{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import wfdb\n",
    "from sklearn.model_selection import train_test_split\n",
    "import numpy as np"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2025-04-10T09:43:47.600430500Z",
     "start_time": "2025-04-10T09:43:47.537784800Z"
    }
   },
   "id": "initial_id"
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "outputs": [],
   "source": [
    "def load_raw_data(df, path):\n",
    "    filenames = df['Filename']\n",
    "    data = [wfdb.rdsamp(path + f)[0] for f in filenames]\n",
    "    return data\n"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2025-04-10T09:43:49.786116Z",
     "start_time": "2025-04-10T09:43:49.764201700Z"
    }
   },
   "id": "d9293307db9e188f"
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "outputs": [],
   "source": [
    "def load_Diag(df, path):\n",
    "    Dissess_Diag = []\n",
    "    ECG_Diag = []\n",
    "    for filename in df['Filename']:\n",
    "        record = wfdb.rdrecord(path + filename)\n",
    "        message = record.comments\n",
    "        Dissess_Diag.append(message[1])\n",
    "        ECG_Diag.append(message[2])\n",
    "    return Dissess_Diag, ECG_Diag"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2025-04-10T09:43:50.762744800Z",
     "start_time": "2025-04-10T09:43:50.748710Z"
    }
   },
   "id": "c0fce9151ade2725"
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "outputs": [
    {
     "data": {
      "text/plain": "                    Filename      ECG_ID Patient_ID    Age    Gender  \\\n0      P00/P00001/P00001_E01  P00001_E01     P00001   572d  'Female'   \n1      P00/P00002/P00002_E01  P00002_E01     P00002  4327d    'Male'   \n2      P00/P00003/P00003_E01  P00003_E01     P00003  1087d  'Female'   \n3      P00/P00004/P00004_E01  P00004_E01     P00004  2465d    'Male'   \n4      P00/P00004/P00004_E02  P00004_E02     P00004  2461d    'Male'   \n...                      ...         ...        ...    ...       ...   \n14185  P11/P11639/P11639_E01  P11639_E01     P11639  2646d    'Male'   \n14186  P11/P11640/P11640_E01  P11640_E01     P11640   657d    'Male'   \n14187  P11/P11641/P11641_E01  P11641_E01     P11641  1484d  'Female'   \n14188  P11/P11642/P11642_E01  P11642_E01     P11642  5178d    'Male'   \n14189  P11/P11643/P11643_E01  P11643_E01     P11643  3146d    'Male'   \n\n          Acquisition_date  Sampling_point  Lead  \\\n0      2017-11-22 10:46:08            9000     9   \n1      2017-11-28 21:59:47           15000    12   \n2      2017-11-29 16:04:57           10000    12   \n3      2017-11-30 15:21:27           13000     9   \n4      2017-11-26 19:19:48           15000     9   \n...                    ...             ...   ...   \n14185  2021-06-24 18:22:31           10000    12   \n14186  2021-07-01 09:47:16           10500    12   \n14187  2021-07-04 21:58:36           15000    12   \n14188  2021-06-27 20:22:00           15000    12   \n14189  2021-06-25 18:20:18           15000    12   \n\n                                     AHA_code          CHN_code  \\\n0      'Left ventricular high voltage';'L147'     'J106';'L123'   \n1                                       'C21'             'C13'   \n2                                       'C21'             'C13'   \n3                                       'C21'             'C13'   \n4                                        'A1'              'A1'   \n...                                       ...               ...   \n14185                                    'A1'              'A1'   \n14186                            'C21';'L147'      'C13';'L123'   \n14187                       'D30+Modifier310'    'D21+Frequent'   \n14188                            'C23';'L150'      'C15';'L128'   \n14189                       'F60+Modifier308'  'F55+Occasional'   \n\n                                   ICD-10 code  \\\n0                      'I34.0';'Q21.0';'Q24.9'   \n1                              'I51.4';'J18.9'   \n2                              'Q21.0';'Q24.9'   \n3                              'Q21.1';'Q24.9'   \n4                              'Q21.1';'Q24.9'   \n...                                        ...   \n14185                                  'J35.3'   \n14186  'S02.0';'S06.5';'S06.6';'S06.7';'T14.0'   \n14187                            'I49.1';'R53'   \n14188                  'J31.0';'J34.2';'S02.2'   \n14189                          'G04.8';'J94.8'   \n\n                                                    pSQI  \\\n0      'I':0.288;'II':0.323;'III':0.346;'aVR':0.312;'...   \n1      'I':0.472;'II':0.446;'III':0.449;'aVR':0.484;'...   \n2      'I':0.495;'II':0.347;'III':0.340;'aVR':0.382;'...   \n3      'I':0.340;'II':0.405;'III':0.409;'aVR':0.350;'...   \n4      'I':0.501;'II':0.494;'III':0.389;'aVR':0.525;'...   \n...                                                  ...   \n14185  'I':0.330;'II':0.422;'III':0.387;'aVR':0.377;'...   \n14186  'I':0.284;'II':0.362;'III':0.378;'aVR':0.332;'...   \n14187  'I':0.387;'II':0.387;'III':0.411;'aVR':0.384;'...   \n14188  'I':0.401;'II':0.409;'III':0.409;'aVR':0.407;'...   \n14189  'I':0.395;'II':0.500;'III':0.605;'aVR':0.442;'...   \n\n                                                  basSQI  \\\n0      'I':0.994;'II':0.996;'III':0.991;'aVR':0.997;'...   \n1      'I':0.995;'II':0.980;'III':0.992;'aVR':0.992;'...   \n2      'I':0.915;'II':0.895;'III':0.882;'aVR':0.908;'...   \n3      'I':0.981;'II':0.988;'III':0.974;'aVR':0.986;'...   \n4      'I':0.993;'II':0.993;'III':0.989;'aVR':0.995;'...   \n...                                                  ...   \n14185  'I':0.991;'II':0.991;'III':0.981;'aVR':0.992;'...   \n14186  'I':0.919;'II':0.934;'III':0.939;'aVR':0.929;'...   \n14187  'I':0.985;'II':0.975;'III':0.960;'aVR':0.980;'...   \n14188  'I':0.975;'II':0.973;'III':0.974;'aVR':0.973;'...   \n14189  'I':0.995;'II':0.986;'III':0.977;'aVR':0.990;'...   \n\n                                                    bSQI  \n0      'I':1.000;'II':1.000;'III':1.000;'aVR':1.000;'...  \n1      'I':1.000;'II':1.000;'III':1.000;'aVR':1.000;'...  \n2      'I':1.000;'II':1.000;'III':1.000;'aVR':1.000;'...  \n3      'I':1.000;'II':1.000;'III':1.000;'aVR':1.000;'...  \n4      'I':1.000;'II':1.000;'III':1.000;'aVR':1.000;'...  \n...                                                  ...  \n14185  'I':1.000;'II':1.000;'III':0.990;'aVR':1.000;'...  \n14186  'I':0.976;'II':0.993;'III':1.000;'aVR':0.993;'...  \n14187  'I':0.994;'II':0.987;'III':0.982;'aVR':0.994;'...  \n14188  'I':0.974;'II':1.000;'III':1.000;'aVR':1.000;'...  \n14189  'I':0.944;'II':0.964;'III':1.000;'aVR':0.969;'...  \n\n[14190 rows x 14 columns]",
      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>Filename</th>\n      <th>ECG_ID</th>\n      <th>Patient_ID</th>\n      <th>Age</th>\n      <th>Gender</th>\n      <th>Acquisition_date</th>\n      <th>Sampling_point</th>\n      <th>Lead</th>\n      <th>AHA_code</th>\n      <th>CHN_code</th>\n      <th>ICD-10 code</th>\n      <th>pSQI</th>\n      <th>basSQI</th>\n      <th>bSQI</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>P00/P00001/P00001_E01</td>\n      <td>P00001_E01</td>\n      <td>P00001</td>\n      <td>572d</td>\n      <td>'Female'</td>\n      <td>2017-11-22 10:46:08</td>\n      <td>9000</td>\n      <td>9</td>\n      <td>'Left ventricular high voltage';'L147'</td>\n      <td>'J106';'L123'</td>\n      <td>'I34.0';'Q21.0';'Q24.9'</td>\n      <td>'I':0.288;'II':0.323;'III':0.346;'aVR':0.312;'...</td>\n      <td>'I':0.994;'II':0.996;'III':0.991;'aVR':0.997;'...</td>\n      <td>'I':1.000;'II':1.000;'III':1.000;'aVR':1.000;'...</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>P00/P00002/P00002_E01</td>\n      <td>P00002_E01</td>\n      <td>P00002</td>\n      <td>4327d</td>\n      <td>'Male'</td>\n      <td>2017-11-28 21:59:47</td>\n      <td>15000</td>\n      <td>12</td>\n      <td>'C21'</td>\n      <td>'C13'</td>\n      <td>'I51.4';'J18.9'</td>\n      <td>'I':0.472;'II':0.446;'III':0.449;'aVR':0.484;'...</td>\n      <td>'I':0.995;'II':0.980;'III':0.992;'aVR':0.992;'...</td>\n      <td>'I':1.000;'II':1.000;'III':1.000;'aVR':1.000;'...</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>P00/P00003/P00003_E01</td>\n      <td>P00003_E01</td>\n      <td>P00003</td>\n      <td>1087d</td>\n      <td>'Female'</td>\n      <td>2017-11-29 16:04:57</td>\n      <td>10000</td>\n      <td>12</td>\n      <td>'C21'</td>\n      <td>'C13'</td>\n      <td>'Q21.0';'Q24.9'</td>\n      <td>'I':0.495;'II':0.347;'III':0.340;'aVR':0.382;'...</td>\n      <td>'I':0.915;'II':0.895;'III':0.882;'aVR':0.908;'...</td>\n      <td>'I':1.000;'II':1.000;'III':1.000;'aVR':1.000;'...</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>P00/P00004/P00004_E01</td>\n      <td>P00004_E01</td>\n      <td>P00004</td>\n      <td>2465d</td>\n      <td>'Male'</td>\n      <td>2017-11-30 15:21:27</td>\n      <td>13000</td>\n      <td>9</td>\n      <td>'C21'</td>\n      <td>'C13'</td>\n      <td>'Q21.1';'Q24.9'</td>\n      <td>'I':0.340;'II':0.405;'III':0.409;'aVR':0.350;'...</td>\n      <td>'I':0.981;'II':0.988;'III':0.974;'aVR':0.986;'...</td>\n      <td>'I':1.000;'II':1.000;'III':1.000;'aVR':1.000;'...</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>P00/P00004/P00004_E02</td>\n      <td>P00004_E02</td>\n      <td>P00004</td>\n      <td>2461d</td>\n      <td>'Male'</td>\n      <td>2017-11-26 19:19:48</td>\n      <td>15000</td>\n      <td>9</td>\n      <td>'A1'</td>\n      <td>'A1'</td>\n      <td>'Q21.1';'Q24.9'</td>\n      <td>'I':0.501;'II':0.494;'III':0.389;'aVR':0.525;'...</td>\n      <td>'I':0.993;'II':0.993;'III':0.989;'aVR':0.995;'...</td>\n      <td>'I':1.000;'II':1.000;'III':1.000;'aVR':1.000;'...</td>\n    </tr>\n    <tr>\n      <th>...</th>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n    </tr>\n    <tr>\n      <th>14185</th>\n      <td>P11/P11639/P11639_E01</td>\n      <td>P11639_E01</td>\n      <td>P11639</td>\n      <td>2646d</td>\n      <td>'Male'</td>\n      <td>2021-06-24 18:22:31</td>\n      <td>10000</td>\n      <td>12</td>\n      <td>'A1'</td>\n      <td>'A1'</td>\n      <td>'J35.3'</td>\n      <td>'I':0.330;'II':0.422;'III':0.387;'aVR':0.377;'...</td>\n      <td>'I':0.991;'II':0.991;'III':0.981;'aVR':0.992;'...</td>\n      <td>'I':1.000;'II':1.000;'III':0.990;'aVR':1.000;'...</td>\n    </tr>\n    <tr>\n      <th>14186</th>\n      <td>P11/P11640/P11640_E01</td>\n      <td>P11640_E01</td>\n      <td>P11640</td>\n      <td>657d</td>\n      <td>'Male'</td>\n      <td>2021-07-01 09:47:16</td>\n      <td>10500</td>\n      <td>12</td>\n      <td>'C21';'L147'</td>\n      <td>'C13';'L123'</td>\n      <td>'S02.0';'S06.5';'S06.6';'S06.7';'T14.0'</td>\n      <td>'I':0.284;'II':0.362;'III':0.378;'aVR':0.332;'...</td>\n      <td>'I':0.919;'II':0.934;'III':0.939;'aVR':0.929;'...</td>\n      <td>'I':0.976;'II':0.993;'III':1.000;'aVR':0.993;'...</td>\n    </tr>\n    <tr>\n      <th>14187</th>\n      <td>P11/P11641/P11641_E01</td>\n      <td>P11641_E01</td>\n      <td>P11641</td>\n      <td>1484d</td>\n      <td>'Female'</td>\n      <td>2021-07-04 21:58:36</td>\n      <td>15000</td>\n      <td>12</td>\n      <td>'D30+Modifier310'</td>\n      <td>'D21+Frequent'</td>\n      <td>'I49.1';'R53'</td>\n      <td>'I':0.387;'II':0.387;'III':0.411;'aVR':0.384;'...</td>\n      <td>'I':0.985;'II':0.975;'III':0.960;'aVR':0.980;'...</td>\n      <td>'I':0.994;'II':0.987;'III':0.982;'aVR':0.994;'...