_hosp_discharge                      247\n",
      "suspected_covid_primary_care_before_ae                           247\n",
      "suspected_covid_primary_care_before_ae_hosp_discharge            247\n",
      "pos_test                                                         247\n",
      "pos_test_hosp_discharge                                          247\n",
      "pos_test_2_weeks                                                 247\n",
      "pos_test_2_weeks_hosp_discharge                                  247\n",
      "ae_cov                                                           247\n",
      "ae_cov_hosp_discharge                                            247\n",
      "ae_resp                                                          247\n",
      "ae_resp_hosp_discharge                                           247\n",
      "patient_id                                                       247\n",
      "dtype: int64\n",
      "ae_attendance_date                                               106\n",
      "ae_attendance_hosp_discharge_date                                 99\n",
      "emergency_covid_hospital_admission_date                           88\n",
      "ae_before_date                                                   125\n",
      "ae_before_with_hospital_discharge_date                           137\n",
      "hospital_admission                                               262\n",
      "ae_attendance                                                    262\n",
      "ae_attendance_hosp_discharge                                     262\n",
      "ae_attendance_count                                              262\n",
      "ae_before_with_covid                                             262\n",
      "ae_before_with_hospital_discharge_covid                          262\n",
      "ae_before_with_resp                                              262\n",
      "ae_before_with_hospital_discharge_resp                           262\n",
      "ae_before_with_prim_care_suspected                               262\n",
      "ae_before_with_hospital_discharge_prim_care_suspected            262\n",
      "ae_before_with_prim_care_probable                                262\n",
      "ae_before_with_hospital_discharge_prim_care_probable             262\n",
      "ae_before_with_positive_covid_test                               262\n",
      "ae_before_with_hospital_discharge_positive_covid_test            262\n",
      "ae_before_with_positive_covid_test_2_weeks                       262\n",
      "ae_before_with_hospital_discharge_positive_covid_test_2_weeks    262\n",
      "emergency_covid_hospital_admission_after_ae                      262\n",
      "emergency_covid_hospital_admission_after_ae_hosp_discharge       262\n",
      "covid_primary_care_before_ae                                     262\n",
      "covid_primary_care_before_ae_hosp_discharge                      262\n",
      "suspected_covid_primary_care_before_ae                           262\n",
      "suspected_covid_primary_care_before_ae_hosp_discharge            262\n",
      "pos_test                                                         262\n",
      "pos_test_hosp_discharge                                          262\n",
      "pos_test_2_weeks                                                 262\n",
      "pos_test_2_weeks_hosp_discharge                                  262\n",
      "ae_cov                                                           262\n",
      "ae_cov_hosp_discharge                                            262\n",
      "ae_resp                                                          262\n",
      "ae_resp_hosp_discharge                                           262\n",
      "patient_id                                                       262\n",
      "dtype: int64\n",
      "ae_attendance_date                                                79\n",
      "ae_attendance_hosp_discharge_date                                 73\n",
      "emergency_covid_hospital_admission_date                           61\n",
      "ae_before_date                                                    90\n",
      "ae_before_with_hospital_discharge_date                           110\n",
      "hospital_admission                                               199\n",
      "ae_attendance                                                    199\n",
      "ae_attendance_hosp_discharge                                     199\n",
      "ae_attendance_count                                              199\n",
      "ae_before_with_covid                                             199\n",
      "ae_before_with_hospital_discharge_covid                          199\n",
      "ae_before_with_resp                                              199\n",
      "ae_before_with_hospital_discharge_resp                           199\n",
      "ae_before_with_prim_care_suspected                               199\n",
      "ae_before_with_hospital_discharge_prim_care_suspected            199\n",
      "ae_before_with_prim_care_probable                                199\n",
      "ae_before_with_hospital_discharge_prim_care_probable             199\n",
      "ae_before_with_positive_covid_test                               199\n",
      "ae_before_with_hospital_discharge_positive_covid_test            199\n",
      "ae_before_with_positive_covid_test_2_weeks                       199\n",
      "ae_before_with_hospital_discharge_positive_covid_test_2_weeks    199\n",
      "emergency_covid_hospital_admission_after_ae                      199\n",
      "emergency_covid_hospital_admission_after_ae_hosp_discharge       199\n",
      "covid_primary_care_before_ae                                     199\n",
      "covid_primary_care_before_ae_hosp_discharge                      199\n",
      "suspected_covid_primary_care_before_ae                           199\n",
      "suspected_covid_primary_care_before_ae_hosp_discharge            199\n",
      "pos_test                                                         199\n",
      "pos_test_hosp_discharge                                          199\n",
      "pos_test_2_weeks                                                 199\n",
      "pos_test_2_weeks_hosp_discharge                                  199\n",
      "ae_cov                                                           199\n",
      "ae_cov_hosp_discharge                                            199\n",
      "ae_resp                                                          199\n",
      "ae_resp_hosp_discharge                                           199\n",
      "patient_id                                                       199\n",
      "dtype: int64\n",
      "(500, 36)\n",
      "ae_attendance_date                                               103\n",
      "ae_attendance_hosp_discharge_date                                108\n",
      "emergency_covid_hospital_admission_date                           74\n",
      "ae_before_date                                                   125\n",
      "ae_before_with_hospital_discharge_date                           253\n",
      "hospital_admission                                               253\n",
      "ae_attendance                                                    253\n",
      "ae_attendance_hosp_discharge                                     253\n",
      "ae_attendance_count                                              253\n",
      "ae_before_with_covid                                             253\n",
      "ae_before_with_hospital_discharge_covid                          253\n",
      "ae_before_with_resp                                              253\n",
      "ae_before_with_hospital_discharge_resp                           253\n",
      "ae_before_with_prim_care_suspected                               253\n",
      "ae_before_with_hospital_discharge_prim_care_suspected            253\n",
      "ae_before_with_prim_care_probable                                253\n",
      "ae_before_with_hospital_discharge_prim_care_probable             253\n",
      "ae_before_with_positive_covid_test                               253\n",
      "ae_before_with_hospital_discharge_positive_covid_test            253\n",
      "ae_before_with_positive_covid_test_2_weeks                       253\n",
      "ae_before_with_hospital_discharge_positive_covid_test_2_weeks    253\n",
      "emergency_covid_hospital_admission_after_ae                      253\n",
      "emergency_covid_hospital_admission_after_ae_hosp_discharge       253\n",
      "covid_primary_care_before_ae                                     253\n",
      "covid_primary_care_before_ae_hosp_discharge                      253\n",
      "suspected_covid_primary_care_before_ae                           253\n",
      "suspected_covid_primary_care_before_ae_hosp_discharge            253\n",
      "pos_test                                                         253\n",
      "pos_test_hosp_discharge                                          253\n",
      "pos_test_2_weeks                                                 253\n",
      "pos_test_2_weeks_hosp_discharge                                  253\n",
      "ae_cov                                                           253\n",
      "ae_cov_hosp_discharge                                            253\n",
      "ae_resp                                                          253\n",
      "ae_resp_hosp_discharge                                           253\n",
      "patient_id                                                       253\n",
      "dtype: int64\n",
      "ae_attendance_date                                               115\n",
      "ae_attendance_hosp_discharge_date                                102\n",
      "emergency_covid_hospital_admission_date                           93\n",
      "ae_before_date                                                   125\n",
      "ae_before_with_hospital_discharge_date                           137\n",
      "hospital_admission                                               261\n",
      "ae_attendance                                                    261\n",
      "ae_attendance_hosp_discharge                                     261\n",
      "ae_attendance_count                                              261\n",
      "ae_before_with_covid                                             261\n",
      "ae_before_with_hospital_discharge_covid                          261\n",
      "ae_before_with_resp                                              261\n",
      "ae_before_with_hospital_discharge_resp                           261\n",
      "ae_before_with_prim_care_suspected                               261\n",
      "ae_before_with_hospital_discharge_prim_care_suspected            261\n",
      "ae_before_with_prim_care_probable                                261\n",
      "ae_before_with_hospital_discharge_prim_care_probable             261\n",
      "ae_before_with_positive_covid_test                               261\n",
      "ae_before_with_hospital_discharge_positive_covid_test            261\n",
      "ae_before_with_positive_covid_test_2_weeks                       261\n",
      "ae_before_with_hospital_discharge_positive_covid_test_2_weeks    261\n",
      "emergency_covid_hospital_admission_after_ae                      261\n",
      "emergency_covid_hospital_admission_after_ae_hosp_discharge       261\n",
      "covid_primary_care_before_ae                                     261\n",
      "covid_primary_care_before_ae_hosp_discharge                      261\n",
      "suspected_covid_primary_care_before_ae                           261\n",
      "suspected_covid_primary_care_before_ae_hosp_discharge            261\n",
      "pos_test                                                         261\n",
      "pos_test_hosp_discharge                                          261\n",
      "pos_test_2_weeks                                                 261\n",
      "pos_test_2_weeks_hosp_discharge                                  261\n",
      "ae_cov                                                           261\n",
      "ae_cov_hosp_discharge                                            261\n",
      "ae_resp                                                          261\n",
      "ae_resp_hosp_discharge                                           261\n",
      "patient_id                                                       261\n",
      "dtype: int64\n",
      "ae_attendance_date                                               207\n",
      "ae_attendance_hosp_discharge_date                                196\n",
      "emergency_covid_hospital_admission_date                          161\n",
      "ae_before_date                                                   250\n",
      "ae_before_with_hospital_discharge_date                           253\n",
      "hospital_admission                                               500\n",
      "ae_attendance                                                    500\n",
      "ae_attendance_hosp_discharge                                     500\n",
      "ae_attendance_count                                              500\n",
      "ae_before_with_covid                                             500\n",
      "ae_before_with_hospital_discharge_covid                          500\n",
      "ae_before_with_resp                                              500\n",
      "ae_before_with_hospital_discharge_resp                           500\n",
      "ae_before_with_prim_care_suspected                               500\n",
      "ae_before_with_hospital_discharge_prim_care_suspected            500\n",
      "ae_before_with_prim_care_probable                                500\n",
      "ae_before_with_hospital_discharge_prim_care_probable             500\n",
      "ae_before_with_positive_covid_test                               500\n",
      "ae_before_with_hospital_discharge_positive_covid_test            500\n",
      "ae_before_with_positive_covid_test_2_weeks                       500\n",
      "ae_before_with_hospital_discharge_positive_covid_test_2_weeks    500\n",
      "emergency_covid_hospital_admission_after_ae                      500\n",
      "emergency_covid_hospital_admission_after_ae_hosp_discharge       500\n",
      "covid_primary_care_before_ae                                     500\n",
      "covid_primary_care_before_ae_hosp_discharge                      500\n",
      "suspected_covid_primary_care_before_ae                           500\n",
      "suspected_covid_primary_care_before_ae_hosp_discharge            500\n",
      "pos_test                                                         500\n",
      "pos_test_hosp_discharge                                          500\n",
      "pos_test_2_weeks                                                 500\n",
      "pos_test_2_weeks_hosp_discharge                                  500\n",
      "ae_cov                                                           500\n",
      "ae_cov_hosp_discharge                                            500\n",
      "ae_resp                                                          500\n",
      "ae_resp_hosp_discharge                                           500\n",
      "patient_id                                                       500\n",
      "dtype: int64\n",
      "ae_attendance_date                                               102\n",
      "ae_attendance_hosp_discharge_date                                108\n",
      "emergency_covid_hospital_admission_date                           80\n",
      "ae_before_date                                                   131\n",
      "ae_before_with_hospital_discharge_date                           128\n",
      "hospital_admission                                               255\n",
      "ae_attendance                                                    255\n",
      "ae_attendance_hosp_discharge                                     255\n",
      "ae_attendance_count                                              255\n",
      "ae_before_with_covid                                             255\n",
      "ae_before_with_hospital_discharge_covid                          255\n",
      "ae_before_with_resp                                              255\n",
      "ae_before_with_hospital_discharge_resp                           255\n",
      "ae_before_with_prim_care_suspected                               255\n",
      "ae_before_with_hospital_discharge_prim_care_suspected            255\n",
      "ae_before_with_prim_care_probable                                255\n",
      "ae_before_with_hospital_discharge_prim_care_probable             255\n",
      "ae_before_with_positive_covid_test                               255\n",
      "ae_before_with_hospital_discharge_positive_covid_test            255\n",
      "ae_before_with_positive_covid_test_2_weeks                       255\n",
      "ae_before_with_hospital_discharge_positive_covid_test_2_weeks    255\n",
      "emergency_covid_hospital_admission_after_ae                      255\n",
      "emergency_covid_hospital_admission_after_ae_hosp_discharge       255\n",
      "covid_primary_care_before_ae                                     255\n",
      "covid_primary_care_before_ae_hosp_discharge                      255\n",
      "suspected_covid_primary_care_before_ae                           255\n",
      "suspected_covid_primary_care_before_ae_hosp_discharge            255\n",
      "pos_test                                                         255\n",
      "pos_test_hosp_discharge                                          255\n",
      "pos_test_2_weeks                                                 255\n",
      "pos_test_2_weeks_hosp_discharge                                  255\n",
      "ae_cov                                                           255\n",
      "ae_cov_hosp_discharge                                            255\n",
      "ae_resp                                                          255\n",
      "ae_resp_hosp_discharge                                           255\n",
      "patient_id                                                       255\n",
      "dtype: int64\n",
      "ae_attendance_date                                               101\n",
      "ae_attendance_hosp_discharge_date                                 98\n",
      "emergency_covid_hospital_admission_date                           66\n",
      "ae_before_date                                                   106\n",
      "ae_before_with_hospital_discharge_date                           123\n",
      "hospital_admission                                               240\n",
      "ae_attendance                                                    240\n",
      "ae_attendance_hosp_discharge                                     240\n",
      "ae_attendance_count                                              240\n",
      "ae_before_with_covid                                             240\n",
      "ae_before_with_hospital_discharge_covid                          240\n",
      "ae_before_with_resp                                              240\n",
      "ae_before_with_hospital_discharge_resp                           240\n",
      "ae_before_with_prim_care_suspected                               240\n",
      "ae_before_with_hospital_discharge_prim_care_suspected            240\n",
      "ae_before_with_prim_care_probable                                240\n",
      "ae_before_with_hospital_discharge_prim_care_probable             240\n",
      "ae_before_with_positive_covid_test                               240\n",
      "ae_before_with_hospital_discharge_positive_covid_test            240\n",
      "ae_before_with_positive_covid_test_2_weeks                       240\n",
      "ae_before_with_hospital_discharge_positive_covid_test_2_weeks    240\n",
      "emergency_covid_hospital_admission_after_ae                      240\n",
      "emergency_covid_hospital_admission_after_ae_hosp_discharge       240\n",
      "covid_primary_care_before_ae                                     240\n",
      "covid_primary_care_before_ae_hosp_discharge                      240\n",
      "suspected_covid_primary_care_before_ae                           240\n",
      "suspected_covid_primary_care_before_ae_hosp_discharge            240\n",
      "pos_test                                                         240\n",
      "pos_test_hosp_discharge                                          240\n",
      "pos_test_2_weeks                                                 240\n",
      "pos_test_2_weeks_hosp_discharge                                  240\n",
      "ae_cov                                                           240\n",
      "ae_cov_hosp_discharge                                            240\n",
      "ae_resp                                                          240\n",
      "ae_resp_hosp_discharge                                           240\n",
      "patient_id                                                       240\n",
      "dtype: int64\n",
      "ae_attendance_date                                               107\n",
      "ae_attendance_hosp_discharge_date                                115\n",
      "emergency_covid_hospital_admission_date                          101\n",
      "ae_before_date                                                   134\n",
      "ae_before_with_hospital_discharge_date                           137\n",
      "hospital_admission                                               276\n",
      "ae_attendance                                                    276\n",
      "ae_attendance_hosp_discharge                                     276\n",
      "ae_attendance_count                                              276\n",
      "ae_before_with_covid                                             276\n",
      "ae_before_with_hospital_discharge_covid                          276\n",
      "ae_before_with_resp                                              276\n",
      "ae_before_with_hospital_discharge_resp                           276\n",
      "ae_before_with_prim_care_suspected                               276\n",
      "ae_before_with_hospital_discharge_prim_care_suspected            276\n",
      "ae_before_with_prim_care_probable                                276\n",
      "ae_before_with_hospital_discharge_prim_care_probable             276\n",
      "ae_before_with_positive_covid_test                               276\n",
      "ae_before_with_hospital_discharge_positive_covid_test            276\n",
      "ae_before_with_positive_covid_test_2_weeks                       276\n",
      "ae_before_with_hospital_discharge_positive_covid_test_2_weeks    276\n",
      "emergency_covid_hospital_admission_after_ae                      276\n",
      "emergency_covid_hospital_admission_after_ae_hosp_discharge       276\n",
      "covid_primary_care_before_ae                                     276\n",
      "covid_primary_care_before_ae_hosp_discharge                      276\n",
      "suspected_covid_primary_care_before_ae                           276\n",
      "suspected_covid_primary_care_before_ae_hosp_discharge            276\n",
      "pos_test                                                         276\n",
      "pos_test_hosp_discharge                                          276\n",
      "pos_test_2_weeks                                                 276\n",
      "pos_test_2_weeks_hosp_discharge                                  276\n",
      "ae_cov                                                           276\n",
      "ae_cov_hosp_discharge                                            276\n",
      "ae_resp                                                          276\n",
      "ae_resp_hosp_discharge                                           276\n",
      "patient_id                                                       276\n",
      "dtype: int64\n",
      "ae_attendance_date                                               102\n",
      "ae_attendance_hosp_discharge_date                                 98\n",
      "emergency_covid_hospital_admission_date                           79\n",
      "ae_before_date                                                   121\n",
      "ae_before_with_hospital_discharge_date                           120\n",
      "hospital_admission                                               251\n",
      "ae_attendance                                                    251\n",
      "ae_attendance_hosp_discharge                                     251\n",
      "ae_attendance_count                                              251\n",
      "ae_before_with_covid                                             251\n",
      "ae_before_with_hospital_discharge_covid                          251\n",
      "ae_before_with_resp                                              251\n",
      "ae_before_with_hospital_discharge_resp                           251\n",
      "ae_before_with_prim_care_suspected                               251\n",
      "ae_before_with_hospital_discharge_prim_care_suspected            251\n",
      "ae_before_with_prim_care_probable                                251\n",
      "ae_before_with_hospital_discharge_prim_care_probable             251\n",
      "ae_before_with_positive_covid_test                               251\n",
      "ae_before_with_hospital_discharge_positive_covid_test            251\n",
      "ae_before_with_positive_covid_test_2_weeks                       251\n",
      "ae_before_with_hospital_discharge_positive_covid_test_2_weeks    251\n",
      "emergency_covid_hospital_admission_after_ae                      251\n",
      "emergency_covid_hospital_admission_after_ae_hosp_discharge       251\n",
      "covid_primary_care_before_ae                                     251\n",
      "covid_primary_care_before_ae_hosp_discharge                      251\n",
      "suspected_covid_primary_care_before_ae                           251\n",
      "suspected_covid_primary_care_before_ae_hosp_discharge            251\n",
      "pos_test                                                         251\n",
      "pos_test_hosp_discharge                                          251\n",
      "pos_test_2_weeks                                                 251\n",
      "pos_test_2_weeks_hosp_discharge                                  251\n",
      "ae_cov                                                           251\n",
      "ae_cov_hosp_discharge                                            251\n",
      "ae_resp                                                          251\n",
      "ae_resp_hosp_discharge                                           251\n",
      "patient_id                                                       251\n",
      "dtype: int64\n",
      "ae_attendance_date                                               107\n",
      "ae_attendance_hosp_discharge_date                                115\n",
      "emergency_covid_hospital_admission_date                          101\n",
      "ae_before_date                                                   134\n",
      "ae_before_with_hospital_discharge_date                           137\n",
      "hospital_admission                                               276\n",
      "ae_attendance                                                    276\n",
      "ae_attendance_hosp_discharge                                     276\n",
      "ae_attendance_count                                              276\n",
      "ae_before_with_covid                                             276\n",
      "ae_before_with_hospital_discharge_covid                          276\n",
      "ae_before_with_resp                                              276\n",
      "ae_before_with_hospital_discharge_resp                           276\n",
      "ae_before_with_prim_care_suspected                               276\n",
      "ae_before_with_hospital_discharge_prim_care_suspected            276\n",
      "ae_before_with_prim_care_probable                                276\n",
      "ae_before_with_hospital_discharge_prim_care_probable             276\n",
      "ae_before_with_positive_covid_test                               276\n",
      "ae_before_with_hospital_discharge_positive_covid_test            276\n",
      "ae_before_with_positive_covid_test_2_weeks                       276\n",
      "ae_before_with_hospital_discharge_positive_covid_test_2_weeks    276\n",
      "emergency_covid_hospital_admission_after_ae                      276\n",
      "emergency_covid_hospital_admission_after_ae_hosp_discharge       276\n",
      "covid_primary_care_before_ae                                     276\n",
      "covid_primary_care_before_ae_hosp_discharge                      276\n",
      "suspected_covid_primary_care_before_ae                           276\n",
      "suspected_covid_primary_care_before_ae_hosp_discharge            276\n",
      "pos_test                                                         276\n",
      "pos_test_hosp_discharge                                          276\n",
      "pos_test_2_weeks                                                 276\n",
      "pos_test_2_weeks_hosp_discharge                                  276\n",
      "ae_cov                                                           276\n",
      "ae_cov_hosp_discharge                                            276\n",
      "ae_resp                                                          276\n",
      "ae_resp_hosp_discharge                                           276\n",
      "patient_id                                                       276\n",
      "dtype: int64\n",
      "ae_attendance_date                                                85\n",
      "ae_attendance_hosp_discharge_date                                 90\n",
      "emergency_covid_hospital_admission_date                           73\n",
      "ae_before_date                                                   103\n",
      "ae_before_with_hospital_discharge_date                           110\n",
      "hospital_admission                                               215\n",
      "ae_attendance                                                    215\n",
      "ae_attendance_hosp_discharge                                     215\n",
      "ae_attendance_count                                              215\n",
      "ae_before_with_covid                                             215\n",
      "ae_before_with_hospital_discharge_covid                          215\n",
      "ae_before_with_resp                                              215\n",
      "ae_before_with_hospital_discharge_resp                           215\n",
      "ae_before_with_prim_care_suspected                               215\n",
      "ae_before_with_hospital_discharge_prim_care_suspected            215\n",
      "ae_before_with_prim_care_probable                                215\n",
      "ae_before_with_hospital_discharge_prim_care_probable             215\n",
      "ae_before_with_positive_covid_test                               215\n",
      "ae_before_with_hospital_discharge_positive_covid_test            215\n",
      "ae_before_with_positive_covid_test_2_weeks                       215\n",
      "ae_before_with_hospital_discharge_positive_covid_test_2_weeks    215\n",
      "emergency_covid_hospital_admission_after_ae                      215\n",
      "emergency_covid_hospital_admission_after_ae_hosp_discharge       215\n",
      "covid_primary_care_before_ae                                     215\n",
      "covid_primary_care_before_ae_hosp_discharge                      215\n",
      "suspected_covid_primary_care_before_ae                           215\n",
      "suspected_covid_primary_care_before_ae_hosp_discharge            215\n",
      "pos_test                                                         215\n",
      "pos_test_hosp_discharge                                          215\n",
      "pos_test_2_weeks                                                 215\n",
      "pos_test_2_weeks_hosp_discharge                                  215\n",
      "ae_cov                                                           215\n",
      "ae_cov_hosp_discharge                                            215\n",
      "ae_resp                                                          215\n",
      "ae_resp_hosp_discharge                                           215\n",
      "patient_id                                                       215\n",
      "dtype: int64\n",
      "(500, 36)\n",
      "ae_attendance_date                                                93\n",
      "ae_attendance_hosp_discharge_date                                114\n",
      "emergency_covid_hospital_admission_date                           79\n",
      "ae_before_date                                                   126\n",
      "ae_before_with_hospital_discharge_date                           250\n",
      "hospital_admission                                               250\n",
      "ae_attendance                                                    250\n",
      "ae_attendance_hosp_discharge                                     250\n",
      "ae_attendance_count                                              250\n",
      "ae_before_with_covid                                             250\n",
      "ae_before_with_hospital_discharge_covid                          250\n",
      "ae_before_with_resp                                              250\n",
      "ae_before_with_hospital_discharge_resp                           250\n",
      "ae_before_with_prim_care_suspected                               250\n",
      "ae_before_with_hospital_discharge_prim_care_suspected            250\n",
      "ae_before_with_prim_care_probable                                250\n",
      "ae_before_with_hospital_discharge_prim_care_probable             250\n",
      "ae_before_with_positive_covid_test                               250\n",
      "ae_before_with_hospital_discharge_positive_covid_test            250\n",
      "ae_before_with_positive_covid_test_2_weeks                       250\n",
      "ae_before_with_hospital_discharge_positive_covid_test_2_weeks    250\n",
      "emergency_covid_hospital_admission_after_ae                      250\n",
      "emergency_covid_hospital_admission_after_ae_hosp_discharge       250\n",
      "covid_primary_care_before_ae                                     250\n",
      "covid_primary_care_before_ae_hosp_discharge                      250\n",
      "suspected_covid_primary_care_before_ae                           250\n",
      "suspected_covid_primary_care_before_ae_hosp_discharge            250\n",
      "pos_test                                                         250\n",
      "pos_test_hosp_discharge                                          250\n",
      "pos_test_2_weeks                                                 250\n",
      "pos_test_2_weeks_hosp_discharge                                  250\n",
      "ae_cov                                                           250\n",
      "ae_cov_hosp_discharge                                            250\n",
      "ae_resp                                                          250\n",
      "ae_resp_hosp_discharge                                           250\n",
      "patient_id                                                       250\n",
      "dtype: int64\n",
      "ae_attendance_date                                                99\n",
      "ae_attendance_hosp_discharge_date                                107\n",
      "emergency_covid_hospital_admission_date                           84\n",
      "ae_before_date                                                   113\n",
      "ae_before_with_hospital_discharge_date                           120\n",
      "hospital_admission                                               247\n",
      "ae_attendance                                                    247\n",
      "ae_attendance_hosp_discharge                                     247\n",
      "ae_attendance_count                                              247\n",
      "ae_before_with_covid                                             247\n",
      "ae_before_with_hospital_discharge_covid                          247\n",
      "ae_before_with_resp                                              247\n",
      "ae_before_with_hospital_discharge_resp                           247\n",
      "ae_before_with_prim_care_suspected                               247\n",
      "ae_before_with_hospital_discharge_prim_care_suspected            247\n",
      "ae_before_with_prim_care_probable                                247\n",
      "ae_before_with_hospital_discharge_prim_care_probable             247\n",
      "ae_before_with_positive_covid_test                               247\n",
      "ae_before_with_hospital_discharge_positive_covid_test            247\n",
      "ae_before_with_positive_covid_test_2_weeks                       247\n",
      "ae_before_with_hospital_discharge_positive_covid_test_2_weeks    247\n",
      "emergency_covid_hospital_admission_after_ae                      247\n",
      "emergency_covid_hospital_admission_after_ae_hosp_discharge       247\n",
      "covid_primary_care_before_ae                                     247\n",
      "covid_primary_care_before_ae_hosp_discharge                      247\n",
      "suspected_covid_primary_care_before_ae                           247\n",
      "suspected_covid_primary_care_before_ae_hosp_discharge            247\n",
      "pos_test                                                         247\n",
      "pos_test_hosp_discharge                                          247\n",
      "pos_test_2_weeks                                                 247\n",
      "pos_test_2_weeks_hosp_discharge                                  247\n",
      "ae_cov                                                           247\n",
      "ae_cov_hosp_discharge                                            247\n",
      "ae_resp                                                          247\n",
      "ae_resp_hosp_discharge                                           247\n",
      "patient_id                                                       247\n",
      "dtype: int64\n",
      "ae_attendance_date                                               102\n",
      "ae_attendance_hosp_discharge_date                                108\n",
      "emergency_covid_hospital_admission_date                           80\n",
      "ae_before_date                                                   131\n",
      "ae_before_with_hospital_discharge_date                           128\n",
      "hospital_admission                                               255\n",
      "ae_attendance                                                    255\n",
      "ae_attendance_hosp_discharge                                     255\n",
      "ae_attendance_count                                              255\n",
      "ae_before_with_covid                                             255\n",
      "ae_before_with_hospital_discharge_covid                          255\n",
      "ae_before_with_resp                                              255\n",
      "ae_before_with_hospital_discharge_resp                           255\n",
      "ae_before_with_prim_care_suspected                               255\n",
      "ae_before_with_hospital_discharge_prim_care_suspected            255\n",
      "ae_before_with_prim_care_probable                                255\n",
      "ae_before_with_hospital_discharge_prim_care_probable             255\n",
      "ae_before_with_positive_covid_test                               255\n",
      "ae_before_with_hospital_discharge_positive_covid_test            255\n",
      "ae_before_with_positive_covid_test_2_weeks                       255\n",
      "ae_before_with_hospital_discharge_positive_covid_test_2_weeks    255\n",
      "emergency_covid_hospital_admission_after_ae                      255\n",
      "emergency_covid_hospital_admission_after_ae_hosp_discharge       255\n",
      "covid_primary_care_before_ae                                     255\n",
      "covid_primary_care_before_ae_hosp_discharge                      255\n",
      "suspected_covid_primary_care_before_ae                           255\n",
      "suspected_covid_primary_care_before_ae_hosp_discharge            255\n",
      "pos_test                                                         255\n",
      "pos_test_hosp_discharge                                          255\n",
      "pos_test_2_weeks                                                 255\n",
      "pos_test_2_weeks_hosp_discharge                                  255\n",
      "ae_cov                                                           255\n",
      "ae_cov_hosp_discharge                                            255\n",
      "ae_resp                                                          255\n",
      "ae_resp_hosp_discharge                                           255\n",
      "patient_id                                                       255\n",
      "dtype: int64\n",
      "ae_attendance_date                                               192\n",
      "ae_attendance_hosp_discharge_date                                212\n",
      "emergency_covid_hospital_admission_date                          156\n",
      "ae_before_date                                                   243\n",
      "ae_before_with_hospital_discharge_date                           250\n",
      "hospital_admission                                               500\n",
      "ae_attendance                                                    500\n",
      "ae_attendance_hosp_discharge                                     500\n",
      "ae_attendance_count                                              500\n",
      "ae_before_with_covid                                             500\n",
      "ae_before_with_hospital_discharge_covid                          500\n",
      "ae_before_with_resp                                              500\n",
      "ae_before_with_hospital_discharge_resp                           500\n",
      "ae_before_with_prim_care_suspected                               500\n",
      "ae_before_with_hospital_discharge_prim_care_suspected            500\n",
      "ae_before_with_prim_care_probable                                500\n",
      "ae_before_with_hospital_discharge_prim_care_probable             500\n",
      "ae_before_with_positive_covid_test                               500\n",
      "ae_before_with_hospital_discharge_positive_covid_test            500\n",
      "ae_before_with_positive_covid_test_2_weeks                       500\n",
      "ae_before_with_hospital_discharge_positive_covid_test_2_weeks    500\n",
      "emergency_covid_hospital_admission_after_ae                      500\n",
      "emergency_covid_hospital_admission_after_ae_hosp_discharge       500\n",
      "covid_primary_care_before_ae                                     500\n",
      "covid_primary_care_before_ae_hosp_discharge                      500\n",
      "suspected_covid_primary_care_before_ae                           500\n",
      "suspected_covid_primary_care_before_ae_hosp_discharge            500\n",
      "pos_test                                                         500\n",
      "pos_test_hosp_discharge                                          500\n",
      "pos_test_2_weeks                                                 500\n",
      "pos_test_2_weeks_hosp_discharge                                  500\n",
      "ae_cov                                                           500\n",
      "ae_cov_hosp_discharge                                            500\n",
      "ae_resp                                                          500\n",
      "ae_resp_hosp_discharge                                           500\n",
      "patient_id                                                       500\n",
      "dtype: int64\n",
      "ae_attendance_date                                               103\n",
      "ae_attendance_hosp_discharge_date                                112\n",
      "emergency_covid_hospital_admission_date                           78\n",
      "ae_before_date                                                   115\n",
      "ae_before_with_hospital_discharge_date                           131\n",
      "hospital_admission                                               258\n",
      "ae_attendance                                                    258\n",
      "ae_attendance_hosp_discharge                                     258\n",
      "ae_attendance_count                                              258\n",
      "ae_before_with_covid                                             258\n",
      "ae_before_with_hospital_discharge_covid                          258\n",
      "ae_before_with_resp                                              258\n",
      "ae_before_with_hospital_discharge_resp                           258\n",
      "ae_before_with_prim_care_suspected                               258\n",
      "ae_before_with_hospital_discharge_prim_care_suspected            258\n",
      "ae_before_with_prim_care_probable                                258\n",
      "ae_before_with_hospital_discharge_prim_care_probable             258\n",
      "ae_before_with_positive_covid_test                               258\n",
      "ae_before_with_hospital_discharge_positive_covid_test            258\n",
      "ae_before_with_positive_covid_test_2_weeks                       258\n",
      "ae_before_with_hospital_discharge_positive_covid_test_2_weeks    258\n",
      "emergency_covid_hospital_admission_after_ae                      258\n",
      "emergency_covid_hospital_admission_after_ae_hosp_discharge       258\n",
      "covid_primary_care_before_ae                                     258\n",
      "covid_primary_care_before_ae_hosp_discharge                      258\n",
      "suspected_covid_primary_care_before_ae                           258\n",
      "suspected_covid_primary_care_before_ae_hosp_discharge            258\n",
      "pos_test                                                         258\n",
      "pos_test_hosp_discharge                                          258\n",
      "pos_test_2_weeks                                                 258\n",
      "pos_test_2_weeks_hosp_discharge                                  258\n",
      "ae_cov                                                           258\n",
      "ae_cov_hosp_discharge                                            258\n",
      "ae_resp                                                          258\n",
      "ae_resp_hosp_discharge                                           258\n",
      "patient_id                                                       258\n",
      "dtype: int64\n",
      "ae_attendance_date                                               106\n",
      "ae_attendance_hosp_discharge_date                                114\n",
      "emergency_covid_hospital_admission_date                           85\n",
      "ae_before_date                                                   122\n",
      "ae_before_with_hospital_discharge_date                           141\n",
      "hospital_admission                                               264\n",
      "ae_attendance                                                    264\n",
      "ae_attendance_hosp_discharge                                     264\n",
      "ae_attendance_count                                              264\n",
      "ae_before_with_covid                                             264\n",
      "ae_before_with_hospital_discharge_covid                          264\n",
      "ae_before_with_resp                                              264\n",
      "ae_before_with_hospital_discharge_resp                           264\n",
      "ae_before_with_prim_care_suspected                               264\n",
      "ae_before_with_hospital_discharge_prim_care_suspected            264\n",
      "ae_before_with_prim_care_probable                                264\n",
      "ae_before_with_hospital_discharge_prim_care_probable             264\n",
      "ae_before_with_positive_covid_test                               264\n",
      "ae_before_with_hospital_discharge_positive_covid_test            264\n",
      "ae_before_with_positive_covid_test_2_weeks                       264\n",
      "ae_before_with_hospital_discharge_positive_covid_test_2_weeks    264\n",
      "emergency_covid_hospital_admission_after_ae                      264\n",
      "emergency_covid_hospital_admission_after_ae_hosp_discharge       264\n",
      "covid_primary_care_before_ae                                     264\n",
      "covid_primary_care_before_ae_hosp_discharge                      264\n",
      "suspected_covid_primary_care_before_ae                           264\n",
      "suspected_covid_primary_care_before_ae_hosp_discharge            264\n",
      "pos_test                                                         264\n",
      "pos_test_hosp_discharge                                          264\n",
      "pos_test_2_weeks                                                 264\n",
      "pos_test_2_weeks_hosp_discharge                                  264\n",
      "ae_cov                                                           264\n",
      "ae_cov_hosp_discharge                                            264\n",
      "ae_resp                                                          264\n",
      "ae_resp_hosp_discharge                                           264\n",
      "patient_id                                                       264\n",
      "dtype: int64\n",
      "ae_attendance_date                                               101\n",
      "ae_attendance_hosp_discharge_date                                108\n",
      "emergency_covid_hospital_admission_date                           66\n",
      "ae_before_date                                                   117\n",
      "ae_before_with_hospital_discharge_date                           122\n",
      "hospital_admission                                               252\n",
      "ae_attendance                                                    252\n",
      "ae_attendance_hosp_discharge                                     252\n",
      "ae_attendance_count                                              252\n",
      "ae_before_with_covid                                             252\n",
      "ae_before_with_hospital_discharge_covid                          252\n",
      "ae_before_with_resp                                              252\n",
      "ae_before_with_hospital_discharge_resp                           252\n",
      "ae_before_with_prim_care_suspected                               252\n",
      "ae_before_with_hospital_discharge_prim_care_suspected            252\n",
      "ae_before_with_prim_care_probable                                252\n",
      "ae_before_with_hospital_discharge_prim_care_probable             252\n",
      "ae_before_with_positive_covid_test                               252\n",
      "ae_before_with_hospital_discharge_positive_covid_test            252\n",
      "ae_before_with_positive_covid_test_2_weeks                       252\n",
      "ae_before_with_hospital_discharge_positive_covid_test_2_weeks    252\n",
      "emergency_covid_hospital_admission_after_ae                      252\n",
      "emergency_covid_hospital_admission_after_ae_hosp_discharge       252\n",
      "covid_primary_care_before_ae                                     252\n",
      "covid_primary_care_before_ae_hosp_discharge                      252\n",
      "suspected_covid_primary_care_before_ae                           252\n",
      "suspected_covid_primary_care_before_ae_hosp_discharge            252\n",
      "pos_test                                                         252\n",
      "pos_test_hosp_discharge                                          252\n",
      "pos_test_2_weeks                                                 252\n",
      "pos_test_2_weeks_hosp_discharge                                  252\n",
      "ae_cov                                                           252\n",
      "ae_cov_hosp_discharge                                            252\n",
      "ae_resp                                                          252\n",
      "ae_resp_hosp_discharge                                           252\n",
      "patient_id                                                       252\n",
      "dtype: int64\n",
      "ae_attendance_date                                                83\n",
      "ae_attendance_hosp_discharge_date                                 88\n",
      "emergency_covid_hospital_admission_date                           69\n",
      "ae_before_date                                                   101\n",
      "ae_before_with_hospital_discharge_date                           109\n",
      "hospital_admission                                               207\n",
      "ae_attendance                                                    207\n",
      "ae_attendance_hosp_discharge                                     207\n",
      "ae_attendance_count                                              207\n",
      "ae_before_with_covid                                             207\n",
      "ae_before_with_hospital_discharge_covid                          207\n",
      "ae_before_with_resp                                              207\n",
      "ae_before_with_hospital_discharge_resp                           207\n",
      "ae_before_with_prim_care_suspected                               207\n",
      "ae_before_with_hospital_discharge_prim_care_suspected            207\n",
      "ae_before_with_prim_care_probable                                207\n",
      "ae_before_with_hospital_discharge_prim_care_probable             207\n",
      "ae_before_with_positive_covid_test                               207\n",
      "ae_before_with_hospital_discharge_positive_covid_test            207\n",
      "ae_before_with_positive_covid_test_2_weeks                       207\n",
      "ae_before_with_hospital_discharge_positive_covid_test_2_weeks    207\n",
      "emergency_covid_hospital_admission_after_ae                      207\n",
      "emergency_covid_hospital_admission_after_ae_hosp_discharge       207\n",
      "covid_primary_care_before_ae                                     207\n",
      "covid_primary_care_before_ae_hosp_discharge                      207\n",
      "suspected_covid_primary_care_before_ae                           207\n",
      "suspected_covid_primary_care_before_ae_hosp_discharge            207\n",
      "pos_test                                                         207\n",
      "pos_test_hosp_discharge                                          207\n",
      "pos_test_2_weeks                                                 207\n",
      "pos_test_2_weeks_hosp_discharge                                  207\n",
      "ae_cov                                                           207\n",
      "ae_cov_hosp_discharge                                            207\n",
      "ae_resp                                                          207\n",
      "ae_resp_hosp_discharge                                           207\n",
      "patient_id                                                       207\n",
      "dtype: int64\n",
      "ae_attendance_date                                               106\n",
      "ae_attendance_hosp_discharge_date                                114\n",