</td>\n    </tr>\n    <tr>\n      <th>14188</th>\n      <td>P11/P11642/P11642_E01</td>\n      <td>P11642_E01</td>\n      <td>P11642</td>\n      <td>5178d</td>\n      <td>'Male'</td>\n      <td>2021-06-27 20:22:00</td>\n      <td>15000</td>\n      <td>12</td>\n      <td>'C23';'L150'</td>\n      <td>'C15';'L128'</td>\n      <td>'J31.0';'J34.2';'S02.2'</td>\n      <td>'I':0.401;'II':0.409;'III':0.409;'aVR':0.407;'...</td>\n      <td>'I':0.975;'II':0.973;'III':0.974;'aVR':0.973;'...</td>\n      <td>'I':0.974;'II':1.000;'III':1.000;'aVR':1.000;'...</td>\n    </tr>\n    <tr>\n      <th>14189</th>\n      <td>P11/P11643/P11643_E01</td>\n      <td>P11643_E01</td>\n      <td>P11643</td>\n      <td>3146d</td>\n      <td>'Male'</td>\n      <td>2021-06-25 18:20:18</td>\n      <td>15000</td>\n      <td>12</td>\n      <td>'F60+Modifier308'</td>\n      <td>'F55+Occasional'</td>\n      <td>'G04.8';'J94.8'</td>\n      <td>'I':0.395;'II':0.500;'III':0.605;'aVR':0.442;'...</td>\n      <td>'I':0.995;'II':0.986;'III':0.977;'aVR':0.990;'...</td>\n      <td>'I':0.944;'II':0.964;'III':1.000;'aVR':0.969;'...</td>\n    </tr>\n  </tbody>\n</table>\n<p>14190 rows × 14 columns</p>\n</div>"
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "path = '/path/to/database/'\n",
    "# load CSV\n",
    "Y = pd.read_csv(path + 'AttributesDictionary.csv')\n",
    "Y"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2025-04-10T09:43:53.140898900Z",
     "start_time": "2025-04-10T09:43:52.935645800Z"
    }
   },
   "id": "a5af40c9e18484a9"
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "# load row signal data\n",
    "X = load_raw_data(Y, path)\n",
    "data = X[0].T\n",
    "for i in range(data.shape[0]):\n",
    "    plt.plot(data[i])"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2025-04-10T12:06:14.159807600Z",
     "start_time": "2025-04-10T12:03:08.816658100Z"
    }
   },
   "id": "d08447f000f95f2f"
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The quality of signal: pSQI = 0.318, basSQI = 0.997, bSQI = 100.000\n"
     ]
    }
   ],
   "source": [
    "import warnings\n",
    "warnings.filterwarnings(\"ignore\")\n",
    "from sqi_score.ecg_qc.ecg_qc import EcgQc  # https://github.com/Aura-healthcare/ecg_qc\n",
    "from biosppy.signals import ecg\n",
    "import neurokit2 as nk\n",
    "def get_rpeaks(signal, sample_rate=100, method=\"nabian2018\"):\n",
    "    _, info = nk.ecg_peaks(signal, sampling_rate=sample_rate, method=method, correct_artifacts=False)\n",
    "    rpeaks = info['ECG_R_Peaks']\n",
    "    return rpeaks\n",
    "sqi = []\n",
    "bsqi = []\n",
    "for item in range(data.shape[0]):\n",
    "    rpeaks1 = get_rpeaks(data[item], sample_rate=100, method='nabian2018')\n",
    "    rpeaks2 = get_rpeaks(data[item], sample_rate=100, method='promac')\n",
    "    bSQI = ecg.bSQI(rpeaks1,rpeaks2,fs=100)\n",
    "    bsqi.append(bSQI)\n",
    "    ecg_list = data[item].tolist()\n",
    "    flattened_ecg = np.ravel(ecg_list)\n",
    "    warnings.filterwarnings(\"ignore\")\n",
    "    ecg_qc = EcgQc('rfc_norm_2s.pkl', sampling_frequency=500, normalized=True)\n",
    "    sqi_scores = np.array(ecg_qc.compute_sqi_scores(flattened_ecg))\n",
    "    sqi.append(sqi_scores[0])\n",
    "sqi = np.array(sqi)\n",
    "bsqi = np.array(bsqi)\n",
    "mean_sqi = np.mean(sqi,axis=0)\n",
    "mean_bsqi = np.mean(bsqi,axis=0)\n",
    "print('The quality of signal: pSQI = {:.3f}, basSQI = {:.3f}, bSQI = {:.3f}'.format(mean_sqi[4], mean_sqi[5], mean_bsqi))"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2025-04-10T12:03:01.020187900Z",
     "start_time": "2025-04-10T12:03:01.019187900Z"
    }
   },
   "id": "24f8533e4aa71211"
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "outputs": [
    {
     "data": {
      "text/plain": "(['Ventricular septal defect',\n  'Myocarditis',\n  'Ventricular septal defect',\n  'Atrial septal defect',\n  'Atrial septal defect',\n  'Atrial septal defect',\n  'Atrial septal defect',\n  'Ventricular septal defect',\n  'Ventricular septal defect',\n  'Ventricular septal defect',\n  'Atrial septal defect',\n  'Dilated cardiomyopathy',\n  'Dilated cardiomyopathy',\n  'Dilated cardiomyopathy',\n  'Dilated cardiomyopathy',\n  'Atrial septal defect',\n  'Ventricular septal defect',\n  'Pulmonary value stenosis',\n  'Myocarditis',\n  'Atrial septal defect',\n  'Dilated cardiomyopathy',\n  'Dilated cardiomyopathy',\n  'Ventricular septal defect',\n  'Atrial septal defect',\n  'Ventricular septal defect;Atrial septal defect',\n  'Kawasaki disease',\n  'Dilated cardiomyopathy',\n  'Dilated cardiomyopathy',\n  'Dilated cardiomyopathy',\n  'Atrial septal defect (Secondary orifice)',\n  'Patent ductus arteriosus',\n  'Central atrial septal defect (Foramen ovale)',\n  'Patent ductus arteriosus',\n  'Ventricular septal defect',\n  'Central atrial septal defect (Foramen ovale)',\n  'Central atrial septal defect (Foramen ovale)',\n  'Atrial septal defect',\n  'Atrial septal defect (Secondary orifice)',\n  'Atrial septal defect',\n  'Dilated cardiomyopathy',\n  'Patent ductus arteriosus',\n  'Patent ductus arteriosus',\n  'Central atrial septal defect (Foramen ovale)',\n  'Central atrial septal defect (Foramen ovale)',\n  'Ventricular septal defect;Central atrial septal defect (Foramen ovale)',\n  'Ventricular septal defect;Central atrial septal defect (Foramen ovale)',\n  'Central atrial septal defect (Foramen ovale)',\n  'Central atrial septal defect (Foramen ovale)',\n  'Atrial septal defect',\n  'Atrial septal defect',\n  'Atrial septal defect',\n  'Atrial septal defect',\n  'Atrial septal defect (Secondary orifice)',\n  'Central atrial septal defect (Foramen ovale)',\n  'Atrial septal defect (Secondary orifice)',\n  'Kawasaki disease',\n  'Atrial septal defect',\n  'Ventricular septal defect;Atrial septal defect',\n  'Ventricular septal defect;Atrial septal defect',\n  'Ventricular septal defect;Atrial septal defect',\n  'Central atrial septal defect (Foramen ovale)',\n  'Central atrial septal defect (Foramen ovale)',\n  'Central atrial septal defect (Foramen ovale)',\n  'Ventricular septal defect',\n  'Ventricular septal defect',\n  'Atrial septal defect',\n  'Dilated cardiomyopathy',\n  'Central atrial septal defect (Foramen ovale)',\n  'Kawasaki disease',\n  'Central atrial septal defect (Foramen ovale)',\n  'Central atrial septal defect (Foramen ovale)',\n  'Atrial septal defect;Pulmonary stenosis',\n  'Atrial septal defect (Secondary orifice)',\n  'Ventricular septal defect',\n  'Atrial septal defect',\n  'Atrial septal defect',\n  'Central atrial septal defect (Foramen ovale)',\n  'Central atrial septal defect (Foramen ovale)',\n  'Atrial septal defect',\n  'Central atrial septal defect (Foramen ovale)',\n  'Central atrial septal defect (Foramen ovale)',\n  'Atrial septal defect',\n  'Atrial septal defect',\n  'Atrial septal defect',\n  'Atrial septal defect (Secondary orifice)',\n  'Atrial septal defect',\n  'Myocarditis',\n  'Central atrial septal defect (Foramen ovale)',\n  'Atrial septal defect',\n  'Atrial septal defect',\n  'Atrial septal defect',\n  'Central atrial septal defect (Foramen ovale)',\n  'Central atrial septal defect (Foramen ovale)',\n  'Central atrial septal defect (Foramen ovale)',\n  'Kawasaki disease',\n  'Ventricular septal defect',\n  'Pulmonary stenosis',\n  'Atrial septal defect',\n  'Atrial septal defect',\n  'Atrial septal defect',\n  'Atrial septal defect',\n  'Central atrial septal defect (Foramen ovale)',\n  'Central atrial septal defect (Foramen ovale)',\n  'Central atrial septal defect (Foramen ovale);Patent ductus arteriosus',\n  'Central atrial septal defect (Foramen ovale);Patent ductus arteriosus',\n  'Kawasaki disease',\n  'Atrial septal defect',\n  'Atrial septal defect',\n  'Ventricular septal defect',\n  'Ventricular septal defect',\n  'Patent ductus arteriosus',\n  'Ventricular septal defect',\n  'Central atrial septal defect (Foramen ovale)',\n  'Atrial septal defect',\n  'Atrial septal defect',\n  'Central atrial septal defect (Foramen ovale)',\n  'Central atrial septal defect (Foramen ovale)',\n  'Atrial septal defect',\n  'Central atrial septal defect (Foramen ovale)',\n  'Ventricular septal defect',\n  'Ventricular septal defect',\n  'Ventricular septal defect',\n  'Atrial septal defect (Secondary orifice)',\n  'Central atrial septal defect (Foramen ovale)',\n  'Ventricular septal defect',\n  'Ventricular septal defect',\n  'Atrial septal defect',\n  'Ventricular septal defect',\n  'Ventricular septal defect',\n  'Kawasaki disease',\n  'Ventricular septal defect',\n  'Central atrial septal defect (Foramen ovale)',\n  'Central atrial septal defect (Foramen ovale)',\n  'Central atrial septal defect (Foramen ovale)',\n  'Myocarditis',\n  'Myocarditis',\n  'Ventricular septal defect',\n  'Central atrial septal defect (Foramen ovale)',\n  'Central atrial septal defect (Foramen ovale)',\n  'Ventricular septal defect',\n  'Ventricular septal defect',\n  'Ventricular septal defect',\n  'Central atrial septal defect (Foramen ovale)',\n  'Atrial septal defect',\n  'Atrial septal defect',\n  'Ventricular septal defect',\n  'Ventricular septal defect',\n  'Ventricular septal defect',\n  'Ventricular septal defect',\n  'Central atrial septal defect (Foramen ovale)',\n  'Central atrial septal defect (Foramen ovale)',\n  'Central atrial septal defect (Foramen ovale)',\n  'Central atrial septal defect (Foramen ovale)',\n  'Atrial septal defect',\n  'Patent ductus arteriosus',\n  'Atrial septal defect (Secondary orifice)',\n  'Dilated cardiomyopathy',\n  'Ventricular septal defect;Central atrial septal defect (Foramen ovale)',\n  'Central atrial septal defect (Foramen ovale)',\n  'Central atrial septal defect (Foramen ovale)',\n  'Kawasaki disease',\n  'Atrial septal defect',\n  'Central atrial septal defect (Foramen ovale)',\n  'Central atrial septal defect (Foramen ovale)',\n  'Central atrial septal defect (Foramen ovale)',\n  'Patent ductus arteriosus',\n  'Right ventricular outflow tract stenosis',\n  'Patent ductus arteriosus',\n  'Patent ductus arteriosus',\n  'Ventricular septal defect;Atrial septal defect',\n  'Ventricular septal defect;Atrial septal defect',\n  'Ventricular septal defect;Atrial septal defect',\n  'Ventricular septal defect',\n  'Ventricular septal defect',\n  'Ventricular septal defect',\n  'Ventricular septal defect',\n  'Ventricular septal defect',\n  'Atrial septal defect (Secondary orifice)',\n  'Patent ductus arteriosus',\n  'Patent ductus arteriosus',\n  'Atrial septal defect',\n  'Atrial septal defect',\n  'Ventricular septal defect',\n  'Ventricular septal defect',\n  'Hypertrophic cardiomyopathy',\n  'Central atrial septal defect (Foramen ovale)',\n  'Central atrial septal defect (Foramen ovale)',\n  'Central atrial septal defect (Foramen ovale)',\n  'Patent ductus arteriosus',\n  'Kawasaki disease',\n  'Central atrial septal defect (Foramen ovale)',\n  'Central atrial septal defect (Foramen ovale)',\n  'Patent ductus arteriosus',\n  'Atrial septal defect',\n  'Ventricular septal defect',\n  'Central atrial septal defect (Foramen ovale)',\n  'Central atrial septal defect (Foramen ovale)',\n  'Central atrial septal defect (Foramen ovale)',\n  'Central atrial septal defect (Foramen ovale)',\n  'Atrial septal defect',\n  'Ventricular septal defect',\n  'Ventricular septal defect',\n  'Atrial septal defect',\n  'Atrial septal defect',\n  'Myocarditis',\n  'Myocarditis',\n  'Central atrial septal defect (Foramen ovale)',\n  'Central atrial septal defect (Foramen ovale)',\n  'Patent ductus arteriosus',\n  'Atrial septal defect (Secondary orifice)',\n  'Ventricular septal defect',\n  'Ventricular septal defect',\n  