      "emergency_covid_hospital_admission_date                           85\n",
      "ae_before_date                                                   122\n",
      "ae_before_with_hospital_discharge_date                           141\n",
      "hospital_admission                                               264\n",
      "ae_attendance                                                    264\n",
      "ae_attendance_hosp_discharge                                     264\n",
      "ae_attendance_count                                              264\n",
      "ae_before_with_covid                                             264\n",
      "ae_before_with_hospital_discharge_covid                          264\n",
      "ae_before_with_resp                                              264\n",
      "ae_before_with_hospital_discharge_resp                           264\n",
      "ae_before_with_prim_care_suspected                               264\n",
      "ae_before_with_hospital_discharge_prim_care_suspected            264\n",
      "ae_before_with_prim_care_probable                                264\n",
      "ae_before_with_hospital_discharge_prim_care_probable             264\n",
      "ae_before_with_positive_covid_test                               264\n",
      "ae_before_with_hospital_discharge_positive_covid_test            264\n",
      "ae_before_with_positive_covid_test_2_weeks                       264\n",
      "ae_before_with_hospital_discharge_positive_covid_test_2_weeks    264\n",
      "emergency_covid_hospital_admission_after_ae                      264\n",
      "emergency_covid_hospital_admission_after_ae_hosp_discharge       264\n",
      "covid_primary_care_before_ae                                     264\n",
      "covid_primary_care_before_ae_hosp_discharge                      264\n",
      "suspected_covid_primary_care_before_ae                           264\n",
      "suspected_covid_primary_care_before_ae_hosp_discharge            264\n",
      "pos_test                                                         264\n",
      "pos_test_hosp_discharge                                          264\n",
      "pos_test_2_weeks                                                 264\n",
      "pos_test_2_weeks_hosp_discharge                                  264\n",
      "ae_cov                                                           264\n",
      "ae_cov_hosp_discharge                                            264\n",
      "ae_resp                                                          264\n",
      "ae_resp_hosp_discharge                                           264\n",
      "patient_id                                                       264\n",
      "dtype: int64\n",
      "(500, 36)\n",
      "ae_attendance_date                                                91\n",
      "ae_attendance_hosp_discharge_date                                100\n",
      "emergency_covid_hospital_admission_date                           75\n",
      "ae_before_date                                                   117\n",
      "ae_before_with_hospital_discharge_date                           253\n",
      "hospital_admission                                               253\n",
      "ae_attendance                                                    253\n",
      "ae_attendance_hosp_discharge                                     253\n",
      "ae_attendance_count                                              253\n",
      "ae_before_with_covid                                             253\n",
      "ae_before_with_hospital_discharge_covid                          253\n",
      "ae_before_with_resp                                              253\n",
      "ae_before_with_hospital_discharge_resp                           253\n",
      "ae_before_with_prim_care_suspected                               253\n",
      "ae_before_with_hospital_discharge_prim_care_suspected            253\n",
      "ae_before_with_prim_care_probable                                253\n",
      "ae_before_with_hospital_discharge_prim_care_probable             253\n",
      "ae_before_with_positive_covid_test                               253\n",
      "ae_before_with_hospital_discharge_positive_covid_test            253\n",
      "ae_before_with_positive_covid_test_2_weeks                       253\n",
      "ae_before_with_hospital_discharge_positive_covid_test_2_weeks    253\n",
      "emergency_covid_hospital_admission_after_ae                      253\n",
      "emergency_covid_hospital_admission_after_ae_hosp_discharge       253\n",
      "covid_primary_care_before_ae                                     253\n",
      "covid_primary_care_before_ae_hosp_discharge                      253\n",
      "suspected_covid_primary_care_before_ae                           253\n",
      "suspected_covid_primary_care_before_ae_hosp_discharge            253\n",
      "pos_test                                                         253\n",
      "pos_test_hosp_discharge                                          253\n",
      "pos_test_2_weeks                                                 253\n",
      "pos_test_2_weeks_hosp_discharge                                  253\n",
      "ae_cov                                                           253\n",
      "ae_cov_hosp_discharge                                            253\n",
      "ae_resp                                                          253\n",
      "ae_resp_hosp_discharge                                           253\n",
      "patient_id                                                       253\n",
      "dtype: int64\n",
      "ae_attendance_date                                               102\n",
      "ae_attendance_hosp_discharge_date                                105\n",
      "emergency_covid_hospital_admission_date                           75\n",
      "ae_before_date                                                   110\n",
      "ae_before_with_hospital_discharge_date                           135\n",
      "hospital_admission                                               252\n",
      "ae_attendance                                                    252\n",
      "ae_attendance_hosp_discharge                                     252\n",
      "ae_attendance_count                                              252\n",
      "ae_before_with_covid                                             252\n",
      "ae_before_with_hospital_discharge_covid                          252\n",
      "ae_before_with_resp                                              252\n",
      "ae_before_with_hospital_discharge_resp                           252\n",
      "ae_before_with_prim_care_suspected                               252\n",
      "ae_before_with_hospital_discharge_prim_care_suspected            252\n",
      "ae_before_with_prim_care_probable                                252\n",
      "ae_before_with_hospital_discharge_prim_care_probable             252\n",
      "ae_before_with_positive_covid_test                               252\n",
      "ae_before_with_hospital_discharge_positive_covid_test            252\n",
      "ae_before_with_positive_covid_test_2_weeks                       252\n",
      "ae_before_with_hospital_discharge_positive_covid_test_2_weeks    252\n",
      "emergency_covid_hospital_admission_after_ae                      252\n",
      "emergency_covid_hospital_admission_after_ae_hosp_discharge       252\n",
      "covid_primary_care_before_ae                                     252\n",
      "covid_primary_care_before_ae_hosp_discharge                      252\n",
      "suspected_covid_primary_care_before_ae                           252\n",
      "suspected_covid_primary_care_before_ae_hosp_discharge            252\n",
      "pos_test                                                         252\n",
      "pos_test_hosp_discharge                                          252\n",
      "pos_test_2_weeks                                                 252\n",
      "pos_test_2_weeks_hosp_discharge                                  252\n",
      "ae_cov                                                           252\n",
      "ae_cov_hosp_discharge                                            252\n",
      "ae_resp                                                          252\n",
      "ae_resp_hosp_discharge                                           252\n",
      "patient_id                                                       252\n",
      "dtype: int64\n",
      "ae_attendance_date                                               101\n",
      "ae_attendance_hosp_discharge_date                                 98\n",
      "emergency_covid_hospital_admission_date                           66\n",
      "ae_before_date                                                   106\n",
      "ae_before_with_hospital_discharge_date                           123\n",
      "hospital_admission                                               240\n",
      "ae_attendance                                                    240\n",
      "ae_attendance_hosp_discharge                                     240\n",
      "ae_attendance_count                                              240\n",
      "ae_before_with_covid                                             240\n",
      "ae_before_with_hospital_discharge_covid                          240\n",
      "ae_before_with_resp                                              240\n",
      "ae_before_with_hospital_discharge_resp                           240\n",
      "ae_before_with_prim_care_suspected                               240\n",
      "ae_before_with_hospital_discharge_prim_care_suspected            240\n",
      "ae_before_with_prim_care_probable                                240\n",
      "ae_before_with_hospital_discharge_prim_care_probable             240\n",
      "ae_before_with_positive_covid_test                               240\n",
      "ae_before_with_hospital_discharge_positive_covid_test            240\n",
      "ae_before_with_positive_covid_test_2_weeks                       240\n",
      "ae_before_with_hospital_discharge_positive_covid_test_2_weeks    240\n",
      "emergency_covid_hospital_admission_after_ae                      240\n",
      "emergency_covid_hospital_admission_after_ae_hosp_discharge       240\n",
      "covid_primary_care_before_ae                                     240\n",
      "covid_primary_care_before_ae_hosp_discharge                      240\n",
      "suspected_covid_primary_care_before_ae                           240\n",
      "suspected_covid_primary_care_before_ae_hosp_discharge            240\n",
      "pos_test                                                         240\n",
      "pos_test_hosp_discharge                                          240\n",
      "pos_test_2_weeks                                                 240\n",
      "pos_test_2_weeks_hosp_discharge                                  240\n",
      "ae_cov                                                           240\n",
      "ae_cov_hosp_discharge                                            240\n",
      "ae_resp                                                          240\n",
      "ae_resp_hosp_discharge                                           240\n",
      "patient_id                                                       240\n",
      "dtype: int64\n",
      "ae_attendance_date                                               103\n",
      "ae_attendance_hosp_discharge_date                                112\n",
      "emergency_covid_hospital_admission_date                           78\n",
      "ae_before_date                                                   115\n",
      "ae_before_with_hospital_discharge_date                           131\n",
      "hospital_admission                                               258\n",
      "ae_attendance                                                    258\n",
      "ae_attendance_hosp_discharge                                     258\n",
      "ae_attendance_count                                              258\n",
      "ae_before_with_covid                                             258\n",
      "ae_before_with_hospital_discharge_covid                          258\n",
      "ae_before_with_resp                                              258\n",
      "ae_before_with_hospital_discharge_resp                           258\n",
      "ae_before_with_prim_care_suspected                               258\n",
      "ae_before_with_hospital_discharge_prim_care_suspected            258\n",
      "ae_before_with_prim_care_probable                                258\n",
      "ae_before_with_hospital_discharge_prim_care_probable             258\n",
      "ae_before_with_positive_covid_test                               258\n",
      "ae_before_with_hospital_discharge_positive_covid_test            258\n",
      "ae_before_with_positive_covid_test_2_weeks                       258\n",
      "ae_before_with_hospital_discharge_positive_covid_test_2_weeks    258\n",
      "emergency_covid_hospital_admission_after_ae                      258\n",
      "emergency_covid_hospital_admission_after_ae_hosp_discharge       258\n",
      "covid_primary_care_before_ae                                     258\n",
      "covid_primary_care_before_ae_hosp_discharge                      258\n",
      "suspected_covid_primary_care_before_ae                           258\n",
      "suspected_covid_primary_care_before_ae_hosp_discharge            258\n",
      "pos_test                                                         258\n",
      "pos_test_hosp_discharge                                          258\n",
      "pos_test_2_weeks                                                 258\n",
      "pos_test_2_weeks_hosp_discharge                                  258\n",
      "ae_cov                                                           258\n",
      "ae_cov_hosp_discharge                                            258\n",
      "ae_resp                                                          258\n",
      "ae_resp_hosp_discharge                                           258\n",
      "patient_id                                                       258\n",
      "dtype: int64\n",
      "ae_attendance_date                                               205\n",
      "ae_attendance_hosp_discharge_date                                206\n",
      "emergency_covid_hospital_admission_date                          139\n",
      "ae_before_date                                                   237\n",
      "ae_before_with_hospital_discharge_date                           253\n",
      "hospital_admission                                               500\n",
      "ae_attendance                                                    500\n",
      "ae_attendance_hosp_discharge                                     500\n",
      "ae_attendance_count                                              500\n",
      "ae_before_with_covid                                             500\n",
      "ae_before_with_hospital_discharge_covid                          500\n",
      "ae_before_with_resp                                              500\n",
      "ae_before_with_hospital_discharge_resp                           500\n",
      "ae_before_with_prim_care_suspected                               500\n",
      "ae_before_with_hospital_discharge_prim_care_suspected            500\n",
      "ae_before_with_prim_care_probable                                500\n",
      "ae_before_with_hospital_discharge_prim_care_probable             500\n",
      "ae_before_with_positive_covid_test                               500\n",
      "ae_before_with_hospital_discharge_positive_covid_test            500\n",
      "ae_before_with_positive_covid_test_2_weeks                       500\n",
      "ae_before_with_hospital_discharge_positive_covid_test_2_weeks    500\n",
      "emergency_covid_hospital_admission_after_ae                      500\n",
      "emergency_covid_hospital_admission_after_ae_hosp_discharge       500\n",
      "covid_primary_care_before_ae                                     500\n",
      "covid_primary_care_before_ae_hosp_discharge                      500\n",
      "suspected_covid_primary_care_before_ae                           500\n",
      "suspected_covid_primary_care_before_ae_hosp_discharge            500\n",
      "pos_test                                                         500\n",
      "pos_test_hosp_discharge                                          500\n",
      "pos_test_2_weeks                                                 500\n",
      "pos_test_2_weeks_hosp_discharge                                  500\n",
      "ae_cov                                                           500\n",
      "ae_cov_hosp_discharge                                            500\n",
      "ae_resp                                                          500\n",
      "ae_resp_hosp_discharge                                           500\n",
      "patient_id                                                       500\n",
      "dtype: int64\n",
      "ae_attendance_date                                               111\n",
      "ae_attendance_hosp_discharge_date                                103\n",
      "emergency_covid_hospital_admission_date                           74\n",
      "ae_before_date                                                   121\n",
      "ae_before_with_hospital_discharge_date                           137\n",
      "hospital_admission                                               258\n",
      "ae_attendance                                                    258\n",
      "ae_attendance_hosp_discharge                                     258\n",
      "ae_attendance_count                                              258\n",
      "ae_before_with_covid                                             258\n",
      "ae_before_with_hospital_discharge_covid                          258\n",
      "ae_before_with_resp                                              258\n",
      "ae_before_with_hospital_discharge_resp                           258\n",
      "ae_before_with_prim_care_suspected                               258\n",
      "ae_before_with_hospital_discharge_prim_care_suspected            258\n",
      "ae_before_with_prim_care_probable                                258\n",
      "ae_before_with_hospital_discharge_prim_care_probable             258\n",
      "ae_before_with_positive_covid_test                               258\n",
      "ae_before_with_hospital_discharge_positive_covid_test            258\n",
      "ae_before_with_positive_covid_test_2_weeks                       258\n",
      "ae_before_with_hospital_discharge_positive_covid_test_2_weeks    258\n",
      "emergency_covid_hospital_admission_after_ae                      258\n",
      "emergency_covid_hospital_admission_after_ae_hosp_discharge       258\n",
      "covid_primary_care_before_ae                                     258\n",
      "covid_primary_care_before_ae_hosp_discharge                      258\n",
      "suspected_covid_primary_care_before_ae                           258\n",
      "suspected_covid_primary_care_before_ae_hosp_discharge            258\n",
      "pos_test                                                         258\n",
      "pos_test_hosp_discharge                                          258\n",
      "pos_test_2_weeks                                                 258\n",
      "pos_test_2_weeks_hosp_discharge                                  258\n",
      "ae_cov                                                           258\n",
      "ae_cov_hosp_discharge                                            258\n",
      "ae_resp                                                          258\n",
      "ae_resp_hosp_discharge                                           258\n",
      "patient_id                                                       258\n",
      "dtype: int64\n",
      "ae_attendance_date                                                95\n",
      "ae_attendance_hosp_discharge_date                                103\n",
      "emergency_covid_hospital_admission_date                           61\n",
      "ae_before_date                                                   107\n",
      "ae_before_with_hospital_discharge_date                           119\n",
      "hospital_admission                                               239\n",
      "ae_attendance                                                    239\n",
      "ae_attendance_hosp_discharge                                     239\n",
      "ae_attendance_count                                              239\n",
      "ae_before_with_covid                                             239\n",
      "ae_before_with_hospital_discharge_covid                          239\n",
      "ae_before_with_resp                                              239\n",
      "ae_before_with_hospital_discharge_resp                           239\n",
      "ae_before_with_prim_care_suspected                               239\n",
      "ae_before_with_hospital_discharge_prim_care_suspected            239\n",
      "ae_before_with_prim_care_probable                                239\n",
      "ae_before_with_hospital_discharge_prim_care_probable             239\n",
      "ae_before_with_positive_covid_test                               239\n",
      "ae_before_with_hospital_discharge_positive_covid_test            239\n",
      "ae_before_with_positive_covid_test_2_weeks                       239\n",
      "ae_before_with_hospital_discharge_positive_covid_test_2_weeks    239\n",
      "emergency_covid_hospital_admission_after_ae                      239\n",
      "emergency_covid_hospital_admission_after_ae_hosp_discharge       239\n",
      "covid_primary_care_before_ae                                     239\n",
      "covid_primary_care_before_ae_hosp_discharge                      239\n",
      "suspected_covid_primary_care_before_ae                           239\n",
      "suspected_covid_primary_care_before_ae_hosp_discharge            239\n",
      "pos_test                                                         239\n",
      "pos_test_hosp_discharge                                          239\n",
      "pos_test_2_weeks                                                 239\n",
      "pos_test_2_weeks_hosp_discharge                                  239\n",
      "ae_cov                                                           239\n",
      "ae_cov_hosp_discharge                                            239\n",
      "ae_resp                                                          239\n",
      "ae_resp_hosp_discharge                                           239\n",
      "patient_id                                                       239\n",
      "dtype: int64\n",
      "ae_attendance_date                                                74\n",
      "ae_attendance_hosp_discharge_date                                 72\n",
      "emergency_covid_hospital_admission_date                           55\n",
      "ae_before_date                                                    86\n",
      "ae_before_with_hospital_discharge_date                           102\n",
      "hospital_admission                                               190\n",
      "ae_attendance                                                    190\n",
      "ae_attendance_hosp_discharge                                     190\n",
      "ae_attendance_count                                              190\n",
      "ae_before_with_covid                                             190\n",
      "ae_before_with_hospital_discharge_covid                          190\n",
      "ae_before_with_resp                                              190\n",
      "ae_before_with_hospital_discharge_resp                           190\n",
      "ae_before_with_prim_care_suspected                               190\n",
      "ae_before_with_hospital_discharge_prim_care_suspected            190\n",
      "ae_before_with_prim_care_probable                                190\n",
      "ae_before_with_hospital_discharge_prim_care_probable             190\n",
      "ae_before_with_positive_covid_test                               190\n",
      "ae_before_with_hospital_discharge_positive_covid_test            190\n",
      "ae_before_with_positive_covid_test_2_weeks                       190\n",
      "ae_before_with_hospital_discharge_positive_covid_test_2_weeks    190\n",
      "emergency_covid_hospital_admission_after_ae                      190\n",
      "emergency_covid_hospital_admission_after_ae_hosp_discharge       190\n",
      "covid_primary_care_before_ae                                     190\n",
      "covid_primary_care_before_ae_hosp_discharge                      190\n",
      "suspected_covid_primary_care_before_ae                           190\n",
      "suspected_covid_primary_care_before_ae_hosp_discharge            190\n",
      "pos_test                                                         190\n",
      "pos_test_hosp_discharge                                          190\n",
      "pos_test_2_weeks                                                 190\n",
      "pos_test_2_weeks_hosp_discharge                                  190\n",
      "ae_cov                                                           190\n",
      "ae_cov_hosp_discharge                                            190\n",
      "ae_resp                                                          190\n",
      "ae_resp_hosp_discharge                                           190\n",
      "patient_id                                                       190\n",
      "dtype: int64\n",
      "ae_attendance_date                                               111\n",
      "ae_attendance_hosp_discharge_date                                103\n",
      "emergency_covid_hospital_admission_date                           74\n",
      "ae_before_date                                                   121\n",
      "ae_before_with_hospital_discharge_date                           137\n",
      "hospital_admission                                               258\n",
      "ae_attendance                                                    258\n",
      "ae_attendance_hosp_discharge                                     258\n",
      "ae_attendance_count                                              258\n",
      "ae_before_with_covid                                             258\n",
      "ae_before_with_hospital_discharge_covid                          258\n",
      "ae_before_with_resp                                              258\n",
      "ae_before_with_hospital_discharge_resp                           258\n",
      "ae_before_with_prim_care_suspected                               258\n",
      "ae_before_with_hospital_discharge_prim_care_suspected            258\n",
      "ae_before_with_prim_care_probable                                258\n",
      "ae_before_with_hospital_discharge_prim_care_probable             258\n",
      "ae_before_with_positive_covid_test                               258\n",
      "ae_before_with_hospital_discharge_positive_covid_test            258\n",
      "ae_before_with_positive_covid_test_2_weeks                       258\n",
      "ae_before_with_hospital_discharge_positive_covid_test_2_weeks    258\n",
      "emergency_covid_hospital_admission_after_ae                      258\n",
      "emergency_covid_hospital_admission_after_ae_hosp_discharge       258\n",
      "covid_primary_care_before_ae                                     258\n",
      "covid_primary_care_before_ae_hosp_discharge                      258\n",
      "suspected_covid_primary_care_before_ae                           258\n",
      "suspected_covid_primary_care_before_ae_hosp_discharge            258\n",
      "pos_test                                                         258\n",
      "pos_test_hosp_discharge                                          258\n",
      "pos_test_2_weeks                                                 258\n",
      "pos_test_2_weeks_hosp_discharge                                  258\n",
      "ae_cov                                                           258\n",
      "ae_cov_hosp_discharge                                            258\n",
      "ae_resp                                                          258\n",
      "ae_resp_hosp_discharge                                           258\n",
      "patient_id                                                       258\n",
      "dtype: int64\n",
      "(500, 36)\n",
      "ae_attendance_date                                                96\n",
      "ae_attendance_hosp_discharge_date                                105\n",
      "emergency_covid_hospital_admission_date                           85\n",
      "ae_before_date                                                   126\n",
      "ae_before_with_hospital_discharge_date                           255\n",
      "hospital_admission                                               255\n",
      "ae_attendance                                                    255\n",
      "ae_attendance_hosp_discharge                                     255\n",
      "ae_attendance_count                                              255\n",
      "ae_before_with_covid                                             255\n",
      "ae_before_with_hospital_discharge_covid                          255\n",
      "ae_before_with_resp                                              255\n",
      "ae_before_with_hospital_discharge_resp                           255\n",
      "ae_before_with_prim_care_suspected                               255\n",
      "ae_before_with_hospital_discharge_prim_care_suspected            255\n",
      "ae_before_with_prim_care_probable                                255\n",
      "ae_before_with_hospital_discharge_prim_care_probable             255\n",
      "ae_before_with_positive_covid_test                               255\n",
      "ae_before_with_hospital_discharge_positive_covid_test            255\n",
      "ae_before_with_positive_covid_test_2_weeks                       255\n",
      "ae_before_with_hospital_discharge_positive_covid_test_2_weeks    255\n",
      "emergency_covid_hospital_admission_after_ae                      255\n",
      "emergency_covid_hospital_admission_after_ae_hosp_discharge       255\n",
      "covid_primary_care_before_ae                                     255\n",
      "covid_primary_care_before_ae_hosp_discharge                      255\n",
      "suspected_covid_primary_care_before_ae                           255\n",
      "suspected_covid_primary_care_before_ae_hosp_discharge            255\n",
      "pos_test                                                         255\n",
      "pos_test_hosp_discharge                                          255\n",
      "pos_test_2_weeks                                                 255\n",
      "pos_test_2_weeks_hosp_discharge                                  255\n",
      "ae_cov                                                           255\n",
      "ae_cov_hosp_discharge                                            255\n",
      "ae_resp                                                          255\n",
      "ae_resp_hosp_discharge                                           255\n",
      "patient_id                                                       255\n",
      "dtype: int64\n",
      "ae_attendance_date                                               106\n",
      "ae_attendance_hosp_discharge_date                                 99\n",
      "emergency_covid_hospital_admission_date                           88\n",
      "ae_before_date                                                   125\n",
      "ae_before_with_hospital_discharge_date                           137\n",
      "hospital_admission                                               262\n",
      "ae_attendance                                                    262\n",
      "ae_attendance_hosp_discharge                                     262\n",
      "ae_attendance_count                                              262\n",
      "ae_before_with_covid                                             262\n",
      "ae_before_with_hospital_discharge_covid                          262\n",
      "ae_before_with_resp                                              262\n",
      "ae_before_with_hospital_discharge_resp                           262\n",
      "ae_before_with_prim_care_suspected                               262\n",
      "ae_before_with_hospital_discharge_prim_care_suspected            262\n",
      "ae_before_with_prim_care_probable                                262\n",
      "ae_before_with_hospital_discharge_prim_care_probable             262\n",
      "ae_before_with_positive_covid_test                               262\n",
      "ae_before_with_hospital_discharge_positive_covid_test            262\n",
      "ae_before_with_positive_covid_test_2_weeks                       262\n",
      "ae_before_with_hospital_discharge_positive_covid_test_2_weeks    262\n",
      "emergency_covid_hospital_admission_after_ae                      262\n",
      "emergency_covid_hospital_admission_after_ae_hosp_discharge       262\n",
      "covid_primary_care_before_ae                                     262\n",
      "covid_primary_care_before_ae_hosp_discharge                      262\n",
      "suspected_covid_primary_care_before_ae                           262\n",
      "suspected_covid_primary_care_before_ae_hosp_discharge            262\n",
      "pos_test                                                         262\n",
      "pos_test_hosp_discharge                                          262\n",
      "pos_test_2_weeks                                                 262\n",
      "pos_test_2_weeks_hosp_discharge                                  262\n",
      "ae_cov                                                           262\n",
      "ae_cov_hosp_discharge                                            262\n",
      "ae_resp                                                          262\n",
      "ae_resp_hosp_discharge                                           262\n",
      "patient_id                                                       262\n",
      "dtype: int64\n",
      "ae_attendance_date                                               107\n",
      "ae_attendance_hosp_discharge_date                                115\n",
      "emergency_covid_hospital_admission_date                          101\n",
      "ae_before_date                                                   134\n",
      "ae_before_with_hospital_discharge_date                           137\n",
      "hospital_admission                                               276\n",
      "ae_attendance                                                    276\n",
      "ae_attendance_hosp_discharge                                     276\n",
      "ae_attendance_count                                              276\n",
      "ae_before_with_covid                                             276\n",
      "ae_before_with_hospital_discharge_covid                          276\n",
      "ae_before_with_resp                                              276\n",
      "ae_before_with_hospital_discharge_resp                           276\n",
      "ae_before_with_prim_care_suspected                               276\n",
      "ae_before_with_hospital_discharge_prim_care_suspected            276\n",
      "ae_before_with_prim_care_probable                                276\n",
      "ae_before_with_hospital_discharge_prim_care_probable             276\n",
      "ae_before_with_positive_covid_test                               276\n",
      "ae_before_with_hospital_discharge_positive_covid_test            276\n",
      "ae_before_with_positive_covid_test_2_weeks                       276\n",
      "ae_before_with_hospital_discharge_positive_covid_test_2_weeks    276\n",
      "emergency_covid_hospital_admission_after_ae                      276\n",
      "emergency_covid_hospital_admission_after_ae_hosp_discharge       276\n",
      "covid_primary_care_before_ae                                     276\n",
      "covid_primary_care_before_ae_hosp_discharge                      276\n",
      "suspected_covid_primary_care_before_ae                           276\n",
      "suspected_covid_primary_care_before_ae_hosp_discharge            276\n",
      "pos_test                                                         276\n",
      "pos_test_hosp_discharge                                          276\n",
      "pos_test_2_weeks                                                 276\n",
      "pos_test_2_weeks_hosp_discharge                                  276\n",
      "ae_cov                                                           276\n",
      "ae_cov_hosp_discharge                                            276\n",
      "ae_resp                                                          276\n",
      "ae_resp_hosp_discharge                                           276\n",
      "patient_id                                                       276\n",
      "dtype: int64\n",
      "ae_attendance_date                                               106\n",
      "ae_attendance_hosp_discharge_date                                114\n",
      "emergency_covid_hospital_admission_date                           85\n",
      "ae_before_date                                                   122\n",
      "ae_before_with_hospital_discharge_date                           141\n",
      "hospital_admission                                               264\n",
      "ae_attendance                                                    264\n",
      "ae_attendance_hosp_discharge                                     264\n",
      "ae_attendance_count                                              264\n",
      "ae_before_with_covid                                             264\n",
      "ae_before_with_hospital_discharge_covid                          264\n",
      "ae_before_with_resp                                              264\n",
      "ae_before_with_hospital_discharge_resp                           264\n",
      "ae_before_with_prim_care_suspected                               264\n",
      "ae_before_with_hospital_discharge_prim_care_suspected            264\n",
      "ae_before_with_prim_care_probable                                264\n",
      "ae_before_with_hospital_discharge_prim_care_probable             264\n",
      "ae_before_with_positive_covid_test                               264\n",
      "ae_before_with_hospital_discharge_positive_covid_test            264\n",
      "ae_before_with_positive_covid_test_2_weeks                       264\n",
      "ae_before_with_hospital_discharge_positive_covid_test_2_weeks    264\n",
      "emergency_covid_hospital_admission_after_ae                      264\n",
      "emergency_covid_hospital_admission_after_ae_hosp_discharge       264\n",
      "covid_primary_care_before_ae                                     264\n",
      "covid_primary_care_before_ae_hosp_discharge                      264\n",
      "suspected_covid_primary_care_before_ae                           264\n",
      "suspected_covid_primary_care_before_ae_hosp_discharge            264\n",
      "pos_test                                                         264\n",
      "pos_test_hosp_discharge                                          264\n",
      "pos_test_2_weeks                                                 264\n",
      "pos_test_2_weeks_hosp_discharge                                  264\n",
      "ae_cov                                                           264\n",
      "ae_cov_hosp_discharge                                            264\n",
      "ae_resp                                                          264\n",
      "ae_resp_hosp_discharge                                           264\n",
      "patient_id                                                       264\n",
      "dtype: int64\n",
      "ae_attendance_date                                               111\n",
      "ae_attendance_hosp_discharge_date                                103\n",
      "emergency_covid_hospital_admission_date                           74\n",
      "ae_before_date                                                   121\n",
      "ae_before_with_hospital_discharge_date                           137\n",
      "hospital_admission                                               258\n",
      "ae_attendance                                                    258\n",
      "ae_attendance_hosp_discharge                                     258\n",
      "ae_attendance_count                                              258\n",
      "ae_before_with_covid                                             258\n",
      "ae_before_with_hospital_discharge_covid                          258\n",
      "ae_before_with_resp                                              258\n",
      "ae_before_with_hospital_discharge_resp                           258\n",
      "ae_before_with_prim_care_suspected                               258\n",
      "ae_before_with_hospital_discharge_prim_care_suspected            258\n",
      "ae_before_with_prim_care_probable                                258\n",
      "ae_before_with_hospital_discharge_prim_care_probable             258\n",
      "ae_before_with_positive_covid_test                               258\n",
      "ae_before_with_hospital_discharge_positive_covid_test            258\n",
      "ae_before_with_positive_covid_test_2_weeks                       258\n",
      "ae_before_with_hospital_discharge_positive_covid_test_2_weeks    258\n",
      "emergency_covid_hospital_admission_after_ae                      258\n",
      "emergency_covid_hospital_admission_after_ae_hosp_discharge       258\n",
      "covid_primary_care_before_ae                                     258\n",
      "covid_primary_care_before_ae_hosp_discharge                      258\n",
      "suspected_covid_primary_care_before_ae                           258\n",
      "suspected_covid_primary_care_before_ae_hosp_discharge            258\n",
      "pos_test                                                         258\n",
      "pos_test_hosp_discharge                                          258\n",
      "pos_test_2_weeks                                                 258\n",
      "pos_test_2_weeks_hosp_discharge                                  258\n",
      "ae_cov                                                           258\n",
      "ae_cov_hosp_discharge                                            258\n",
      "ae_resp                                                          258\n",
      "ae_resp_hosp_discharge                                           258\n",
      "patient_id                                                       258\n",
      "dtype: int64\n",
      "ae_attendance_date                                               202\n",
      "ae_attendance_hosp_discharge_date                                198\n",
      "emergency_covid_hospital_admission_date                          163\n",
      "ae_before_date                                                   244\n",
      "ae_before_with_hospital_discharge_date                           255\n",
      "hospital_admission                                               500\n",
      "ae_attendance                                                    500\n",
      "ae_attendance_hosp_discharge                                     500\n",
      "ae_attendance_count                                              500\n",
      "ae_before_with_covid                                             500\n",
      "ae_before_with_hospital_discharge_covid                          500\n",
      "ae_before_with_resp                                              500\n",
      "ae_before_with_hospital_discharge_resp                           500\n",
      "ae_before_with_prim_care_suspected                               500\n",
      "ae_before_with_hospital_discharge_prim_care_suspected            500\n",
      "ae_before_with_prim_care_probable                                500\n",
      "ae_before_with_hospital_discharge_prim_care_probable             500\n",
      "ae_before_with_positive_covid_test                               500\n",
      "ae_before_with_hospital_discharge_positive_covid_test            500\n",
      "ae_before_with_positive_covid_test_2_weeks                       500\n",
      "ae_before_with_hospital_discharge_positive_covid_test_2_weeks    500\n",
      "emergency_covid_hospital_admission_after_ae                      500\n",
      "emergency_covid_hospital_admission_after_ae_hosp_discharge       500\n",
      "covid_primary_care_before_ae                                     500\n",
      "covid_primary_care_before_ae_hosp_discharge                      500\n",
      "suspected_covid_primary_care_before_ae                           500\n",
      "suspected_covid_primary_care_before_ae_hosp_discharge            500\n",
      "pos_test                                                         500\n",
      "pos_test_hosp_discharge                                          500\n",
      "pos_test_2_weeks                                                 500\n",
      "pos_test_2_weeks_hosp_discharge                                  500\n",
      "ae_cov                                                           500\n",
      "ae_cov_hosp_discharge                                            500\n",
      "ae_resp                                                          500\n",
      "ae_resp_hosp_discharge                                           500\n",
      "patient_id                                                       500\n",
      "dtype: int64\n",
      "ae_attendance_date                                               106\n",
      "ae_attendance_hosp_discharge_date                                102\n",
      "emergency_covid_hospital_admission_date                           77\n",
      "ae_before_date                                                   113\n",
      "ae_before_with_hospital_discharge_date                           118\n",
      "hospital_admission                                               246\n",
      "ae_attendance                                                    246\n",
      "ae_attendance_hosp_discharge                                     246\n",
      "ae_attendance_count                                              246\n",
      "ae_before_with_covid                                             246\n",
      "ae_before_with_hospital_discharge_covid                          246\n",
      "ae_before_with_resp                                              246\n",
      "ae_before_with_hospital_discharge_resp                           246\n",
      "ae_before_with_prim_care_suspected                               246\n",
      "ae_before_with_hospital_discharge_prim_care_suspected            246\n",
      "ae_before_with_prim_care_probable                                246\n",
      "ae_before_with_hospital_discharge_prim_care_probable             246\n",
      "ae_before_with_positive_covid_test                               246\n",
      "ae_before_with_hospital_discharge_positive_covid_test            246\n",
      "ae_before_with_positive_covid_test_2_weeks                       246\n",
      "ae_before_with_hospital_discharge_positive_covid_test_2_weeks    246\n",
      "emergency_covid_hospital_admission_after_ae                      246\n",
      "emergency_covid_hospital_admission_after_ae_hosp_discharge       246\n",
      "covid_primary_care_before_ae                                     246\n",
      "covid_primary_care_before_ae_hosp_discharge                      246\n",
      "suspected_covid_primary_care_before_ae                           246\n",
      "suspected_covid_primary_care_before_ae_hosp_discharge            246\n",
      "pos_test                                                         246\n",
      "pos_test_hosp_discharge                                          246\n",
      "pos_test_2_weeks                                                 246\n",
      "pos_test_2_weeks_hosp_discharge                                  246\n",
      "ae_cov                                                           246\n",
      "ae_cov_hosp_discharge                                            246\n",
      "ae_resp                                                          246\n",
      "ae_resp_hosp_discharge                                           246\n",
      "patient_id                                                       246\n",
      "dtype: int64\n",
      "ae_attendance_date                                               148\n",
      "ae_attendance_hosp_discharge_date                                153\n",
      "emergency_covid_hospital_admission_date                          128\n",
      "ae_before_date                                                   189\n",
      "ae_before_with_hospital_discharge_date                           198\n",
      "hospital_admission                                               386\n",
      "ae_attendance                                                    386\n",
      "ae_attendance_hosp_discharge                                     386\n",
      "ae_attendance_count                                              386\n",
      "ae_before_with_covid                                             386\n",
      "ae_before_with_hospital_discharge_covid                          386\n",
      "ae_before_with_resp                                              386\n",
      "ae_before_with_hospital_discharge_resp                           386\n",
      "ae_before_with_prim_care_suspected                               386\n",
      "ae_before_with_hospital_discharge_prim_care_suspected            386\n",
      "ae_before_with_prim_care_probable                                386\n",
      "ae_before_with_hospital_discharge_prim_care_probable             386\n",
      "ae_before_with_positive_covid_test                               386\n",
      "ae_before_with_hospital_discharge_positive_covid_test            386\n",
      "ae_before_with_positive_covid_test_2_weeks                       386\n",
      "ae_before_with_hospital_discharge_positive_covid_test_2_weeks    386\n",
      "emergency_covid_hospital_admission_after_ae                      386\n",
      "emergency_covid_hospital_admission_after_ae_hosp_discharge       386\n",
      "covid_primary_care_before_ae                                     386\n",
      "covid_primary_care_before_ae_hosp_discharge                      386\n",
      "suspected_covid_primary_care_before_ae                           386\n",
      "suspected_covid_primary_care_before_ae_hosp_discharge            386\n",
      "pos_test                                                         386\n",
      "pos_test_hosp_discharge                                          386\n",
      "pos_test_2_weeks                                                 386\n",
      "pos_test_2_weeks_hosp_discharge                                  386\n",
      "ae_cov                                                           386\n",
      "ae_cov_hosp_discharge                                            386\n",
      "ae_resp                                                          386\n",
      "ae_resp_hosp_discharge                                           386\n",
      "patient_id                                                       386\n",
      "dtype: int64\n",
      "ae_attendance_date                                               155\n",
      "ae_attendance_hosp_discharge_date                                153\n",
      "emergency_covid_hospital_admission_date                          117\n",
      "ae_before_date                                                   182\n",
      "ae_before_with_hospital_discharge_date                           204\n",
      "hospital_admission                                               384\n",
      "ae_attendance                                                    384\n",
      "ae_attendance_hosp_discharge                                     384\n",
      "ae_attendance_count                                              384\n",
      "ae_before_with_covid                                             384\n",
      "ae_before_with_hospital_discharge_covid                          384\n",
      "ae_before_with_resp                                              384\n",
      "ae_before_with_hospital_discharge_resp                           384\n",
      "ae_before_with_prim_care_suspected                               384\n",
      "ae_before_with_hospital_discharge_prim_care_suspected            384\n",
      "ae_before_with_prim_care_probable                                384\n",
      "ae_before_with_hospital_discharge_prim_care_probable             384\n",
      "ae_before_with_positive_covid_test                               384\n",
      "ae_before_with_hospital_discharge_positive_covid_test            384\n",
      "ae_before_with_positive_covid_test_2_weeks                       384\n",
      "ae_before_with_hospital_discharge_positive_covid_test_2_weeks    384\n",
      "emergency_covid_hospital_admission_after_ae                      384\n",
      "emergency_covid_hospital_admission_after_ae_hosp_discharge       384\n",
      "covid_primary_care_before_ae                                     384\n",
      "covid_primary_care_before_ae_hosp_discharge                      384\n",
      "suspected_covid_primary_care_before_ae                           384\n",
      "suspected_covid_primary_care_before_ae_hosp_discharge            384\n",
      "pos_test                                                         384\n",
      "pos_test_hosp_discharge                                          384\n",
      "pos_test_2_weeks                                                 384\n",
      "pos_test_2_weeks_hosp_discharge                                  384\n",
      "ae_cov                                                           384\n",
      "ae_cov_hosp_discharge                                            384\n",
      "ae_resp                                                          384\n",
      "ae_resp_hosp_discharge                                           384\n",
      "patient_id                                                       384\n",
      "dtype: int64\n",
      "(500, 36)\n",
      "ae_attendance_date                                                90\n",
      "ae_attendance_hosp_discharge_date                                107\n",
      "emergency_covid_hospital_admission_date                           69\n",
      "ae_before_date                                                   111\n",
      "ae_before_with_hospital_discharge_date                           241\n",
      "hospital_admission                                               241\n",
      "ae_attendance                                                    241\n",
      "ae_attendance_hosp_discharge                                     241\n",
      "ae_attendance_count                                              241\n",
      "ae_before_with_covid                                             241\n",
      "ae_before_with_hospital_discharge_covid                          241\n",
      "ae_before_with_resp                                              241\n",
      "ae_before_with_hospital_discharge_resp                           241\n",
      "ae_before_with_prim_care_suspected                               241\n",
      "ae_before_with_hospital_discharge_prim_care_suspected            241\n",
      "ae_before_with_prim_care_probable                                241\n",
      "ae_before_with_hospital_discharge_prim_care_probable             241\n",
      "ae_before_with_positive_covid_test                               241\n",
      "ae_before_with_hospital_discharge_positive_covid_test            241\n",
      "ae_before_with_positive_covid_test_2_weeks                       241\n",
      "ae_before_with_hospital_discharge_positive_covid_test_2_weeks    241\n",
      "emergency_covid_hospital_admission_after_ae                      241\n",
      "emergency_covid_hospital_admission_after_ae_hosp_discharge       241\n",
      "covid_primary_care_before_ae                                     241\n",
      "covid_primary_care_before_ae_hosp_discharge                      241\n",
      "suspected_covid_primary_care_before_ae                           241\n",
      "suspected_covid_primary_care_before_ae_hosp_discharge            241\n",
      "pos_test                                                         241\n",
      "pos_test_hosp_discharge                                          241\n",
      "pos_test_2_weeks                                                 241\n",
      "pos_test_2_weeks_hosp_discharge                                  241\n",
      "ae_cov                                                           241\n",
      "ae_cov_hosp_discharge                                            241\n",
      "ae_resp                                                          241\n",
      "ae_resp_hosp_discharge                                           241\n",
      "patient_id                                                       241\n",
      "dtype: int64\n",
      "ae_attendance_date                                               101\n",
      "ae_attendance_hosp_discharge_date                                102\n",
      "emergency_covid_hospital_admission_date                           71\n",
      "ae_before_date                                                   112\n",
      "ae_before_with_hospital_discharge_date                           124\n",
      "hospital_admission                                               247\n",
      "ae_attendance                                                    247\n",
      "ae_attendance_hosp_discharge                                     247\n",
      "ae_attendance_count                                              247\n",
      "ae_before_with_covid                                             247\n",
      "ae_before_with_hospital_discharge_covid                          247\n",
      "ae_before_with_resp                                              247\n",
      "ae_before_with_hospital_discharge_resp                           247\n",
      "ae_before_with_prim_care_suspected                               247\n",
      "ae_before_with_hospital_discharge_prim_care_suspected            247\n",
      "ae_before_with_prim_care_probable                                247\n",
      "ae_before_with_hospital_discharge_prim_care_probable             247\n",
      "ae_before_with_positive_covid_test                               247\n",
      "ae_before_with_hospital_discharge_positive_covid_test            247\n",
      "ae_before_with_positive_covid_test_2_weeks                       247\n",
      "ae_before_with_hospital_discharge_positive_covid_test_2_weeks    247\n",
      "emergency_covid_hospital_admission_after_ae                      247\n",
      "emergency_covid_hospital_admission_after_ae_hosp_discharge       247\n",
      "covid_primary_care_before_ae                                     247\n",
      "covid_primary_care_before_ae_hosp_discharge                      247\n",
      "suspected_covid_primary_care_before_ae                           247\n",
      "suspected_covid_primary_care_before_ae_hosp_discharge            247\n",
      "pos_test                                                         247\n",
      "pos_test_hosp_discharge                                          247\n",
      "pos_test_2_weeks                                                 247\n",
      "pos_test_2_weeks_hosp_discharge                                  247\n",
      "ae_cov                                                           247\n",
      "ae_cov_hosp_discharge                                            247\n",
      "ae_resp                                                          247\n",
      "ae_resp_hosp_discharge                                           247\n",
      "patient_id                                                       247\n",
      "dtype: int64\n",
      "ae_attendance_date                                               102\n",
      "ae_attendance_hosp_discharge_date                                 98\n",
      "emergency_covid_hospital_admission_date                           79\n",
      "ae_before_date                                                   121\n",
      "ae_before_with_hospital_discharge_date                           120\n",
      "hospital_admission                                               251\n",
      "ae_attendance                                                    251\n",
      "ae_attendance_hosp_discharge                                     251\n",
      "ae_attendance_count                                              251\n",
      "ae_before_with_covid                                             251\n",
      "ae_before_with_hospital_discharge_covid                          251\n",
      "ae_before_with_resp                                              251\n",
      "ae_before_with_hospital_discharge_resp                           251\n",
      "ae_before_with_prim_care_suspected                               251\n",
      "ae_before_with_hospital_discharge_prim_care_suspected            251\n",
      "ae_before_with_prim_care_probable                                251\n",
      "ae_before_with_hospital_discharge_prim_care_probable             251\n",
      "ae_before_with_positive_covid_test                               251\n",
      "ae_before_with_hospital_discharge_positive_covid_test            251\n",
      "ae_before_with_positive_covid_test_2_weeks                       251\n",
      "ae_before_with_hospital_discharge_positive_covid_test_2_weeks    251\n",
      "emergency_covid_hospital_admission_after_ae                      251\n",
      "emergency_covid_hospital_admission_after_ae_hosp_discharge       251\n",
      "covid_primary_care_before_ae                                     251\n",
      "covid_primary_care_before_ae_hosp_discharge                      251\n",
      "suspected_covid_primary_care_before_ae                           251\n",
      "suspected_covid_primary_care_before_ae_hosp_discharge            251\n",
      "pos_test                                                         251\n",
      "pos_test_hosp_discharge                                          251\n",
      "pos_test_2_weeks                                                 251\n",
      "pos_test_2_weeks_hosp_discharge                                  251\n",
      "ae_cov                                                           251\n",
      "ae_cov_hosp_discharge                                            251\n",
      "ae_resp                                                          251\n",
      "ae_resp_hosp_discharge                                           251\n",
      "patient_id                                                       251\n",
      "dtype: int64\n",
      "ae_attendance_date                                               101\n",
      "ae_attendance_hosp_discharge_date                                108\n",
      "emergency_covid_hospital_admission_date                           66\n",
      "ae_before_date                                                   117\n",
      "ae_before_with_hospital_discharge_date                           122\n",
      "hospital_admission                                               252\n",
      "ae_attendance                                                    252\n",
      "ae_attendance_hosp_discharge                                     252\n",
      "ae_attendance_count                                              252\n",
      "ae_before_with_covid                                             252\n",
      "ae_before_with_hospital_discharge_covid                          252\n",
      "ae_before_with_resp                                              252\n",
      "ae_before_with_hospital_discharge_resp                           252\n",
      "ae_before_with_prim_care_suspected                               252\n",
      "ae_before_with_hospital_discharge_prim_care_suspected            252\n",
      "ae_before_with_prim_care_probable                                252\n",
      "ae_before_with_hospital_discharge_prim_care_probable             252\n",
      "ae_before_with_positive_covid_test                               252\n",
      "ae_before_with_hospital_discharge_positive_covid_test            252\n",
      "ae_before_with_positive_covid_test_2_weeks                       252\n",
      "ae_before_with_hospital_discharge_positive_covid_test_2_weeks    252\n",
      "emergency_covid_hospital_admission_after_ae                      252\n",
      "emergency_covid_hospital_admission_after_ae_hosp_discharge       252\n",
      "covid_primary_care_before_ae                                     252\n",
      "covid_primary_care_before_ae_hosp_discharge                      252\n",
      "suspected_covid_primary_care_before_ae                           252\n",
      "suspected_covid_primary_care_before_ae_hosp_discharge            252\n",
      "pos_test                                                         252\n",
      "pos_test_hosp_discharge                                          252\n",
      "pos_test_2_weeks                                                 252\n",
      "pos_test_2_weeks_hosp_discharge                                  252\n",
      "ae_cov                                                           252\n",
      "ae_cov_hosp_discharge                                            252\n",
      "ae_resp                                                          252\n",
      "ae_resp_hosp_discharge                                           252\n",
      "patient_id                                                       252\n",
      "dtype: int64\n",
      "ae_attendance_date                                                95\n",
      "ae_attendance_hosp_discharge_date                                103\n",
      "emergency_covid_hospital_admission_date                           61\n",
      "ae_before_date                                                   107\n",
      "ae_before_with_hospital_discharge_date                           119\n",
      "hospital_admission                                               239\n",
      "ae_attendance                                                    239\n",
      "ae_attendance_hosp_discharge                                     239\n",
      "ae_attendance_count                                              239\n",
      "ae_before_with_covid                                             239\n",
      "ae_before_with_hospital_discharge_covid                          239\n",
      "ae_before_with_resp                                              239\n",
      "ae_before_with_hospital_discharge_resp                           239\n",
      "ae_before_with_prim_care_suspected                               239\n",
      "ae_before_with_hospital_discharge_prim_care_suspected            239\n",
      "ae_before_with_prim_care_probable                                239\n",
      "ae_before_with_hospital_discharge_prim_care_probable             239\n",
      "ae_before_with_positive_covid_test                               239\n",
      "ae_before_with_hospital_discharge_positive_covid_test            239\n",
      "ae_before_with_positive_covid_test_2_weeks                       239\n",
      "ae_before_with_hospital_discharge_positive_covid_test_2_weeks    239\n",
      "emergency_covid_hospital_admission_after_ae                      239\n",
      "emergency_covid_hospital_admission_after_ae_hosp_discharge       239\n",
      "covid_primary_care_before_ae                                     239\n",
      "covid_primary_care_before_ae_hosp_discharge                      239\n",
      "suspected_covid_primary_care_before_ae                           239\n",
      "suspected_covid_primary_care_before_ae_hosp_discharge            239\n",
      "pos_test                                                         239\n",
      "pos_test_hosp_discharge                                          239\n",
      "pos_test_2_weeks                                                 239\n",
      "pos_test_2_weeks_hosp_discharge                                  239\n",
      "ae_cov                                                           239\n",
      "ae_cov_hosp_discharge                                            239\n",
      "ae_resp                                                          239\n",
      "ae_resp_hosp_discharge                                           239\n",
      "patient_id                                                       239\n",
      "dtype: int64\n",
      "ae_attendance_date                                               106\n",
      "ae_attendance_hosp_discharge_date                                102\n",
      "emergency_covid_hospital_admission_date                           77\n",
      "ae_before_date                                                   113\n",
      "ae_before_with_hospital_discharge_date                           118\n",
      "hospital_admission                                               246\n",
      "ae_attendance                                                    246\n",
      "ae_attendance_hosp_discharge                                     246\n",
      "ae_attendance_count                                              246\n",
      "ae_before_with_covid                                             246\n",
      "ae_before_with_hospital_discharge_covid                          246\n",
      "ae_before_with_resp                                              246\n",
      "ae_before_with_hospital_discharge_resp                           246\n",
      "ae_before_with_prim_care_suspected                               246\n",
      "ae_before_with_hospital_discharge_prim_care_suspected            246\n",
      "ae_before_with_prim_care_probable                                246\n",
      "ae_before_with_hospital_discharge_prim_care_probable             246\n",
      "ae_before_with_positive_covid_test                               246\n",
      "ae_before_with_hospital_discharge_positive_covid_test            246\n",
      "ae_before_with_positive_covid_test_2_weeks                       246\n",
      "ae_before_with_hospital_discharge_positive_covid_test_2_weeks    246\n",
      "emergency_covid_hospital_admission_after_ae                      246\n",
      "emergency_covid_hospital_admission_after_ae_hosp_discharge       246\n",
      "covid_primary_care_before_ae                                     246\n",
      "covid_primary_care_before_ae_hosp_discharge                      246\n",
      "suspected_covid_primary_care_before_ae                           246\n",
      "suspected_covid_primary_care_before_ae_hosp_discharge            246\n",
      "pos_test                                                         246\n",
      "pos_test_hosp_discharge                                          246\n",
      "pos_test_2_weeks                                                 246\n",
      "pos_test_2_weeks_hosp_discharge                                  246\n",
      "ae_cov                                                           246\n",
      "ae_cov_hosp_discharge                                            246\n",
      "ae_resp                                                          246\n",
      "ae_resp_hosp_discharge                                           246\n",
      "patient_id                                                       246\n",
      "dtype: int64\n",
      "ae_attendance_date                                               204\n",
      "ae_attendance_hosp_discharge_date                                203\n",
      "emergency_covid_hospital_admission_date                          138\n",
      "ae_before_date                                                   242\n",
      "ae_before_with_hospital_discharge_date                           241\n",
      "hospital_admission                                               500\n",
      "ae_attendance                                                    500\n",
      "ae_attendance_hosp_discharge                                     500\n",
      "ae_attendance_count                                              500\n",
      "ae_before_with_covid                                             500\n",
      "ae_before_with_hospital_discharge_covid                          500\n",
      "ae_before_with_resp                                              500\n",
      "ae_before_with_hospital_discharge_resp                           500\n",
      "ae_before_with_prim_care_suspected                               500\n",
      "ae_before_with_hospital_discharge_prim_care_suspected            500\n",
      "ae_before_with_prim_care_probable                                500\n",
      "ae_before_with_hospital_discharge_prim_care_probable             500\n",
      "ae_before_with_positive_covid_test                               500\n",
      "ae_before_with_hospital_discharge_positive_covid_test            500\n",
      "ae_before_with_positive_covid_test_2_weeks                       500\n",
      "ae_before_with_hospital_discharge_positive_covid_test_2_weeks    500\n",
      "emergency_covid_hospital_admission_after_ae                      500\n",
      "emergency_covid_hospital_admission_after_ae_hosp_discharge       500\n",
      "covid_primary_care_before_ae                                     500\n",
      "covid_primary_care_before_ae_hosp_discharge                      500\n",
      "suspected_covid_primary_care_before_ae                           500\n",
      "suspected_covid_primary_care_before_ae_hosp_discharge            500\n",
      "pos_test                                                         500\n",
      "pos_test_hosp_discharge                                          500\n",
      "pos_test_2_weeks                                                 500\n",
      "pos_test_2_weeks_hosp_discharge                                  500\n",
      "ae_cov                                                           500\n",
      "ae_cov_hosp_discharge                                            500\n",
      "ae_resp                                                          500\n",
      "ae_resp_hosp_discharge                                           500\n",
      "patient_id                                                       500\n",
      "dtype: int64\n",
      "ae_attendance_date                                                78\n",
      "ae_attendance_hosp_discharge_date                                 80\n",
      "emergency_covid_hospital_admission_date                           64\n",
      "ae_before_date                                                    89\n",
      "ae_before_with_hospital_discharge_date                            94\n",
      "hospital_admission                                               193\n",
      "ae_attendance                                                    193\n",
      "ae_attendance_hosp_discharge                                     193\n",
      "ae_attendance_count                                              193\n",
      "ae_before_with_covid                                             193\n",
      "ae_before_with_hospital_discharge_covid                          193\n",
      "ae_before_with_resp                                              193\n",
      "ae_before_with_hospital_discharge_resp                           193\n",
      "ae_before_with_prim_care_suspected                               193\n",
      "ae_before_with_hospital_discharge_prim_care_suspected            193\n",
      "ae_before_with_prim_care_probable                                193\n",
      "ae_before_with_hospital_discharge_prim_care_probable             193\n",
      "ae_before_with_positive_covid_test                               193\n",
      "ae_before_with_hospital_discharge_positive_covid_test            193\n",
      "ae_before_with_positive_covid_test_2_weeks                       193\n",
      "ae_before_with_hospital_discharge_positive_covid_test_2_weeks    193\n",
      "emergency_covid_hospital_admission_after_ae                      193\n",
      "emergency_covid_hospital_admission_after_ae_hosp_discharge       193\n",
      "covid_primary_care_before_ae                                     193\n",
      "covid_primary_care_before_ae_hosp_discharge                      193\n",
      "suspected_covid_primary_care_before_ae                           193\n",
      "suspected_covid_primary_care_before_ae_hosp_discharge            193\n",
      "pos_test                                                         193\n",
      "pos_test_hosp_discharge                                          193\n",
      "pos_test_2_weeks                                                 193\n",
      "pos_test_2_weeks_hosp_discharge                                  193\n",
      "ae_cov                                                           193\n",
      "ae_cov_hosp_discharge                                            193\n",
      "ae_resp                                                          193\n",
      "ae_resp_hosp_discharge                                           193\n",
      "patient_id                                                       193\n",
      "dtype: int64\n",
      "ae_attendance_date                                                77\n",
      "ae_attendance_hosp_discharge_date                                 79\n",
      "emergency_covid_hospital_admission_date                           52\n",
      "ae_before_date                                                    82\n",
      "ae_before_with_hospital_discharge_date                            91\n",
      "hospital_admission                                               181\n",
      "ae_attendance                                                    181\n",
      "ae_attendance_hosp_discharge                                     181\n",
      "ae_attendance_count                                              181\n",
      "ae_before_with_covid                                             181\n",
      "ae_before_with_hospital_discharge_covid                          181\n",
      "ae_before_with_resp                                              181\n",
      "ae_before_with_hospital_discharge_resp                           181\n",
      "ae_before_with_prim_care_suspected                               181\n",
      "ae_before_with_hospital_discharge_prim_care_suspected            181\n",
      "ae_before_with_prim_care_probable                                181\n",
      "ae_before_with_hospital_discharge_prim_care_probable             181\n",
      "ae_before_with_positive_covid_test                               181\n",
      "ae_before_with_hospital_discharge_positive_covid_test            181\n",
      "ae_before_with_positive_covid_test_2_weeks                       181\n",
      "ae_before_with_hospital_discharge_positive_covid_test_2_weeks    181\n",
      "emergency_covid_hospital_admission_after_ae                      181\n",
      "emergency_covid_hospital_admission_after_ae_hosp_discharge       181\n",
      "covid_primary_care_before_ae                                     181\n",
      "covid_primary_care_before_ae_hosp_discharge                      181\n",
      "suspected_covid_primary_care_before_ae                           181\n",
      "suspected_covid_primary_care_before_ae_hosp_discharge            181\n",
      "pos_test                                                         181\n",
      "pos_test_hosp_discharge                                          181\n",
      "pos_test_2_weeks                                                 181\n",
      "pos_test_2_weeks_hosp_discharge                                  181\n",
      "ae_cov                                                           181\n",
      "ae_cov_hosp_discharge                                            181\n",
      "ae_resp                                                          181\n",
      "ae_resp_hosp_discharge                                           181\n",
      "patient_id                                                       181\n",
      "dtype: int64\n",
      "(386, 36)\n",
      "ae_attendance_date                                                71\n",
      "ae_attendance_hosp_discharge_date                                 83\n",
      "emergency_covid_hospital_admission_date                           65\n",
      "ae_before_date                                                    96\n",
      "ae_before_with_hospital_discharge_date                           198\n",
      "hospital_admission                                               198\n",
      "ae_attendance                                                    198\n",
      "ae_attendance_hosp_discharge                                     198\n",
      "ae_attendance_count                                              198\n",
      "ae_before_with_covid                                             198\n",
      "ae_before_with_hospital_discharge_covid                          198\n",
      "ae_before_with_resp                                              198\n",
      "ae_before_with_hospital_discharge_resp                           198\n",
      "ae_before_with_prim_care_suspected                               198\n",
      "ae_before_with_hospital_discharge_prim_care_suspected            198\n",
      "ae_before_with_prim_care_probable                                198\n",
      "ae_before_with_hospital_discharge_prim_care_probable             198\n",
      "ae_before_with_positive_covid_test                               198\n",
      "ae_before_with_hospital_discharge_positive_covid_test            198\n",
      "ae_before_with_positive_covid_test_2_weeks                       198\n",
      "ae_before_with_hospital_discharge_positive_covid_test_2_weeks    198\n",
      "emergency_covid_hospital_admission_after_ae                      198\n",
      "emergency_covid_hospital_admission_after_ae_hosp_discharge       198\n",
      "covid_primary_care_before_ae                                     198\n",
      "covid_primary_care_before_ae_hosp_discharge                      198\n",
      "suspected_covid_primary_care_before_ae                           198\n",
      "suspected_covid_primary_care_before_ae_hosp_discharge            198\n",
      "pos_test                                                         198\n",
      "pos_test_hosp_discharge                                          198\n",
      "pos_test_2_weeks                                                 198\n",
      "pos_test_2_weeks_hosp_discharge                                  198\n",
      "ae_cov                                                           198\n",
      "ae_cov_hosp_discharge                                            198\n",
      "ae_resp                                                          198\n",
      "ae_resp_hosp_discharge                                           198\n",
      "patient_id                                                       198\n",
      "dtype: int64\n",
      "ae_attendance_date                                               106\n",
      "ae_attendance_hosp_discharge_date                                 99\n",
      "emergency_covid_hospital_admission_date                           88\n",
      "ae_before_date                                                   125\n",
      "ae_before_with_hospital_discharge_date                           137\n",
      "hospital_admission                                               262\n",
      "ae_attendance                                                    262\n",
      "ae_attendance_hosp_discharge                                     262\n",
      "ae_attendance_count                                              262\n",
      "ae_before_with_covid                                             262\n",
      "ae_before_with_hospital_discharge_covid                          262\n",
      "ae_before_with_resp                                              262\n",
      "ae_before_with_hospital_discharge_resp                           262\n",
      "ae_before_with_prim_care_suspected                               262\n",
      "ae_before_with_hospital_discharge_prim_care_suspected            262\n",
      "ae_before_with_prim_care_probable                                262\n",
      "ae_before_with_hospital_discharge_prim_care_probable             262\n",
      "ae_before_with_positive_covid_test                               262\n",
      "ae_before_with_hospital_discharge_positive_covid_test            262\n",
      "ae_before_with_positive_covid_test_2_weeks                       262\n",
      "ae_before_with_hospital_discharge_positive_covid_test_2_weeks    262\n",
      "emergency_covid_hospital_admission_after_ae                      262\n",
      "emergency_covid_hospital_admission_after_ae_hosp_discharge       262\n",
      "covid_primary_care_before_ae                                     262\n",
      "covid_primary_care_before_ae_hosp_discharge                      262\n",
      "suspected_covid_primary_care_before_ae                           262\n",
      "suspected_covid_primary_care_before_ae_hosp_discharge            262\n",
      "pos_test                                                         262\n",
      "pos_test_hosp_discharge                                          262\n",
      "pos_test_2_weeks                                                 262\n",
      "pos_test_2_weeks_hosp_discharge                                  262\n",
      "ae_cov                                                           262\n",
      "ae_cov_hosp_discharge                                            262\n",
      "ae_resp                                                          262\n",
      "ae_resp_hosp_discharge                                           262\n",
      "patient_id                                                       262\n",
      "dtype: int64\n",
      "ae_attendance_date                                               107\n",
      "ae_attendance_hosp_discharge_date                                115\n",
      "emergency_covid_hospital_admission_date                          101\n",
      "ae_before_date                                                   134\n",
      "ae_before_with_hospital_discharge_date                           137\n",
      "hospital_admission                                               276\n",
      "ae_attendance                                                    276\n",
      "ae_attendance_hosp_discharge                                     276\n",
      "ae_attendance_count                                              276\n",
      "ae_before_with_covid                                             276\n",
      "ae_before_with_hospital_discharge_covid                          276\n",
      "ae_before_with_resp                                              276\n",
      "ae_before_with_hospital_discharge_resp                           276\n",
      "ae_before_with_prim_care_suspected                               276\n",
      "ae_before_with_hospital_discharge_prim_care_suspected            276\n",
      "ae_before_with_prim_care_probable                                276\n",
      "ae_before_with_hospital_discharge_prim_care_probable             276\n",
      "ae_before_with_positive_covid_test                               276\n",
      "ae_before_with_hospital_discharge_positive_covid_test            276\n",
      "ae_before_with_positive_covid_test_2_weeks                       276\n",
      "ae_before_with_hospital_discharge_positive_covid_test_2_weeks    276\n",
      "emergency_covid_hospital_admission_after_ae                      276\n",
      "emergency_covid_hospital_admission_after_ae_hosp_discharge       276\n",
      "covid_primary_care_before_ae                                     276\n",
      "covid_primary_care_before_ae_hosp_discharge                      276\n",
      "suspected_covid_primary_care_before_ae                           276\n",
      "suspected_covid_primary_care_before_ae_hosp_discharge            276\n",
      "pos_test                                                         276\n",
      "pos_test_hosp_discharge                                          276\n",
      "pos_test_2_weeks                                                 276\n",
      "pos_test_2_weeks_hosp_discharge                                  276\n",
      "ae_cov                                                           276\n",
      "ae_cov_hosp_discharge                                            276\n",
      "ae_resp                                                          276\n",
      "ae_resp_hosp_discharge                                           276\n",
      "patient_id                                                       276\n",
      "dtype: int64\n",
      "ae_attendance_date                                                83\n",
      "ae_attendance_hosp_discharge_date                                 88\n",
      "emergency_covid_hospital_admission_date                           69\n",
      "ae_before_date                                                   101\n",
      "ae_before_with_hospital_discharge_date                           109\n",
      "hospital_admission                                               207\n",
      "ae_attendance                                                    207\n",
      "ae_attendance_hosp_discharge                                     207\n",
      "ae_attendance_count                                              207\n",
      "ae_before_with_covid                                             207\n",
      "ae_before_with_hospital_discharge_covid                          207\n",
      "ae_before_with_resp                                              207\n",
      "ae_before_with_hospital_discharge_resp                           207\n",
      "ae_before_with_prim_care_suspected                               207\n",
      "ae_before_with_hospital_discharge_prim_care_suspected            207\n",
      "ae_before_with_prim_care_probable                                207\n",
      "ae_before_with_hospital_discharge_prim_care_probable             207\n",
      "ae_before_with_positive_covid_test                               207\n",
      "ae_before_with_hospital_discharge_positive_covid_test            207\n",
      "ae_before_with_positive_covid_test_2_weeks                       207\n",
      "ae_before_with_hospital_discharge_positive_covid_test_2_weeks    207\n",
      "emergency_covid_hospital_admission_after_ae                      207\n",
      "emergency_covid_hospital_admission_after_ae_hosp_discharge       207\n",
      "covid_primary_care_before_ae                                     207\n",
      "covid_primary_care_before_ae_hosp_discharge                      207\n",
      "suspected_covid_primary_care_before_ae                           207\n",
      "suspected_covid_primary_care_before_ae_hosp_discharge            207\n",
      "pos_test                                                         207\n",
      "pos_test_hosp_discharge                                          207\n",
      "pos_test_2_weeks                                                 207\n",
      "pos_test_2_weeks_hosp_discharge                                  207\n",
      "ae_cov                                                           207\n",
      "ae_cov_hosp_discharge                                            207\n",
      "ae_resp                                                          207\n",
      "ae_resp_hosp_discharge                                           207\n",
      "patient_id                                                       207\n",
      "dtype: int64\n",
      "ae_attendance_date                                                74\n",
      "ae_attendance_hosp_discharge_date                                 72\n",
      "emergency_covid_hospital_admission_date                           55\n",
      "ae_before_date                                                    86\n",
      "ae_before_with_hospital_discharge_date                           102\n",
      "hospital_admission                                               190\n",
      "ae_attendance                                                    190\n",
      "ae_attendance_hosp_discharge                                     190\n",
      "ae_attendance_count                                              190\n",
      "ae_before_with_covid                                             190\n",
      "ae_before_with_hospital_discharge_covid                          190\n",
      "ae_before_with_resp                                              190\n",
      "ae_before_with_hospital_discharge_resp                           190\n",
      "ae_before_with_prim_care_suspected                               190\n",
      "ae_before_with_hospital_discharge_prim_care_suspected            190\n",
      "ae_before_with_prim_care_probable                                190\n",
      "ae_before_with_hospital_discharge_prim_care_probable             190\n",
      "ae_before_with_positive_covid_test                               190\n",
      "ae_before_with_hospital_discharge_positive_covid_test            190\n",
      "ae_before_with_positive_covid_test_2_weeks                       190\n",
      "ae_before_with_hospital_discharge_positive_covid_test_2_weeks    190\n",
      "emergency_covid_hospital_admission_after_ae                      190\n",
      "emergency_covid_hospital_admission_after_ae_hosp_discharge       190\n",
      "covid_primary_care_before_ae                                     190\n",
      "covid_primary_care_before_ae_hosp_discharge                      190\n",
      "suspected_covid_primary_care_before_ae                           190\n",
      "suspected_covid_primary_care_before_ae_hosp_discharge            190\n",
      "pos_test                                                         190\n",
      "pos_test_hosp_discharge                                          190\n",
      "pos_test_2_weeks                                                 190\n",
      "pos_test_2_weeks_hosp_discharge                                  190\n",
      "ae_cov                                                           190\n",
      "ae_cov_hosp_discharge                                            190\n",
      "ae_resp                                                          190\n",
      "ae_resp_hosp_discharge                                           190\n",
      "patient_id                                                       190\n",
      "dtype: int64\n",
      "ae_attendance_date                                               148\n",
      "ae_attendance_hosp_discharge_date                                153\n",
      "emergency_covid_hospital_admission_date                          128\n",
      "ae_before_date                                                   189\n",
      "ae_before_with_hospital_discharge_date                           198\n",
      "hospital_admission                                               386\n",
      "ae_attendance                                                    386\n",
      "ae_attendance_hosp_discharge                                     386\n",
      "ae_attendance_count                                              386\n",
      "ae_before_with_covid                                             386\n",
      "ae_before_with_hospital_discharge_covid                          386\n",
      "ae_before_with_resp                                              386\n",
      "ae_before_with_hospital_discharge_resp                           386\n",
      "ae_before_with_prim_care_suspected                               386\n",
      "ae_before_with_hospital_discharge_prim_care_suspected            386\n",
      "ae_before_with_prim_care_probable                                386\n",
      "ae_before_with_hospital_discharge_prim_care_probable             386\n",
      "ae_before_with_positive_covid_test                               386\n",
      "ae_before_with_hospital_discharge_positive_covid_test            386\n",
      "ae_before_with_positive_covid_test_2_weeks                       386\n",
      "ae_before_with_hospital_discharge_positive_covid_test_2_weeks    386\n",
      "emergency_covid_hospital_admission_after_ae                      386\n",
      "emergency_covid_hospital_admission_after_ae_hosp_discharge       386\n",
      "covid_primary_care_before_ae                                     386\n",
      "covid_primary_care_before_ae_hosp_discharge                      386\n",
      "suspected_covid_primary_care_before_ae                           386\n",
      "suspected_covid_primary_care_before_ae_hosp_discharge            386\n",
      "pos_test                                                         386\n",
      "pos_test_hosp_discharge                                          386\n",
      "pos_test_2_weeks                                                 386\n",
      "pos_test_2_weeks_hosp_discharge                                  386\n",
      "ae_cov                                                           386\n",
      "ae_cov_hosp_discharge                                            386\n",
      "ae_resp                                                          386\n",
      "ae_resp_hosp_discharge                                           386\n",
      "patient_id                                                       386\n",
      "dtype: int64\n",
      "ae_attendance_date                                                78\n",
      "ae_attendance_hosp_discharge_date                                 80\n",
      "emergency_covid_hospital_admission_date                           64\n",
      "ae_before_date                                                    89\n",
      "ae_before_with_hospital_discharge_date                            94\n",
      "hospital_admission                                               193\n",
      "ae_attendance                                                    193\n",
      "ae_attendance_hosp_discharge                                     193\n",
      "ae_attendance_count                                              193\n",
      "ae_before_with_covid                                             193\n",
      "ae_before_with_hospital_discharge_covid                          193\n",
      "ae_before_with_resp                                              193\n",
      "ae_before_with_hospital_discharge_resp                           193\n",
      "ae_before_with_prim_care_suspected                               193\n",
      "ae_before_with_hospital_discharge_prim_care_suspected            193\n",
      "ae_before_with_prim_care_probable                                193\n",
      "ae_before_with_hospital_discharge_prim_care_probable             193\n",
      "ae_before_with_positive_covid_test                               193\n",
      "ae_before_with_hospital_discharge_positive_covid_test            193\n",
      "ae_before_with_positive_covid_test_2_weeks                       193\n",
      "ae_before_with_hospital_discharge_positive_covid_test_2_weeks    193\n",
      "emergency_covid_hospital_admission_after_ae                      193\n",
      "emergency_covid_hospital_admission_after_ae_hosp_discharge       193\n",
      "covid_primary_care_before_ae                                     193\n",
      "covid_primary_care_before_ae_hosp_discharge                      193\n",
      "suspected_covid_primary_care_before_ae                           193\n",
      "suspected_covid_primary_care_before_ae_hosp_discharge            193\n",
      "pos_test                                                         193\n",
      "pos_test_hosp_discharge                                          193\n",
      "pos_test_2_weeks                                                 193\n",
      "pos_test_2_weeks_hosp_discharge                                  193\n",
      "ae_cov                                                           193\n",
      "ae_cov_hosp_discharge                                            193\n",
      "ae_resp                                                          193\n",
      "ae_resp_hosp_discharge                                           193\n",
      "patient_id                                                       193\n",
      "dtype: int64\n",
      "ae_attendance_date                                               148\n",
      "ae_attendance_hosp_discharge_date                                153\n",
      "emergency_covid_hospital_admission_date                          128\n",
      "ae_before_date                                                   189\n",
      "ae_before_with_hospital_discharge_date                           198\n",
      "hospital_admission                                               386\n",
      "ae_attendance                                                    386\n",
      "ae_attendance_hosp_discharge                                     386\n",
      "ae_attendance_count                                              386\n",
      "ae_before_with_covid                                             386\n",
      "ae_before_with_hospital_discharge_covid                          386\n",
      "ae_before_with_resp                                              386\n",
      "ae_before_with_hospital_discharge_resp                           386\n",
      "ae_before_with_prim_care_suspected                               386\n",
      "ae_before_with_hospital_discharge_prim_care_suspected            386\n",
      "ae_before_with_prim_care_probable                                386\n",
      "ae_before_with_hospital_discharge_prim_care_probable             386\n",
      "ae_before_with_positive_covid_test                               386\n",
      "ae_before_with_hospital_discharge_positive_covid_test            386\n",
      "ae_before_with_positive_covid_test_2_weeks                       386\n",
      "ae_before_with_hospital_discharge_positive_covid_test_2_weeks    386\n",
      "emergency_covid_hospital_admission_after_ae                      386\n",
      "emergency_covid_hospital_admission_after_ae_hosp_discharge       386\n",
      "covid_primary_care_before_ae                                     386\n",
      "covid_primary_care_before_ae_hosp_discharge                      386\n",
      "suspected_covid_primary_care_before_ae                           386\n",
      "suspected_covid_primary_care_before_ae_hosp_discharge            386\n",
      "pos_test                                                         386\n",
      "pos_test_hosp_discharge                                          386\n",
      "pos_test_2_weeks                                                 386\n",
      "pos_test_2_weeks_hosp_discharge                                  386\n",
      "ae_cov                                                           386\n",
      "ae_cov_hosp_discharge                                            386\n",
      "ae_resp                                                          386\n",
      "ae_resp_hosp_discharge                                           386\n",
      "patient_id                                                       386\n",
      "dtype: int64\n",
      "ae_attendance_date                                               111\n",
      "ae_attendance_hosp_discharge_date                                115\n",
      "emergency_covid_hospital_admission_date                           92\n",
      "ae_before_date                                                   141\n",
      "ae_before_with_hospital_discharge_date                           156\n",
      "hospital_admission                                               297\n",
      "ae_attendance                                                    297\n",
      "ae_attendance_hosp_discharge                                     297\n",
      "ae_attendance_count                                              297\n",
      "ae_before_with_covid                                             297\n",
      "ae_before_with_hospital_discharge_covid                          297\n",
      "ae_before_with_resp                                              297\n",
      "ae_before_with_hospital_discharge_resp                           297\n",
      "ae_before_with_prim_care_suspected                               297\n",
      "ae_before_with_hospital_discharge_prim_care_suspected            297\n",
      "ae_before_with_prim_care_probable                                297\n",
      "ae_before_with_hospital_discharge_prim_care_probable             297\n",
      "ae_before_with_positive_covid_test                               297\n",
      "ae_before_with_hospital_discharge_positive_covid_test            297\n",
      "ae_before_with_positive_covid_test_2_weeks                       297\n",
      "ae_before_with_hospital_discharge_positive_covid_test_2_weeks    297\n",
      "emergency_covid_hospital_admission_after_ae                      297\n",
      "emergency_covid_hospital_admission_after_ae_hosp_discharge       297\n",
      "covid_primary_care_before_ae                                     297\n",
      "covid_primary_care_before_ae_hosp_discharge                      297\n",
      "suspected_covid_primary_care_before_ae                           297\n",
      "suspected_covid_primary_care_before_ae_hosp_discharge            297\n",
      "pos_test                                                         297\n",
      "pos_test_hosp_discharge                                          297\n",
      "pos_test_2_weeks                                                 297\n",
      "pos_test_2_weeks_hosp_discharge                                  297\n",
      "ae_cov                                                           297\n",
      "ae_cov_hosp_discharge                                            297\n",
      "ae_resp                                                          297\n",
      "ae_resp_hosp_discharge                                           297\n",
      "patient_id                                                       297\n",
      "dtype: int64\n",
      "(384, 36)\n",
      "ae_attendance_date                                                76\n",
      "ae_attendance_hosp_discharge_date                                 82\n",
      "emergency_covid_hospital_admission_date                           64\n",
      "ae_before_date                                                    97\n",
      "ae_before_with_hospital_discharge_date                           204\n",
      "hospital_admission                                               204\n",
      "ae_attendance                                                    204\n",
      "ae_attendance_hosp_discharge                                     204\n",
      "ae_attendance_count                                              204\n",
      "ae_before_with_covid                                             204\n",
      "ae_before_with_hospital_discharge_covid                          204\n",
      "ae_before_with_resp                                              204\n",
      "ae_before_with_hospital_discharge_resp                           204\n",
      "ae_before_with_prim_care_suspected                               204\n",
      "ae_before_with_hospital_discharge_prim_care_suspected            204\n",
      "ae_before_with_prim_care_probable                                204\n",
      "ae_before_with_hospital_discharge_prim_care_probable             204\n",
      "ae_before_with_positive_covid_test                               204\n",
      "ae_before_with_hospital_discharge_positive_covid_test            204\n",
      "ae_before_with_positive_covid_test_2_weeks                       204\n",
      "ae_before_with_hospital_discharge_positive_covid_test_2_weeks    204\n",
      "emergency_covid_hospital_admission_after_ae                      204\n",
      "emergency_covid_hospital_admission_after_ae_hosp_discharge       204\n",
      "covid_primary_care_before_ae                                     204\n",
      "covid_primary_care_before_ae_hosp_discharge                      204\n",
      "suspected_covid_primary_care_before_ae                           204\n",
      "suspected_covid_primary_care_before_ae_hosp_discharge            204\n",
      "pos_test                                                         204\n",
      "pos_test_hosp_discharge                                          204\n",
      "pos_test_2_weeks                                                 204\n",
      "pos_test_2_weeks_hosp_discharge                                  204\n",
      "ae_cov                                                           204\n",
      "ae_cov_hosp_discharge                                            204\n",
      "ae_resp                                                          204\n",
      "ae_resp_hosp_discharge                                           204\n",
      "patient_id                                                       204\n",
      "dtype: int64\n",
      "ae_attendance_date                                                79\n",
      "ae_attendance_hosp_discharge_date                                 73\n",
      "emergency_covid_hospital_admission_date                           61\n",
      "ae_before_date                                                    90\n",
      "ae_before_with_hospital_discharge_date                           110\n",
      "hospital_admission                                               199\n",
      "ae_attendance                                                    199\n",
      "ae_attendance_hosp_discharge                                     199\n",
      "ae_attendance_count                                              199\n",
      "ae_before_with_covid                                             199\n",
      "ae_before_with_hospital_discharge_covid                          199\n",
      "ae_before_with_resp                                              199\n",
      "ae_before_with_hospital_discharge_resp                           199\n",
      "ae_before_with_prim_care_suspected                               199\n",
      "ae_before_with_hospital_discharge_prim_care_suspected            199\n",
      "ae_before_with_prim_care_probable                                199\n",
      "ae_before_with_hospital_discharge_prim_care_probable             199\n",
      "ae_before_with_positive_covid_test                               199\n",
      "ae_before_with_hospital_discharge_positive_covid_test            199\n",
      "ae_before_with_positive_covid_test_2_weeks                       199\n",
      "ae_before_with_hospital_discharge_positive_covid_test_2_weeks    199\n",
      "emergency_covid_hospital_admission_after_ae                      199\n",
      "emergency_covid_hospital_admission_after_ae_hosp_discharge       199\n",
      "covid_primary_care_before_ae                                     199\n",
      "covid_primary_care_before_ae_hosp_discharge                      199\n",
      "suspected_covid_primary_care_before_ae                           199\n",
      "suspected_covid_primary_care_before_ae_hosp_discharge            199\n",
      "pos_test                                                         199\n",
      "pos_test_hosp_discharge                                          199\n",
      "pos_test_2_weeks                                                 199\n",
      "pos_test_2_weeks_hosp_discharge                                  199\n",