'Patent ductus arteriosus',\n  'Patent ductus arteriosus',\n  'Atrial septal defect',\n  'Central atrial septal defect (Foramen ovale)',\n  'Central atrial septal defect (Foramen ovale)',\n  'Myocarditis',\n  'Myocarditis',\n  'Myocarditis',\n  'Myocarditis',\n  'Myocarditis',\n  'Myocarditis',\n  'Ventricular septal defect;Central atrial septal defect (Foramen ovale)',\n  'Ventricular septal defect',\n  'Kawasaki disease',\n  'Ventricular septal defect',\n  'Patent ductus arteriosus',\n  'Ventricular septal defect;Right ventricular outflow tract stenosis',\n  'Ventricular septal defect',\n  'Central atrial septal defect (Foramen ovale)',\n  'Central atrial septal defect (Foramen ovale)',\n  'Atrial septal defect',\n  'Central atrial septal defect (Foramen ovale)',\n  'Central atrial septal defect (Foramen ovale)',\n  'Ventricular septal defect',\n  'Ventricular septal defect',\n  'Central atrial septal defect (Foramen ovale)',\n  'Cardiomyopathy',\n  'Central atrial septal defect (Foramen ovale)',\n  'Atrial septal defect (Secondary orifice)',\n  'Ventricular septal defect',\n  'Ventricular septal defect',\n  'Patent ductus arteriosus',\n  'Patent ductus arteriosus',\n  'Central atrial septal defect (Foramen ovale)',\n  'Congenital noncom paction of ventricular myocardium',\n  'Congenital noncom paction of ventricular myocardium',\n  'Ventricular septal defect',\n  'Central atrial septal defect (Foramen ovale)',\n  'Central atrial septal defect (Foramen ovale)',\n  'Central atrial septal defect (Foramen ovale)',\n  'Central atrial septal defect (Foramen ovale)',\n  'Myocarditis',\n  'Pulmonary value stenosis;Pulmonary stenosis',\n  'Atrial septal defect',\n  'Myocarditis',\n  'Kawasaki disease',\n  'Ventricular septal defect',\n  'Central atrial septal defect (Foramen ovale)',\n  'Central atrial septal defect (Foramen ovale)',\n  'Kawasaki disease',\n  'Central atrial septal defect (Foramen ovale)',\n  'Central atrial septal defect (Foramen ovale)',\n  'Myocarditis',\n  'Myocarditis',\n  'Atrial septal defect',\n  'Central atrial septal defect (Foramen ovale)',\n  'Ventricular septal defect',\n  'Ventricular septal defect',\n  'Ventricular septal defect',\n  'Ventricular septal defect',\n  'Myocarditis',\n  'Ventricular septal defect',\n  'Myocarditis',\n  'Myocarditis',\n  'Myocarditis',\n  'Central atrial septal defect (Foramen ovale)',\n  'Ventricular septal defect',\n  'Central atrial septal defect (Foramen ovale)',\n  'Ventricular septal defect',\n  'Ventricular septal defect',\n  'Ventricular septal defect',\n  'Ventricular septal defect',\n  'Ventricular septal defect;Atrial septal defect',\n  'Atrial septal defect',\n  'Atrial septal defect;Pulmonary stenosis',\n  'Ventricular septal defect',\n  'Ventricular septal defect',\n  'Pulmonary value stenosis',\n  'Central atrial septal defect (Foramen ovale)',\n  'Atrial septal defect',\n  'Ventricular septal defect',\n  'Kawasaki disease',\n  'Atrial septal defect',\n  'Patent ductus arteriosus',\n  'Ventricular septal defect',\n  'Ventricular septal defect',\n  'Ventricular septal defect',\n  'Atrial septal defect',\n  'Atrial septal defect',\n  'Cardiomyopathy',\n  'Ventricular septal defect',\n  'Ventricular septal defect',\n  'Ventricular septal defect',\n  'Central atrial septal defect (Foramen ovale)',\n  'Central atrial septal defect (Foramen ovale)',\n  'Central atrial septal defect (Foramen ovale)',\n  'Ventricular septal defect',\n  'Central atrial septal defect (Foramen ovale)',\n  'Atrial septal defect',\n  'Ventricular septal defect',\n  'Dilated cardiomyopathy',\n  'Ventricular septal defect',\n  'Ventricular septal defect',\n  'Atrial septal defect (Secondary orifice)',\n  'Ventricular septal defect',\n  'Atrial septal defect (Secondary orifice)',\n  'Atrial septal defect',\n  'Kawasaki disease',\n  'Ventricular septal defect',\n  'Central atrial septal defect (Foramen ovale)',\n  'Atrial septal defect',\n  'Atrial septal defect (Secondary orifice)',\n  'Atrial septal defect (Secondary orifice)',\n  'Atrial septal defect',\n  'Cardiomyopathy',\n  'Cardiomyopathy',\n  'Ventricular septal defect;Atrial septal defect',\n  'Atrial septal defect',\n  'Cardiomyopathy',\n  'Cardiomyopathy',\n  'Cardiomyopathy',\n  'Ventricular septal defect',\n  'Atrial septal defect',\n  'Ventricular septal defect',\n  'Kawasaki disease',\n  'Ventricular septal defect;Patent ductus arteriosus',\n  'Dilated cardiomyopathy',\n  'Ventricular septal defect;Patent ductus arteriosus',\n  'Ventricular septal defect;Patent ductus arteriosus',\n  'Ventricular septal defect;Patent ductus arteriosus',\n  'Ventricular septal defect;Patent ductus arteriosus',\n  'Ventricular septal defect',\n  'Patent ductus arteriosus',\n  'Central atrial septal defect (Foramen ovale)',\n  'Central atrial septal defect (Foramen ovale)',\n  'Central atrial septal defect (Foramen ovale)',\n  'Atrial septal defect',\n  'Atrial septal defect',\n  'Atrial septal defect',\n  'Ventricular septal defect',\n  'Right ventricular outflow tract stenosis;Pulmonary stenosis',\n  'Atrial septal defect',\n  'Atrial septal defect',\n  'Central atrial septal defect (Foramen ovale)',\n  'Central atrial septal defect (Foramen ovale)',\n  'Central atrial septal defect (Foramen ovale)',\n  'Central atrial septal defect (Foramen ovale)',\n  'Atrial septal defect (Secondary orifice)',\n  'Atrial septal defect',\n  'Central atrial septal defect (Foramen ovale)',\n  'Myocarditis',\n  'Central atrial septal defect (Foramen ovale)',\n  'Atrial septal defect',\n  'Atrial septal defect',\n  'Patent ductus arteriosus',\n  'Ventricular septal defect',\n  'Ventricular septal defect',\n  'Ventricular septal defect',\n  'Atrial septal defect',\n  'Atrial septal defect',\n  'Ventricular septal defect',\n  