      "ae_cov                                                           199\n",
      "ae_cov_hosp_discharge                                            199\n",
      "ae_resp                                                          199\n",
      "ae_resp_hosp_discharge                                           199\n",
      "patient_id                                                       199\n",
      "dtype: int64\n",
      "ae_attendance_date                                                85\n",
      "ae_attendance_hosp_discharge_date                                 90\n",
      "emergency_covid_hospital_admission_date                           73\n",
      "ae_before_date                                                   103\n",
      "ae_before_with_hospital_discharge_date                           110\n",
      "hospital_admission                                               215\n",
      "ae_attendance                                                    215\n",
      "ae_attendance_hosp_discharge                                     215\n",
      "ae_attendance_count                                              215\n",
      "ae_before_with_covid                                             215\n",
      "ae_before_with_hospital_discharge_covid                          215\n",
      "ae_before_with_resp                                              215\n",
      "ae_before_with_hospital_discharge_resp                           215\n",
      "ae_before_with_prim_care_suspected                               215\n",
      "ae_before_with_hospital_discharge_prim_care_suspected            215\n",
      "ae_before_with_prim_care_probable                                215\n",
      "ae_before_with_hospital_discharge_prim_care_probable             215\n",
      "ae_before_with_positive_covid_test                               215\n",
      "ae_before_with_hospital_discharge_positive_covid_test            215\n",
      "ae_before_with_positive_covid_test_2_weeks                       215\n",
      "ae_before_with_hospital_discharge_positive_covid_test_2_weeks    215\n",
      "emergency_covid_hospital_admission_after_ae                      215\n",
      "emergency_covid_hospital_admission_after_ae_hosp_discharge       215\n",
      "covid_primary_care_before_ae                                     215\n",
      "covid_primary_care_before_ae_hosp_discharge                      215\n",
      "suspected_covid_primary_care_before_ae                           215\n",
      "suspected_covid_primary_care_before_ae_hosp_discharge            215\n",
      "pos_test                                                         215\n",
      "pos_test_hosp_discharge                                          215\n",
      "pos_test_2_weeks                                                 215\n",
      "pos_test_2_weeks_hosp_discharge                                  215\n",
      "ae_cov                                                           215\n",
      "ae_cov_hosp_discharge                                            215\n",
      "ae_resp                                                          215\n",
      "ae_resp_hosp_discharge                                           215\n",
      "patient_id                                                       215\n",
      "dtype: int64\n",
      "ae_attendance_date                                               106\n",
      "ae_attendance_hosp_discharge_date                                114\n",
      "emergency_covid_hospital_admission_date                           85\n",
      "ae_before_date                                                   122\n",
      "ae_before_with_hospital_discharge_date                           141\n",
      "hospital_admission                                               264\n",
      "ae_attendance                                                    264\n",
      "ae_attendance_hosp_discharge                                     264\n",
      "ae_attendance_count                                              264\n",
      "ae_before_with_covid                                             264\n",
      "ae_before_with_hospital_discharge_covid                          264\n",
      "ae_before_with_resp                                              264\n",
      "ae_before_with_hospital_discharge_resp                           264\n",
      "ae_before_with_prim_care_suspected                               264\n",
      "ae_before_with_hospital_discharge_prim_care_suspected            264\n",
      "ae_before_with_prim_care_probable                                264\n",
      "ae_before_with_hospital_discharge_prim_care_probable             264\n",
      "ae_before_with_positive_covid_test                               264\n",
      "ae_before_with_hospital_discharge_positive_covid_test            264\n",
      "ae_before_with_positive_covid_test_2_weeks                       264\n",
      "ae_before_with_hospital_discharge_positive_covid_test_2_weeks    264\n",
      "emergency_covid_hospital_admission_after_ae                      264\n",
      "emergency_covid_hospital_admission_after_ae_hosp_discharge       264\n",
      "covid_primary_care_before_ae                                     264\n",
      "covid_primary_care_before_ae_hosp_discharge                      264\n",
      "suspected_covid_primary_care_before_ae                           264\n",
      "suspected_covid_primary_care_before_ae_hosp_discharge            264\n",
      "pos_test                                                         264\n",
      "pos_test_hosp_discharge                                          264\n",
      "pos_test_2_weeks                                                 264\n",
      "pos_test_2_weeks_hosp_discharge                                  264\n",
      "ae_cov                                                           264\n",
      "ae_cov_hosp_discharge                                            264\n",
      "ae_resp                                                          264\n",
      "ae_resp_hosp_discharge                                           264\n",
      "patient_id                                                       264\n",
      "dtype: int64\n",
      "ae_attendance_date                                               111\n",
      "ae_attendance_hosp_discharge_date                                103\n",
      "emergency_covid_hospital_admission_date                           74\n",
      "ae_before_date                                                   121\n",
      "ae_before_with_hospital_discharge_date                           137\n",
      "hospital_admission                                               258\n",
      "ae_attendance                                                    258\n",
      "ae_attendance_hosp_discharge                                     258\n",
      "ae_attendance_count                                              258\n",
      "ae_before_with_covid                                             258\n",
      "ae_before_with_hospital_discharge_covid                          258\n",
      "ae_before_with_resp                                              258\n",
      "ae_before_with_hospital_discharge_resp                           258\n",
      "ae_before_with_prim_care_suspected                               258\n",
      "ae_before_with_hospital_discharge_prim_care_suspected            258\n",
      "ae_before_with_prim_care_probable                                258\n",
      "ae_before_with_hospital_discharge_prim_care_probable             258\n",
      "ae_before_with_positive_covid_test                               258\n",
      "ae_before_with_hospital_discharge_positive_covid_test            258\n",
      "ae_before_with_positive_covid_test_2_weeks                       258\n",
      "ae_before_with_hospital_discharge_positive_covid_test_2_weeks    258\n",
      "emergency_covid_hospital_admission_after_ae                      258\n",
      "emergency_covid_hospital_admission_after_ae_hosp_discharge       258\n",
      "covid_primary_care_before_ae                                     258\n",
      "covid_primary_care_before_ae_hosp_discharge                      258\n",
      "suspected_covid_primary_care_before_ae                           258\n",
      "suspected_covid_primary_care_before_ae_hosp_discharge            258\n",
      "pos_test                                                         258\n",
      "pos_test_hosp_discharge                                          258\n",
      "pos_test_2_weeks                                                 258\n",
      "pos_test_2_weeks_hosp_discharge                                  258\n",
      "ae_cov                                                           258\n",
      "ae_cov_hosp_discharge                                            258\n",
      "ae_resp                                                          258\n",
      "ae_resp_hosp_discharge                                           258\n",
      "patient_id                                                       258\n",
      "dtype: int64\n",
      "ae_attendance_date                                               155\n",
      "ae_attendance_hosp_discharge_date                                153\n",
      "emergency_covid_hospital_admission_date                          117\n",
      "ae_before_date                                                   182\n",
      "ae_before_with_hospital_discharge_date                           204\n",
      "hospital_admission                                               384\n",
      "ae_attendance                                                    384\n",
      "ae_attendance_hosp_discharge                                     384\n",
      "ae_attendance_count                                              384\n",
      "ae_before_with_covid                                             384\n",
      "ae_before_with_hospital_discharge_covid                          384\n",
      "ae_before_with_resp                                              384\n",
      "ae_before_with_hospital_discharge_resp                           384\n",
      "ae_before_with_prim_care_suspected                               384\n",
      "ae_before_with_hospital_discharge_prim_care_suspected            384\n",
      "ae_before_with_prim_care_probable                                384\n",
      "ae_before_with_hospital_discharge_prim_care_probable             384\n",
      "ae_before_with_positive_covid_test                               384\n",
      "ae_before_with_hospital_discharge_positive_covid_test            384\n",
      "ae_before_with_positive_covid_test_2_weeks                       384\n",
      "ae_before_with_hospital_discharge_positive_covid_test_2_weeks    384\n",
      "emergency_covid_hospital_admission_after_ae                      384\n",
      "emergency_covid_hospital_admission_after_ae_hosp_discharge       384\n",
      "covid_primary_care_before_ae                                     384\n",
      "covid_primary_care_before_ae_hosp_discharge                      384\n",
      "suspected_covid_primary_care_before_ae                           384\n",
      "suspected_covid_primary_care_before_ae_hosp_discharge            384\n",
      "pos_test                                                         384\n",
      "pos_test_hosp_discharge                                          384\n",
      "pos_test_2_weeks                                                 384\n",
      "pos_test_2_weeks_hosp_discharge                                  384\n",
      "ae_cov                                                           384\n",
      "ae_cov_hosp_discharge                                            384\n",
      "ae_resp                                                          384\n",
      "ae_resp_hosp_discharge                                           384\n",
      "patient_id                                                       384\n",
      "dtype: int64\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ae_attendance_date                                                77\n",
      "ae_attendance_hosp_discharge_date                                 79\n",
      "emergency_covid_hospital_admission_date                           52\n",
      "ae_before_date                                                    82\n",
      "ae_before_with_hospital_discharge_date                            91\n",
      "hospital_admission                                               181\n",
      "ae_attendance                                                    181\n",
      "ae_attendance_hosp_discharge                                     181\n",
      "ae_attendance_count                                              181\n",
      "ae_before_with_covid                                             181\n",
      "ae_before_with_hospital_discharge_covid                          181\n",
      "ae_before_with_resp                                              181\n",
      "ae_before_with_hospital_discharge_resp                           181\n",
      "ae_before_with_prim_care_suspected                               181\n",
      "ae_before_with_hospital_discharge_prim_care_suspected            181\n",
      "ae_before_with_prim_care_probable                                181\n",
      "ae_before_with_hospital_discharge_prim_care_probable             181\n",
      "ae_before_with_positive_covid_test                               181\n",
      "ae_before_with_hospital_discharge_positive_covid_test            181\n",
      "ae_before_with_positive_covid_test_2_weeks                       181\n",
      "ae_before_with_hospital_discharge_positive_covid_test_2_weeks    181\n",
      "emergency_covid_hospital_admission_after_ae                      181\n",
      "emergency_covid_hospital_admission_after_ae_hosp_discharge       181\n",
      "covid_primary_care_before_ae                                     181\n",
      "covid_primary_care_before_ae_hosp_discharge                      181\n",
      "suspected_covid_primary_care_before_ae                           181\n",
      "suspected_covid_primary_care_before_ae_hosp_discharge            181\n",
      "pos_test                                                         181\n",
      "pos_test_hosp_discharge                                          181\n",
      "pos_test_2_weeks                                                 181\n",
      "pos_test_2_weeks_hosp_discharge                                  181\n",
      "ae_cov                                                           181\n",
      "ae_cov_hosp_discharge                                            181\n",
      "ae_resp                                                          181\n",
      "ae_resp_hosp_discharge                                           181\n",
      "patient_id                                                       181\n",
      "dtype: int64\n",
      "ae_attendance_date                                               111\n",
      "ae_attendance_hosp_discharge_date                                115\n",
      "emergency_covid_hospital_admission_date                           92\n",
      "ae_before_date                                                   141\n",
      "ae_before_with_hospital_discharge_date                           156\n",
      "hospital_admission                                               297\n",
      "ae_attendance                                                    297\n",
      "ae_attendance_hosp_discharge                                     297\n",
      "ae_attendance_count                                              297\n",
      "ae_before_with_covid                                             297\n",
      "ae_before_with_hospital_discharge_covid                          297\n",
      "ae_before_with_resp                                              297\n",
      "ae_before_with_hospital_discharge_resp                           297\n",
      "ae_before_with_prim_care_suspected                               297\n",
      "ae_before_with_hospital_discharge_prim_care_suspected            297\n",
      "ae_before_with_prim_care_probable                                297\n",
      "ae_before_with_hospital_discharge_prim_care_probable             297\n",
      "ae_before_with_positive_covid_test                               297\n",
      "ae_before_with_hospital_discharge_positive_covid_test            297\n",
      "ae_before_with_positive_covid_test_2_weeks                       297\n",
      "ae_before_with_hospital_discharge_positive_covid_test_2_weeks    297\n",
      "emergency_covid_hospital_admission_after_ae                      297\n",
      "emergency_covid_hospital_admission_after_ae_hosp_discharge       297\n",
      "covid_primary_care_before_ae                                     297\n",
      "covid_primary_care_before_ae_hosp_discharge                      297\n",
      "suspected_covid_primary_care_before_ae                           297\n",
      "suspected_covid_primary_care_before_ae_hosp_discharge            297\n",
      "pos_test                                                         297\n",
      "pos_test_hosp_discharge                                          297\n",
      "pos_test_2_weeks                                                 297\n",
      "pos_test_2_weeks_hosp_discharge                                  297\n",
      "ae_cov                                                           297\n",
      "ae_cov_hosp_discharge                                            297\n",
      "ae_resp                                                          297\n",
      "ae_resp_hosp_discharge                                           297\n",
      "patient_id                                                       297\n",
      "dtype: int64\n",
      "ae_attendance_date                                               155\n",
      "ae_attendance_hosp_discharge_date                                153\n",
      "emergency_covid_hospital_admission_date                          117\n",
      "ae_before_date                                                   182\n",
      "ae_before_with_hospital_discharge_date                           204\n",
      "hospital_admission                                               384\n",
      "ae_attendance                                                    384\n",
      "ae_attendance_hosp_discharge                                     384\n",
      "ae_attendance_count                                              384\n",
      "ae_before_with_covid                                             384\n",
      "ae_before_with_hospital_discharge_covid                          384\n",
      "ae_before_with_resp                                              384\n",
      "ae_before_with_hospital_discharge_resp                           384\n",
      "ae_before_with_prim_care_suspected                               384\n",
      "ae_before_with_hospital_discharge_prim_care_suspected            384\n",
      "ae_before_with_prim_care_probable                                384\n",
      "ae_before_with_hospital_discharge_prim_care_probable             384\n",
      "ae_before_with_positive_covid_test                               384\n",
      "ae_before_with_hospital_discharge_positive_covid_test            384\n",
      "ae_before_with_positive_covid_test_2_weeks                       384\n",
      "ae_before_with_hospital_discharge_positive_covid_test_2_weeks    384\n",
      "emergency_covid_hospital_admission_after_ae                      384\n",
      "emergency_covid_hospital_admission_after_ae_hosp_discharge       384\n",
      "covid_primary_care_before_ae                                     384\n",
      "covid_primary_care_before_ae_hosp_discharge                      384\n",
      "suspected_covid_primary_care_before_ae                           384\n",
      "suspected_covid_primary_care_before_ae_hosp_discharge            384\n",
      "pos_test                                                         384\n",
      "pos_test_hosp_discharge                                          384\n",
      "pos_test_2_weeks                                                 384\n",
      "pos_test_2_weeks_hosp_discharge                                  384\n",
      "ae_cov                                                           384\n",
      "ae_cov_hosp_discharge                                            384\n",
      "ae_resp                                                          384\n",
      "ae_resp_hosp_discharge                                           384\n",
      "patient_id                                                       384\n",
      "dtype: int64\n"
     ]
    },
    {
     "ename": "AttributeError",
     "evalue": "'list' object has no attribute 'shape'",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mAttributeError\u001b[0m                            Traceback (most recent call last)",
      "\u001b[0;32m/var/folders/6d/gn8xz2l52x32r5r2m_yxl_vr0000gp/T/ipykernel_27658/305979952.py\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mproduce_matrix\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mcolumns_list\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0mae_hosp_before\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mae_cov_before\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mae_resp_before\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mae_prim_care_probable_before\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mae_prim_care_suspected_before\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mae_pos_test_before_2_weeks\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mae_pos_test_before\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mae_hos_resp_cov_plus_test_2_weeks\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mae_hosp_prim_care_before_plus_2_week_test\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mnames\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m\"Hospital discharge\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m\"Covid diagnosis code\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m\"Respiratory diagnosis code\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m\"Probable covid code\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m\"Suspected covid code\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m\"Recent positive test (2 weeks)\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m\"Recent positive test (4 weeks)\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m\"Diagnosis codes (resp or cov) with recent positive test\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m\"Covid in primary care with recent positive test\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m\"Recent positive test and either covid in primary care or diagnosis code (resp or cov)\"\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[0;32m/var/folders/6d/gn8xz2l52x32r5r2m_yxl_vr0000gp/T/ipykernel_27658/4145229979.py\u001b[0m in \u001b[0;36mproduce_matrix\u001b[0;34m(columns_list, names, size)\u001b[0m\n\u001b[1;32m     16\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     17\u001b[0m     \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfigure\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfigsize\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0msize\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 18\u001b[0;31m     \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mconfusion_matrix\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mshape\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     19\u001b[0m     \u001b[0mmask\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mzeros_like\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mconfusion_matrix\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     20\u001b[0m     \u001b[0mmask\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtriu_indices_from\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmask\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mk\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mTrue\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mAttributeError\u001b[0m: 'list' object has no attribute 'shape'"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 504x504 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "produce_matrix(columns_list = [ae_hosp_before, ae_cov_before, ae_resp_before, ae_prim_care_probable_before, ae_prim_care_suspected_before, ae_pos_test_before_2_weeks, ae_pos_test_before, ae_hos_resp_cov_plus_test_2_weeks, ae_hosp_prim_care_before_plus_2_week_test], names=[\"Hospital discharge\", \"Covid diagnosis code\", \"Respiratory diagnosis code\", \"Probable covid code\", \"Suspected covid code\", \"Recent positive test (2 weeks)\", \"Recent positive test (4 weeks)\", \"Diagnosis codes (resp or cov) with recent positive test\", \"Covid in primary care with recent positive test\", \"Recent positive test and either covid in primary care or diagnosis code (resp or cov)\"])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Restrict to A&E attendance with hospital discharge"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of A&E attendances with hospital discharge: 400\n"
     ]
    }
   ],
   "source": [
    "ae_with_hosp_discharge = len(df[\n",
    "    (df[\"ae_attendance_hosp_discharge_date\"].notnull())\n",
    "])\n",
    "print(f'Number of A&E attendances with hospital discharge: {ae_with_hosp_discharge}')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Method 1 - Discharge destination\n",
    "Restrict to those that attended A&E and had a hospital discharge destination (hospital ward, emergency short stay ward, icu)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number with A&E attendance with hospital discharge before admission: 500 (166.67%)\n",
      "False positives (FDR): 279 (69.75%)\n"
     ]
    }
   ],
   "source": [
    "ae_hosp_before = (df.loc[\n",
    "    df[\"ae_before_with_hospital_discharge_date\"].notnull()\n",
    ", \"patient_id\"])\n",
    "\n",
    "print(f'Number with A&E attendance with hospital discharge before admission: {len(ae_hosp_before)} ({round((len(ae_hosp_before)/num_emergency_cov_admissions)*100, 2)}%)')\n",
    "\n",
    "\n",
    "# false posisitves\n",
    "fp_ae_hosp_discharge = len(df[\n",
    "    (df[\"ae_attendance_hosp_discharge_date\"].notnull()) & \n",
    "    (df[\"emergency_covid_hospital_admission_after_ae_hosp_discharge\"]==0)\n",
    "\n",
    "])\n",
    "\n",
    "tp_ae_hosp_discharge = len(df[\n",
    "    (df[\"ae_attendance_hosp_discharge_date\"].notnull()) & \n",
    "    (df[\"emergency_covid_hospital_admission_after_ae_hosp_discharge\"]==1)\n",
    "\n",
    "])\n",
    "\n",
    "print(f'False positives (FDR): {fp_ae_hosp_discharge} ({round((fp_ae_hosp_discharge/(fp_ae_hosp_discharge + tp_ae_hosp_discharge))*100,2)}%)')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Method 2 - Diagnosis code\n",
    "Restrict to those with a COVID-19 diagnosis code or respiratory-related diagnosis code from the [emergency care diagnosis refset](https://termbrowser.nhs.uk/?perspective=full&conceptId1=991411000000109&edition=uk-edition&release=v20220216&server=https://termbrowser.nhs.uk/sct-browser-api/snomed&langRefset=900000000000508004)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number with A&E attendance and covid diagnosis code before admission: 500 (166.67%)\n",
      "Number with A&E attendance and respiratory code before admission: 500 (166.67%)\n",
      "False positives (FDR) - A&E attendance and covid diagnosis code: 348 (69.6%)\n",
      "False positives (FDR) - A&E attendance and respiratory diagnosis code: 339 (67.8%)\n"
     ]
    }
   ],
   "source": [
    "ae_cov_before = (df.loc[\n",
    "    df[\"ae_before_with_hospital_discharge_covid\"]==1\n",
    ", \"patient_id\"])\n",
    "\n",
    "ae_resp_before = (df.loc[\n",
    "    df[\"ae_before_with_hospital_discharge_resp\"]==1\n",
    ", \"patient_id\"])\n",
    "\n",
    "print(f'Number with A&E attendance and covid diagnosis code before admission: {len(ae_cov_before)} ({round((len(ae_cov_before)/num_emergency_cov_admissions)*100, 2)}%)')\n",
    "print(f'Number with A&E attendance and respiratory code before admission: {len(ae_resp_before)} ({round((len(ae_resp_before)/num_emergency_cov_admissions)*100, 2)}%)')\n",
    "\n",
    "fp_ae_cov = len(df[\n",
    "    (df[\"ae_cov_hosp_discharge\"]==1) & \n",
    "    (df[\"emergency_covid_hospital_admission_after_ae_hosp_discharge\"]==0)\n",
    "    \n",
    "])\n",
    "\n",
    "fp_ae_resp = len(df[\n",
    "    (df[\"ae_resp_hosp_discharge\"]==1) & \n",
    "    (df[\"emergency_covid_hospital_admission_after_ae_hosp_discharge\"]==0)\n",
    "    \n",
    "])\n",
    "\n",
    "tp_ae_cov = len(df[\n",
    "    (df[\"ae_cov_hosp_discharge\"]==1) & \n",
    "    (df[\"emergency_covid_hospital_admission_after_ae_hosp_discharge\"]==1)\n",
    "    \n",
    "])\n",
    "\n",
    "tp_ae_resp = len(df[\n",
    "    (df[\"ae_resp_hosp_discharge\"]==1) & \n",
    "    (df[\"emergency_covid_hospital_admission_after_ae_hosp_discharge\"]==1)\n",
    "    \n",
    "])\n",
    "\n",
    "print(f'False positives (FDR) - A&E attendance and covid diagnosis code: {fp_ae_cov} ({round((fp_ae_cov/(fp_ae_cov + tp_ae_cov))*100,2)}%)')\n",
    "print(f'False positives (FDR) - A&E attendance and respiratory diagnosis code: {fp_ae_resp} ({round((fp_ae_resp/(fp_ae_resp + tp_ae_resp))*100,2)}%)')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Method 3 - Identification in primary care\n",
    "\n",
    "Restrict to those with a probable or suspected COVID-19 code recorded in primary care in the 2 weeks prior to A&E attendance."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number with A&E attendance and recent suspected covid code in primary care before admission: 500 (166.67%)\n",
      "Number with A&E attendance and recent probable covid code in primary care before admission: 500 (166.67%)\n",
      "False positives (FDR) - A&E attendance and probable covid code in primary care: 350 (70.0%)\n",
      "False positives (FDR) - A&E attendance and suspected covid code in primary care: 351 (70.2%)\n"
     ]
    }
   ],
   "source": [
    "ae_prim_care_probable_before = (df.loc[\n",
    "    df[\"ae_before_with_hospital_discharge_prim_care_probable\"]==1\n",
    ", \"patient_id\"])\n",
    "\n",
    "ae_prim_care_suspected_before = (df.loc[\n",
    "    df[\"ae_before_with_hospital_discharge_prim_care_suspected\"]==1\n",
    ", \"patient_id\"])\n",
    "\n",
    "print(f'Number with A&E attendance and recent suspected covid code in primary care before admission: {len(ae_prim_care_suspected_before)} ({round((len(ae_prim_care_suspected_before)/num_emergency_cov_admissions)*100, 2)}%)')\n",
    "print(f'Number with A&E attendance and recent probable covid code in primary care before admission: {len(ae_prim_care_probable_before)} ({round((len(ae_prim_care_probable_before)/num_emergency_cov_admissions)*100, 2)}%)')\n",
    "\n",
    "fp_ae_suspected = len(df[\n",
    "    (df[\"suspected_covid_primary_care_before_ae_hosp_discharge\"]==1) & \n",
    "    (df[\"emergency_covid_hospital_admission_after_ae_hosp_discharge\"]==0)    \n",
    "])\n",
    "\n",
    "fp_ae_probable = len(df[\n",
    "    (df[\"covid_primary_care_before_ae_hosp_discharge\"]==1) & \n",
    "    (df[\"emergency_covid_hospital_admission_after_ae_hosp_discharge\"]==0)\n",
    "])\n",
    "\n",
    "tp_ae_suspected = len(df[\n",
    "    (df[\"suspected_covid_primary_care_before_ae_hosp_discharge\"]==1) & \n",
    "    (df[\"emergency_covid_hospital_admission_after_ae_hosp_discharge\"]==1)    \n",
    "])\n",
    "\n",
    "tp_ae_probable = len(df[\n",
    "    (df[\"covid_primary_care_before_ae_hosp_discharge\"]==1) & \n",
    "    (df[\"emergency_covid_hospital_admission_after_ae_hosp_discharge\"]==1)\n",
    "])\n",
    "\n",
    "\n",
    "print(f'False positives (FDR) - A&E attendance and probable covid code in primary care: {fp_ae_probable} ({round((fp_ae_probable/(fp_ae_probable + tp_ae_probable))*100,2)}%)')\n",
    "print(f'False positives (FDR) - A&E attendance and suspected covid code in primary care: {fp_ae_suspected} ({round((fp_ae_suspected/(fp_ae_suspected + tp_ae_suspected))*100,2)}%)')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Method 4 - Positive test result\n",
    "\n",
    "Restrict to those with a positive COVID-19 test result recorded up to 4 weeks prior to A&E attendance."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number with A&E attendance and recent positive test (2 weeks) before admission: 500 (166.67%)\n",
      "Number with A&E attendance and recent positive test (4 weeks) before admissio: 500 (166.67%)\n",
      "False positives (FDR) - A&E attendance and recent positive test (2 weeks): 336 (67.2%)\n",
      "False positives (FDR) - A&E attendance and recent positive test (4 weeks): 341 (68.2%)\n"
     ]
    }
   ],
   "source": [
    "ae_pos_test_before_2_weeks = (df.loc[\n",
    "    df[\"ae_before_with_hospital_discharge_positive_covid_test_2_weeks\"]==1\n",
    ", \"patient_id\"])\n",
    "\n",
    "ae_pos_test_before = (df.loc[\n",
    "    df[\"ae_before_with_hospital_discharge_positive_covid_test\"]==1\n",
    ", \"patient_id\"])\n",
    "\n",
    "\n",
    "print(f'Number with A&E attendance and recent positive test (2 weeks) before admission: {len(ae_pos_test_before_2_weeks)} ({round((len(ae_pos_test_before_2_weeks)/num_emergency_cov_admissions)*100, 2)}%)')\n",
    "print(f'Number with A&E attendance and recent positive test (4 weeks) before admissio: {len(ae_pos_test_before)} ({round((len(ae_pos_test_before)/num_emergency_cov_admissions)*100, 2)}%)')\n",
    "\n",
    "fp_ae_test = len(df[\n",
    "    (df[\"pos_test_hosp_discharge\"]==1) & \n",
    "    (df[\"emergency_covid_hospital_admission_after_ae_hosp_discharge\"]==0)\n",
    "    \n",
    "])\n",
    "\n",
    "fp_ae_test_2_weeks = len(df[\n",
    "    (df[\"pos_test_2_weeks_hosp_discharge\"]==1) & \n",
    "    (df[\"emergency_covid_hospital_admission_after_ae_hosp_discharge\"]==0)\n",
    "    \n",
    "])\n",
    "\n",
    "tp_ae_test = len(df[\n",
    "    (df[\"pos_test_hosp_discharge\"]==1) & \n",
    "    (df[\"emergency_covid_hospital_admission_after_ae_hosp_discharge\"]==1)\n",
    "    \n",
    "])\n",
    "\n",
    "tp_ae_test_2_weeks = len(df[\n",
    "    (df[\"pos_test_2_weeks_hosp_discharge\"]==1) & \n",
    "    (df[\"emergency_covid_hospital_admission_after_ae_hosp_discharge\"]==1)\n",
    "    \n",
    "])\n",
    "print(f'False positives (FDR) - A&E attendance and recent positive test (2 weeks): {fp_ae_test_2_weeks} ({round((fp_ae_test_2_weeks/(fp_ae_test_2_weeks + tp_ae_test_2_weeks))*100,2)}%)')\n",
    "print(f'False positives (FDR) - A&E attendance and recent positive test (4 weeks): {fp_ae_test} ({round((fp_ae_test/(fp_ae_test + tp_ae_test))*100,2)}%)')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "####  Combining approaches - A&E attendance with hospital discharge "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Diagnosis codes (resp or cov) with recent positive test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number with A&E attendance with either covid or respiratory diagnosis code and recent positive test (2 weeks) before admission: 371 (123.67%)\n",
      "False positives (FDR): 255 (65.55%)\n"
     ]
    }
   ],
   "source": [
    "ae_hos_resp_cov_plus_test_2_weeks = (df.loc[(\n",
    "        (df[\"ae_before_with_hospital_discharge_covid\"]==1) | \n",
    "        (df[\"ae_before_with_hospital_discharge_resp\"]==1) \n",
    "    )&\n",
    "    (df[\"ae_before_with_hospital_discharge_positive_covid_test_2_weeks\"]==1)\n",
    ", \"patient_id\"])\n",
    "\n",
    "fp_ae_hos_resp_cov_plus_test_2_weeks = len(df[\n",
    "    (\n",
    "        (df[\"ae_cov_hosp_discharge\"]==1) |\n",
    "        (df[\"ae_resp_hosp_discharge\"]==1)    \n",
    "    )&\n",
    "    (df[\"pos_test_2_weeks_hosp_discharge\"]==1)&\n",
    "    (df[\"emergency_covid_hospital_admission_after_ae_hosp_discharge\"]==0)\n",
    "    \n",
    "])\n",
    "\n",
    "tp_ae_hos_resp_cov_plus_test_2_weeks = len(df[\n",
    "    (\n",
    "        (df[\"ae_cov_hosp_discharge\"]==1) |\n",
    "        (df[\"ae_resp_hosp_discharge\"]==1)    \n",
    "    )&\n",
    "    (df[\"pos_test_2_weeks_hosp_discharge\"]==1)&\n",
    "    (df[\"emergency_covid_hospital_admission_after_ae_hosp_discharge\"]==1)\n",
    "    \n",
    "])\n",
    "\n",
    "print(f'Number with A&E attendance with either covid or respiratory diagnosis code and recent positive test (2 weeks) before admission: {len(ae_hos_resp_cov_plus_test_2_weeks)} ({round((len(ae_hos_resp_cov_plus_test_2_weeks)/num_emergency_cov_admissions)*100, 2)}%)')\n",
    "print(f'False positives (FDR): {fp_ae_hos_resp_cov_plus_test_2_weeks} ({round((fp_ae_hos_resp_cov_plus_test_2_weeks/(fp_ae_hos_resp_cov_plus_test_2_weeks + tp_ae_hos_resp_cov_plus_test_2_weeks))*100,2)}%)')\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Covid in primary care with recent positive test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number with A&E attendance with suspected or probable covid in primary care and recent positive test (2 weeks) before admission: 370 (123.33%)\n",
      "False positives (FDR): 250 (65.96%)\n"
     ]
    }
   ],
   "source": [
    "ae_hosp_prim_care_before_plus_2_week_test = (df.loc[(\n",
    "        (df[\"ae_before_with_hospital_discharge_prim_care_suspected\"]==1) | \n",
    "        (df[\"ae_before_with_hospital_discharge_prim_care_probable\"]==1) \n",
    "    )\n",
    "&\n",
    "    (df[\"ae_before_with_hospital_discharge_positive_covid_test_2_weeks\"]==1)\n",
    ", \"patient_id\"])\n",
    "\n",
    "fp_ae_hosp_prim_care_before_plus_2_week_test = len(df[\n",
    "    (\n",
    "        (df[\"covid_primary_care_before_ae_hosp_discharge\"]==1) |\n",
    "        (df[\"suspected_covid_primary_care_before_ae_hosp_discharge\"]==1)    \n",
    "    )&\n",
    "    (df[\"pos_test_2_weeks_hosp_discharge\"]==1)&\n",
    "    (df[\"emergency_covid_hospital_admission_after_ae_hosp_discharge\"]==0)\n",
    "    \n",
    "])\n",
    "\n",
    "tp_ae_hosp_prim_care_before_plus_2_week_test = len(df[\n",
    "    (\n",
    "        (df[\"covid_primary_care_before_ae_hosp_discharge\"]==1) |\n",
    "        (df[\"suspected_covid_primary_care_before_ae_hosp_discharge\"]==1)    \n",
    "    )&\n",
    "    (df[\"pos_test_2_weeks_hosp_discharge\"]==1)&\n",
    "    (df[\"emergency_covid_hospital_admission_after_ae_hosp_discharge\"]==1)\n",
    "    \n",
    "])\n",
    "\n",
    "print(f'Number with A&E attendance with suspected or probable covid in primary care and recent positive test (2 weeks) before admission: {len(ae_hosp_prim_care_before_plus_2_week_test)} ({round((len(ae_hosp_prim_care_before_plus_2_week_test)/num_emergency_cov_admissions)*100, 2)}%)')\n",
    "print(f'False positives (FDR): {fp_ae_hosp_prim_care_before_plus_2_week_test} ({round((fp_ae_hosp_prim_care_before_plus_2_week_test/(fp_ae_hosp_prim_care_before_plus_2_week_test + tp_ae_hosp_prim_care_before_plus_2_week_test))*100,2)}%)')\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Recent positive test and either covid in primary care or diagnosis code (resp or cov)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number with A&E attendance with recent positive test and either suspected or probable covid in primary care or a covid or respiratory diagnosis code on attendance: 469 (156.33%)\n",
      "False positives (FDR): 315 (66.46%)\n"
     ]
    }
   ],
   "source": [
    "combined_before = (df.loc[\n",
    "        (df[\"ae_before_with_hospital_discharge_positive_covid_test_2_weeks\"]==1) &\n",
    "        (\n",
    "            (df[\"ae_before_with_hospital_discharge_prim_care_suspected\"]==1) | \n",
    "            (df[\"ae_before_with_hospital_discharge_prim_care_probable\"]==1) |\n",
    "            (df[\"ae_before_with_hospital_discharge_covid\"]==1) | \n",
    "            (df[\"ae_before_with_hospital_discharge_resp\"]==1)   \n",
    "        )\n",
    ", \"patient_id\"])\n",
    "fp_combined_before = len(df[\n",
    "    (\n",
    "        (df[\"covid_primary_care_before_ae_hosp_discharge\"]==1) |\n",
    "        (df[\"suspected_covid_primary_care_before_ae_hosp_discharge\"]==1) |\n",
    "        (df[\"ae_cov_hosp_discharge\"]==1) |\n",
    "        (df[\"ae_resp_hosp_discharge\"]==1)\n",
    "        \n",
    "        \n",
    "    )&\n",
    "    (df[\"pos_test_2_weeks_hosp_discharge\"]==1)&\n",
    "    (df[\"emergency_covid_hospital_admission_after_ae_hosp_discharge\"]==0)\n",
    "    \n",
    "])\n",
    "\n",
    "tp_combined_before = len(df[\n",
    "    (\n",
    "        (df[\"covid_primary_care_before_ae_hosp_discharge\"]==1) |\n",
    "        (df[\"suspected_covid_primary_care_before_ae_hosp_discharge\"]==1) |\n",
    "        (df[\"ae_cov_hosp_discharge\"]==1) |\n",
    "        (df[\"ae_resp_hosp_discharge\"]==1)\n",
    "    )&\n",
    "    (df[\"pos_test_2_weeks_hosp_discharge\"]==1)&\n",
    "    (df[\"emergency_covid_hospital_admission_after_ae_hosp_discharge\"]==1)\n",
    "    \n",
    "])\n",
    "\n",
    "\n",
    "print(f'Number with A&E attendance with recent positive test and either suspected or probable covid in primary care or a covid or respiratory diagnosis code on attendance: {len(combined_before)} ({round((len(combined_before)/num_emergency_cov_admissions)*100, 2)}%)')\n",
    "print(f'False positives (FDR): {fp_combined_before} ({round((fp_combined_before/(fp_combined_before + tp_combined_before))*100,2)}%)')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(500, 36)\n",
      "ae_attendance_date                                               191\n",
      "ae_attendance_hosp_discharge_date                                212\n",
      "emergency_covid_hospital_admission_date                          153\n",
      "ae_before_date                                                   249\n",
      "ae_before_with_hospital_discharge_date                           500\n",
      "hospital_admission                                               500\n",
      "ae_attendance                                                    500\n",
      "ae_attendance_hosp_discharge                                     500\n",
      "ae_attendance_count                                              500\n",
      "ae_before_with_covid                                             500\n",
      "ae_before_with_hospital_discharge_covid                          500\n",
      "ae_before_with_resp                                              500\n",
      "ae_before_with_hospital_discharge_resp                           500\n",
      "ae_before_with_prim_care_suspected                               500\n",
      "ae_before_with_hospital_discharge_prim_care_suspected            500\n",
      "ae_before_with_prim_care_probable                                500\n",
      "ae_before_with_hospital_discharge_prim_care_probable             500\n",
      "ae_before_with_positive_covid_test                               500\n",
      "ae_before_with_hospital_discharge_positive_covid_test            500\n",
      "ae_before_with_positive_covid_test_2_weeks                       500\n",
      "ae_before_with_hospital_discharge_positive_covid_test_2_weeks    500\n",
      "emergency_covid_hospital_admission_after_ae                      500\n",
      "emergency_covid_hospital_admission_after_ae_hosp_discharge       500\n",
      "covid_primary_care_before_ae                                     500\n",
      "covid_primary_care_before_ae_hosp_discharge                      500\n",
      "suspected_covid_primary_care_before_ae                           500\n",
      "suspected_covid_primary_care_before_ae_hosp_discharge            500\n",
      "pos_test                                                         500\n",
      "pos_test_hosp_discharge                                          500\n",
      "pos_test_2_weeks                                                 500\n",
      "pos_test_2_weeks_hosp_discharge                                  500\n",
      "ae_cov                                                           500\n",
      "ae_cov_hosp_discharge                                            500\n",
      "ae_resp                                                          500\n",
      "ae_resp_hosp_discharge                                           500\n",
      "patient_id                                                       500\n",
      "dtype: int64\n",
      "ae_attendance_date                                                91\n",
      "ae_attendance_hosp_discharge_date                                115\n",
      "emergency_covid_hospital_admission_date                           78\n",
      "ae_before_date                                                   133\n",
      "ae_before_with_hospital_discharge_date                           249\n",
      "hospital_admission                                               249\n",
      "ae_attendance                                                    249\n",
      "ae_attendance_hosp_discharge                                     249\n",
      "ae_attendance_count                                              249\n",
      "ae_before_with_covid                                             249\n",
      "ae_before_with_hospital_discharge_covid                          249\n",
      "ae_before_with_resp                                              249\n",
      "ae_before_with_hospital_discharge_resp                           249\n",
      "ae_before_with_prim_care_suspected                               249\n",
      "ae_before_with_hospital_discharge_prim_care_suspected            249\n",
      "ae_before_with_prim_care_probable                                249\n",
      "ae_before_with_hospital_discharge_prim_care_probable             249\n",
      "ae_before_with_positive_covid_test                               249\n",
      "ae_before_with_hospital_discharge_positive_covid_test            249\n",
      "ae_before_with_positive_covid_test_2_weeks                       249\n",
      "ae_before_with_hospital_discharge_positive_covid_test_2_weeks    249\n",
      "emergency_covid_hospital_admission_after_ae                      249\n",
      "emergency_covid_hospital_admission_after_ae_hosp_discharge       249\n",
      "covid_primary_care_before_ae                                     249\n",
      "covid_primary_care_before_ae_hosp_discharge                      249\n",
      "suspected_covid_primary_care_before_ae                           249\n",
      "suspected_covid_primary_care_before_ae_hosp_discharge            249\n",
      "pos_test                                                         249\n",
      "pos_test_hosp_discharge                                          249\n",
      "pos_test_2_weeks                                                 249\n",
      "pos_test_2_weeks_hosp_discharge                                  249\n",
      "ae_cov                                                           249\n",
      "ae_cov_hosp_discharge                                            249\n",
      "ae_resp                                                          249\n",
      "ae_resp_hosp_discharge                                           249\n",
      "patient_id                                                       249\n",
      "dtype: int64\n",
      "ae_attendance_date                                                87\n",
      "ae_attendance_hosp_discharge_date                                109\n",
      "emergency_covid_hospital_admission_date                           74\n",
      "ae_before_date                                                   116\n",
      "ae_before_with_hospital_discharge_date                           239\n",
      "hospital_admission                                               239\n",
      "ae_attendance                                                    239\n",
      "ae_attendance_hosp_discharge                                     239\n",
      "ae_attendance_count                                              239\n",
      "ae_before_with_covid                                             239\n",
      "ae_before_with_hospital_discharge_covid                          239\n",
      "ae_before_with_resp                                              239\n",
      "ae_before_with_hospital_discharge_resp                           239\n",
      "ae_before_with_prim_care_suspected                               239\n",
      "ae_before_with_hospital_discharge_prim_care_suspected            239\n",
      "ae_before_with_prim_care_probable                                239\n",
      "ae_before_with_hospital_discharge_prim_care_probable             239\n",
      "ae_before_with_positive_covid_test                               239\n",
      "ae_before_with_hospital_discharge_positive_covid_test            239\n",
      "ae_before_with_positive_covid_test_2_weeks                       239\n",
      "ae_before_with_hospital_discharge_positive_covid_test_2_weeks    239\n",
      "emergency_covid_hospital_admission_after_ae                      239\n",
      "emergency_covid_hospital_admission_after_ae_hosp_discharge       239\n",
      "covid_primary_care_before_ae                                     239\n",
      "covid_primary_care_before_ae_hosp_discharge                      239\n",
      "suspected_covid_primary_care_before_ae                           239\n",
      "suspected_covid_primary_care_before_ae_hosp_discharge            239\n",
      "pos_test                                                         239\n",
      "pos_test_hosp_discharge                                          239\n",
      "pos_test_2_weeks                                                 239\n",
      "pos_test_2_weeks_hosp_discharge                                  239\n",
      "ae_cov                                                           239\n",
      "ae_cov_hosp_discharge                                            239\n",
      "ae_resp                                                          239\n",
      "ae_resp_hosp_discharge                                           239\n",
      "patient_id                                                       239\n",
      "dtype: int64\n",
      "ae_attendance_date                                                93\n",
      "ae_attendance_hosp_discharge_date                                113\n",
      "emergency_covid_hospital_admission_date                           81\n",
      "ae_before_date                                                   127\n",
      "ae_before_with_hospital_discharge_date                           256\n",
      "hospital_admission                                               256\n",
      "ae_attendance                                                    256\n",
      "ae_attendance_hosp_discharge                                     256\n",
      "ae_attendance_count                                              256\n",
      "ae_before_with_covid                                             256\n",
      "ae_before_with_hospital_discharge_covid                          256\n",
      "ae_before_with_resp                                              256\n",
      "ae_before_with_hospital_discharge_resp                           256\n",
      "ae_before_with_prim_care_suspected                               256\n",
      "ae_before_with_hospital_discharge_prim_care_suspected            256\n",
      "ae_before_with_prim_care_probable                                256\n",
      "ae_before_with_hospital_discharge_prim_care_probable             256\n",
      "ae_before_with_positive_covid_test                               256\n",
      "ae_before_with_hospital_discharge_positive_covid_test            256\n",
      "ae_before_with_positive_covid_test_2_weeks                       256\n",
      "ae_before_with_hospital_discharge_positive_covid_test_2_weeks    256\n",
      "emergency_covid_hospital_admission_after_ae                      256\n",
      "emergency_covid_hospital_admission_after_ae_hosp_discharge       256\n",
      "covid_primary_care_before_ae                                     256\n",
      "covid_primary_care_before_ae_hosp_discharge                      256\n",
      "suspected_covid_primary_care_before_ae                           256\n",
      "suspected_covid_primary_care_before_ae_hosp_discharge            256\n",
      "pos_test                                                         256\n",
      "pos_test_hosp_discharge                                          256\n",
      "pos_test_2_weeks                                                 256\n",
      "pos_test_2_weeks_hosp_discharge                                  256\n",
      "ae_cov                                                           256\n",
      "ae_cov_hosp_discharge                                            256\n",
      "ae_resp                                                          256\n",
      "ae_resp_hosp_discharge                                           256\n",
      "patient_id                                                       256\n",
      "dtype: int64\n",
      "ae_attendance_date                                               103\n",
      "ae_attendance_hosp_discharge_date                                106\n",
      "emergency_covid_hospital_admission_date                           85\n",
      "ae_before_date                                                   128\n",
      "ae_before_with_hospital_discharge_date                           264\n",
      "hospital_admission                                               264\n",
      "ae_attendance                                                    264\n",
      "ae_attendance_hosp_discharge                                     264\n",
      "ae_attendance_count                                              264\n",
      "ae_before_with_covid                                             264\n",
      "ae_before_with_hospital_discharge_covid                          264\n",
      "ae_before_with_resp                                              264\n",
      "ae_before_with_hospital_discharge_resp                           264\n",
      "ae_before_with_prim_care_suspected                               264\n",
      "ae_before_with_hospital_discharge_prim_care_suspected            264\n",
      "ae_before_with_prim_care_probable                                264\n",
      "ae_before_with_hospital_discharge_prim_care_probable             264\n",
      "ae_before_with_positive_covid_test                               264\n",
      "ae_before_with_hospital_discharge_positive_covid_test            264\n",
      "ae_before_with_positive_covid_test_2_weeks                       264\n",
      "ae_before_with_hospital_discharge_positive_covid_test_2_weeks    264\n",
      "emergency_covid_hospital_admission_after_ae                      264\n",
      "emergency_covid_hospital_admission_after_ae_hosp_discharge       264\n",
      "covid_primary_care_before_ae                                     264\n",
      "covid_primary_care_before_ae_hosp_discharge                      264\n",
      "suspected_covid_primary_care_before_ae                           264\n",
      "suspected_covid_primary_care_before_ae_hosp_discharge            264\n",
      "pos_test                                                         264\n",
      "pos_test_hosp_discharge                                          264\n",
      "pos_test_2_weeks                                                 264\n",
      "pos_test_2_weeks_hosp_discharge                                  264\n",
      "ae_cov                                                           264\n",
      "ae_cov_hosp_discharge                                            264\n",
      "ae_resp                                                          264\n",
      "ae_resp_hosp_discharge                                           264\n",