'Kawasaki disease',\n  'Atrial septal defect;Pulmonary stenosis',\n  'Atrial septal defect;Pulmonary stenosis',\n  'Atrial septal defect;Pulmonary stenosis',\n  'Hypertrophic cardiomyopathy',\n  'Central atrial septal defect (Foramen ovale)',\n  'Patent ductus arteriosus',\n  'Central atrial septal defect (Foramen ovale)',\n  'Central atrial septal defect (Foramen ovale)',\n  'Kawasaki disease',\n  'Central atrial septal defect (Foramen ovale)',\n  'Central atrial septal defect (Foramen ovale)',\n  'Atrial septal defect (Secondary orifice)',\n  'Central atrial septal defect (Foramen ovale)',\n  'Ventricular septal defect',\n  'Atrial septal defect (Secondary orifice)',\n  'Atrial septal defect',\n  'Acute myocarditis',\n  'Ventricular septal defect;Patent ductus arteriosus',\n  'Central atrial septal defect (Foramen ovale)',\n  'Central atrial septal defect (Foramen ovale)',\n  'Central atrial septal defect (Foramen ovale)',\n  'Central atrial septal defect (Foramen ovale)',\n  'Central atrial septal defect (Foramen ovale)',\n  'Myocarditis',\n  'Ventricular septal defect',\n  'Otherwise diseases',\n  'Central atrial septal defect (Foramen ovale)',\n  'Ventricular septal defect',\n  'Central atrial septal defect (Foramen ovale)',\n  'Central atrial septal defect (Foramen ovale)',\n  'Atrial septal defect',\n  'Hypertrophic cardiomyopathy',\n  'Central atrial septal defect (Foramen ovale)',\n  'Myocarditis',\n  'Central atrial septal defect (Foramen ovale)',\n  'Central atrial septal defect (Foramen ovale)',\n  'Ventricular septal defect;Atrial septal defect',\n  'Central atrial septal defect (Foramen ovale)',\n  'Kawasaki disease',\n  'Central atrial septal defect (Foramen ovale)',\n  'Atrial septal defect (Secondary orifice)',\n  'Ventricular septal defect',\n  'Myocarditis',\n  'Myocarditis',\n  'Central atrial septal defect (Foramen ovale)',\n  'Central atrial septal defect (Foramen ovale)',\n  'Kawasaki disease',\n  'Kawasaki disease',\n  'Kawasaki disease',\n  'Hypertrophic cardiomyopathy;Atrial septal defect',\n  'Patent ductus arteriosus',\n  'Patent ductus arteriosus',\n  'Ventricular septal defect;Atrioventricular septal defect;Pulmonary stenosis',\n  'Patent ductus arteriosus',\n  'Myocarditis;Ventricular septal defect',\n  'Myocarditis;Ventricular septal defect',\n  'Myocarditis;Ventricular septal defect',\n  'Myocarditis;Ventricular septal defect',\n  'Myocarditis;Ventricular septal defect',\n  'Atrial septal defect',\n  'Kawasaki disease',\n  'Ventricular septal defect',\n  'Kawasaki disease',\n  'Congenital noncom paction of ventricular myocardium',\n  'Kawasaki disease',\n  'Ventricular septal defect',\n  'Atrial septal defect',\n  'Ventricular septal defect',\n  'Ventricular septal defect;Central atrial septal defect (Foramen ovale)',\n  'Kawasaki disease',\n  'Ventricular septal defect;Central atrial septal defect (Foramen ovale)',\n  'Ventricular septal defect;Central atrial septal defect (Foramen ovale)',\n  'Ventricular septal defect;Central atrial septal defect (Foramen ovale)',\n  'Ventricular septal defect;Central atrial septal defect (Foramen ovale)',\n  'Myocarditis',\n  'Ventricular septal defect',\n  'Central atrial septal defect (Foramen ovale)',\n  'Central atrial septal defect (Foramen ovale)',\n  'Ventricular septal defect;Right ventricular outflow tract stenosis',\n  'Central atrial septal defect (Foramen ovale)',\n  'Central atrial septal defect (Foramen ovale)',\n  'Ventricular septal defect',\n  'Ventricular septal defect',\n  'Central atrial septal defect (Foramen ovale)',\n  'Central atrial septal defect (Foramen ovale)',\n  'Central atrial septal defect (Foramen ovale)',\n  'Central atrial septal defect (Foramen ovale)',\n  'Ventricular septal defect',\n  'Atrial septal defect',\n  'Myocarditis',\n  'Atrial septal defect',\n  'Central atrial septal defect (Foramen ovale)',\n  'Atrial septal defect (Secondary orifice)',\n  'Central atrial septal defect (Foramen ovale)',\n  'Atrial septal defect',\n  'Atrial septal defect',\n  'Kawasaki disease',\n  'Right ventricular outflow tract stenosis',\n  'Atrial septal defect',\n  'Ventricular septal defect',\n  'Ventricular septal defect',\n  'Atrial septal defect',\n  'Central atrial septal defect (Foramen ovale)',\n  'Central atrial septal defect (Foramen ovale)',\n  'Kawasaki disease',\n  'Ventricular septal defect',\n  'Kawasaki disease',\n  'Central atrial septal defect (Foramen ovale)',\n  'Central atrial septal defect (Foramen ovale)',\n  'Kawasaki disease',\n  'Central atrial septal defect (Foramen ovale)',\n  'Central atrial septal defect (Foramen ovale)',\n  'Atrial septal defect;Patent ductus arteriosus',\n  'Atrial septal defect (Secondary orifice)',\n  'Atrial septal defect (Secondary orifice)',\n  'Atrial septal defect (Secondary orifice)',\n  'Central atrial septal defect (Foramen ovale)',\n  'Central atrial septal defect (Foramen ovale)',\n  'Atrial septal defect (Secondary orifice);Pulmonary stenosis',\n  'Atrial septal defect (Secondary orifice);Pulmonary stenosis',\n  'Atrial septal defect',\n  'Atrial septal defect',\n  'Atrial septal defect',\n  'Atrial septal defect',\n  'Central atrial septal defect (Foramen ovale)',\n  'Ventricular septal defect;Atrial septal defect;Tetralogy of Fallot',\n  'Ventricular septal defect;Atrial septal defect;Tetralogy of Fallot',\n  'Atrial septal defect',\n  'Central atrial septal defect (Foramen ovale)',\n  'Atrial septal defect',\n  'Atrial septal defect',\n  'Ventricular septal defect',\n  'Ventricular septal defect',\n  'Ventricular septal defect;Patent ductus arteriosus',\n  'Kawasaki disease',\n  'Central atrial septal defect (Foramen ovale)',\n  'Central atrial septal defect (Foramen ovale)',\n  'Central atrial septal defect (Foramen