      "patient_id                                                       264\n",
      "dtype: int64\n",
      "ae_attendance_date                                                93\n",
      "ae_attendance_hosp_discharge_date                                102\n",
      "emergency_covid_hospital_admission_date                           76\n",
      "ae_before_date                                                   132\n",
      "ae_before_with_hospital_discharge_date                           248\n",
      "hospital_admission                                               248\n",
      "ae_attendance                                                    248\n",
      "ae_attendance_hosp_discharge                                     248\n",
      "ae_attendance_count                                              248\n",
      "ae_before_with_covid                                             248\n",
      "ae_before_with_hospital_discharge_covid                          248\n",
      "ae_before_with_resp                                              248\n",
      "ae_before_with_hospital_discharge_resp                           248\n",
      "ae_before_with_prim_care_suspected                               248\n",
      "ae_before_with_hospital_discharge_prim_care_suspected            248\n",
      "ae_before_with_prim_care_probable                                248\n",
      "ae_before_with_hospital_discharge_prim_care_probable             248\n",
      "ae_before_with_positive_covid_test                               248\n",
      "ae_before_with_hospital_discharge_positive_covid_test            248\n",
      "ae_before_with_positive_covid_test_2_weeks                       248\n",
      "ae_before_with_hospital_discharge_positive_covid_test_2_weeks    248\n",
      "emergency_covid_hospital_admission_after_ae                      248\n",
      "emergency_covid_hospital_admission_after_ae_hosp_discharge       248\n",
      "covid_primary_care_before_ae                                     248\n",
      "covid_primary_care_before_ae_hosp_discharge                      248\n",
      "suspected_covid_primary_care_before_ae                           248\n",
      "suspected_covid_primary_care_before_ae_hosp_discharge            248\n",
      "pos_test                                                         248\n",
      "pos_test_hosp_discharge                                          248\n",
      "pos_test_2_weeks                                                 248\n",
      "pos_test_2_weeks_hosp_discharge                                  248\n",
      "ae_cov                                                           248\n",
      "ae_cov_hosp_discharge                                            248\n",
      "ae_resp                                                          248\n",
      "ae_resp_hosp_discharge                                           248\n",
      "patient_id                                                       248\n",
      "dtype: int64\n",
      "ae_attendance_date                                                99\n",
      "ae_attendance_hosp_discharge_date                                119\n",
      "emergency_covid_hospital_admission_date                           73\n",
      "ae_before_date                                                   137\n",
      "ae_before_with_hospital_discharge_date                           262\n",
      "hospital_admission                                               262\n",
      "ae_attendance                                                    262\n",
      "ae_attendance_hosp_discharge                                     262\n",
      "ae_attendance_count                                              262\n",
      "ae_before_with_covid                                             262\n",
      "ae_before_with_hospital_discharge_covid                          262\n",
      "ae_before_with_resp                                              262\n",
      "ae_before_with_hospital_discharge_resp                           262\n",
      "ae_before_with_prim_care_suspected                               262\n",
      "ae_before_with_hospital_discharge_prim_care_suspected            262\n",
      "ae_before_with_prim_care_probable                                262\n",
      "ae_before_with_hospital_discharge_prim_care_probable             262\n",
      "ae_before_with_positive_covid_test                               262\n",
      "ae_before_with_hospital_discharge_positive_covid_test            262\n",
      "ae_before_with_positive_covid_test_2_weeks                       262\n",
      "ae_before_with_hospital_discharge_positive_covid_test_2_weeks    262\n",
      "emergency_covid_hospital_admission_after_ae                      262\n",
      "emergency_covid_hospital_admission_after_ae_hosp_discharge       262\n",
      "covid_primary_care_before_ae                                     262\n",
      "covid_primary_care_before_ae_hosp_discharge                      262\n",
      "suspected_covid_primary_care_before_ae                           262\n",
      "suspected_covid_primary_care_before_ae_hosp_discharge            262\n",
      "pos_test                                                         262\n",
      "pos_test_hosp_discharge                                          262\n",
      "pos_test_2_weeks                                                 262\n",
      "pos_test_2_weeks_hosp_discharge                                  262\n",
      "ae_cov                                                           262\n",
      "ae_cov_hosp_discharge                                            262\n",
      "ae_resp                                                          262\n",
      "ae_resp_hosp_discharge                                           262\n",
      "patient_id                                                       262\n",
      "dtype: int64\n",
      "ae_attendance_date                                                63\n",
      "ae_attendance_hosp_discharge_date                                 73\n",
      "emergency_covid_hospital_admission_date                           60\n",
      "ae_before_date                                                    95\n",
      "ae_before_with_hospital_discharge_date                           179\n",
      "hospital_admission                                               179\n",
      "ae_attendance                                                    179\n",
      "ae_attendance_hosp_discharge                                     179\n",
      "ae_attendance_count                                              179\n",
      "ae_before_with_covid                                             179\n",
      "ae_before_with_hospital_discharge_covid                          179\n",
      "ae_before_with_resp                                              179\n",
      "ae_before_with_hospital_discharge_resp                           179\n",
      "ae_before_with_prim_care_suspected                               179\n",
      "ae_before_with_hospital_discharge_prim_care_suspected            179\n",
      "ae_before_with_prim_care_probable                                179\n",
      "ae_before_with_hospital_discharge_prim_care_probable             179\n",
      "ae_before_with_positive_covid_test                               179\n",
      "ae_before_with_hospital_discharge_positive_covid_test            179\n",
      "ae_before_with_positive_covid_test_2_weeks                       179\n",
      "ae_before_with_hospital_discharge_positive_covid_test_2_weeks    179\n",
      "emergency_covid_hospital_admission_after_ae                      179\n",
      "emergency_covid_hospital_admission_after_ae_hosp_discharge       179\n",
      "covid_primary_care_before_ae                                     179\n",
      "covid_primary_care_before_ae_hosp_discharge                      179\n",
      "suspected_covid_primary_care_before_ae                           179\n",
      "suspected_covid_primary_care_before_ae_hosp_discharge            179\n",
      "pos_test                                                         179\n",
      "pos_test_hosp_discharge                                          179\n",
      "pos_test_2_weeks                                                 179\n",
      "pos_test_2_weeks_hosp_discharge                                  179\n",
      "ae_cov                                                           179\n",
      "ae_cov_hosp_discharge                                            179\n",
      "ae_resp                                                          179\n",
      "ae_resp_hosp_discharge                                           179\n",
      "patient_id                                                       179\n",
      "dtype: int64\n",
      "ae_attendance_date                                                73\n",
      "ae_attendance_hosp_discharge_date                                 82\n",
      "emergency_covid_hospital_admission_date                           60\n",
      "ae_before_date                                                   103\n",
      "ae_before_with_hospital_discharge_date                           193\n",
      "hospital_admission                                               193\n",
      "ae_attendance                                                    193\n",
      "ae_attendance_hosp_discharge                                     193\n",
      "ae_attendance_count                                              193\n",
      "ae_before_with_covid                                             193\n",
      "ae_before_with_hospital_discharge_covid                          193\n",
      "ae_before_with_resp                                              193\n",
      "ae_before_with_hospital_discharge_resp                           193\n",
      "ae_before_with_prim_care_suspected                               193\n",
      "ae_before_with_hospital_discharge_prim_care_suspected            193\n",
      "ae_before_with_prim_care_probable                                193\n",
      "ae_before_with_hospital_discharge_prim_care_probable             193\n",
      "ae_before_with_positive_covid_test                               193\n",
      "ae_before_with_hospital_discharge_positive_covid_test            193\n",
      "ae_before_with_positive_covid_test_2_weeks                       193\n",
      "ae_before_with_hospital_discharge_positive_covid_test_2_weeks    193\n",
      "emergency_covid_hospital_admission_after_ae                      193\n",
      "emergency_covid_hospital_admission_after_ae_hosp_discharge       193\n",
      "covid_primary_care_before_ae                                     193\n",
      "covid_primary_care_before_ae_hosp_discharge                      193\n",
      "suspected_covid_primary_care_before_ae                           193\n",
      "suspected_covid_primary_care_before_ae_hosp_discharge            193\n",
      "pos_test                                                         193\n",
      "pos_test_hosp_discharge                                          193\n",
      "pos_test_2_weeks                                                 193\n",
      "pos_test_2_weeks_hosp_discharge                                  193\n",
      "ae_cov                                                           193\n",
      "ae_cov_hosp_discharge                                            193\n",
      "ae_resp                                                          193\n",
      "ae_resp_hosp_discharge                                           193\n",
      "patient_id                                                       193\n",
      "dtype: int64\n",
      "(500, 36)\n",
      "ae_attendance_date                                                91\n",
      "ae_attendance_hosp_discharge_date                                115\n",
      "emergency_covid_hospital_admission_date                           78\n",
      "ae_before_date                                                   133\n",
      "ae_before_with_hospital_discharge_date                           249\n",
      "hospital_admission                                               249\n",
      "ae_attendance                                                    249\n",
      "ae_attendance_hosp_discharge                                     249\n",
      "ae_attendance_count                                              249\n",
      "ae_before_with_covid                                             249\n",
      "ae_before_with_hospital_discharge_covid                          249\n",
      "ae_before_with_resp                                              249\n",
      "ae_before_with_hospital_discharge_resp                           249\n",
      "ae_before_with_prim_care_suspected                               249\n",
      "ae_before_with_hospital_discharge_prim_care_suspected            249\n",
      "ae_before_with_prim_care_probable                                249\n",
      "ae_before_with_hospital_discharge_prim_care_probable             249\n",
      "ae_before_with_positive_covid_test                               249\n",
      "ae_before_with_hospital_discharge_positive_covid_test            249\n",
      "ae_before_with_positive_covid_test_2_weeks                       249\n",
      "ae_before_with_hospital_discharge_positive_covid_test_2_weeks    249\n",
      "emergency_covid_hospital_admission_after_ae                      249\n",
      "emergency_covid_hospital_admission_after_ae_hosp_discharge       249\n",
      "covid_primary_care_before_ae                                     249\n",
      "covid_primary_care_before_ae_hosp_discharge                      249\n",
      "suspected_covid_primary_care_before_ae                           249\n",
      "suspected_covid_primary_care_before_ae_hosp_discharge            249\n",
      "pos_test                                                         249\n",
      "pos_test_hosp_discharge                                          249\n",
      "pos_test_2_weeks                                                 249\n",
      "pos_test_2_weeks_hosp_discharge                                  249\n",
      "ae_cov                                                           249\n",
      "ae_cov_hosp_discharge                                            249\n",
      "ae_resp                                                          249\n",
      "ae_resp_hosp_discharge                                           249\n",
      "patient_id                                                       249\n",
      "dtype: int64\n",
      "ae_attendance_date                                               204\n",
      "ae_attendance_hosp_discharge_date                                193\n",
      "emergency_covid_hospital_admission_date                          151\n",
      "ae_before_date                                                   260\n",
      "ae_before_with_hospital_discharge_date                           249\n",
      "hospital_admission                                               500\n",
      "ae_attendance                                                    500\n",
      "ae_attendance_hosp_discharge                                     500\n",
      "ae_attendance_count                                              500\n",
      "ae_before_with_covid                                             500\n",
      "ae_before_with_hospital_discharge_covid                          500\n",
      "ae_before_with_resp                                              500\n",
      "ae_before_with_hospital_discharge_resp                           500\n",
      "ae_before_with_prim_care_suspected                               500\n",
      "ae_before_with_hospital_discharge_prim_care_suspected            500\n",
      "ae_before_with_prim_care_probable                                500\n",
      "ae_before_with_hospital_discharge_prim_care_probable             500\n",
      "ae_before_with_positive_covid_test                               500\n",
      "ae_before_with_hospital_discharge_positive_covid_test            500\n",
      "ae_before_with_positive_covid_test_2_weeks                       500\n",
      "ae_before_with_hospital_discharge_positive_covid_test_2_weeks    500\n",
      "emergency_covid_hospital_admission_after_ae                      500\n",
      "emergency_covid_hospital_admission_after_ae_hosp_discharge       500\n",
      "covid_primary_care_before_ae                                     500\n",
      "covid_primary_care_before_ae_hosp_discharge                      500\n",
      "suspected_covid_primary_care_before_ae                           500\n",
      "suspected_covid_primary_care_before_ae_hosp_discharge            500\n",
      "pos_test                                                         500\n",
      "pos_test_hosp_discharge                                          500\n",
      "pos_test_2_weeks                                                 500\n",
      "pos_test_2_weeks_hosp_discharge                                  500\n",
      "ae_cov                                                           500\n",
      "ae_cov_hosp_discharge                                            500\n",
      "ae_resp                                                          500\n",
      "ae_resp_hosp_discharge                                           500\n",
      "patient_id                                                       500\n",
      "dtype: int64\n",
      "ae_attendance_date                                               109\n",
      "ae_attendance_hosp_discharge_date                                105\n",
      "emergency_covid_hospital_admission_date                           76\n",
      "ae_before_date                                                   130\n",
      "ae_before_with_hospital_discharge_date                           125\n",
      "hospital_admission                                               259\n",
      "ae_attendance                                                    259\n",
      "ae_attendance_hosp_discharge                                     259\n",
      "ae_attendance_count                                              259\n",
      "ae_before_with_covid                                             259\n",
      "ae_before_with_hospital_discharge_covid                          259\n",
      "ae_before_with_resp                                              259\n",
      "ae_before_with_hospital_discharge_resp                           259\n",
      "ae_before_with_prim_care_suspected                               259\n",
      "ae_before_with_hospital_discharge_prim_care_suspected            259\n",
      "ae_before_with_prim_care_probable                                259\n",
      "ae_before_with_hospital_discharge_prim_care_probable             259\n",
      "ae_before_with_positive_covid_test                               259\n",
      "ae_before_with_hospital_discharge_positive_covid_test            259\n",
      "ae_before_with_positive_covid_test_2_weeks                       259\n",
      "ae_before_with_hospital_discharge_positive_covid_test_2_weeks    259\n",
      "emergency_covid_hospital_admission_after_ae                      259\n",
      "emergency_covid_hospital_admission_after_ae_hosp_discharge       259\n",
      "covid_primary_care_before_ae                                     259\n",
      "covid_primary_care_before_ae_hosp_discharge                      259\n",
      "suspected_covid_primary_care_before_ae                           259\n",
      "suspected_covid_primary_care_before_ae_hosp_discharge            259\n",
      "pos_test                                                         259\n",
      "pos_test_hosp_discharge                                          259\n",
      "pos_test_2_weeks                                                 259\n",
      "pos_test_2_weeks_hosp_discharge                                  259\n",
      "ae_cov                                                           259\n",
      "ae_cov_hosp_discharge                                            259\n",
      "ae_resp                                                          259\n",
      "ae_resp_hosp_discharge                                           259\n",
      "patient_id                                                       259\n",
      "dtype: int64\n",
      "ae_attendance_date                                               101\n",
      "ae_attendance_hosp_discharge_date                                 96\n",
      "emergency_covid_hospital_admission_date                           77\n",
      "ae_before_date                                                   132\n",
      "ae_before_with_hospital_discharge_date                           126\n",
      "hospital_admission                                               252\n",
      "ae_attendance                                                    252\n",
      "ae_attendance_hosp_discharge                                     252\n",
      "ae_attendance_count                                              252\n",
      "ae_before_with_covid                                             252\n",
      "ae_before_with_hospital_discharge_covid                          252\n",
      "ae_before_with_resp                                              252\n",
      "ae_before_with_hospital_discharge_resp                           252\n",
      "ae_before_with_prim_care_suspected                               252\n",
      "ae_before_with_hospital_discharge_prim_care_suspected            252\n",
      "ae_before_with_prim_care_probable                                252\n",
      "ae_before_with_hospital_discharge_prim_care_probable             252\n",
      "ae_before_with_positive_covid_test                               252\n",
      "ae_before_with_hospital_discharge_positive_covid_test            252\n",
      "ae_before_with_positive_covid_test_2_weeks                       252\n",
      "ae_before_with_hospital_discharge_positive_covid_test_2_weeks    252\n",
      "emergency_covid_hospital_admission_after_ae                      252\n",
      "emergency_covid_hospital_admission_after_ae_hosp_discharge       252\n",
      "covid_primary_care_before_ae                                     252\n",
      "covid_primary_care_before_ae_hosp_discharge                      252\n",
      "suspected_covid_primary_care_before_ae                           252\n",
      "suspected_covid_primary_care_before_ae_hosp_discharge            252\n",
      "pos_test                                                         252\n",
      "pos_test_hosp_discharge                                          252\n",
      "pos_test_2_weeks                                                 252\n",
      "pos_test_2_weeks_hosp_discharge                                  252\n",
      "ae_cov                                                           252\n",
      "ae_cov_hosp_discharge                                            252\n",
      "ae_resp                                                          252\n",
      "ae_resp_hosp_discharge                                           252\n",
      "patient_id                                                       252\n",
      "dtype: int64\n",
      "ae_attendance_date                                               102\n",
      "ae_attendance_hosp_discharge_date                                 90\n",
      "emergency_covid_hospital_admission_date                           80\n",
      "ae_before_date                                                   126\n",
      "ae_before_with_hospital_discharge_date                           136\n",
      "hospital_admission                                               248\n",
      "ae_attendance                                                    248\n",
      "ae_attendance_hosp_discharge                                     248\n",
      "ae_attendance_count                                              248\n",
      "ae_before_with_covid                                             248\n",
      "ae_before_with_hospital_discharge_covid                          248\n",
      "ae_before_with_resp                                              248\n",
      "ae_before_with_hospital_discharge_resp                           248\n",
      "ae_before_with_prim_care_suspected                               248\n",
      "ae_before_with_hospital_discharge_prim_care_suspected            248\n",
      "ae_before_with_prim_care_probable                                248\n",
      "ae_before_with_hospital_discharge_prim_care_probable             248\n",
      "ae_before_with_positive_covid_test                               248\n",
      "ae_before_with_hospital_discharge_positive_covid_test            248\n",
      "ae_before_with_positive_covid_test_2_weeks                       248\n",
      "ae_before_with_hospital_discharge_positive_covid_test_2_weeks    248\n",
      "emergency_covid_hospital_admission_after_ae                      248\n",
      "emergency_covid_hospital_admission_after_ae_hosp_discharge       248\n",
      "covid_primary_care_before_ae                                     248\n",
      "covid_primary_care_before_ae_hosp_discharge                      248\n",
      "suspected_covid_primary_care_before_ae                           248\n",
      "suspected_covid_primary_care_before_ae_hosp_discharge            248\n",
      "pos_test                                                         248\n",
      "pos_test_hosp_discharge                                          248\n",
      "pos_test_2_weeks                                                 248\n",
      "pos_test_2_weeks_hosp_discharge                                  248\n",
      "ae_cov                                                           248\n",
      "ae_cov_hosp_discharge                                            248\n",
      "ae_resp                                                          248\n",
      "ae_resp_hosp_discharge                                           248\n",
      "patient_id                                                       248\n",
      "dtype: int64\n",
      "ae_attendance_date                                               100\n",
      "ae_attendance_hosp_discharge_date                                 98\n",
      "emergency_covid_hospital_admission_date                           83\n",
      "ae_before_date                                                   132\n",
      "ae_before_with_hospital_discharge_date                           122\n",
      "hospital_admission                                               253\n",
      "ae_attendance                                                    253\n",
      "ae_attendance_hosp_discharge                                     253\n",
      "ae_attendance_count                                              253\n",
      "ae_before_with_covid                                             253\n",
      "ae_before_with_hospital_discharge_covid                          253\n",
      "ae_before_with_resp                                              253\n",
      "ae_before_with_hospital_discharge_resp                           253\n",
      "ae_before_with_prim_care_suspected                               253\n",
      "ae_before_with_hospital_discharge_prim_care_suspected            253\n",
      "ae_before_with_prim_care_probable                                253\n",
      "ae_before_with_hospital_discharge_prim_care_probable             253\n",
      "ae_before_with_positive_covid_test                               253\n",
      "ae_before_with_hospital_discharge_positive_covid_test            253\n",
      "ae_before_with_positive_covid_test_2_weeks                       253\n",
      "ae_before_with_hospital_discharge_positive_covid_test_2_weeks    253\n",
      "emergency_covid_hospital_admission_after_ae                      253\n",
      "emergency_covid_hospital_admission_after_ae_hosp_discharge       253\n",
      "covid_primary_care_before_ae                                     253\n",
      "covid_primary_care_before_ae_hosp_discharge                      253\n",
      "suspected_covid_primary_care_before_ae                           253\n",
      "suspected_covid_primary_care_before_ae_hosp_discharge            253\n",
      "pos_test                                                         253\n",
      "pos_test_hosp_discharge                                          253\n",
      "pos_test_2_weeks                                                 253\n",
      "pos_test_2_weeks_hosp_discharge                                  253\n",
      "ae_cov                                                           253\n",
      "ae_cov_hosp_discharge                                            253\n",
      "ae_resp                                                          253\n",
      "ae_resp_hosp_discharge                                           253\n",
      "patient_id                                                       253\n",
      "dtype: int64\n",
      "ae_attendance_date                                               101\n",
      "ae_attendance_hosp_discharge_date                                101\n",
      "emergency_covid_hospital_admission_date                           73\n",
      "ae_before_date                                                   136\n",
      "ae_before_with_hospital_discharge_date                           136\n",
      "hospital_admission                                               259\n",
      "ae_attendance                                                    259\n",
      "ae_attendance_hosp_discharge                                     259\n",
      "ae_attendance_count                                              259\n",
      "ae_before_with_covid                                             259\n",
      "ae_before_with_hospital_discharge_covid                          259\n",
      "ae_before_with_resp                                              259\n",
      "ae_before_with_hospital_discharge_resp                           259\n",
      "ae_before_with_prim_care_suspected                               259\n",
      "ae_before_with_hospital_discharge_prim_care_suspected            259\n",
      "ae_before_with_prim_care_probable                                259\n",
      "ae_before_with_hospital_discharge_prim_care_probable             259\n",
      "ae_before_with_positive_covid_test                               259\n",
      "ae_before_with_hospital_discharge_positive_covid_test            259\n",
      "ae_before_with_positive_covid_test_2_weeks                       259\n",
      "ae_before_with_hospital_discharge_positive_covid_test_2_weeks    259\n",
      "emergency_covid_hospital_admission_after_ae                      259\n",
      "emergency_covid_hospital_admission_after_ae_hosp_discharge       259\n",
      "covid_primary_care_before_ae                                     259\n",
      "covid_primary_care_before_ae_hosp_discharge                      259\n",
      "suspected_covid_primary_care_before_ae                           259\n",
      "suspected_covid_primary_care_before_ae_hosp_discharge            259\n",
      "pos_test                                                         259\n",
      "pos_test_hosp_discharge                                          259\n",
      "pos_test_2_weeks                                                 259\n",
      "pos_test_2_weeks_hosp_discharge                                  259\n",
      "ae_cov                                                           259\n",
      "ae_cov_hosp_discharge                                            259\n",
      "ae_resp                                                          259\n",
      "ae_resp_hosp_discharge                                           259\n",
      "patient_id                                                       259\n",
      "dtype: int64\n",
      "ae_attendance_date                                               100\n",
      "ae_attendance_hosp_discharge_date                                 98\n",
      "emergency_covid_hospital_admission_date                           83\n",
      "ae_before_date                                                   132\n",
      "ae_before_with_hospital_discharge_date                           122\n",
      "hospital_admission                                               253\n",
      "ae_attendance                                                    253\n",
      "ae_attendance_hosp_discharge                                     253\n",
      "ae_attendance_count                                              253\n",
      "ae_before_with_covid                                             253\n",
      "ae_before_with_hospital_discharge_covid                          253\n",
      "ae_before_with_resp                                              253\n",
      "ae_before_with_hospital_discharge_resp                           253\n",
      "ae_before_with_prim_care_suspected                               253\n",
      "ae_before_with_hospital_discharge_prim_care_suspected            253\n",
      "ae_before_with_prim_care_probable                                253\n",
      "ae_before_with_hospital_discharge_prim_care_probable             253\n",
      "ae_before_with_positive_covid_test                               253\n",
      "ae_before_with_hospital_discharge_positive_covid_test            253\n",
      "ae_before_with_positive_covid_test_2_weeks                       253\n",
      "ae_before_with_hospital_discharge_positive_covid_test_2_weeks    253\n",
      "emergency_covid_hospital_admission_after_ae                      253\n",
      "emergency_covid_hospital_admission_after_ae_hosp_discharge       253\n",
      "covid_primary_care_before_ae                                     253\n",
      "covid_primary_care_before_ae_hosp_discharge                      253\n",
      "suspected_covid_primary_care_before_ae                           253\n",
      "suspected_covid_primary_care_before_ae_hosp_discharge            253\n",
      "pos_test                                                         253\n",
      "pos_test_hosp_discharge                                          253\n",
      "pos_test_2_weeks                                                 253\n",
      "pos_test_2_weeks_hosp_discharge                                  253\n",
      "ae_cov                                                           253\n",
      "ae_cov_hosp_discharge                                            253\n",
      "ae_resp                                                          253\n",
      "ae_resp_hosp_discharge                                           253\n",
      "patient_id                                                       253\n",
      "dtype: int64\n",
      "ae_attendance_date                                                75\n",
      "ae_attendance_hosp_discharge_date                                 75\n",
      "emergency_covid_hospital_admission_date                           66\n",
      "ae_before_date                                                   100\n",
      "ae_before_with_hospital_discharge_date                            93\n",
      "hospital_admission                                               190\n",
      "ae_attendance                                                    190\n",
      "ae_attendance_hosp_discharge                                     190\n",
      "ae_attendance_count                                              190\n",
      "ae_before_with_covid                                             190\n",
      "ae_before_with_hospital_discharge_covid                          190\n",
      "ae_before_with_resp                                              190\n",
      "ae_before_with_hospital_discharge_resp                           190\n",
      "ae_before_with_prim_care_suspected                               190\n",
      "ae_before_with_hospital_discharge_prim_care_suspected            190\n",
      "ae_before_with_prim_care_probable                                190\n",
      "ae_before_with_hospital_discharge_prim_care_probable             190\n",
      "ae_before_with_positive_covid_test                               190\n",
      "ae_before_with_hospital_discharge_positive_covid_test            190\n",
      "ae_before_with_positive_covid_test_2_weeks                       190\n",
      "ae_before_with_hospital_discharge_positive_covid_test_2_weeks    190\n",
      "emergency_covid_hospital_admission_after_ae                      190\n",
      "emergency_covid_hospital_admission_after_ae_hosp_discharge       190\n",
      "covid_primary_care_before_ae                                     190\n",
      "covid_primary_care_before_ae_hosp_discharge                      190\n",
      "suspected_covid_primary_care_before_ae                           190\n",
      "suspected_covid_primary_care_before_ae_hosp_discharge            190\n",
      "pos_test                                                         190\n",
      "pos_test_hosp_discharge                                          190\n",
      "pos_test_2_weeks                                                 190\n",
      "pos_test_2_weeks_hosp_discharge                                  190\n",
      "ae_cov                                                           190\n",
      "ae_cov_hosp_discharge                                            190\n",
      "ae_resp                                                          190\n",
      "ae_resp_hosp_discharge                                           190\n",
      "patient_id                                                       190\n",
      "dtype: int64\n",
      "(500, 36)\n",
      "ae_attendance_date                                                87\n",
      "ae_attendance_hosp_discharge_date                                109\n",
      "emergency_covid_hospital_admission_date                           74\n",
      "ae_before_date                                                   116\n",
      "ae_before_with_hospital_discharge_date                           239\n",
      "hospital_admission                                               239\n",
      "ae_attendance                                                    239\n",
      "ae_attendance_hosp_discharge                                     239\n",
      "ae_attendance_count                                              239\n",
      "ae_before_with_covid                                             239\n",
      "ae_before_with_hospital_discharge_covid                          239\n",
      "ae_before_with_resp                                              239\n",
      "ae_before_with_hospital_discharge_resp                           239\n",
      "ae_before_with_prim_care_suspected                               239\n",
      "ae_before_with_hospital_discharge_prim_care_suspected            239\n",
      "ae_before_with_prim_care_probable                                239\n",
      "ae_before_with_hospital_discharge_prim_care_probable             239\n",
      "ae_before_with_positive_covid_test                               239\n",
      "ae_before_with_hospital_discharge_positive_covid_test            239\n",
      "ae_before_with_positive_covid_test_2_weeks                       239\n",
      "ae_before_with_hospital_discharge_positive_covid_test_2_weeks    239\n",
      "emergency_covid_hospital_admission_after_ae                      239\n",
      "emergency_covid_hospital_admission_after_ae_hosp_discharge       239\n",
      "covid_primary_care_before_ae                                     239\n",
      "covid_primary_care_before_ae_hosp_discharge                      239\n",
      "suspected_covid_primary_care_before_ae                           239\n",
      "suspected_covid_primary_care_before_ae_hosp_discharge            239\n",
      "pos_test                                                         239\n",
      "pos_test_hosp_discharge                                          239\n",
      "pos_test_2_weeks                                                 239\n",
      "pos_test_2_weeks_hosp_discharge                                  239\n",
      "ae_cov                                                           239\n",
      "ae_cov_hosp_discharge                                            239\n",
      "ae_resp                                                          239\n",
      "ae_resp_hosp_discharge                                           239\n",
      "patient_id                                                       239\n",
      "dtype: int64\n",
      "ae_attendance_date                                               109\n",
      "ae_attendance_hosp_discharge_date                                105\n",
      "emergency_covid_hospital_admission_date                           76\n",
      "ae_before_date                                                   130\n",
      "ae_before_with_hospital_discharge_date                           125\n",
      "hospital_admission                                               259\n",
      "ae_attendance                                                    259\n",
      "ae_attendance_hosp_discharge                                     259\n",
      "ae_attendance_count                                              259\n",
      "ae_before_with_covid                                             259\n",
      "ae_before_with_hospital_discharge_covid                          259\n",
      "ae_before_with_resp                                              259\n",
      "ae_before_with_hospital_discharge_resp                           259\n",
      "ae_before_with_prim_care_suspected                               259\n",
      "ae_before_with_hospital_discharge_prim_care_suspected            259\n",
      "ae_before_with_prim_care_probable                                259\n",
      "ae_before_with_hospital_discharge_prim_care_probable             259\n",
      "ae_before_with_positive_covid_test                               259\n",
      "ae_before_with_hospital_discharge_positive_covid_test            259\n",
      "ae_before_with_positive_covid_test_2_weeks                       259\n",
      "ae_before_with_hospital_discharge_positive_covid_test_2_weeks    259\n",
      "emergency_covid_hospital_admission_after_ae                      259\n",
      "emergency_covid_hospital_admission_after_ae_hosp_discharge       259\n",
      "covid_primary_care_before_ae                                     259\n",
      "covid_primary_care_before_ae_hosp_discharge                      259\n",
      "suspected_covid_primary_care_before_ae                           259\n",
      "suspected_covid_primary_care_before_ae_hosp_discharge            259\n",
      "pos_test                                                         259\n",
      "pos_test_hosp_discharge                                          259\n",
      "pos_test_2_weeks                                                 259\n",
      "pos_test_2_weeks_hosp_discharge                                  259\n",
      "ae_cov                                                           259\n",
      "ae_cov_hosp_discharge                                            259\n",
      "ae_resp                                                          259\n",
      "ae_resp_hosp_discharge                                           259\n",
      "patient_id                                                       259\n",
      "dtype: int64\n",
      "ae_attendance_date                                               201\n",
      "ae_attendance_hosp_discharge_date                                203\n",
      "emergency_covid_hospital_admission_date                          150\n",
      "ae_before_date                                                   246\n",
      "ae_before_with_hospital_discharge_date                           239\n",
      "hospital_admission                                               500\n",
      "ae_attendance                                                    500\n",
      "ae_attendance_hosp_discharge                                     500\n",
      "ae_attendance_count                                              500\n",
      "ae_before_with_covid                                             500\n",
      "ae_before_with_hospital_discharge_covid                          500\n",
      "ae_before_with_resp                                              500\n",
      "ae_before_with_hospital_discharge_resp                           500\n",
      "ae_before_with_prim_care_suspected                               500\n",
      "ae_before_with_hospital_discharge_prim_care_suspected            500\n",
      "ae_before_with_prim_care_probable                                500\n",
      "ae_before_with_hospital_discharge_prim_care_probable             500\n",
      "ae_before_with_positive_covid_test                               500\n",
      "ae_before_with_hospital_discharge_positive_covid_test            500\n",
      "ae_before_with_positive_covid_test_2_weeks                       500\n",
      "ae_before_with_hospital_discharge_positive_covid_test_2_weeks    500\n",
      "emergency_covid_hospital_admission_after_ae                      500\n",
      "emergency_covid_hospital_admission_after_ae_hosp_discharge       500\n",
      "covid_primary_care_before_ae                                     500\n",
      "covid_primary_care_before_ae_hosp_discharge                      500\n",
      "suspected_covid_primary_care_before_ae                           500\n",
      "suspected_covid_primary_care_before_ae_hosp_discharge            500\n",
      "pos_test                                                         500\n",
      "pos_test_hosp_discharge                                          500\n",
      "pos_test_2_weeks                                                 500\n",
      "pos_test_2_weeks_hosp_discharge                                  500\n",
      "ae_cov                                                           500\n",
      "ae_cov_hosp_discharge                                            500\n",
      "ae_resp                                                          500\n",
      "ae_resp_hosp_discharge                                           500\n",
      "patient_id                                                       500\n",
      "dtype: int64\n",
      "ae_attendance_date                                                95\n",
      "ae_attendance_hosp_discharge_date                                102\n",
      "emergency_covid_hospital_admission_date                           69\n",
      "ae_before_date                                                   119\n",
      "ae_before_with_hospital_discharge_date                           122\n",
      "hospital_admission                                               243\n",
      "ae_attendance                                                    243\n",
      "ae_attendance_hosp_discharge                                     243\n",
      "ae_attendance_count                                              243\n",
      "ae_before_with_covid                                             243\n",
      "ae_before_with_hospital_discharge_covid                          243\n",
      "ae_before_with_resp                                              243\n",
      "ae_before_with_hospital_discharge_resp                           243\n",
      "ae_before_with_prim_care_suspected                               243\n",
      "ae_before_with_hospital_discharge_prim_care_suspected            243\n",
      "ae_before_with_prim_care_probable                                243\n",
      "ae_before_with_hospital_discharge_prim_care_probable             243\n",
      "ae_before_with_positive_covid_test                               243\n",
      "ae_before_with_hospital_discharge_positive_covid_test            243\n",
      "ae_before_with_positive_covid_test_2_weeks                       243\n",
      "ae_before_with_hospital_discharge_positive_covid_test_2_weeks    243\n",
      "emergency_covid_hospital_admission_after_ae                      243\n",
      "emergency_covid_hospital_admission_after_ae_hosp_discharge       243\n",
      "covid_primary_care_before_ae                                     243\n",
      "covid_primary_care_before_ae_hosp_discharge                      243\n",
      "suspected_covid_primary_care_before_ae                           243\n",
      "suspected_covid_primary_care_before_ae_hosp_discharge            243\n",
      "pos_test                                                         243\n",
      "pos_test_hosp_discharge                                          243\n",
      "pos_test_2_weeks                                                 243\n",
      "pos_test_2_weeks_hosp_discharge                                  243\n",
      "ae_cov                                                           243\n",
      "ae_cov_hosp_discharge                                            243\n",
      "ae_resp                                                          243\n",
      "ae_resp_hosp_discharge                                           243\n",
      "patient_id                                                       243\n",
      "dtype: int64\n",
      "ae_attendance_date                                                98\n",
      "ae_attendance_hosp_discharge_date                                 94\n",
      "emergency_covid_hospital_admission_date                           83\n",
      "ae_before_date                                                   129\n",
      "ae_before_with_hospital_discharge_date                           127\n",
      "hospital_admission                                               252\n",
      "ae_attendance                                                    252\n",
      "ae_attendance_hosp_discharge                                     252\n",
      "ae_attendance_count                                              252\n",
      "ae_before_with_covid                                             252\n",
      "ae_before_with_hospital_discharge_covid                          252\n",
      "ae_before_with_resp                                              252\n",
      "ae_before_with_hospital_discharge_resp                           252\n",
      "ae_before_with_prim_care_suspected                               252\n",
      "ae_before_with_hospital_discharge_prim_care_suspected            252\n",
      "ae_before_with_prim_care_probable                                252\n",
      "ae_before_with_hospital_discharge_prim_care_probable             252\n",
      "ae_before_with_positive_covid_test                               252\n",
      "ae_before_with_hospital_discharge_positive_covid_test            252\n",
      "ae_before_with_positive_covid_test_2_weeks                       252\n",
      "ae_before_with_hospital_discharge_positive_covid_test_2_weeks    252\n",
      "emergency_covid_hospital_admission_after_ae                      252\n",
      "emergency_covid_hospital_admission_after_ae_hosp_discharge       252\n",
      "covid_primary_care_before_ae                                     252\n",
      "covid_primary_care_before_ae_hosp_discharge                      252\n",
      "suspected_covid_primary_care_before_ae                           252\n",
      "suspected_covid_primary_care_before_ae_hosp_discharge            252\n",
      "pos_test                                                         252\n",
      "pos_test_hosp_discharge                                          252\n",
      "pos_test_2_weeks                                                 252\n",
      "pos_test_2_weeks_hosp_discharge                                  252\n",
      "ae_cov                                                           252\n",
      "ae_cov_hosp_discharge                                            252\n",
      "ae_resp                                                          252\n",
      "ae_resp_hosp_discharge                                           252\n",
      "patient_id                                                       252\n",
      "dtype: int64\n",
      "ae_attendance_date                                                93\n",
      "ae_attendance_hosp_discharge_date                                105\n",
      "emergency_covid_hospital_admission_date                           76\n",
      "ae_before_date                                                   124\n",
      "ae_before_with_hospital_discharge_date                           116\n",
      "hospital_admission                                               247\n",
      "ae_attendance                                                    247\n",
      "ae_attendance_hosp_discharge                                     247\n",
      "ae_attendance_count                                              247\n",
      "ae_before_with_covid                                             247\n",
      "ae_before_with_hospital_discharge_covid                          247\n",
      "ae_before_with_resp                                              247\n",
      "ae_before_with_hospital_discharge_resp                           247\n",
      "ae_before_with_prim_care_suspected                               247\n",
      "ae_before_with_hospital_discharge_prim_care_suspected            247\n",
      "ae_before_with_prim_care_probable                                247\n",
      "ae_before_with_hospital_discharge_prim_care_probable             247\n",
      "ae_before_with_positive_covid_test                               247\n",
      "ae_before_with_hospital_discharge_positive_covid_test            247\n",
      "ae_before_with_positive_covid_test_2_weeks                       247\n",
      "ae_before_with_hospital_discharge_positive_covid_test_2_weeks    247\n",
      "emergency_covid_hospital_admission_after_ae                      247\n",
      "emergency_covid_hospital_admission_after_ae_hosp_discharge       247\n",
      "covid_primary_care_before_ae                                     247\n",
      "covid_primary_care_before_ae_hosp_discharge                      247\n",
      "suspected_covid_primary_care_before_ae                           247\n",
      "suspected_covid_primary_care_before_ae_hosp_discharge            247\n",
      "pos_test                                                         247\n",
      "pos_test_hosp_discharge                                          247\n",
      "pos_test_2_weeks                                                 247\n",
      "pos_test_2_weeks_hosp_discharge                                  247\n",
      "ae_cov                                                           247\n",
      "ae_cov_hosp_discharge                                            247\n",
      "ae_resp                                                          247\n",
      "ae_resp_hosp_discharge                                           247\n",
      "patient_id                                                       247\n",
      "dtype: int64\n",
      "ae_attendance_date                                                85\n",
      "ae_attendance_hosp_discharge_date                                 99\n",
      "emergency_covid_hospital_admission_date                           63\n",
      "ae_before_date                                                   114\n",
      "ae_before_with_hospital_discharge_date                           122\n",
      "hospital_admission                                               235\n",
      "ae_attendance                                                    235\n",
      "ae_attendance_hosp_discharge                                     235\n",
      "ae_attendance_count                                              235\n",
      "ae_before_with_covid                                             235\n",
      "ae_before_with_hospital_discharge_covid                          235\n",
      "ae_before_with_resp                                              235\n",
      "ae_before_with_hospital_discharge_resp                           235\n",
      "ae_before_with_prim_care_suspected                               235\n",
      "ae_before_with_hospital_discharge_prim_care_suspected            235\n",
      "ae_before_with_prim_care_probable                                235\n",
      "ae_before_with_hospital_discharge_prim_care_probable             235\n",
      "ae_before_with_positive_covid_test                               235\n",
      "ae_before_with_hospital_discharge_positive_covid_test            235\n",
      "ae_before_with_positive_covid_test_2_weeks                       235\n",
      "ae_before_with_hospital_discharge_positive_covid_test_2_weeks    235\n",
      "emergency_covid_hospital_admission_after_ae                      235\n",
      "emergency_covid_hospital_admission_after_ae_hosp_discharge       235\n",
      "covid_primary_care_before_ae                                     235\n",
      "covid_primary_care_before_ae_hosp_discharge                      235\n",
      "suspected_covid_primary_care_before_ae                           235\n",
      "suspected_covid_primary_care_before_ae_hosp_discharge            235\n",
      "pos_test                                                         235\n",
      "pos_test_hosp_discharge                                          235\n",
      "pos_test_2_weeks                                                 235\n",
      "pos_test_2_weeks_hosp_discharge                                  235\n",
      "ae_cov                                                           235\n",
      "ae_cov_hosp_discharge                                            235\n",
      "ae_resp                                                          235\n",
      "ae_resp_hosp_discharge                                           235\n",
      "patient_id                                                       235\n",
      "dtype: int64\n",
      "ae_attendance_date                                                93\n",
      "ae_attendance_hosp_discharge_date                                105\n",
      "emergency_covid_hospital_admission_date                           76\n",
      "ae_before_date                                                   124\n",
      "ae_before_with_hospital_discharge_date                           116\n",
      "hospital_admission                                               247\n",
      "ae_attendance                                                    247\n",
      "ae_attendance_hosp_discharge                                     247\n",
      "ae_attendance_count                                              247\n",
      "ae_before_with_covid                                             247\n",
      "ae_before_with_hospital_discharge_covid                          247\n",
      "ae_before_with_resp                                              247\n",
      "ae_before_with_hospital_discharge_resp                           247\n",
      "ae_before_with_prim_care_suspected                               247\n",
      "ae_before_with_hospital_discharge_prim_care_suspected            247\n",
      "ae_before_with_prim_care_probable                                247\n",
      "ae_before_with_hospital_discharge_prim_care_probable             247\n",
      "ae_before_with_positive_covid_test                               247\n",
      "ae_before_with_hospital_discharge_positive_covid_test            247\n",
      "ae_before_with_positive_covid_test_2_weeks                       247\n",
      "ae_before_with_hospital_discharge_positive_covid_test_2_weeks    247\n",
      "emergency_covid_hospital_admission_after_ae                      247\n",
      "emergency_covid_hospital_admission_after_ae_hosp_discharge       247\n",
      "covid_primary_care_before_ae                                     247\n",
      "covid_primary_care_before_ae_hosp_discharge                      247\n",
      "suspected_covid_primary_care_before_ae                           247\n",
      "suspected_covid_primary_care_before_ae_hosp_discharge            247\n",
      "pos_test                                                         247\n",
      "pos_test_hosp_discharge                                          247\n",
      "pos_test_2_weeks                                                 247\n",
      "pos_test_2_weeks_hosp_discharge                                  247\n",
      "ae_cov                                                           247\n",
      "ae_cov_hosp_discharge                                            247\n",
      "ae_resp                                                          247\n",
      "ae_resp_hosp_discharge                                           247\n",
      "patient_id                                                       247\n",
      "dtype: int64\n",
      "ae_attendance_date                                                67\n",
      "ae_attendance_hosp_discharge_date                                 74\n",
      "emergency_covid_hospital_admission_date                           56\n",
      "ae_before_date                                                    89\n",
      "ae_before_with_hospital_discharge_date                            86\n",
      "hospital_admission                                               176\n",
      "ae_attendance                                                    176\n",
      "ae_attendance_hosp_discharge                                     176\n",
      "ae_attendance_count                                              176\n",
      "ae_before_with_covid                                             176\n",
      "ae_before_with_hospital_discharge_covid                          176\n",
      "ae_before_with_resp                                              176\n",
      "ae_before_with_hospital_discharge_resp                           176\n",
      "ae_before_with_prim_care_suspected                               176\n",
      "ae_before_with_hospital_discharge_prim_care_suspected            176\n",
      "ae_before_with_prim_care_probable                                176\n",
      "ae_before_with_hospital_discharge_prim_care_probable             176\n",
      "ae_before_with_positive_covid_test                               176\n",
      "ae_before_with_hospital_discharge_positive_covid_test            176\n",
      "ae_before_with_positive_covid_test_2_weeks                       176\n",
      "ae_before_with_hospital_discharge_positive_covid_test_2_weeks    176\n",
      "emergency_covid_hospital_admission_after_ae                      176\n",
      "emergency_covid_hospital_admission_after_ae_hosp_discharge       176\n",
      "covid_primary_care_before_ae                                     176\n",
      "covid_primary_care_before_ae_hosp_discharge                      176\n",
      "suspected_covid_primary_care_before_ae                           176\n",
      "suspected_covid_primary_care_before_ae_hosp_discharge            176\n",
      "pos_test                                                         176\n",
      "pos_test_hosp_discharge                                          176\n",
      "pos_test_2_weeks                                                 176\n",
      "pos_test_2_weeks_hosp_discharge                                  176\n",
      "ae_cov                                                           176\n",
      "ae_cov_hosp_discharge                                            176\n",
      "ae_resp                                                          176\n",
      "ae_resp_hosp_discharge                                           176\n",
      "patient_id                                                       176\n",
      "dtype: int64\n",
      "(500, 36)\n",
      "ae_attendance_date                                                93\n",
      "ae_attendance_hosp_discharge_date                                113\n",
      "emergency_covid_hospital_admission_date                           81\n",
      "ae_before_date                                                   127\n",
      "ae_before_with_hospital_discharge_date                           256\n",
      "hospital_admission                                               256\n",
      "ae_attendance                                                    256\n",
      "ae_attendance_hosp_discharge                                     256\n",
      "ae_attendance_count                                              256\n",
      "ae_before_with_covid                                             256\n",
      "ae_before_with_hospital_discharge_covid                          256\n",
      "ae_before_with_resp                                              256\n",
      "ae_before_with_hospital_discharge_resp                           256\n",
      "ae_before_with_prim_care_suspected                               256\n",
      "ae_before_with_hospital_discharge_prim_care_suspected            256\n",
      "ae_before_with_prim_care_probable                                256\n",
      "ae_before_with_hospital_discharge_prim_care_probable             256\n",
      "ae_before_with_positive_covid_test                               256\n",
      "ae_before_with_hospital_discharge_positive_covid_test            256\n",
      "ae_before_with_positive_covid_test_2_weeks                       256\n",
      "ae_before_with_hospital_discharge_positive_covid_test_2_weeks    256\n",
      "emergency_covid_hospital_admission_after_ae                      256\n",
      "emergency_covid_hospital_admission_after_ae_hosp_discharge       256\n",
      "covid_primary_care_before_ae                                     256\n",
      "covid_primary_care_before_ae_hosp_discharge                      256\n",
      "suspected_covid_primary_care_before_ae                           256\n",
      "suspected_covid_primary_care_before_ae_hosp_discharge            256\n",
      "pos_test                                                         256\n",
      "pos_test_hosp_discharge                                          256\n",
      "pos_test_2_weeks                                                 256\n",
      "pos_test_2_weeks_hosp_discharge                                  256\n",
      "ae_cov                                                           256\n",
      "ae_cov_hosp_discharge                                            256\n",
      "ae_resp                                                          256\n",
      "ae_resp_hosp_discharge                                           256\n",
      "patient_id                                                       256\n",
      "dtype: int64\n",
      "ae_attendance_date                                               101\n",
      "ae_attendance_hosp_discharge_date                                 96\n",
      "emergency_covid_hospital_admission_date                           77\n",
      "ae_before_date                                                   132\n",
      "ae_before_with_hospital_discharge_date                           126\n",
      "hospital_admission                                               252\n",
      "ae_attendance                                                    252\n",
      "ae_attendance_hosp_discharge                                     252\n",
      "ae_attendance_count                                              252\n",
      "ae_before_with_covid                                             252\n",
      "ae_before_with_hospital_discharge_covid                          252\n",
      "ae_before_with_resp                                              252\n",
      "ae_before_with_hospital_discharge_resp                           252\n",
      "ae_before_with_prim_care_suspected                               252\n",
      "ae_before_with_hospital_discharge_prim_care_suspected            252\n",
      "ae_before_with_prim_care_probable                                252\n",
      "ae_before_with_hospital_discharge_prim_care_probable             252\n",
      "ae_before_with_positive_covid_test                               252\n",
      "ae_before_with_hospital_discharge_positive_covid_test            252\n",
      "ae_before_with_positive_covid_test_2_weeks                       252\n",
      "ae_before_with_hospital_discharge_positive_covid_test_2_weeks    252\n",
      "emergency_covid_hospital_admission_after_ae                      252\n",
      "emergency_covid_hospital_admission_after_ae_hosp_discharge       252\n",
      "covid_primary_care_before_ae                                     252\n",
      "covid_primary_care_before_ae_hosp_discharge                      252\n",
      "suspected_covid_primary_care_before_ae                           252\n",
      "suspected_covid_primary_care_before_ae_hosp_discharge            252\n",
      "pos_test                                                         252\n",
      "pos_test_hosp_discharge                                          252\n",
      "pos_test_2_weeks                                                 252\n",
      "pos_test_2_weeks_hosp_discharge                                  252\n",
      "ae_cov                                                           252\n",
      "ae_cov_hosp_discharge                                            252\n",
      "ae_resp                                                          252\n",
      "ae_resp_hosp_discharge                                           252\n",
      "patient_id                                                       252\n",
      "dtype: int64\n",
      "ae_attendance_date                                                95\n",
      "ae_attendance_hosp_discharge_date                                102\n",
      "emergency_covid_hospital_admission_date                           69\n",
      "ae_before_date                                                   119\n",
      "ae_before_with_hospital_discharge_date                           122\n",
      "hospital_admission                                               243\n",
      "ae_attendance                                                    243\n",
      "ae_attendance_hosp_discharge                                     243\n",
      "ae_attendance_count                                              243\n",
      "ae_before_with_covid                                             243\n",
      "ae_before_with_hospital_discharge_covid                          243\n",
      "ae_before_with_resp                                              243\n",
      "ae_before_with_hospital_discharge_resp                           243\n",
      "ae_before_with_prim_care_suspected                               243\n",
      "ae_before_with_hospital_discharge_prim_care_suspected            243\n",
      "ae_before_with_prim_care_probable                                243\n",
      "ae_before_with_hospital_discharge_prim_care_probable             243\n",
      "ae_before_with_positive_covid_test                               243\n",
      "ae_before_with_hospital_discharge_positive_covid_test            243\n",
      "ae_before_with_positive_covid_test_2_weeks                       243\n",
      "ae_before_with_hospital_discharge_positive_covid_test_2_weeks    243\n",
      "emergency_covid_hospital_admission_after_ae                      243\n",
      "emergency_covid_hospital_admission_after_ae_hosp_discharge       243\n",
      "covid_primary_care_before_ae                                     243\n",
      "covid_primary_care_before_ae_hosp_discharge                      243\n",
      "suspected_covid_primary_care_before_ae                           243\n",
      "suspected_covid_primary_care_before_ae_hosp_discharge            243\n",
      "pos_test                                                         243\n",
      "pos_test_hosp_discharge                                          243\n",
      "pos_test_2_weeks                                                 243\n",
      "pos_test_2_weeks_hosp_discharge                                  243\n",
      "ae_cov                                                           243\n",
      "ae_cov_hosp_discharge                                            243\n",
      "ae_resp                                                          243\n",
      "ae_resp_hosp_discharge                                           243\n",
      "patient_id                                                       243\n",
      "dtype: int64\n",
      "ae_attendance_date                                               195\n",
      "ae_attendance_hosp_discharge_date                                205\n",
      "emergency_covid_hospital_admission_date                          145\n",
      "ae_before_date                                                   249\n",
      "ae_before_with_hospital_discharge_date                           256\n",
      "hospital_admission                                               500\n",
      "ae_attendance                                                    500\n",
      "ae_attendance_hosp_discharge                                     500\n",
      "ae_attendance_count                                              500\n",
      "ae_before_with_covid                                             500\n",
      "ae_before_with_hospital_discharge_covid                          500\n",
      "ae_before_with_resp                                              500\n",
      "ae_before_with_hospital_discharge_resp                           500\n",
      "ae_before_with_prim_care_suspected                               500\n",
      "ae_before_with_hospital_discharge_prim_care_suspected            500\n",
      "ae_before_with_prim_care_probable                                500\n",
      "ae_before_with_hospital_discharge_prim_care_probable             500\n",
      "ae_before_with_positive_covid_test                               500\n",
      "ae_before_with_hospital_discharge_positive_covid_test            500\n",
      "ae_before_with_positive_covid_test_2_weeks                       500\n",
      "ae_before_with_hospital_discharge_positive_covid_test_2_weeks    500\n",
      "emergency_covid_hospital_admission_after_ae                      500\n",
      "emergency_covid_hospital_admission_after_ae_hosp_discharge       500\n",
      "covid_primary_care_before_ae                                     500\n",
      "covid_primary_care_before_ae_hosp_discharge                      500\n",
      "suspected_covid_primary_care_before_ae                           500\n",
      "suspected_covid_primary_care_before_ae_hosp_discharge            500\n",
      "pos_test                                                         500\n",
      "pos_test_hosp_discharge                                          500\n",
      "pos_test_2_weeks                                                 500\n",
      "pos_test_2_weeks_hosp_discharge                                  500\n",
      "ae_cov                                                           500\n",
      "ae_cov_hosp_discharge                                            500\n",
      "ae_resp                                                          500\n",
      "ae_resp_hosp_discharge                                           500\n",
      "patient_id                                                       500\n",
      "dtype: int64\n",
      "ae_attendance_date                                                95\n",
      "ae_attendance_hosp_discharge_date                                 94\n",
      "emergency_covid_hospital_admission_date                           72\n",
      "ae_before_date                                                   123\n",
      "ae_before_with_hospital_discharge_date                           134\n",
      "hospital_admission                                               244\n",
      "ae_attendance                                                    244\n",
      "ae_attendance_hosp_discharge                                     244\n",
      "ae_attendance_count                                              244\n",
      "ae_before_with_covid                                             244\n",
      "ae_before_with_hospital_discharge_covid                          244\n",
      "ae_before_with_resp                                              244\n",
      "ae_before_with_hospital_discharge_resp                           244\n",
      "ae_before_with_prim_care_suspected                               244\n",
      "ae_before_with_hospital_discharge_prim_care_suspected            244\n",
      "ae_before_with_prim_care_probable                                244\n",
      "ae_before_with_hospital_discharge_prim_care_probable             244\n",
      "ae_before_with_positive_covid_test                               244\n",
      "ae_before_with_hospital_discharge_positive_covid_test            244\n",
      "ae_before_with_positive_covid_test_2_weeks                       244\n",
      "ae_before_with_hospital_discharge_positive_covid_test_2_weeks    244\n",
      "emergency_covid_hospital_admission_after_ae                      244\n",
      "emergency_covid_hospital_admission_after_ae_hosp_discharge       244\n",
      "covid_primary_care_before_ae                                     244\n",
      "covid_primary_care_before_ae_hosp_discharge                      244\n",
      "suspected_covid_primary_care_before_ae                           244\n",
      "suspected_covid_primary_care_before_ae_hosp_discharge            244\n",
      "pos_test                                                         244\n",
      "pos_test_hosp_discharge                                          244\n",
      "pos_test_2_weeks                                                 244\n",
      "pos_test_2_weeks_hosp_discharge                                  244\n",
      "ae_cov                                                           244\n",
      "ae_cov_hosp_discharge                                            244\n",
      "ae_resp                                                          244\n",
      "ae_resp_hosp_discharge                                           244\n",
      "patient_id                                                       244\n",
      "dtype: int64\n",
      "ae_attendance_date                                                87\n",
      "ae_attendance_hosp_discharge_date                                105\n",
      "emergency_covid_hospital_admission_date                           68\n",
      "ae_before_date                                                   126\n",
      "ae_before_with_hospital_discharge_date                           123\n",
      "hospital_admission                                               236\n",
      "ae_attendance                                                    236\n",
      "ae_attendance_hosp_discharge                                     236\n",
      "ae_attendance_count                                              236\n",
      "ae_before_with_covid                                             236\n",
      "ae_before_with_hospital_discharge_covid                          236\n",
      "ae_before_with_resp                                              236\n",
      "ae_before_with_hospital_discharge_resp                           236\n",
      "ae_before_with_prim_care_suspected                               236\n",
      "ae_before_with_hospital_discharge_prim_care_suspected            236\n",
      "ae_before_with_prim_care_probable                                236\n",
      "ae_before_with_hospital_discharge_prim_care_probable             236\n",
      "ae_before_with_positive_covid_test                               236\n",
      "ae_before_with_hospital_discharge_positive_covid_test            236\n",
      "ae_before_with_positive_covid_test_2_weeks                       236\n",
      "ae_before_with_hospital_discharge_positive_covid_test_2_weeks    236\n",
      "emergency_covid_hospital_admission_after_ae                      236\n",
      "emergency_covid_hospital_admission_after_ae_hosp_discharge       236\n",
      "covid_primary_care_before_ae                                     236\n",
      "covid_primary_care_before_ae_hosp_discharge                      236\n",
      "suspected_covid_primary_care_before_ae                           236\n",
      "suspected_covid_primary_care_before_ae_hosp_discharge            236\n",
      "pos_test                                                         236\n",
      "pos_test_hosp_discharge                                          236\n",
      "pos_test_2_weeks                                                 236\n",
      "pos_test_2_weeks_hosp_discharge                                  236\n",
      "ae_cov                                                           236\n",
      "ae_cov_hosp_discharge                                            236\n",
      "ae_resp                                                          236\n",
      "ae_resp_hosp_discharge                                           236\n",
      "patient_id                                                       236\n",
      "dtype: int64\n",
      "ae_attendance_date                                                92\n",
      "ae_attendance_hosp_discharge_date                                103\n",
      "emergency_covid_hospital_admission_date                           53\n",
      "ae_before_date                                                   124\n",
      "ae_before_with_hospital_discharge_date                           127\n",
      "hospital_admission                                               234\n",
      "ae_attendance                                                    234\n",
      "ae_attendance_hosp_discharge                                     234\n",
      "ae_attendance_count                                              234\n",
      "ae_before_with_covid                                             234\n",
      "ae_before_with_hospital_discharge_covid                          234\n",
      "ae_before_with_resp                                              234\n",
      "ae_before_with_hospital_discharge_resp                           234\n",
      "ae_before_with_prim_care_suspected                               234\n",
      "ae_before_with_hospital_discharge_prim_care_suspected            234\n",
      "ae_before_with_prim_care_probable                                234\n",
      "ae_before_with_hospital_discharge_prim_care_probable             234\n",
      "ae_before_with_positive_covid_test                               234\n",
      "ae_before_with_hospital_discharge_positive_covid_test            234\n",
      "ae_before_with_positive_covid_test_2_weeks                       234\n",
      "ae_before_with_hospital_discharge_positive_covid_test_2_weeks    234\n",
      "emergency_covid_hospital_admission_after_ae                      234\n",
      "emergency_covid_hospital_admission_after_ae_hosp_discharge       234\n",
      "covid_primary_care_before_ae                                     234\n",
      "covid_primary_care_before_ae_hosp_discharge                      234\n",
      "suspected_covid_primary_care_before_ae                           234\n",
      "suspected_covid_primary_care_before_ae_hosp_discharge            234\n",
      "pos_test                                                         234\n",
      "pos_test_hosp_discharge                                          234\n",
      "pos_test_2_weeks                                                 234\n",
      "pos_test_2_weeks_hosp_discharge                                  234\n",
      "ae_cov                                                           234\n",
      "ae_cov_hosp_discharge                                            234\n",
      "ae_resp                                                          234\n",
      "ae_resp_hosp_discharge                                           234\n",
      "patient_id                                                       234\n",
      "dtype: int64\n",
      "ae_attendance_date                                                61\n",
      "ae_attendance_hosp_discharge_date                                 73\n",
      "emergency_covid_hospital_admission_date                           50\n",
      "ae_before_date                                                    92\n",
      "ae_before_with_hospital_discharge_date                            87\n",
      "hospital_admission                                               169\n",
      "ae_attendance                                                    169\n",
      "ae_attendance_hosp_discharge                                     169\n",
      "ae_attendance_count                                              169\n",
      "ae_before_with_covid                                             169\n",
      "ae_before_with_hospital_discharge_covid                          169\n",
      "ae_before_with_resp                                              169\n",
      "ae_before_with_hospital_discharge_resp                           169\n",
      "ae_before_with_prim_care_suspected                               169\n",
      "ae_before_with_hospital_discharge_prim_care_suspected            169\n",
      "ae_before_with_prim_care_probable                                169\n",
      "ae_before_with_hospital_discharge_prim_care_probable             169\n",
      "ae_before_with_positive_covid_test                               169\n",
      "ae_before_with_hospital_discharge_positive_covid_test            169\n",
      "ae_before_with_positive_covid_test_2_weeks                       169\n",
      "ae_before_with_hospital_discharge_positive_covid_test_2_weeks    169\n",
      "emergency_covid_hospital_admission_after_ae                      169\n",
      "emergency_covid_hospital_admission_after_ae_hosp_discharge       169\n",
      "covid_primary_care_before_ae                                     169\n",
      "covid_primary_care_before_ae_hosp_discharge                      169\n",
      "suspected_covid_primary_care_before_ae                           169\n",
      "suspected_covid_primary_care_before_ae_hosp_discharge            169\n",
      "pos_test                                                         169\n",
      "pos_test_hosp_discharge                                          169\n",
      "pos_test_2_weeks                                                 169\n",
      "pos_test_2_weeks_hosp_discharge                                  169\n",
      "ae_cov                                                           169\n",
      "ae_cov_hosp_discharge                                            169\n",
      "ae_resp                                                          169\n",
      "ae_resp_hosp_discharge                                           169\n",
      "patient_id                                                       169\n",
      "dtype: int64\n",
      "ae_attendance_date                                                87\n",
      "ae_attendance_hosp_discharge_date                                105\n",
      "emergency_covid_hospital_admission_date                           68\n",
      "ae_before_date                                                   126\n",
      "ae_before_with_hospital_discharge_date                           123\n",
      "hospital_admission                                               236\n",
      "ae_attendance                                                    236\n",
      "ae_attendance_hosp_discharge                                     236\n",
      "ae_attendance_count                                              236\n",
      "ae_before_with_covid                                             236\n",
      "ae_before_with_hospital_discharge_covid                          236\n",
      "ae_before_with_resp                                              236\n",
      "ae_before_with_hospital_discharge_resp                           236\n",
      "ae_before_with_prim_care_suspected                               236\n",
      "ae_before_with_hospital_discharge_prim_care_suspected            236\n",
      "ae_before_with_prim_care_probable                                236\n",
      "ae_before_with_hospital_discharge_prim_care_probable             236\n",
      "ae_before_with_positive_covid_test                               236\n",
      "ae_before_with_hospital_discharge_positive_covid_test            236\n",
      "ae_before_with_positive_covid_test_2_weeks                       236\n",
      "ae_before_with_hospital_discharge_positive_covid_test_2_weeks    236\n",
      "emergency_covid_hospital_admission_after_ae                      236\n",
      "emergency_covid_hospital_admission_after_ae_hosp_discharge       236\n",
      "covid_primary_care_before_ae                                     236\n",
      "covid_primary_care_before_ae_hosp_discharge                      236\n",
      "suspected_covid_primary_care_before_ae                           236\n",
      "suspected_covid_primary_care_before_ae_hosp_discharge            236\n",
      "pos_test                                                         236\n",
      "pos_test_hosp_discharge                                          236\n",
      "pos_test_2_weeks                                                 236\n",
      "pos_test_2_weeks_hosp_discharge                                  236\n",
      "ae_cov                                                           236\n",
      "ae_cov_hosp_discharge                                            236\n",
      "ae_resp                                                          236\n",
      "ae_resp_hosp_discharge                                           236\n",
      "patient_id                                                       236\n",
      "dtype: int64\n",
      "(500, 36)\n",
      "ae_attendance_date                                               103\n",
      "ae_attendance_hosp_discharge_date                                106\n",
      "emergency_covid_hospital_admission_date                           85\n",
      "ae_before_date                                                   128\n",
      "ae_before_with_hospital_discharge_date                           264\n",
      "hospital_admission                                               264\n",
      "ae_attendance                                                    264\n",
      "ae_attendance_hosp_discharge                                     264\n",
      "ae_attendance_count                                              264\n",
      "ae_before_with_covid                                             264\n",
      "ae_before_with_hospital_discharge_covid                          264\n",
      "ae_before_with_resp                                              264\n",
      "ae_before_with_hospital_discharge_resp                           264\n",
      "ae_before_with_prim_care_suspected                               264\n",
      "ae_before_with_hospital_discharge_prim_care_suspected            264\n",
      "ae_before_with_prim_care_probable                                264\n",
      "ae_before_with_hospital_discharge_prim_care_probable             264\n",
      "ae_before_with_positive_covid_test                               264\n",
      "ae_before_with_hospital_discharge_positive_covid_test            264\n",
      "ae_before_with_positive_covid_test_2_weeks                       264\n",
      "ae_before_with_hospital_discharge_positive_covid_test_2_weeks    264\n",
      "emergency_covid_hospital_admission_after_ae                      264\n",
      "emergency_covid_hospital_admission_after_ae_hosp_discharge       264\n",
      "covid_primary_care_before_ae                                     264\n",
      "covid_primary_care_before_ae_hosp_discharge                      264\n",
      "suspected_covid_primary_care_before_ae                           264\n",
      "suspected_covid_primary_care_before_ae_hosp_discharge            264\n",
      "pos_test                                                         264\n",
      "pos_test_hosp_discharge                                          264\n",
      "pos_test_2_weeks                                                 264\n",
      "pos_test_2_weeks_hosp_discharge                                  264\n",
      "ae_cov                                                           264\n",
      "ae_cov_hosp_discharge                                            264\n",
      "ae_resp                                                          264\n",
      "ae_resp_hosp_discharge                                           264\n",
      "patient_id                                                       264\n",
      "dtype: int64\n",
      "ae_attendance_date                                               102\n",
      "ae_attendance_hosp_discharge_date                                 90\n",
      "emergency_covid_hospital_admission_date                           80\n",
      "ae_before_date                                                   126\n",
      "ae_before_with_hospital_discharge_date                           136\n",
      "hospital_admission                                               248\n",
      "ae_attendance                                                    248\n",
      "ae_attendance_hosp_discharge                                     248\n",
      "ae_attendance_count                                              248\n",
      "ae_before_with_covid                                             248\n",
      "ae_before_with_hospital_discharge_covid                          248\n",
      "ae_before_with_resp                                              248\n",
      "ae_before_with_hospital_discharge_resp                           248\n",
      "ae_before_with_prim_care_suspected                               248\n",
      "ae_before_with_hospital_discharge_prim_care_suspected            248\n",
      "ae_before_with_prim_care_probable                                248\n",
      "ae_before_with_hospital_discharge_prim_care_probable             248\n",
      "ae_before_with_positive_covid_test                               248\n",
      "ae_before_with_hospital_discharge_positive_covid_test            248\n",
      "ae_before_with_positive_covid_test_2_weeks                       248\n",
      "ae_before_with_hospital_discharge_positive_covid_test_2_weeks    248\n",
      "emergency_covid_hospital_admission_after_ae                      248\n",
      "emergency_covid_hospital_admission_after_ae_hosp_discharge       248\n",
      "covid_primary_care_before_ae                                     248\n",
      "covid_primary_care_before_ae_hosp_discharge                      248\n",
      "suspected_covid_primary_care_before_ae                           248\n",
      "suspected_covid_primary_care_before_ae_hosp_discharge            248\n",
      "pos_test                                                         248\n",
      "pos_test_hosp_discharge                                          248\n",
      "pos_test_2_weeks                                                 248\n",
      "pos_test_2_weeks_hosp_discharge                                  248\n",
      "ae_cov                                                           248\n",
      "ae_cov_hosp_discharge                                            248\n",
      "ae_resp                                                          248\n",
      "ae_resp_hosp_discharge                                           248\n",
      "patient_id                                                       248\n",
      "dtype: int64\n",
      "ae_attendance_date                                                98\n",
      "ae_attendance_hosp_discharge_date                                 94\n",
      "emergency_covid_hospital_admission_date                           83\n",
      "ae_before_date                                                   129\n",
      "ae_before_with_hospital_discharge_date                           127\n",
      "hospital_admission                                               252\n",
      "ae_attendance                                                    252\n",
      "ae_attendance_hosp_discharge                                     252\n",
      "ae_attendance_count                                              252\n",
      "ae_before_with_covid                                             252\n",
      "ae_before_with_hospital_discharge_covid                          252\n",
      "ae_before_with_resp                                              252\n",
      "ae_before_with_hospital_discharge_resp                           252\n",
      "ae_before_with_prim_care_suspected                               252\n",
      "ae_before_with_hospital_discharge_prim_care_suspected            252\n",
      "ae_before_with_prim_care_probable                                252\n",
      "ae_before_with_hospital_discharge_prim_care_probable             252\n",
      "ae_before_with_positive_covid_test                               252\n",
      "ae_before_with_hospital_discharge_positive_covid_test            252\n",
      "ae_before_with_positive_covid_test_2_weeks                       252\n",
      "ae_before_with_hospital_discharge_positive_covid_test_2_weeks    252\n",
      "emergency_covid_hospital_admission_after_ae                      252\n",
      "emergency_covid_hospital_admission_after_ae_hosp_discharge       252\n",
      "covid_primary_care_before_ae                                     252\n",
      "covid_primary_care_before_ae_hosp_discharge                      252\n",
      "suspected_covid_primary_care_before_ae                           252\n",
      "suspected_covid_primary_care_before_ae_hosp_discharge            252\n",
      "pos_test                                                         252\n",
      "pos_test_hosp_discharge                                          252\n",
      "pos_test_2_weeks                                                 252\n",
      "pos_test_2_weeks_hosp_discharge                                  252\n",
      "ae_cov                                                           252\n",
      "ae_cov_hosp_discharge                                            252\n",
      "ae_resp                                                          252\n",
      "ae_resp_hosp_discharge                                           252\n",
      "patient_id                                                       252\n",
      "dtype: int64\n",
      "ae_attendance_date                                                95\n",
      "ae_attendance_hosp_discharge_date                                 94\n",
      "emergency_covid_hospital_admission_date                           72\n",
      "ae_before_date                                                   123\n",
      "ae_before_with_hospital_discharge_date                           134\n",
      "hospital_admission                                               244\n",
      "ae_attendance                                                    244\n",
      "ae_attendance_hosp_discharge                                     244\n",
      "ae_attendance_count                                              244\n",
      "ae_before_with_covid                                             244\n",
      "ae_before_with_hospital_discharge_covid                          244\n",
      "ae_before_with_resp                                              244\n",
      "ae_before_with_hospital_discharge_resp                           244\n",
      "ae_before_with_prim_care_suspected                               244\n",
      "ae_before_with_hospital_discharge_prim_care_suspected            244\n",
      "ae_before_with_prim_care_probable                                244\n",
      "ae_before_with_hospital_discharge_prim_care_probable             244\n",
      "ae_before_with_positive_covid_test                               244\n",
      "ae_before_with_hospital_discharge_positive_covid_test            244\n",
      "ae_before_with_positive_covid_test_2_weeks                       244\n",
      "ae_before_with_hospital_discharge_positive_covid_test_2_weeks    244\n",
      "emergency_covid_hospital_admission_after_ae                      244\n",
      "emergency_covid_hospital_admission_after_ae_hosp_discharge       244\n",
      "covid_primary_care_before_ae                                     244\n",
      "covid_primary_care_before_ae_hosp_discharge                      244\n",
      "suspected_covid_primary_care_before_ae                           244\n",
      "suspected_covid_primary_care_before_ae_hosp_discharge            244\n",
      "pos_test                                                         244\n",
      "pos_test_hosp_discharge                                          244\n",
      "pos_test_2_weeks                                                 244\n",
      "pos_test_2_weeks_hosp_discharge                                  244\n",
      "ae_cov                                                           244\n",
      "ae_cov_hosp_discharge                                            244\n",
      "ae_resp                                                          244\n",
      "ae_resp_hosp_discharge                                           244\n",
      "patient_id                                                       244\n",
      "dtype: int64\n",
      "ae_attendance_date                                               205\n",
      "ae_attendance_hosp_discharge_date                                186\n",
      "emergency_covid_hospital_admission_date                          161\n",
      "ae_before_date                                                   256\n",
      "ae_before_with_hospital_discharge_date                           264\n",
      "hospital_admission                                               500\n",
      "ae_attendance                                                    500\n",
      "ae_attendance_hosp_discharge                                     500\n",
      "ae_attendance_count                                              500\n",
      "ae_before_with_covid                                             500\n",
      "ae_before_with_hospital_discharge_covid                          500\n",
      "ae_before_with_resp                                              500\n",
      "ae_before_with_hospital_discharge_resp                           500\n",
      "ae_before_with_prim_care_suspected                               500\n",
      "ae_before_with_hospital_discharge_prim_care_suspected            500\n",
      "ae_before_with_prim_care_probable                                500\n",
      "ae_before_with_hospital_discharge_prim_care_probable             500\n",
      "ae_before_with_positive_covid_test                               500\n",
      "ae_before_with_hospital_discharge_positive_covid_test            500\n",
      "ae_before_with_positive_covid_test_2_weeks                       500\n",
      "ae_before_with_hospital_discharge_positive_covid_test_2_weeks    500\n",
      "emergency_covid_hospital_admission_after_ae                      500\n",
      "emergency_covid_hospital_admission_after_ae_hosp_discharge       500\n",
      "covid_primary_care_before_ae                                     500\n",
      "covid_primary_care_before_ae_hosp_discharge                      500\n",
      "suspected_covid_primary_care_before_ae                           500\n",
      "suspected_covid_primary_care_before_ae_hosp_discharge            500\n",
      "pos_test                                                         500\n",
      "pos_test_hosp_discharge                                          500\n",
      "pos_test_2_weeks                                                 500\n",
      "pos_test_2_weeks_hosp_discharge                                  500\n",
      "ae_cov                                                           500\n",
      "ae_cov_hosp_discharge                                            500\n",
      "ae_resp                                                          500\n",
      "ae_resp_hosp_discharge                                           500\n",
      "patient_id                                                       500\n",
      "dtype: int64\n",
      "ae_attendance_date                                               101\n",
      "ae_attendance_hosp_discharge_date                                 98\n",
      "emergency_covid_hospital_admission_date                           80\n",
      "ae_before_date                                                   135\n",
      "ae_before_with_hospital_discharge_date                           135\n",
      "hospital_admission                                               252\n",
      "ae_attendance                                                    252\n",
      "ae_attendance_hosp_discharge                                     252\n",
      "ae_attendance_count                                              252\n",
      "ae_before_with_covid                                             252\n",
      "ae_before_with_hospital_discharge_covid                          252\n",
      "ae_before_with_resp                                              252\n",
      "ae_before_with_hospital_discharge_resp                           252\n",
      "ae_before_with_prim_care_suspected                               252\n",
      "ae_before_with_hospital_discharge_prim_care_suspected            252\n",
      "ae_before_with_prim_care_probable                                252\n",
      "ae_before_with_hospital_discharge_prim_care_probable             252\n",
      "ae_before_with_positive_covid_test                               252\n",
      "ae_before_with_hospital_discharge_positive_covid_test            252\n",
      "ae_before_with_positive_covid_test_2_weeks                       252\n",
      "ae_before_with_hospital_discharge_positive_covid_test_2_weeks    252\n",
      "emergency_covid_hospital_admission_after_ae                      252\n",
      "emergency_covid_hospital_admission_after_ae_hosp_discharge       252\n",
      "covid_primary_care_before_ae                                     252\n",
      "covid_primary_care_before_ae_hosp_discharge                      252\n",
      "suspected_covid_primary_care_before_ae                           252\n",
      "suspected_covid_primary_care_before_ae_hosp_discharge            252\n",
      "pos_test                                                         252\n",
      "pos_test_hosp_discharge                                          252\n",
      "pos_test_2_weeks                                                 252\n",
      "pos_test_2_weeks_hosp_discharge                                  252\n",
      "ae_cov                                                           252\n",
      "ae_cov_hosp_discharge                                            252\n",
      "ae_resp                                                          252\n",
      "ae_resp_hosp_discharge                                           252\n",
      "patient_id                                                       252\n",
      "dtype: int64\n",
      "ae_attendance_date                                               102\n",
      "ae_attendance_hosp_discharge_date                                 97\n",
      "emergency_covid_hospital_admission_date                           68\n",
      "ae_before_date                                                   131\n",
      "ae_before_with_hospital_discharge_date                           135\n",
      "hospital_admission                                               237\n",
      "ae_attendance                                                    237\n",
      "ae_attendance_hosp_discharge                                     237\n",
      "ae_attendance_count                                              237\n",
      "ae_before_with_covid                                             237\n",
      "ae_before_with_hospital_discharge_covid                          237\n",
      "ae_before_with_resp                                              237\n",
      "ae_before_with_hospital_discharge_resp                           237\n",
      "ae_before_with_prim_care_suspected                               237\n",
      "ae_before_with_hospital_discharge_prim_care_suspected            237\n",
      "ae_before_with_prim_care_probable                                237\n",
      "ae_before_with_hospital_discharge_prim_care_probable             237\n",
      "ae_before_with_positive_covid_test                               237\n",
      "ae_before_with_hospital_discharge_positive_covid_test            237\n",
      "ae_before_with_positive_covid_test_2_weeks                       237\n",
      "ae_before_with_hospital_discharge_positive_covid_test_2_weeks    237\n",
      "emergency_covid_hospital_admission_after_ae                      237\n",
      "emergency_covid_hospital_admission_after_ae_hosp_discharge       237\n",
      "covid_primary_care_before_ae                                     237\n",
      "covid_primary_care_before_ae_hosp_discharge                      237\n",
      "suspected_covid_primary_care_before_ae                           237\n",
      "suspected_covid_primary_care_before_ae_hosp_discharge            237\n",
      "pos_test                                                         237\n",
      "pos_test_hosp_discharge                                          237\n",
      "pos_test_2_weeks                                                 237\n",
      "pos_test_2_weeks_hosp_discharge                                  237\n",
      "ae_cov                                                           237\n",
      "ae_cov_hosp_discharge                                            237\n",
      "ae_resp                                                          237\n",
      "ae_resp_hosp_discharge                                           237\n",
      "patient_id                                                       237\n",
      "dtype: int64\n",
      "ae_attendance_date                                                73\n",
      "ae_attendance_hosp_discharge_date                                 73\n",
      "emergency_covid_hospital_admission_date                           64\n",
      "ae_before_date                                                   102\n",
      "ae_before_with_hospital_discharge_date                            95\n",
      "hospital_admission                                               189\n",
      "ae_attendance                                                    189\n",
      "ae_attendance_hosp_discharge                                     189\n",
      "ae_attendance_count                                              189\n",
      "ae_before_with_covid                                             189\n",
      "ae_before_with_hospital_discharge_covid                          189\n",
      "ae_before_with_resp                                              189\n",
      "ae_before_with_hospital_discharge_resp                           189\n",
      "ae_before_with_prim_care_suspected                               189\n",
      "ae_before_with_hospital_discharge_prim_care_suspected            189\n",
      "ae_before_with_prim_care_probable                                189\n",
      "ae_before_with_hospital_discharge_prim_care_probable             189\n",
      "ae_before_with_positive_covid_test                               189\n",
      "ae_before_with_hospital_discharge_positive_covid_test            189\n",
      "ae_before_with_positive_covid_test_2_weeks                       189\n",
      "ae_before_with_hospital_discharge_positive_covid_test_2_weeks    189\n",
      "emergency_covid_hospital_admission_after_ae                      189\n",
      "emergency_covid_hospital_admission_after_ae_hosp_discharge       189\n",
      "covid_primary_care_before_ae                                     189\n",
      "covid_primary_care_before_ae_hosp_discharge                      189\n",
      "suspected_covid_primary_care_before_ae                           189\n",
      "suspected_covid_primary_care_before_ae_hosp_discharge            189\n",
      "pos_test                                                         189\n",