ovale)',\n  'Central atrial septal defect (Foramen ovale)',\n  'Central atrial septal defect (Foramen ovale)',\n  'Atrial septal defect',\n  'Central atrial septal defect (Foramen ovale);Atrial septal defect (Secondary orifice)',\n  'Central atrial septal defect (Foramen ovale);Atrial septal defect (Secondary orifice)',\n  'Ventricular septal defect',\n  'Atrial septal defect',\n  'Atrial septal defect',\n  'Ventricular septal defect',\n  'Ventricular septal defect',\n  'Ventricular septal defect',\n  'Ventricular septal defect',\n  'Pulmonary stenosis',\n  'Pulmonary stenosis',\n  'Ventricular septal defect;Atrial septal defect',\n  'Atrial septal defect',\n  'Patent ductus arteriosus',\n  'Pulmonary stenosis',\n  'Atrial septal defect (Secondary orifice)',\n  'Atrial septal defect',\n  'Atrial septal defect (Secondary orifice)',\n  'Central atrial septal defect (Foramen ovale)',\n  'Central atrial septal defect (Foramen ovale)',\n  'Central atrial septal defect (Foramen ovale);Atrial septal defect (Secondary orifice)',\n  'Central atrial septal defect (Foramen ovale)',\n  'Atrial septal defect',\n  'Atrial septal defect',\n  'Atrial septal defect',\n  'Ventricular septal defect',\n  'Atrial septal defect (Secondary orifice)',\n  'Atrial septal defect (Secondary orifice)',\n  'Atrial septal defect',\n  'Ventricular septal defect',\n  'Ventricular septal defect',\n  'Ventricular septal defect',\n  'Ventricular septal defect',\n  'Ventricular septal defect',\n  'Central atrial septal defect (Foramen ovale)',\n  'Patent ductus arteriosus',\n  'Patent ductus arteriosus',\n  'Central atrial septal defect (Foramen ovale);Patent ductus arteriosus',\n  'Kawasaki disease',\n  'Central atrial septal defect (Foramen ovale)',\n  'Central atrial septal defect (Foramen ovale)',\n  'Atrial septal defect (Secondary orifice)',\n  'Ventricular septal defect',\n  'Ventricular septal defect;Atrial septal defect',\n  'Ventricular septal defect',\n  'Atrial septal defect',\n  'Ventricular septal defect',\n  'Atrial septal defect',\n  'Ventricular septal defect;Central atrial septal defect (Foramen ovale)',\n  'Atrial septal defect',\n  'Central atrial septal defect (Foramen ovale)',\n  'Atrial septal defect (Secondary orifice)',\n  'Central atrial septal defect (Foramen ovale)',\n  'Central atrial septal defect (Foramen ovale)',\n  'Central atrial septal defect (Foramen ovale)',\n  'Pulmonary stenosis',\n  'Ventricular septal defect',\n  'Atrial septal defect',\n  'Atrial septal defect',\n  'Otherwise diseases',\n  'Myocarditis',\n  'Myocarditis',\n  'Ventricular septal defect',\n  'Ventricular septal defect;Central atrial septal defect (Foramen ovale)',\n  'Ventricular septal defect;Central atrial septal defect (Foramen ovale)',\n  'Atrial septal defect',\n  'Central atrial septal defect (Foramen ovale)',\n  'Central atrial septal defect (Foramen ovale)',\n  'Central atrial septal defect (Foramen ovale)',\n  'Atrial septal defect',\n  'Atrial septal defect',\n  'Central atrial septal defect (Foramen ovale)',\n  'Central atrial septal defect (Foramen ovale)',\n  'Central atrial septal defect (Foramen ovale)',\n  'Ventricular septal defect;Central atrial septal defect (Foramen ovale)',\n  'Central atrial septal defect (Foramen ovale)',\n  'Atrial septal defect',\n  'Atrial septal defect',\n  'Ventricular septal defect',\n  'Otherwise diseases',\n  'Atrial septal defect (Secondary orifice)',\n  'Atrial septal defect (Secondary orifice)',\n  'Ventricular septal defect',\n  'Dilated cardiomyopathy',\n  'Central atrial septal defect (Foramen ovale)',\n  'Central atrial septal defect (Foramen ovale)',\n  'Central atrial septal defect (Foramen ovale)',\n  'Atrial septal defect (Secondary orifice)',\n  'Ventricular septal defect;Atrial septal defect',\n  'Myocarditis',\n  'Atrial septal defect',\n  'Atrial septal defect',\n  'Central atrial septal defect (Foramen ovale)',\n  'Myocarditis',\n  'Atrial septal defect',\n  'Atrial septal defect',\n  'Atrial septal defect',\n  'Ventricular septal defect',\n  'Atrial septal defect',\n  'Ventricular septal defect',\n  'Atrial septal defect (Secondary orifice)',\n  'Atrial septal defect (Secondary orifice)',\n  'Atrial septal defect (Secondary orifice)',\n  'Atrial septal defect (Secondary orifice)',\n  'Atrial septal defect (Secondary orifice)',\n  'Atrial septal defect',\n  'Atrial septal defect',\n  'Central atrial septal defect (Foramen ovale);Atrial septal defect (Secondary orifice)',\n  'Central atrial septal defect (Foramen ovale)',\n  'Central atrial septal defect (Foramen ovale)',\n  'Central atrial septal defect (Foramen ovale)',\n  'Central atrial septal defect (Foramen ovale)',\n  'Ventricular septal defect',\n  'Central atrial septal defect (Foramen ovale)',\n  'Patent ductus arteriosus',\n  'Kawasaki disease',\n  'Kawasaki disease',\n  'Atrial septal defect',\n  'Atrial septal defect',\n  'Atrial septal defect',\n  'Atrial septal defect',\n  'Atrial septal defect',\n  'Atrial septal defect',\n  'Atrial septal defect',\n  'Ventricular septal defect',\n  'Ventricular septal defect',\n  'Ventricular septal defect',\n  'Kawasaki disease;Central atrial septal defect (Foramen ovale)',\n  'Central atrial septal defect (Foramen ovale)',\n  'Central atrial septal defect (Foramen ovale)',\n  'Central atrial septal defect (Foramen ovale)',\n  'Atrial septal defect',\n  'Atrial septal defect',\n  'Ventricular septal defect',\n  'Pulmonary stenosis',\n  'Pulmonary stenosis',\n  'Pulmonary stenosis',\n  'Pulmonary stenosis',\n  'Atrial septal defect (Secondary orifice)',\n  'Myocarditis',\n  'Atrial septal defect',\n  'Atrial septal defect',\n  'Atrial septal defect (Secondary orifice)',\n  'Atrial septal defect',\n  'Ventricular septal defect',\n  'Acute myocarditis',\n  