      "pos_test_hosp_discharge                                          189\n",
      "pos_test_2_weeks                                                 189\n",
      "pos_test_2_weeks_hosp_discharge                                  189\n",
      "ae_cov                                                           189\n",
      "ae_cov_hosp_discharge                                            189\n",
      "ae_resp                                                          189\n",
      "ae_resp_hosp_discharge                                           189\n",
      "patient_id                                                       189\n",
      "dtype: int64\n",
      "ae_attendance_date                                               101\n",
      "ae_attendance_hosp_discharge_date                                 98\n",
      "emergency_covid_hospital_admission_date                           80\n",
      "ae_before_date                                                   135\n",
      "ae_before_with_hospital_discharge_date                           135\n",
      "hospital_admission                                               252\n",
      "ae_attendance                                                    252\n",
      "ae_attendance_hosp_discharge                                     252\n",
      "ae_attendance_count                                              252\n",
      "ae_before_with_covid                                             252\n",
      "ae_before_with_hospital_discharge_covid                          252\n",
      "ae_before_with_resp                                              252\n",
      "ae_before_with_hospital_discharge_resp                           252\n",
      "ae_before_with_prim_care_suspected                               252\n",
      "ae_before_with_hospital_discharge_prim_care_suspected            252\n",
      "ae_before_with_prim_care_probable                                252\n",
      "ae_before_with_hospital_discharge_prim_care_probable             252\n",
      "ae_before_with_positive_covid_test                               252\n",
      "ae_before_with_hospital_discharge_positive_covid_test            252\n",
      "ae_before_with_positive_covid_test_2_weeks                       252\n",
      "ae_before_with_hospital_discharge_positive_covid_test_2_weeks    252\n",
      "emergency_covid_hospital_admission_after_ae                      252\n",
      "emergency_covid_hospital_admission_after_ae_hosp_discharge       252\n",
      "covid_primary_care_before_ae                                     252\n",
      "covid_primary_care_before_ae_hosp_discharge                      252\n",
      "suspected_covid_primary_care_before_ae                           252\n",
      "suspected_covid_primary_care_before_ae_hosp_discharge            252\n",
      "pos_test                                                         252\n",
      "pos_test_hosp_discharge                                          252\n",
      "pos_test_2_weeks                                                 252\n",
      "pos_test_2_weeks_hosp_discharge                                  252\n",
      "ae_cov                                                           252\n",
      "ae_cov_hosp_discharge                                            252\n",
      "ae_resp                                                          252\n",
      "ae_resp_hosp_discharge                                           252\n",
      "patient_id                                                       252\n",
      "dtype: int64\n",
      "(500, 36)\n",
      "ae_attendance_date                                                93\n",
      "ae_attendance_hosp_discharge_date                                102\n",
      "emergency_covid_hospital_admission_date                           76\n",
      "ae_before_date                                                   132\n",
      "ae_before_with_hospital_discharge_date                           248\n",
      "hospital_admission                                               248\n",
      "ae_attendance                                                    248\n",
      "ae_attendance_hosp_discharge                                     248\n",
      "ae_attendance_count                                              248\n",
      "ae_before_with_covid                                             248\n",
      "ae_before_with_hospital_discharge_covid                          248\n",
      "ae_before_with_resp                                              248\n",
      "ae_before_with_hospital_discharge_resp                           248\n",
      "ae_before_with_prim_care_suspected                               248\n",
      "ae_before_with_hospital_discharge_prim_care_suspected            248\n",
      "ae_before_with_prim_care_probable                                248\n",
      "ae_before_with_hospital_discharge_prim_care_probable             248\n",
      "ae_before_with_positive_covid_test                               248\n",
      "ae_before_with_hospital_discharge_positive_covid_test            248\n",
      "ae_before_with_positive_covid_test_2_weeks                       248\n",
      "ae_before_with_hospital_discharge_positive_covid_test_2_weeks    248\n",
      "emergency_covid_hospital_admission_after_ae                      248\n",
      "emergency_covid_hospital_admission_after_ae_hosp_discharge       248\n",
      "covid_primary_care_before_ae                                     248\n",
      "covid_primary_care_before_ae_hosp_discharge                      248\n",
      "suspected_covid_primary_care_before_ae                           248\n",
      "suspected_covid_primary_care_before_ae_hosp_discharge            248\n",
      "pos_test                                                         248\n",
      "pos_test_hosp_discharge                                          248\n",
      "pos_test_2_weeks                                                 248\n",
      "pos_test_2_weeks_hosp_discharge                                  248\n",
      "ae_cov                                                           248\n",
      "ae_cov_hosp_discharge                                            248\n",
      "ae_resp                                                          248\n",
      "ae_resp_hosp_discharge                                           248\n",
      "patient_id                                                       248\n",
      "dtype: int64\n",
      "ae_attendance_date                                               100\n",
      "ae_attendance_hosp_discharge_date                                 98\n",
      "emergency_covid_hospital_admission_date                           83\n",
      "ae_before_date                                                   132\n",
      "ae_before_with_hospital_discharge_date                           122\n",
      "hospital_admission                                               253\n",
      "ae_attendance                                                    253\n",
      "ae_attendance_hosp_discharge                                     253\n",
      "ae_attendance_count                                              253\n",
      "ae_before_with_covid                                             253\n",
      "ae_before_with_hospital_discharge_covid                          253\n",
      "ae_before_with_resp                                              253\n",
      "ae_before_with_hospital_discharge_resp                           253\n",
      "ae_before_with_prim_care_suspected                               253\n",
      "ae_before_with_hospital_discharge_prim_care_suspected            253\n",
      "ae_before_with_prim_care_probable                                253\n",
      "ae_before_with_hospital_discharge_prim_care_probable             253\n",
      "ae_before_with_positive_covid_test                               253\n",
      "ae_before_with_hospital_discharge_positive_covid_test            253\n",
      "ae_before_with_positive_covid_test_2_weeks                       253\n",
      "ae_before_with_hospital_discharge_positive_covid_test_2_weeks    253\n",
      "emergency_covid_hospital_admission_after_ae                      253\n",
      "emergency_covid_hospital_admission_after_ae_hosp_discharge       253\n",
      "covid_primary_care_before_ae                                     253\n",
      "covid_primary_care_before_ae_hosp_discharge                      253\n",
      "suspected_covid_primary_care_before_ae                           253\n",
      "suspected_covid_primary_care_before_ae_hosp_discharge            253\n",
      "pos_test                                                         253\n",
      "pos_test_hosp_discharge                                          253\n",
      "pos_test_2_weeks                                                 253\n",
      "pos_test_2_weeks_hosp_discharge                                  253\n",
      "ae_cov                                                           253\n",
      "ae_cov_hosp_discharge                                            253\n",
      "ae_resp                                                          253\n",
      "ae_resp_hosp_discharge                                           253\n",
      "patient_id                                                       253\n",
      "dtype: int64\n",
      "ae_attendance_date                                                93\n",
      "ae_attendance_hosp_discharge_date                                105\n",
      "emergency_covid_hospital_admission_date                           76\n",
      "ae_before_date                                                   124\n",
      "ae_before_with_hospital_discharge_date                           116\n",
      "hospital_admission                                               247\n",
      "ae_attendance                                                    247\n",
      "ae_attendance_hosp_discharge                                     247\n",
      "ae_attendance_count                                              247\n",
      "ae_before_with_covid                                             247\n",
      "ae_before_with_hospital_discharge_covid                          247\n",
      "ae_before_with_resp                                              247\n",
      "ae_before_with_hospital_discharge_resp                           247\n",
      "ae_before_with_prim_care_suspected                               247\n",
      "ae_before_with_hospital_discharge_prim_care_suspected            247\n",
      "ae_before_with_prim_care_probable                                247\n",
      "ae_before_with_hospital_discharge_prim_care_probable             247\n",
      "ae_before_with_positive_covid_test                               247\n",
      "ae_before_with_hospital_discharge_positive_covid_test            247\n",
      "ae_before_with_positive_covid_test_2_weeks                       247\n",
      "ae_before_with_hospital_discharge_positive_covid_test_2_weeks    247\n",
      "emergency_covid_hospital_admission_after_ae                      247\n",
      "emergency_covid_hospital_admission_after_ae_hosp_discharge       247\n",
      "covid_primary_care_before_ae                                     247\n",
      "covid_primary_care_before_ae_hosp_discharge                      247\n",
      "suspected_covid_primary_care_before_ae                           247\n",
      "suspected_covid_primary_care_before_ae_hosp_discharge            247\n",
      "pos_test                                                         247\n",
      "pos_test_hosp_discharge                                          247\n",
      "pos_test_2_weeks                                                 247\n",
      "pos_test_2_weeks_hosp_discharge                                  247\n",
      "ae_cov                                                           247\n",
      "ae_cov_hosp_discharge                                            247\n",
      "ae_resp                                                          247\n",
      "ae_resp_hosp_discharge                                           247\n",
      "patient_id                                                       247\n",
      "dtype: int64\n",
      "ae_attendance_date                                                87\n",
      "ae_attendance_hosp_discharge_date                                105\n",
      "emergency_covid_hospital_admission_date                           68\n",
      "ae_before_date                                                   126\n",
      "ae_before_with_hospital_discharge_date                           123\n",
      "hospital_admission                                               236\n",
      "ae_attendance                                                    236\n",
      "ae_attendance_hosp_discharge                                     236\n",
      "ae_attendance_count                                              236\n",
      "ae_before_with_covid                                             236\n",
      "ae_before_with_hospital_discharge_covid                          236\n",
      "ae_before_with_resp                                              236\n",
      "ae_before_with_hospital_discharge_resp                           236\n",
      "ae_before_with_prim_care_suspected                               236\n",
      "ae_before_with_hospital_discharge_prim_care_suspected            236\n",
      "ae_before_with_prim_care_probable                                236\n",
      "ae_before_with_hospital_discharge_prim_care_probable             236\n",
      "ae_before_with_positive_covid_test                               236\n",
      "ae_before_with_hospital_discharge_positive_covid_test            236\n",
      "ae_before_with_positive_covid_test_2_weeks                       236\n",
      "ae_before_with_hospital_discharge_positive_covid_test_2_weeks    236\n",
      "emergency_covid_hospital_admission_after_ae                      236\n",
      "emergency_covid_hospital_admission_after_ae_hosp_discharge       236\n",
      "covid_primary_care_before_ae                                     236\n",
      "covid_primary_care_before_ae_hosp_discharge                      236\n",
      "suspected_covid_primary_care_before_ae                           236\n",
      "suspected_covid_primary_care_before_ae_hosp_discharge            236\n",
      "pos_test                                                         236\n",
      "pos_test_hosp_discharge                                          236\n",
      "pos_test_2_weeks                                                 236\n",
      "pos_test_2_weeks_hosp_discharge                                  236\n",
      "ae_cov                                                           236\n",
      "ae_cov_hosp_discharge                                            236\n",
      "ae_resp                                                          236\n",
      "ae_resp_hosp_discharge                                           236\n",
      "patient_id                                                       236\n",
      "dtype: int64\n",
      "ae_attendance_date                                               101\n",
      "ae_attendance_hosp_discharge_date                                 98\n",
      "emergency_covid_hospital_admission_date                           80\n",
      "ae_before_date                                                   135\n",
      "ae_before_with_hospital_discharge_date                           135\n",
      "hospital_admission                                               252\n",
      "ae_attendance                                                    252\n",
      "ae_attendance_hosp_discharge                                     252\n",
      "ae_attendance_count                                              252\n",
      "ae_before_with_covid                                             252\n",
      "ae_before_with_hospital_discharge_covid                          252\n",
      "ae_before_with_resp                                              252\n",
      "ae_before_with_hospital_discharge_resp                           252\n",
      "ae_before_with_prim_care_suspected                               252\n",
      "ae_before_with_hospital_discharge_prim_care_suspected            252\n",
      "ae_before_with_prim_care_probable                                252\n",
      "ae_before_with_hospital_discharge_prim_care_probable             252\n",
      "ae_before_with_positive_covid_test                               252\n",
      "ae_before_with_hospital_discharge_positive_covid_test            252\n",
      "ae_before_with_positive_covid_test_2_weeks                       252\n",
      "ae_before_with_hospital_discharge_positive_covid_test_2_weeks    252\n",
      "emergency_covid_hospital_admission_after_ae                      252\n",
      "emergency_covid_hospital_admission_after_ae_hosp_discharge       252\n",
      "covid_primary_care_before_ae                                     252\n",
      "covid_primary_care_before_ae_hosp_discharge                      252\n",
      "suspected_covid_primary_care_before_ae                           252\n",
      "suspected_covid_primary_care_before_ae_hosp_discharge            252\n",
      "pos_test                                                         252\n",
      "pos_test_hosp_discharge                                          252\n",
      "pos_test_2_weeks                                                 252\n",
      "pos_test_2_weeks_hosp_discharge                                  252\n",
      "ae_cov                                                           252\n",
      "ae_cov_hosp_discharge                                            252\n",
      "ae_resp                                                          252\n",
      "ae_resp_hosp_discharge                                           252\n",
      "patient_id                                                       252\n",
      "dtype: int64\n",
      "ae_attendance_date                                               193\n",
      "ae_attendance_hosp_discharge_date                                208\n",
      "emergency_covid_hospital_admission_date                          155\n",
      "ae_before_date                                                   254\n",
      "ae_before_with_hospital_discharge_date                           248\n",
      "hospital_admission                                               500\n",
      "ae_attendance                                                    500\n",
      "ae_attendance_hosp_discharge                                     500\n",
      "ae_attendance_count                                              500\n",
      "ae_before_with_covid                                             500\n",
      "ae_before_with_hospital_discharge_covid                          500\n",
      "ae_before_with_resp                                              500\n",
      "ae_before_with_hospital_discharge_resp                           500\n",
      "ae_before_with_prim_care_suspected                               500\n",
      "ae_before_with_hospital_discharge_prim_care_suspected            500\n",
      "ae_before_with_prim_care_probable                                500\n",
      "ae_before_with_hospital_discharge_prim_care_probable             500\n",
      "ae_before_with_positive_covid_test                               500\n",
      "ae_before_with_hospital_discharge_positive_covid_test            500\n",
      "ae_before_with_positive_covid_test_2_weeks                       500\n",
      "ae_before_with_hospital_discharge_positive_covid_test_2_weeks    500\n",
      "emergency_covid_hospital_admission_after_ae                      500\n",
      "emergency_covid_hospital_admission_after_ae_hosp_discharge       500\n",
      "covid_primary_care_before_ae                                     500\n",
      "covid_primary_care_before_ae_hosp_discharge                      500\n",
      "suspected_covid_primary_care_before_ae                           500\n",
      "suspected_covid_primary_care_before_ae_hosp_discharge            500\n",
      "pos_test                                                         500\n",
      "pos_test_hosp_discharge                                          500\n",
      "pos_test_2_weeks                                                 500\n",
      "pos_test_2_weeks_hosp_discharge                                  500\n",
      "ae_cov                                                           500\n",
      "ae_cov_hosp_discharge                                            500\n",
      "ae_resp                                                          500\n",
      "ae_resp_hosp_discharge                                           500\n",
      "patient_id                                                       500\n",
      "dtype: int64\n",
      "ae_attendance_date                                                87\n",
      "ae_attendance_hosp_discharge_date                                109\n",
      "emergency_covid_hospital_admission_date                           72\n",
      "ae_before_date                                                   132\n",
      "ae_before_with_hospital_discharge_date                           138\n",
      "hospital_admission                                               257\n",
      "ae_attendance                                                    257\n",
      "ae_attendance_hosp_discharge                                     257\n",
      "ae_attendance_count                                              257\n",
      "ae_before_with_covid                                             257\n",
      "ae_before_with_hospital_discharge_covid                          257\n",
      "ae_before_with_resp                                              257\n",
      "ae_before_with_hospital_discharge_resp                           257\n",
      "ae_before_with_prim_care_suspected                               257\n",
      "ae_before_with_hospital_discharge_prim_care_suspected            257\n",
      "ae_before_with_prim_care_probable                                257\n",
      "ae_before_with_hospital_discharge_prim_care_probable             257\n",
      "ae_before_with_positive_covid_test                               257\n",
      "ae_before_with_hospital_discharge_positive_covid_test            257\n",
      "ae_before_with_positive_covid_test_2_weeks                       257\n",
      "ae_before_with_hospital_discharge_positive_covid_test_2_weeks    257\n",
      "emergency_covid_hospital_admission_after_ae                      257\n",
      "emergency_covid_hospital_admission_after_ae_hosp_discharge       257\n",
      "covid_primary_care_before_ae                                     257\n",
      "covid_primary_care_before_ae_hosp_discharge                      257\n",
      "suspected_covid_primary_care_before_ae                           257\n",
      "suspected_covid_primary_care_before_ae_hosp_discharge            257\n",
      "pos_test                                                         257\n",
      "pos_test_hosp_discharge                                          257\n",
      "pos_test_2_weeks                                                 257\n",
      "pos_test_2_weeks_hosp_discharge                                  257\n",
      "ae_cov                                                           257\n",
      "ae_cov_hosp_discharge                                            257\n",
      "ae_resp                                                          257\n",
      "ae_resp_hosp_discharge                                           257\n",
      "patient_id                                                       257\n",
      "dtype: int64\n",
      "ae_attendance_date                                               143\n",
      "ae_attendance_hosp_discharge_date                                151\n",
      "emergency_covid_hospital_admission_date                          120\n",
      "ae_before_date                                                   191\n",
      "ae_before_with_hospital_discharge_date                           179\n",
      "hospital_admission                                               371\n",
      "ae_attendance                                                    371\n",
      "ae_attendance_hosp_discharge                                     371\n",
      "ae_attendance_count                                              371\n",
      "ae_before_with_covid                                             371\n",
      "ae_before_with_hospital_discharge_covid                          371\n",
      "ae_before_with_resp                                              371\n",
      "ae_before_with_hospital_discharge_resp                           371\n",
      "ae_before_with_prim_care_suspected                               371\n",
      "ae_before_with_hospital_discharge_prim_care_suspected            371\n",
      "ae_before_with_prim_care_probable                                371\n",
      "ae_before_with_hospital_discharge_prim_care_probable             371\n",
      "ae_before_with_positive_covid_test                               371\n",
      "ae_before_with_hospital_discharge_positive_covid_test            371\n",
      "ae_before_with_positive_covid_test_2_weeks                       371\n",
      "ae_before_with_hospital_discharge_positive_covid_test_2_weeks    371\n",
      "emergency_covid_hospital_admission_after_ae                      371\n",
      "emergency_covid_hospital_admission_after_ae_hosp_discharge       371\n",
      "covid_primary_care_before_ae                                     371\n",
      "covid_primary_care_before_ae_hosp_discharge                      371\n",
      "suspected_covid_primary_care_before_ae                           371\n",
      "suspected_covid_primary_care_before_ae_hosp_discharge            371\n",
      "pos_test                                                         371\n",
      "pos_test_hosp_discharge                                          371\n",
      "pos_test_2_weeks                                                 371\n",
      "pos_test_2_weeks_hosp_discharge                                  371\n",
      "ae_cov                                                           371\n",
      "ae_cov_hosp_discharge                                            371\n",
      "ae_resp                                                          371\n",
      "ae_resp_hosp_discharge                                           371\n",
      "patient_id                                                       371\n",
      "dtype: int64\n",
      "ae_attendance_date                                               145\n",
      "ae_attendance_hosp_discharge_date                                156\n",
      "emergency_covid_hospital_admission_date                          120\n",
      "ae_before_date                                                   192\n",
      "ae_before_with_hospital_discharge_date                           193\n",
      "hospital_admission                                               370\n",
      "ae_attendance                                                    370\n",
      "ae_attendance_hosp_discharge                                     370\n",
      "ae_attendance_count                                              370\n",
      "ae_before_with_covid                                             370\n",
      "ae_before_with_hospital_discharge_covid                          370\n",
      "ae_before_with_resp                                              370\n",
      "ae_before_with_hospital_discharge_resp                           370\n",
      "ae_before_with_prim_care_suspected                               370\n",
      "ae_before_with_hospital_discharge_prim_care_suspected            370\n",
      "ae_before_with_prim_care_probable                                370\n",
      "ae_before_with_hospital_discharge_prim_care_probable             370\n",
      "ae_before_with_positive_covid_test                               370\n",
      "ae_before_with_hospital_discharge_positive_covid_test            370\n",
      "ae_before_with_positive_covid_test_2_weeks                       370\n",
      "ae_before_with_hospital_discharge_positive_covid_test_2_weeks    370\n",
      "emergency_covid_hospital_admission_after_ae                      370\n",
      "emergency_covid_hospital_admission_after_ae_hosp_discharge       370\n",
      "covid_primary_care_before_ae                                     370\n",
      "covid_primary_care_before_ae_hosp_discharge                      370\n",
      "suspected_covid_primary_care_before_ae                           370\n",
      "suspected_covid_primary_care_before_ae_hosp_discharge            370\n",
      "pos_test                                                         370\n",
      "pos_test_hosp_discharge                                          370\n",
      "pos_test_2_weeks                                                 370\n",
      "pos_test_2_weeks_hosp_discharge                                  370\n",
      "ae_cov                                                           370\n",
      "ae_cov_hosp_discharge                                            370\n",
      "ae_resp                                                          370\n",
      "ae_resp_hosp_discharge                                           370\n",
      "patient_id                                                       370\n",
      "dtype: int64\n",
      "(500, 36)\n",
      "ae_attendance_date                                                99\n",
      "ae_attendance_hosp_discharge_date                                119\n",
      "emergency_covid_hospital_admission_date                           73\n",
      "ae_before_date                                                   137\n",
      "ae_before_with_hospital_discharge_date                           262\n",
      "hospital_admission                                               262\n",
      "ae_attendance                                                    262\n",
      "ae_attendance_hosp_discharge                                     262\n",
      "ae_attendance_count                                              262\n",
      "ae_before_with_covid                                             262\n",
      "ae_before_with_hospital_discharge_covid                          262\n",
      "ae_before_with_resp                                              262\n",
      "ae_before_with_hospital_discharge_resp                           262\n",
      "ae_before_with_prim_care_suspected                               262\n",
      "ae_before_with_hospital_discharge_prim_care_suspected            262\n",
      "ae_before_with_prim_care_probable                                262\n",
      "ae_before_with_hospital_discharge_prim_care_probable             262\n",
      "ae_before_with_positive_covid_test                               262\n",
      "ae_before_with_hospital_discharge_positive_covid_test            262\n",
      "ae_before_with_positive_covid_test_2_weeks                       262\n",
      "ae_before_with_hospital_discharge_positive_covid_test_2_weeks    262\n",
      "emergency_covid_hospital_admission_after_ae                      262\n",
      "emergency_covid_hospital_admission_after_ae_hosp_discharge       262\n",
      "covid_primary_care_before_ae                                     262\n",
      "covid_primary_care_before_ae_hosp_discharge                      262\n",
      "suspected_covid_primary_care_before_ae                           262\n",
      "suspected_covid_primary_care_before_ae_hosp_discharge            262\n",
      "pos_test                                                         262\n",
      "pos_test_hosp_discharge                                          262\n",
      "pos_test_2_weeks                                                 262\n",
      "pos_test_2_weeks_hosp_discharge                                  262\n",
      "ae_cov                                                           262\n",
      "ae_cov_hosp_discharge                                            262\n",
      "ae_resp                                                          262\n",
      "ae_resp_hosp_discharge                                           262\n",
      "patient_id                                                       262\n",
      "dtype: int64\n",
      "ae_attendance_date                                               101\n",
      "ae_attendance_hosp_discharge_date                                101\n",
      "emergency_covid_hospital_admission_date                           73\n",
      "ae_before_date                                                   136\n",
      "ae_before_with_hospital_discharge_date                           136\n",
      "hospital_admission                                               259\n",
      "ae_attendance                                                    259\n",
      "ae_attendance_hosp_discharge                                     259\n",
      "ae_attendance_count                                              259\n",
      "ae_before_with_covid                                             259\n",
      "ae_before_with_hospital_discharge_covid                          259\n",
      "ae_before_with_resp                                              259\n",
      "ae_before_with_hospital_discharge_resp                           259\n",
      "ae_before_with_prim_care_suspected                               259\n",
      "ae_before_with_hospital_discharge_prim_care_suspected            259\n",
      "ae_before_with_prim_care_probable                                259\n",
      "ae_before_with_hospital_discharge_prim_care_probable             259\n",
      "ae_before_with_positive_covid_test                               259\n",
      "ae_before_with_hospital_discharge_positive_covid_test            259\n",
      "ae_before_with_positive_covid_test_2_weeks                       259\n",
      "ae_before_with_hospital_discharge_positive_covid_test_2_weeks    259\n",
      "emergency_covid_hospital_admission_after_ae                      259\n",
      "emergency_covid_hospital_admission_after_ae_hosp_discharge       259\n",
      "covid_primary_care_before_ae                                     259\n",
      "covid_primary_care_before_ae_hosp_discharge                      259\n",
      "suspected_covid_primary_care_before_ae                           259\n",
      "suspected_covid_primary_care_before_ae_hosp_discharge            259\n",
      "pos_test                                                         259\n",
      "pos_test_hosp_discharge                                          259\n",
      "pos_test_2_weeks                                                 259\n",
      "pos_test_2_weeks_hosp_discharge                                  259\n",
      "ae_cov                                                           259\n",
      "ae_cov_hosp_discharge                                            259\n",
      "ae_resp                                                          259\n",
      "ae_resp_hosp_discharge                                           259\n",
      "patient_id                                                       259\n",
      "dtype: int64\n",
      "ae_attendance_date                                                85\n",
      "ae_attendance_hosp_discharge_date                                 99\n",
      "emergency_covid_hospital_admission_date                           63\n",
      "ae_before_date                                                   114\n",
      "ae_before_with_hospital_discharge_date                           122\n",
      "hospital_admission                                               235\n",
      "ae_attendance                                                    235\n",
      "ae_attendance_hosp_discharge                                     235\n",
      "ae_attendance_count                                              235\n",
      "ae_before_with_covid                                             235\n",
      "ae_before_with_hospital_discharge_covid                          235\n",
      "ae_before_with_resp                                              235\n",
      "ae_before_with_hospital_discharge_resp                           235\n",
      "ae_before_with_prim_care_suspected                               235\n",
      "ae_before_with_hospital_discharge_prim_care_suspected            235\n",
      "ae_before_with_prim_care_probable                                235\n",
      "ae_before_with_hospital_discharge_prim_care_probable             235\n",
      "ae_before_with_positive_covid_test                               235\n",
      "ae_before_with_hospital_discharge_positive_covid_test            235\n",
      "ae_before_with_positive_covid_test_2_weeks                       235\n",
      "ae_before_with_hospital_discharge_positive_covid_test_2_weeks    235\n",
      "emergency_covid_hospital_admission_after_ae                      235\n",
      "emergency_covid_hospital_admission_after_ae_hosp_discharge       235\n",
      "covid_primary_care_before_ae                                     235\n",
      "covid_primary_care_before_ae_hosp_discharge                      235\n",
      "suspected_covid_primary_care_before_ae                           235\n",
      "suspected_covid_primary_care_before_ae_hosp_discharge            235\n",
      "pos_test                                                         235\n",
      "pos_test_hosp_discharge                                          235\n",
      "pos_test_2_weeks                                                 235\n",
      "pos_test_2_weeks_hosp_discharge                                  235\n",
      "ae_cov                                                           235\n",
      "ae_cov_hosp_discharge                                            235\n",
      "ae_resp                                                          235\n",
      "ae_resp_hosp_discharge                                           235\n",
      "patient_id                                                       235\n",
      "dtype: int64\n",
      "ae_attendance_date                                                92\n",
      "ae_attendance_hosp_discharge_date                                103\n",
      "emergency_covid_hospital_admission_date                           53\n",
      "ae_before_date                                                   124\n",
      "ae_before_with_hospital_discharge_date                           127\n",
      "hospital_admission                                               234\n",
      "ae_attendance                                                    234\n",
      "ae_attendance_hosp_discharge                                     234\n",
      "ae_attendance_count                                              234\n",
      "ae_before_with_covid                                             234\n",
      "ae_before_with_hospital_discharge_covid                          234\n",
      "ae_before_with_resp                                              234\n",
      "ae_before_with_hospital_discharge_resp                           234\n",
      "ae_before_with_prim_care_suspected                               234\n",
      "ae_before_with_hospital_discharge_prim_care_suspected            234\n",
      "ae_before_with_prim_care_probable                                234\n",
      "ae_before_with_hospital_discharge_prim_care_probable             234\n",
      "ae_before_with_positive_covid_test                               234\n",
      "ae_before_with_hospital_discharge_positive_covid_test            234\n",
      "ae_before_with_positive_covid_test_2_weeks                       234\n",
      "ae_before_with_hospital_discharge_positive_covid_test_2_weeks    234\n",
      "emergency_covid_hospital_admission_after_ae                      234\n",
      "emergency_covid_hospital_admission_after_ae_hosp_discharge       234\n",
      "covid_primary_care_before_ae                                     234\n",
      "covid_primary_care_before_ae_hosp_discharge                      234\n",
      "suspected_covid_primary_care_before_ae                           234\n",
      "suspected_covid_primary_care_before_ae_hosp_discharge            234\n",
      "pos_test                                                         234\n",
      "pos_test_hosp_discharge                                          234\n",
      "pos_test_2_weeks                                                 234\n",
      "pos_test_2_weeks_hosp_discharge                                  234\n",
      "ae_cov                                                           234\n",
      "ae_cov_hosp_discharge                                            234\n",
      "ae_resp                                                          234\n",
      "ae_resp_hosp_discharge                                           234\n",
      "patient_id                                                       234\n",
      "dtype: int64\n",
      "ae_attendance_date                                               102\n",
      "ae_attendance_hosp_discharge_date                                 97\n",
      "emergency_covid_hospital_admission_date                           68\n",
      "ae_before_date                                                   131\n",
      "ae_before_with_hospital_discharge_date                           135\n",
      "hospital_admission                                               237\n",
      "ae_attendance                                                    237\n",
      "ae_attendance_hosp_discharge                                     237\n",
      "ae_attendance_count                                              237\n",
      "ae_before_with_covid                                             237\n",
      "ae_before_with_hospital_discharge_covid                          237\n",
      "ae_before_with_resp                                              237\n",
      "ae_before_with_hospital_discharge_resp                           237\n",
      "ae_before_with_prim_care_suspected                               237\n",
      "ae_before_with_hospital_discharge_prim_care_suspected            237\n",
      "ae_before_with_prim_care_probable                                237\n",
      "ae_before_with_hospital_discharge_prim_care_probable             237\n",
      "ae_before_with_positive_covid_test                               237\n",
      "ae_before_with_hospital_discharge_positive_covid_test            237\n",
      "ae_before_with_positive_covid_test_2_weeks                       237\n",
      "ae_before_with_hospital_discharge_positive_covid_test_2_weeks    237\n",
      "emergency_covid_hospital_admission_after_ae                      237\n",
      "emergency_covid_hospital_admission_after_ae_hosp_discharge       237\n",
      "covid_primary_care_before_ae                                     237\n",
      "covid_primary_care_before_ae_hosp_discharge                      237\n",
      "suspected_covid_primary_care_before_ae                           237\n",
      "suspected_covid_primary_care_before_ae_hosp_discharge            237\n",
      "pos_test                                                         237\n",
      "pos_test_hosp_discharge                                          237\n",
      "pos_test_2_weeks                                                 237\n",
      "pos_test_2_weeks_hosp_discharge                                  237\n",
      "ae_cov                                                           237\n",
      "ae_cov_hosp_discharge                                            237\n",
      "ae_resp                                                          237\n",
      "ae_resp_hosp_discharge                                           237\n",
      "patient_id                                                       237\n",
      "dtype: int64\n",
      "ae_attendance_date                                                87\n",
      "ae_attendance_hosp_discharge_date                                109\n",
      "emergency_covid_hospital_admission_date                           72\n",
      "ae_before_date                                                   132\n",
      "ae_before_with_hospital_discharge_date                           138\n",
      "hospital_admission                                               257\n",
      "ae_attendance                                                    257\n",
      "ae_attendance_hosp_discharge                                     257\n",
      "ae_attendance_count                                              257\n",
      "ae_before_with_covid                                             257\n",
      "ae_before_with_hospital_discharge_covid                          257\n",
      "ae_before_with_resp                                              257\n",
      "ae_before_with_hospital_discharge_resp                           257\n",
      "ae_before_with_prim_care_suspected                               257\n",
      "ae_before_with_hospital_discharge_prim_care_suspected            257\n",
      "ae_before_with_prim_care_probable                                257\n",
      "ae_before_with_hospital_discharge_prim_care_probable             257\n",
      "ae_before_with_positive_covid_test                               257\n",
      "ae_before_with_hospital_discharge_positive_covid_test            257\n",
      "ae_before_with_positive_covid_test_2_weeks                       257\n",
      "ae_before_with_hospital_discharge_positive_covid_test_2_weeks    257\n",
      "emergency_covid_hospital_admission_after_ae                      257\n",
      "emergency_covid_hospital_admission_after_ae_hosp_discharge       257\n",
      "covid_primary_care_before_ae                                     257\n",
      "covid_primary_care_before_ae_hosp_discharge                      257\n",
      "suspected_covid_primary_care_before_ae                           257\n",
      "suspected_covid_primary_care_before_ae_hosp_discharge            257\n",
      "pos_test                                                         257\n",
      "pos_test_hosp_discharge                                          257\n",
      "pos_test_2_weeks                                                 257\n",
      "pos_test_2_weeks_hosp_discharge                                  257\n",
      "ae_cov                                                           257\n",
      "ae_cov_hosp_discharge                                            257\n",
      "ae_resp                                                          257\n",
      "ae_resp_hosp_discharge                                           257\n",
      "patient_id                                                       257\n",
      "dtype: int64\n",
      "ae_attendance_date                                               199\n",
      "ae_attendance_hosp_discharge_date                                213\n",
      "emergency_covid_hospital_admission_date                          140\n",
      "ae_before_date                                                   253\n",
      "ae_before_with_hospital_discharge_date                           262\n",
      "hospital_admission                                               500\n",
      "ae_attendance                                                    500\n",
      "ae_attendance_hosp_discharge                                     500\n",
      "ae_attendance_count                                              500\n",
      "ae_before_with_covid                                             500\n",
      "ae_before_with_hospital_discharge_covid                          500\n",
      "ae_before_with_resp                                              500\n",
      "ae_before_with_hospital_discharge_resp                           500\n",
      "ae_before_with_prim_care_suspected                               500\n",
      "ae_before_with_hospital_discharge_prim_care_suspected            500\n",
      "ae_before_with_prim_care_probable                                500\n",
      "ae_before_with_hospital_discharge_prim_care_probable             500\n",
      "ae_before_with_positive_covid_test                               500\n",
      "ae_before_with_hospital_discharge_positive_covid_test            500\n",
      "ae_before_with_positive_covid_test_2_weeks                       500\n",
      "ae_before_with_hospital_discharge_positive_covid_test_2_weeks    500\n",
      "emergency_covid_hospital_admission_after_ae                      500\n",
      "emergency_covid_hospital_admission_after_ae_hosp_discharge       500\n",
      "covid_primary_care_before_ae                                     500\n",
      "covid_primary_care_before_ae_hosp_discharge                      500\n",
      "suspected_covid_primary_care_before_ae                           500\n",
      "suspected_covid_primary_care_before_ae_hosp_discharge            500\n",
      "pos_test                                                         500\n",
      "pos_test_hosp_discharge                                          500\n",
      "pos_test_2_weeks                                                 500\n",
      "pos_test_2_weeks_hosp_discharge                                  500\n",
      "ae_cov                                                           500\n",
      "ae_cov_hosp_discharge                                            500\n",
      "ae_resp                                                          500\n",
      "ae_resp_hosp_discharge                                           500\n",
      "patient_id                                                       500\n",
      "dtype: int64\n",
      "ae_attendance_date                                                59\n",
      "ae_attendance_hosp_discharge_date                                 73\n",
      "emergency_covid_hospital_admission_date                           54\n",
      "ae_before_date                                                    96\n",
      "ae_before_with_hospital_discharge_date                            99\n",
      "hospital_admission                                               186\n",
      "ae_attendance                                                    186\n",
      "ae_attendance_hosp_discharge                                     186\n",
      "ae_attendance_count                                              186\n",
      "ae_before_with_covid                                             186\n",
      "ae_before_with_hospital_discharge_covid                          186\n",
      "ae_before_with_resp                                              186\n",
      "ae_before_with_hospital_discharge_resp                           186\n",
      "ae_before_with_prim_care_suspected                               186\n",
      "ae_before_with_hospital_discharge_prim_care_suspected            186\n",
      "ae_before_with_prim_care_probable                                186\n",
      "ae_before_with_hospital_discharge_prim_care_probable             186\n",
      "ae_before_with_positive_covid_test                               186\n",
      "ae_before_with_hospital_discharge_positive_covid_test            186\n",
      "ae_before_with_positive_covid_test_2_weeks                       186\n",
      "ae_before_with_hospital_discharge_positive_covid_test_2_weeks    186\n",
      "emergency_covid_hospital_admission_after_ae                      186\n",
      "emergency_covid_hospital_admission_after_ae_hosp_discharge       186\n",
      "covid_primary_care_before_ae                                     186\n",
      "covid_primary_care_before_ae_hosp_discharge                      186\n",
      "suspected_covid_primary_care_before_ae                           186\n",
      "suspected_covid_primary_care_before_ae_hosp_discharge            186\n",
      "pos_test                                                         186\n",
      "pos_test_hosp_discharge                                          186\n",
      "pos_test_2_weeks                                                 186\n",
      "pos_test_2_weeks_hosp_discharge                                  186\n",
      "ae_cov                                                           186\n",
      "ae_cov_hosp_discharge                                            186\n",
      "ae_resp                                                          186\n",
      "ae_resp_hosp_discharge                                           186\n",
      "patient_id                                                       186\n",
      "dtype: int64\n",
      "ae_attendance_date                                                65\n",
      "ae_attendance_hosp_discharge_date                                 75\n",
      "emergency_covid_hospital_admission_date                           51\n",
      "ae_before_date                                                   101\n",
      "ae_before_with_hospital_discharge_date                           105\n",
      "hospital_admission                                               181\n",
      "ae_attendance                                                    181\n",
      "ae_attendance_hosp_discharge                                     181\n",
      "ae_attendance_count                                              181\n",
      "ae_before_with_covid                                             181\n",
      "ae_before_with_hospital_discharge_covid                          181\n",
      "ae_before_with_resp                                              181\n",
      "ae_before_with_hospital_discharge_resp                           181\n",
      "ae_before_with_prim_care_suspected                               181\n",
      "ae_before_with_hospital_discharge_prim_care_suspected            181\n",
      "ae_before_with_prim_care_probable                                181\n",
      "ae_before_with_hospital_discharge_prim_care_probable             181\n",
      "ae_before_with_positive_covid_test                               181\n",
      "ae_before_with_hospital_discharge_positive_covid_test            181\n",
      "ae_before_with_positive_covid_test_2_weeks                       181\n",
      "ae_before_with_hospital_discharge_positive_covid_test_2_weeks    181\n",
      "emergency_covid_hospital_admission_after_ae                      181\n",
      "emergency_covid_hospital_admission_after_ae_hosp_discharge       181\n",
      "covid_primary_care_before_ae                                     181\n",
      "covid_primary_care_before_ae_hosp_discharge                      181\n",
      "suspected_covid_primary_care_before_ae                           181\n",
      "suspected_covid_primary_care_before_ae_hosp_discharge            181\n",
      "pos_test                                                         181\n",
      "pos_test_hosp_discharge                                          181\n",
      "pos_test_2_weeks                                                 181\n",
      "pos_test_2_weeks_hosp_discharge                                  181\n",
      "ae_cov                                                           181\n",
      "ae_cov_hosp_discharge                                            181\n",
      "ae_resp                                                          181\n",
      "ae_resp_hosp_discharge                                           181\n",
      "patient_id                                                       181\n",
      "dtype: int64\n",
      "(371, 36)\n",
      "ae_attendance_date                                                63\n",
      "ae_attendance_hosp_discharge_date                                 73\n",
      "emergency_covid_hospital_admission_date                           60\n",
      "ae_before_date                                                    95\n",
      "ae_before_with_hospital_discharge_date                           179\n",
      "hospital_admission                                               179\n",
      "ae_attendance                                                    179\n",
      "ae_attendance_hosp_discharge                                     179\n",
      "ae_attendance_count                                              179\n",
      "ae_before_with_covid                                             179\n",
      "ae_before_with_hospital_discharge_covid                          179\n",
      "ae_before_with_resp                                              179\n",
      "ae_before_with_hospital_discharge_resp                           179\n",
      "ae_before_with_prim_care_suspected                               179\n",
      "ae_before_with_hospital_discharge_prim_care_suspected            179\n",
      "ae_before_with_prim_care_probable                                179\n",
      "ae_before_with_hospital_discharge_prim_care_probable             179\n",
      "ae_before_with_positive_covid_test                               179\n",
      "ae_before_with_hospital_discharge_positive_covid_test            179\n",
      "ae_before_with_positive_covid_test_2_weeks                       179\n",
      "ae_before_with_hospital_discharge_positive_covid_test_2_weeks    179\n",
      "emergency_covid_hospital_admission_after_ae                      179\n",
      "emergency_covid_hospital_admission_after_ae_hosp_discharge       179\n",
      "covid_primary_care_before_ae                                     179\n",
      "covid_primary_care_before_ae_hosp_discharge                      179\n",
      "suspected_covid_primary_care_before_ae                           179\n",
      "suspected_covid_primary_care_before_ae_hosp_discharge            179\n",
      "pos_test                                                         179\n",
      "pos_test_hosp_discharge                                          179\n",
      "pos_test_2_weeks                                                 179\n",
      "pos_test_2_weeks_hosp_discharge                                  179\n",
      "ae_cov                                                           179\n",
      "ae_cov_hosp_discharge                                            179\n",
      "ae_resp                                                          179\n",
      "ae_resp_hosp_discharge                                           179\n",
      "patient_id                                                       179\n",
      "dtype: int64\n",
      "ae_attendance_date                                               100\n",
      "ae_attendance_hosp_discharge_date                                 98\n",
      "emergency_covid_hospital_admission_date                           83\n",
      "ae_before_date                                                   132\n",
      "ae_before_with_hospital_discharge_date                           122\n",
      "hospital_admission                                               253\n",
      "ae_attendance                                                    253\n",
      "ae_attendance_hosp_discharge                                     253\n",
      "ae_attendance_count                                              253\n",
      "ae_before_with_covid                                             253\n",
      "ae_before_with_hospital_discharge_covid                          253\n",
      "ae_before_with_resp                                              253\n",
      "ae_before_with_hospital_discharge_resp                           253\n",
      "ae_before_with_prim_care_suspected                               253\n",
      "ae_before_with_hospital_discharge_prim_care_suspected            253\n",
      "ae_before_with_prim_care_probable                                253\n",
      "ae_before_with_hospital_discharge_prim_care_probable             253\n",
      "ae_before_with_positive_covid_test                               253\n",
      "ae_before_with_hospital_discharge_positive_covid_test            253\n",
      "ae_before_with_positive_covid_test_2_weeks                       253\n",
      "ae_before_with_hospital_discharge_positive_covid_test_2_weeks    253\n",
      "emergency_covid_hospital_admission_after_ae                      253\n",
      "emergency_covid_hospital_admission_after_ae_hosp_discharge       253\n",
      "covid_primary_care_before_ae                                     253\n",
      "covid_primary_care_before_ae_hosp_discharge                      253\n",
      "suspected_covid_primary_care_before_ae                           253\n",
      "suspected_covid_primary_care_before_ae_hosp_discharge            253\n",
      "pos_test                                                         253\n",
      "pos_test_hosp_discharge                                          253\n",
      "pos_test_2_weeks                                                 253\n",
      "pos_test_2_weeks_hosp_discharge                                  253\n",
      "ae_cov                                                           253\n",
      "ae_cov_hosp_discharge                                            253\n",
      "ae_resp                                                          253\n",
      "ae_resp_hosp_discharge                                           253\n",
      "patient_id                                                       253\n",
      "dtype: int64\n",
      "ae_attendance_date                                                93\n",
      "ae_attendance_hosp_discharge_date                                105\n",
      "emergency_covid_hospital_admission_date                           76\n",
      "ae_before_date                                                   124\n",
      "ae_before_with_hospital_discharge_date                           116\n",
      "hospital_admission                                               247\n",
      "ae_attendance                                                    247\n",
      "ae_attendance_hosp_discharge                                     247\n",
      "ae_attendance_count                                              247\n",
      "ae_before_with_covid                                             247\n",
      "ae_before_with_hospital_discharge_covid                          247\n",
      "ae_before_with_resp                                              247\n",
      "ae_before_with_hospital_discharge_resp                           247\n",
      "ae_before_with_prim_care_suspected                               247\n",
      "ae_before_with_hospital_discharge_prim_care_suspected            247\n",
      "ae_before_with_prim_care_probable                                247\n",
      "ae_before_with_hospital_discharge_prim_care_probable             247\n",
      "ae_before_with_positive_covid_test                               247\n",
      "ae_before_with_hospital_discharge_positive_covid_test            247\n",
      "ae_before_with_positive_covid_test_2_weeks                       247\n",
      "ae_before_with_hospital_discharge_positive_covid_test_2_weeks    247\n",
      "emergency_covid_hospital_admission_after_ae                      247\n",
      "emergency_covid_hospital_admission_after_ae_hosp_discharge       247\n",
      "covid_primary_care_before_ae                                     247\n",
      "covid_primary_care_before_ae_hosp_discharge                      247\n",
      "suspected_covid_primary_care_before_ae                           247\n",
      "suspected_covid_primary_care_before_ae_hosp_discharge            247\n",
      "pos_test                                                         247\n",
      "pos_test_hosp_discharge                                          247\n",
      "pos_test_2_weeks                                                 247\n",
      "pos_test_2_weeks_hosp_discharge                                  247\n",
      "ae_cov                                                           247\n",
      "ae_cov_hosp_discharge                                            247\n",
      "ae_resp                                                          247\n",
      "ae_resp_hosp_discharge                                           247\n",
      "patient_id                                                       247\n",
      "dtype: int64\n",
      "ae_attendance_date                                                61\n",
      "ae_attendance_hosp_discharge_date                                 73\n",
      "emergency_covid_hospital_admission_date                           50\n",
      "ae_before_date                                                    92\n",
      "ae_before_with_hospital_discharge_date                            87\n",
      "hospital_admission                                               169\n",
      "ae_attendance                                                    169\n",
      "ae_attendance_hosp_discharge                                     169\n",
      "ae_attendance_count                                              169\n",
      "ae_before_with_covid                                             169\n",
      "ae_before_with_hospital_discharge_covid                          169\n",
      "ae_before_with_resp                                              169\n",
      "ae_before_with_hospital_discharge_resp                           169\n",
      "ae_before_with_prim_care_suspected                               169\n",
      "ae_before_with_hospital_discharge_prim_care_suspected            169\n",
      "ae_before_with_prim_care_probable                                169\n",
      "ae_before_with_hospital_discharge_prim_care_probable             169\n",
      "ae_before_with_positive_covid_test                               169\n",
      "ae_before_with_hospital_discharge_positive_covid_test            169\n",
      "ae_before_with_positive_covid_test_2_weeks                       169\n",
      "ae_before_with_hospital_discharge_positive_covid_test_2_weeks    169\n",
      "emergency_covid_hospital_admission_after_ae                      169\n",
      "emergency_covid_hospital_admission_after_ae_hosp_discharge       169\n",
      "covid_primary_care_before_ae                                     169\n",
      "covid_primary_care_before_ae_hosp_discharge                      169\n",
      "suspected_covid_primary_care_before_ae                           169\n",
      "suspected_covid_primary_care_before_ae_hosp_discharge            169\n",
      "pos_test                                                         169\n",
      "pos_test_hosp_discharge                                          169\n",
      "pos_test_2_weeks                                                 169\n",
      "pos_test_2_weeks_hosp_discharge                                  169\n",
      "ae_cov                                                           169\n",
      "ae_cov_hosp_discharge                                            169\n",
      "ae_resp                                                          169\n",
      "ae_resp_hosp_discharge                                           169\n",
      "patient_id                                                       169\n",
      "dtype: int64\n",
      "ae_attendance_date                                                73\n",
      "ae_attendance_hosp_discharge_date                                 73\n",
      "emergency_covid_hospital_admission_date                           64\n",
      "ae_before_date                                                   102\n",
      "ae_before_with_hospital_discharge_date                            95\n",
      "hospital_admission                                               189\n",
      "ae_attendance                                                    189\n",
      "ae_attendance_hosp_discharge                                     189\n",
      "ae_attendance_count                                              189\n",
      "ae_before_with_covid                                             189\n",
      "ae_before_with_hospital_discharge_covid                          189\n",
      "ae_before_with_resp                                              189\n",
      "ae_before_with_hospital_discharge_resp                           189\n",
      "ae_before_with_prim_care_suspected                               189\n",
      "ae_before_with_hospital_discharge_prim_care_suspected            189\n",
      "ae_before_with_prim_care_probable                                189\n",
      "ae_before_with_hospital_discharge_prim_care_probable             189\n",
      "ae_before_with_positive_covid_test                               189\n",
      "ae_before_with_hospital_discharge_positive_covid_test            189\n",
      "ae_before_with_positive_covid_test_2_weeks                       189\n",
      "ae_before_with_hospital_discharge_positive_covid_test_2_weeks    189\n",
      "emergency_covid_hospital_admission_after_ae                      189\n",
      "emergency_covid_hospital_admission_after_ae_hosp_discharge       189\n",
      "covid_primary_care_before_ae                                     189\n",
      "covid_primary_care_before_ae_hosp_discharge                      189\n",
      "suspected_covid_primary_care_before_ae                           189\n",
      "suspected_covid_primary_care_before_ae_hosp_discharge            189\n",
      "pos_test                                                         189\n",
      "pos_test_hosp_discharge                                          189\n",
      "pos_test_2_weeks                                                 189\n",
      "pos_test_2_weeks_hosp_discharge                                  189\n",
      "ae_cov                                                           189\n",
      "ae_cov_hosp_discharge                                            189\n",
      "ae_resp                                                          189\n",
      "ae_resp_hosp_discharge                                           189\n",
      "patient_id                                                       189\n",
      "dtype: int64\n",
      "ae_attendance_date                                               143\n",
      "ae_attendance_hosp_discharge_date                                151\n",
      "emergency_covid_hospital_admission_date                          120\n",
      "ae_before_date                                                   191\n",
      "ae_before_with_hospital_discharge_date                           179\n",
      "hospital_admission                                               371\n",
      "ae_attendance                                                    371\n",
      "ae_attendance_hosp_discharge                                     371\n",
      "ae_attendance_count                                              371\n",
      "ae_before_with_covid                                             371\n",
      "ae_before_with_hospital_discharge_covid                          371\n",
      "ae_before_with_resp                                              371\n",
      "ae_before_with_hospital_discharge_resp                           371\n",
      "ae_before_with_prim_care_suspected                               371\n",
      "ae_before_with_hospital_discharge_prim_care_suspected            371\n",
      "ae_before_with_prim_care_probable                                371\n",
      "ae_before_with_hospital_discharge_prim_care_probable             371\n",
      "ae_before_with_positive_covid_test                               371\n",
      "ae_before_with_hospital_discharge_positive_covid_test            371\n",
      "ae_before_with_positive_covid_test_2_weeks                       371\n",
      "ae_before_with_hospital_discharge_positive_covid_test_2_weeks    371\n",
      "emergency_covid_hospital_admission_after_ae                      371\n",
      "emergency_covid_hospital_admission_after_ae_hosp_discharge       371\n",
      "covid_primary_care_before_ae                                     371\n",
      "covid_primary_care_before_ae_hosp_discharge                      371\n",
      "suspected_covid_primary_care_before_ae                           371\n",
      "suspected_covid_primary_care_before_ae_hosp_discharge            371\n",
      "pos_test                                                         371\n",
      "pos_test_hosp_discharge                                          371\n",
      "pos_test_2_weeks                                                 371\n",
      "pos_test_2_weeks_hosp_discharge                                  371\n",
      "ae_cov                                                           371\n",
      "ae_cov_hosp_discharge                                            371\n",
      "ae_resp                                                          371\n",
      "ae_resp_hosp_discharge                                           371\n",
      "patient_id                                                       371\n",
      "dtype: int64\n",
      "ae_attendance_date                                                59\n",
      "ae_attendance_hosp_discharge_date                                 73\n",
      "emergency_covid_hospital_admission_date                           54\n",
      "ae_before_date                                                    96\n",
      "ae_before_with_hospital_discharge_date                            99\n",
      "hospital_admission                                               186\n",
      "ae_attendance                                                    186\n",
      "ae_attendance_hosp_discharge                                     186\n",
      "ae_attendance_count                                              186\n",
      "ae_before_with_covid                                             186\n",
      "ae_before_with_hospital_discharge_covid                          186\n",
      "ae_before_with_resp                                              186\n",
      "ae_before_with_hospital_discharge_resp                           186\n",
      "ae_before_with_prim_care_suspected                               186\n",
      "ae_before_with_hospital_discharge_prim_care_suspected            186\n",
      "ae_before_with_prim_care_probable                                186\n",
      "ae_before_with_hospital_discharge_prim_care_probable             186\n",
      "ae_before_with_positive_covid_test                               186\n",
      "ae_before_with_hospital_discharge_positive_covid_test            186\n",
      "ae_before_with_positive_covid_test_2_weeks                       186\n",
      "ae_before_with_hospital_discharge_positive_covid_test_2_weeks    186\n",
      "emergency_covid_hospital_admission_after_ae                      186\n",
      "emergency_covid_hospital_admission_after_ae_hosp_discharge       186\n",
      "covid_primary_care_before_ae                                     186\n",
      "covid_primary_care_before_ae_hosp_discharge                      186\n",
      "suspected_covid_primary_care_before_ae                           186\n",
      "suspected_covid_primary_care_before_ae_hosp_discharge            186\n",
      "pos_test                                                         186\n",
      "pos_test_hosp_discharge                                          186\n",
      "pos_test_2_weeks                                                 186\n",
      "pos_test_2_weeks_hosp_discharge                                  186\n",
      "ae_cov                                                           186\n",
      "ae_cov_hosp_discharge                                            186\n",
      "ae_resp                                                          186\n",
      "ae_resp_hosp_discharge                                           186\n",
      "patient_id                                                       186\n",
      "dtype: int64\n",
      "ae_attendance_date                                               143\n",
      "ae_attendance_hosp_discharge_date                                151\n",
      "emergency_covid_hospital_admission_date                          120\n",
      "ae_before_date                                                   191\n",
      "ae_before_with_hospital_discharge_date                           179\n",
      "hospital_admission                                               371\n",
      "ae_attendance                                                    371\n",
      "ae_attendance_hosp_discharge                                     371\n",
      "ae_attendance_count                                              371\n",
      "ae_before_with_covid                                             371\n",
      "ae_before_with_hospital_discharge_covid                          371\n",
      "ae_before_with_resp                                              371\n",
      "ae_before_with_hospital_discharge_resp                           371\n",
      "ae_before_with_prim_care_suspected                               371\n",
      "ae_before_with_hospital_discharge_prim_care_suspected            371\n",
      "ae_before_with_prim_care_probable                                371\n",
      "ae_before_with_hospital_discharge_prim_care_probable             371\n",
      "ae_before_with_positive_covid_test                               371\n",
      "ae_before_with_hospital_discharge_positive_covid_test            371\n",
      "ae_before_with_positive_covid_test_2_weeks                       371\n",
      "ae_before_with_hospital_discharge_positive_covid_test_2_weeks    371\n",
      "emergency_covid_hospital_admission_after_ae                      371\n",
      "emergency_covid_hospital_admission_after_ae_hosp_discharge       371\n",
      "covid_primary_care_before_ae                                     371\n",
      "covid_primary_care_before_ae_hosp_discharge                      371\n",
      "suspected_covid_primary_care_before_ae                           371\n",
      "suspected_covid_primary_care_before_ae_hosp_discharge            371\n",
      "pos_test                                                         371\n",
      "pos_test_hosp_discharge                                          371\n",
      "pos_test_2_weeks                                                 371\n",
      "pos_test_2_weeks_hosp_discharge                                  371\n",
      "ae_cov                                                           371\n",
      "ae_cov_hosp_discharge                                            371\n",
      "ae_resp                                                          371\n",
      "ae_resp_hosp_discharge                                           371\n",
      "patient_id                                                       371\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "dtype: int64\n",
      "ae_attendance_date                                               104\n",
      "ae_attendance_hosp_discharge_date                                110\n",
      "emergency_covid_hospital_admission_date                           92\n",
      "ae_before_date                                                   142\n",
      "ae_before_with_hospital_discharge_date                           135\n",
      "hospital_admission                                               272\n",
      "ae_attendance                                                    272\n",
      "ae_attendance_hosp_discharge                                     272\n",
      "ae_attendance_count                                              272\n",
      "ae_before_with_covid                                             272\n",
      "ae_before_with_hospital_discharge_covid                          272\n",
      "ae_before_with_resp                                              272\n",
      "ae_before_with_hospital_discharge_resp                           272\n",
      "ae_before_with_prim_care_suspected                               272\n",
      "ae_before_with_hospital_discharge_prim_care_suspected            272\n",
      "ae_before_with_prim_care_probable                                272\n",
      "ae_before_with_hospital_discharge_prim_care_probable             272\n",
      "ae_before_with_positive_covid_test                               272\n",
      "ae_before_with_hospital_discharge_positive_covid_test            272\n",
      "ae_before_with_positive_covid_test_2_weeks                       272\n",
      "ae_before_with_hospital_discharge_positive_covid_test_2_weeks    272\n",
      "emergency_covid_hospital_admission_after_ae                      272\n",
      "emergency_covid_hospital_admission_after_ae_hosp_discharge       272\n",
      "covid_primary_care_before_ae                                     272\n",
      "covid_primary_care_before_ae_hosp_discharge                      272\n",
      "suspected_covid_primary_care_before_ae                           272\n",
      "suspected_covid_primary_care_before_ae_hosp_discharge            272\n",
      "pos_test                                                         272\n",
      "pos_test_hosp_discharge                                          272\n",
      "pos_test_2_weeks                                                 272\n",
      "pos_test_2_weeks_hosp_discharge                                  272\n",
      "ae_cov                                                           272\n",
      "ae_cov_hosp_discharge                                            272\n",
      "ae_resp                                                          272\n",
      "ae_resp_hosp_discharge                                           272\n",
      "patient_id                                                       272\n",
      "dtype: int64\n",
      "(370, 36)\n",
      "ae_attendance_date                                                73\n",
      "ae_attendance_hosp_discharge_date                                 82\n",
      "emergency_covid_hospital_admission_date                           60\n",
      "ae_before_date                                                   103\n",
      "ae_before_with_hospital_discharge_date                           193\n",
      "hospital_admission                                               193\n",
      "ae_attendance                                                    193\n",
      "ae_attendance_hosp_discharge                                     193\n",
      "ae_attendance_count                                              193\n",
      "ae_before_with_covid                                             193\n",
      "ae_before_with_hospital_discharge_covid                          193\n",
      "ae_before_with_resp                                              193\n",
      "ae_before_with_hospital_discharge_resp                           193\n",
      "ae_before_with_prim_care_suspected                               193\n",
      "ae_before_with_hospital_discharge_prim_care_suspected            193\n",
      "ae_before_with_prim_care_probable                                193\n",
      "ae_before_with_hospital_discharge_prim_care_probable             193\n",
      "ae_before_with_positive_covid_test                               193\n",
      "ae_before_with_hospital_discharge_positive_covid_test            193\n",
      "ae_before_with_positive_covid_test_2_weeks                       193\n",
      "ae_before_with_hospital_discharge_positive_covid_test_2_weeks    193\n",
      "emergency_covid_hospital_admission_after_ae                      193\n",
      "emergency_covid_hospital_admission_after_ae_hosp_discharge       193\n",
      "covid_primary_care_before_ae                                     193\n",
      "covid_primary_care_before_ae_hosp_discharge                      193\n",
      "suspected_covid_primary_care_before_ae                           193\n",
      "suspected_covid_primary_care_before_ae_hosp_discharge            193\n",
      "pos_test                                                         193\n",
      "pos_test_hosp_discharge                                          193\n",
      "pos_test_2_weeks                                                 193\n",
      "pos_test_2_weeks_hosp_discharge                                  193\n",
      "ae_cov                                                           193\n",
      "ae_cov_hosp_discharge                                            193\n",
      "ae_resp                                                          193\n",
      "ae_resp_hosp_discharge                                           193\n",
      "patient_id                                                       193\n",
      "dtype: int64\n",
      "ae_attendance_date                                                75\n",
      "ae_attendance_hosp_discharge_date                                 75\n",
      "emergency_covid_hospital_admission_date                           66\n",
      "ae_before_date                                                   100\n",
      "ae_before_with_hospital_discharge_date                            93\n",
      "hospital_admission                                               190\n",
      "ae_attendance                                                    190\n",
      "ae_attendance_hosp_discharge                                     190\n",
      "ae_attendance_count                                              190\n",
      "ae_before_with_covid                                             190\n",
      "ae_before_with_hospital_discharge_covid                          190\n",
      "ae_before_with_resp                                              190\n",
      "ae_before_with_hospital_discharge_resp                           190\n",
      "ae_before_with_prim_care_suspected                               190\n",
      "ae_before_with_hospital_discharge_prim_care_suspected            190\n",
      "ae_before_with_prim_care_probable                                190\n",
      "ae_before_with_hospital_discharge_prim_care_probable             190\n",
      "ae_before_with_positive_covid_test                               190\n",
      "ae_before_with_hospital_discharge_positive_covid_test            190\n",
      "ae_before_with_positive_covid_test_2_weeks                       190\n",
      "ae_before_with_hospital_discharge_positive_covid_test_2_weeks    190\n",
      "emergency_covid_hospital_admission_after_ae                      190\n",
      "emergency_covid_hospital_admission_after_ae_hosp_discharge       190\n",
      "covid_primary_care_before_ae                                     190\n",
      "covid_primary_care_before_ae_hosp_discharge                      190\n",
      "suspected_covid_primary_care_before_ae                           190\n",
      "suspected_covid_primary_care_before_ae_hosp_discharge            190\n",
      "pos_test                                                         190\n",
      "pos_test_hosp_discharge                                          190\n",
      "pos_test_2_weeks                                                 190\n",
      "pos_test_2_weeks_hosp_discharge                                  190\n",
      "ae_cov                                                           190\n",
      "ae_cov_hosp_discharge                                            190\n",
      "ae_resp                                                          190\n",
      "ae_resp_hosp_discharge                                           190\n",
      "patient_id                                                       190\n",
      "dtype: int64\n",
      "ae_attendance_date                                                67\n",
      "ae_attendance_hosp_discharge_date                                 74\n",
      "emergency_covid_hospital_admission_date                           56\n",
      "ae_before_date                                                    89\n",
      "ae_before_with_hospital_discharge_date                            86\n",
      "hospital_admission                                               176\n",
      "ae_attendance                                                    176\n",
      "ae_attendance_hosp_discharge                                     176\n",
      "ae_attendance_count                                              176\n",
      "ae_before_with_covid                                             176\n",
      "ae_before_with_hospital_discharge_covid                          176\n",
      "ae_before_with_resp                                              176\n",
      "ae_before_with_hospital_discharge_resp                           176\n",
      "ae_before_with_prim_care_suspected                               176\n",
      "ae_before_with_hospital_discharge_prim_care_suspected            176\n",
      "ae_before_with_prim_care_probable                                176\n",
      "ae_before_with_hospital_discharge_prim_care_probable             176\n",
      "ae_before_with_positive_covid_test                               176\n",
      "ae_before_with_hospital_discharge_positive_covid_test            176\n",
      "ae_before_with_positive_covid_test_2_weeks                       176\n",
      "ae_before_with_hospital_discharge_positive_covid_test_2_weeks    176\n",
      "emergency_covid_hospital_admission_after_ae                      176\n",
      "emergency_covid_hospital_admission_after_ae_hosp_discharge       176\n",
      "covid_primary_care_before_ae                                     176\n",
      "covid_primary_care_before_ae_hosp_discharge                      176\n",
      "suspected_covid_primary_care_before_ae                           176\n",
      "suspected_covid_primary_care_before_ae_hosp_discharge            176\n",
      "pos_test                                                         176\n",
      "pos_test_hosp_discharge                                          176\n",
      "pos_test_2_weeks                                                 176\n",
      "pos_test_2_weeks_hosp_discharge                                  176\n",
      "ae_cov                                                           176\n",
      "ae_cov_hosp_discharge                                            176\n",
      "ae_resp                                                          176\n",
      "ae_resp_hosp_discharge                                           176\n",
      "patient_id                                                       176\n",
      "dtype: int64\n",
      "ae_attendance_date                                                87\n",
      "ae_attendance_hosp_discharge_date                                105\n",
      "emergency_covid_hospital_admission_date                           68\n",
      "ae_before_date                                                   126\n",
      "ae_before_with_hospital_discharge_date                           123\n",
      "hospital_admission                                               236\n",
      "ae_attendance                                                    236\n",
      "ae_attendance_hosp_discharge                                     236\n",
      "ae_attendance_count                                              236\n",
      "ae_before_with_covid                                             236\n",
      "ae_before_with_hospital_discharge_covid                          236\n",
      "ae_before_with_resp                                              236\n",
      "ae_before_with_hospital_discharge_resp                           236\n",
      "ae_before_with_prim_care_suspected                               236\n",
      "ae_before_with_hospital_discharge_prim_care_suspected            236\n",
      "ae_before_with_prim_care_probable                                236\n",
      "ae_before_with_hospital_discharge_prim_care_probable             236\n",
      "ae_before_with_positive_covid_test                               236\n",
      "ae_before_with_hospital_discharge_positive_covid_test            236\n",
      "ae_before_with_positive_covid_test_2_weeks                       236\n",
      "ae_before_with_hospital_discharge_positive_covid_test_2_weeks    236\n",
      "emergency_covid_hospital_admission_after_ae                      236\n",
      "emergency_covid_hospital_admission_after_ae_hosp_discharge       236\n",
      "covid_primary_care_before_ae                                     236\n",
      "covid_primary_care_before_ae_hosp_discharge                      236\n",
      "suspected_covid_primary_care_before_ae                           236\n",
      "suspected_covid_primary_care_before_ae_hosp_discharge            236\n",
      "pos_test                                                         236\n",
      "pos_test_hosp_discharge                                          236\n",
      "pos_test_2_weeks                                                 236\n",
      "pos_test_2_weeks_hosp_discharge                                  236\n",
      "ae_cov                                                           236\n",
      "ae_cov_hosp_discharge                                            236\n",
      "ae_resp                                                          236\n",
      "ae_resp_hosp_discharge                                           236\n",
      "patient_id                                                       236\n",
      "dtype: int64\n",
      "ae_attendance_date                                               101\n",
      "ae_attendance_hosp_discharge_date                                 98\n",
      "emergency_covid_hospital_admission_date                           80\n",
      "ae_before_date                                                   135\n",
      "ae_before_with_hospital_discharge_date                           135\n",
      "hospital_admission                                               252\n",
      "ae_attendance                                                    252\n",
      "ae_attendance_hosp_discharge                                     252\n",
      "ae_attendance_count                                              252\n",
      "ae_before_with_covid                                             252\n",
      "ae_before_with_hospital_discharge_covid                          252\n",
      "ae_before_with_resp                                              252\n",
      "ae_before_with_hospital_discharge_resp                           252\n",
      "ae_before_with_prim_care_suspected                               252\n",
      "ae_before_with_hospital_discharge_prim_care_suspected            252\n",
      "ae_before_with_prim_care_probable                                252\n",
      "ae_before_with_hospital_discharge_prim_care_probable             252\n",
      "ae_before_with_positive_covid_test                               252\n",
      "ae_before_with_hospital_discharge_positive_covid_test            252\n",
      "ae_before_with_positive_covid_test_2_weeks                       252\n",
      "ae_before_with_hospital_discharge_positive_covid_test_2_weeks    252\n",
      "emergency_covid_hospital_admission_after_ae                      252\n",
      "emergency_covid_hospital_admission_after_ae_hosp_discharge       252\n",
      "covid_primary_care_before_ae                                     252\n",
      "covid_primary_care_before_ae_hosp_discharge                      252\n",
      "suspected_covid_primary_care_before_ae                           252\n",
      "suspected_covid_primary_care_before_ae_hosp_discharge            252\n",
      "pos_test                                                         252\n",
      "pos_test_hosp_discharge                                          252\n",
      "pos_test_2_weeks                                                 252\n",
      "pos_test_2_weeks_hosp_discharge                                  252\n",
      "ae_cov                                                           252\n",
      "ae_cov_hosp_discharge                                            252\n",
      "ae_resp                                                          252\n",
      "ae_resp_hosp_discharge                                           252\n",
      "patient_id                                                       252\n",
      "dtype: int64\n",
      "ae_attendance_date                                               145\n",
      "ae_attendance_hosp_discharge_date                                156\n",
      "emergency_covid_hospital_admission_date                          120\n",
      "ae_before_date                                                   192\n",
      "ae_before_with_hospital_discharge_date                           193\n",
      "hospital_admission                                               370\n",
      "ae_attendance                                                    370\n",
      "ae_attendance_hosp_discharge                                     370\n",
      "ae_attendance_count                                              370\n",
      "ae_before_with_covid                                             370\n",
      "ae_before_with_hospital_discharge_covid                          370\n",
      "ae_before_with_resp                                              370\n",
      "ae_before_with_hospital_discharge_resp                           370\n",
      "ae_before_with_prim_care_suspected                               370\n",
      "ae_before_with_hospital_discharge_prim_care_suspected            370\n",
      "ae_before_with_prim_care_probable                                370\n",
      "ae_before_with_hospital_discharge_prim_care_probable             370\n",
      "ae_before_with_positive_covid_test                               370\n",
      "ae_before_with_hospital_discharge_positive_covid_test            370\n",
      "ae_before_with_positive_covid_test_2_weeks                       370\n",
      "ae_before_with_hospital_discharge_positive_covid_test_2_weeks    370\n",
      "emergency_covid_hospital_admission_after_ae                      370\n",
      "emergency_covid_hospital_admission_after_ae_hosp_discharge       370\n",
      "covid_primary_care_before_ae                                     370\n",
      "covid_primary_care_before_ae_hosp_discharge                      370\n",
      "suspected_covid_primary_care_before_ae                           370\n",
      "suspected_covid_primary_care_before_ae_hosp_discharge            370\n",
      "pos_test                                                         370\n",
      "pos_test_hosp_discharge                                          370\n",
      "pos_test_2_weeks                                                 370\n",
      "pos_test_2_weeks_hosp_discharge                                  370\n",
      "ae_cov                                                           370\n",
      "ae_cov_hosp_discharge                                            370\n",
      "ae_resp                                                          370\n",
      "ae_resp_hosp_discharge                                           370\n",
      "patient_id                                                       370\n",
      "dtype: int64\n",
      "ae_attendance_date                                                65\n",
      "ae_attendance_hosp_discharge_date                                 75\n",
      "emergency_covid_hospital_admission_date                           51\n",
      "ae_before_date                                                   101\n",
      "ae_before_with_hospital_discharge_date                           105\n",
      "hospital_admission                                               181\n",
      "ae_attendance                                                    181\n",
      "ae_attendance_hosp_discharge                                     181\n",
      "ae_attendance_count                                              181\n",
      "ae_before_with_covid                                             181\n",
      "ae_before_with_hospital_discharge_covid                          181\n",
      "ae_before_with_resp                                              181\n",
      "ae_before_with_hospital_discharge_resp                           181\n",
      "ae_before_with_prim_care_suspected                               181\n",
      "ae_before_with_hospital_discharge_prim_care_suspected            181\n",
      "ae_before_with_prim_care_probable                                181\n",
      "ae_before_with_hospital_discharge_prim_care_probable             181\n",
      "ae_before_with_positive_covid_test                               181\n",
      "ae_before_with_hospital_discharge_positive_covid_test            181\n",
      "ae_before_with_positive_covid_test_2_weeks                       181\n",
      "ae_before_with_hospital_discharge_positive_covid_test_2_weeks    181\n",
      "emergency_covid_hospital_admission_after_ae                      181\n",
      "emergency_covid_hospital_admission_after_ae_hosp_discharge       181\n",
      "covid_primary_care_before_ae                                     181\n",
      "covid_primary_care_before_ae_hosp_discharge                      181\n",
      "suspected_covid_primary_care_before_ae                           181\n",
      "suspected_covid_primary_care_before_ae_hosp_discharge            181\n",
      "pos_test                                                         181\n",
      "pos_test_hosp_discharge                                          181\n",
      "pos_test_2_weeks                                                 181\n",
      "pos_test_2_weeks_hosp_discharge                                  181\n",
      "ae_cov                                                           181\n",
      "ae_cov_hosp_discharge                                            181\n",
      "ae_resp                                                          181\n",
      "ae_resp_hosp_discharge                                           181\n",
      "patient_id                                                       181\n",
      "dtype: int64\n",
      "ae_attendance_date                                               104\n",
      "ae_attendance_hosp_discharge_date                                110\n",
      "emergency_covid_hospital_admission_date                           92\n",
      "ae_before_date                                                   142\n",
      "ae_before_with_hospital_discharge_date                           135\n",
      "hospital_admission                                               272\n",
      "ae_attendance                                                    272\n",
      "ae_attendance_hosp_discharge                                     272\n",
      "ae_attendance_count                                              272\n",
      "ae_before_with_covid                                             272\n",
      "ae_before_with_hospital_discharge_covid                          272\n",
      "ae_before_with_resp                                              272\n",
      "ae_before_with_hospital_discharge_resp                           272\n",
      "ae_before_with_prim_care_suspected                               272\n",
      "ae_before_with_hospital_discharge_prim_care_suspected            272\n",
      "ae_before_with_prim_care_probable                                272\n",
      "ae_before_with_hospital_discharge_prim_care_probable             272\n",
      "ae_before_with_positive_covid_test                               272\n",
      "ae_before_with_hospital_discharge_positive_covid_test            272\n",
      "ae_before_with_positive_covid_test_2_weeks                       272\n",
      "ae_before_with_hospital_discharge_positive_covid_test_2_weeks    272\n",
      "emergency_covid_hospital_admission_after_ae                      272\n",
      "emergency_covid_hospital_admission_after_ae_hosp_discharge       272\n",
      "covid_primary_care_before_ae                                     272\n",
      "covid_primary_care_before_ae_hosp_discharge                      272\n",
      "suspected_covid_primary_care_before_ae                           272\n",
      "suspected_covid_primary_care_before_ae_hosp_discharge            272\n",
      "pos_test                                                         272\n",
      "pos_test_hosp_discharge                                          272\n",
      "pos_test_2_weeks                                                 272\n",
      "pos_test_2_weeks_hosp_discharge                                  272\n",
      "ae_cov                                                           272\n",
      "ae_cov_hosp_discharge                                            272\n",
      "ae_resp                                                          272\n",
      "ae_resp_hosp_discharge                                           272\n",
      "patient_id                                                       272\n",
      "dtype: int64\n",
      "ae_attendance_date                                               145\n",
      "ae_attendance_hosp_discharge_date                                156\n",
      "emergency_covid_hospital_admission_date                          120\n",
      "ae_before_date                                                   192\n",
      "ae_before_with_hospital_discharge_date                           193\n",
      "hospital_admission                                               370\n",
      "ae_attendance                                                    370\n",
      "ae_attendance_hosp_discharge                                     370\n",
      "ae_attendance_count                                              370\n",
      "ae_before_with_covid                                             370\n",
      "ae_before_with_hospital_discharge_covid                          370\n",
      "ae_before_with_resp                                              370\n",
      "ae_before_with_hospital_discharge_resp                           370\n",
      "ae_before_with_prim_care_suspected                               370\n",
      "ae_before_with_hospital_discharge_prim_care_suspected            370\n",
      "ae_before_with_prim_care_probable                                370\n",
      "ae_before_with_hospital_discharge_prim_care_probable             370\n",
      "ae_before_with_positive_covid_test                               370\n",
      "ae_before_with_hospital_discharge_positive_covid_test            370\n",
      "ae_before_with_positive_covid_test_2_weeks                       370\n",
      "ae_before_with_hospital_discharge_positive_covid_test_2_weeks    370\n",
      "emergency_covid_hospital_admission_after_ae                      370\n",
      "emergency_covid_hospital_admission_after_ae_hosp_discharge       370\n",
      "covid_primary_care_before_ae                                     370\n",
      "covid_primary_care_before_ae_hosp_discharge                      370\n",
      "suspected_covid_primary_care_before_ae                           370\n",
      "suspected_covid_primary_care_before_ae_hosp_discharge            370\n",
      "pos_test                                                         370\n",
      "pos_test_hosp_discharge                                          370\n",
      "pos_test_2_weeks                                                 370\n",
      "pos_test_2_weeks_hosp_discharge                                  370\n",
      "ae_cov                                                           370\n",
      "ae_cov_hosp_discharge                                            370\n",
      "ae_resp                                                          370\n",
      "ae_resp_hosp_discharge                                           370\n",
      "patient_id                                                       370\n",
      "dtype: int64\n"
     ]
    },
    {
     "ename": "AttributeError",
     "evalue": "'list' object has no attribute 'shape'",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mAttributeError\u001b[0m                            Traceback (most recent call last)",
      "\u001b[0;32m/var/folders/6d/gn8xz2l52x32r5r2m_yxl_vr0000gp/T/ipykernel_27658/305979952.py\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mproduce_matrix\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mcolumns_list\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0mae_hosp_before\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mae_cov_before\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mae_resp_before\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mae_prim_care_probable_before\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mae_prim_care_suspected_before\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mae_pos_test_before_2_weeks\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mae_pos_test_before\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mae_hos_resp_cov_plus_test_2_weeks\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mae_hosp_prim_care_before_plus_2_week_test\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mnames\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m\"Hospital discharge\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m\"Covid diagnosis code\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m\"Respiratory diagnosis code\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m\"Probable covid code\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m\"Suspected covid code\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m\"Recent positive test (2 weeks)\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m\"Recent positive test (4 weeks)\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m\"Diagnosis codes (resp or cov) with recent positive test\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m\"Covid in primary care with recent positive test\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m\"Recent positive test and either covid in primary care or diagnosis code (resp or cov)\"\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[0;32m/var/folders/6d/gn8xz2l52x32r5r2m_yxl_vr0000gp/T/ipykernel_27658/4145229979.py\u001b[0m in \u001b[0;36mproduce_matrix\u001b[0;34m(columns_list, names, size)\u001b[0m\n\u001b[1;32m     16\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     17\u001b[0m     \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfigure\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfigsize\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0msize\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 18\u001b[0;31m     \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mconfusion_matrix\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mshape\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     19\u001b[0m     \u001b[0mmask\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mzeros_like\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mconfusion_matrix\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     20\u001b[0m     \u001b[0mmask\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtriu_indices_from\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmask\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mk\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mTrue\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mAttributeError\u001b[0m: 'list' object has no attribute 'shape'"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 504x504 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "produce_matrix(columns_list = [ae_hosp_before, ae_cov_before, ae_resp_before, ae_prim_care_probable_before, ae_prim_care_suspected_before, ae_pos_test_before_2_weeks, ae_pos_test_before, ae_hos_resp_cov_plus_test_2_weeks, ae_hosp_prim_care_before_plus_2_week_test], names=[\"Hospital discharge\", \"Covid diagnosis code\", \"Respiratory diagnosis code\", \"Probable covid code\", \"Suspected covid code\", \"Recent positive test (2 weeks)\", \"Recent positive test (4 weeks)\", \"Diagnosis codes (resp or cov) with recent positive test\", \"Covid in primary care with recent positive test\", \"Recent positive test and either covid in primary care or diagnosis code (resp or cov)\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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