'Tetralogy of Fallot',\n  'Tetralogy of Fallot',\n  'Tetralogy of Fallot',\n  'Tetralogy of Fallot',\n  'Tetralogy of Fallot',\n  'Tetralogy of Fallot',\n  'Tetralogy of Fallot',\n  'Tetralogy of Fallot',\n  'Tetralogy of Fallot',\n  'Tetralogy of Fallot',\n  'Tetralogy of Fallot',\n  'Tetralogy of Fallot',\n  'Tetralogy of Fallot',\n  'Tetralogy of Fallot',\n  'Tetralogy of Fallot',\n  'Tetralogy of Fallot',\n  'Tetralogy of Fallot',\n  'Otherwise diseases',\n  'Otherwise diseases',\n  'Otherwise diseases',\n  'Kawasaki disease;Central atrial septal defect (Foramen ovale)',\n  'Kawasaki disease',\n  'Atrial septal defect',\n  'Kawasaki disease',\n  'Patent ductus arteriosus',\n  'Ventricular septal defect',\n  'Ventricular septal defect',\n  'Ventricular septal defect;Central atrial septal defect (Foramen ovale)',\n  'Ventricular septal defect',\n  'Kawasaki disease',\n  'Central atrial septal defect (Foramen ovale)',\n  'Atrial septal defect (Secondary orifice)',\n  'Atrial septal defect',\n  'Atrial septal defect',\n  'Atrial septal defect',\n  'Ventricular septal defect',\n  'Ventricular septal defect',\n  'Central atrial septal defect (Foramen ovale)',\n  'Central atrial septal defect (Foramen ovale)',\n  'Central atrial septal defect (Foramen ovale)',\n  'Atrial septal defect',\n  'Dilated cardiomyopathy',\n  'Dilated cardiomyopathy',\n  'Ventricular septal defect',\n  'Ventricular septal defect',\n  'Central atrial septal defect (Foramen ovale)',\n  'Cardiomyopathy',\n  'Cardiomyopathy',\n  'Central atrial septal defect (Foramen ovale)',\n  'Central atrial septal defect (Foramen ovale)',\n  'Dilated cardiomyopathy',\n  'Central atrial septal defect (Foramen ovale)',\n  'Patent ductus arteriosus',\n  'Central atrial septal defect (Foramen ovale)',\n  'Atrial septal defect',\n  'Atrial septal defect',\n  'Kawasaki disease',\n  'Central atrial septal defect (Foramen ovale)',\n  'Central atrial septal defect (Foramen ovale)',\n  'Central atrial septal defect (Foramen ovale)',\n  'Kawasaki disease',\n  'Kawasaki disease',\n  'Kawasaki disease',\n  'Central atrial septal defect (Foramen ovale)',\n  'Central atrial septal defect (Foramen ovale)',\n  'Ventricular septal defect',\n  'Ventricular septal defect',\n  'Patent ductus arteriosus',\n  'Atrial septal defect',\n  'Central atrial septal defect (Foramen ovale)',\n  'Ventricular septal defect',\n  'Central atrial septal defect (Foramen ovale)',\n  'Central atrial septal defect (Foramen ovale)',\n  'Patent ductus arteriosus',\n  'Ventricular septal defect;Right ventricular outflow tract stenosis',\n  'Ventricular septal defect',\n  'Ventricular septal defect',\n  'Atrial septal defect',\n  'Atrial septal defect',\n  'Ventricular septal defect;Central atrial septal defect (Foramen ovale)',\n  'Atrial septal defect',\n  'Atrial septal defect',\n  'Central atrial septal defect (Foramen ovale);Patent ductus arteriosus',\n  'Atrial septal defect (Secondary orifice)',\n  'Atrial septal defect (Secondary orifice)',\n  'Ventricular septal defect',\n  'Ventricular septal defect',\n  'Atrial septal defect (Secondary orifice)',\n  'Central atrial septal defect (Foramen ovale)',\n  'Central atrial septal defect (Foramen ovale)',\n  'Central atrial septal defect (Foramen ovale)',\n  'Central atrial septal defect (Foramen ovale)',\n  'Myocarditis',\n  'Kawasaki disease',\n  'Ventricular septal defect',\n  'Atrial septal defect',\n  'Ventricular septal defect',\n  'Patent ductus arteriosus',\n  'Atrial septal defect',\n  'Central atrial septal defect (Foramen ovale)',\n  'Central atrial septal defect (Foramen ovale)',\n  'Atrial septal defect',\n  'Atrial septal defect',\n  'Kawasaki disease',\n  'Ventricular septal defect',\n  'Ventricular septal defect',\n  'Ventricular septal defect',\n  'Ventricular septal defect',\n  'Ventricular septal defect',\n  'Ventricular septal defect',\n  'Ventricular septal defect',\n  'Central atrial septal defect (Foramen ovale)',\n  'Ventricular septal defect',\n  'Atrial septal defect (Secondary orifice)',\n  'Atrial septal defect',\n  'Central atrial septal defect (Foramen ovale)',\n  'Central atrial septal defect (Foramen ovale)',\n  'Central atrial septal defect (Foramen ovale)',\n  'Kawasaki disease',\n  'Atrial septal defect',\n  'Ventricular septal defect',\n  'Ventricular septal defect',\n  'Ventricular septal defect;Patent ductus arteriosus',\n  'Ventricular septal defect;Patent ductus arteriosus',\n  'Atrial septal defect',\n  'Central atrial septal defect (Foramen ovale)',\n  'Central atrial septal defect (Foramen ovale)',\n  'Central atrial septal defect (Foramen ovale);Tetralogy of Fallot',\n  'Kawasaki disease',\n  'Ventricular septal defect',\n  'Ventricular septal defect',\n  'Ventricular septal defect',\n  'Ventricular septal defect',\n  'Atrial septal defect',\n  'Kawasaki disease',\n  'Kawasaki disease',\n  'Ventricular septal defect',\n  'Central atrial septal defect (Foramen ovale)',\n  'Central atrial septal defect (Foramen ovale)',\n  'Ventricular septal defect;Atrial septal defect',\n  'Ventricular septal defect;Atrial septal defect',\n  'Ventricular septal defect;Tetralogy of Fallot',\n  'Atrial septal defect',\n  'Ventricular septal defect',\n  'Ventricular septal defect',\n  'Ventricular septal defect',\n  'Ventricular septal defect;Central atrial septal defect (Foramen ovale)',\n  'Ventricular septal defect',\n  'Ventricular septal defect',\n  'Atrial septal defect',\n  'Central atrial septal defect (Foramen ovale)',\n  'Central atrial septal defect (Foramen ovale)',\n  'Central atrial septal defect (Foramen ovale)',\n  'Ventricular septal defect',\n  'Ventricular septal defect',\n  'Atrial septal defect',\n  'Atrial septal defect',\n  'Atrial septal defect (Secondary orifice)',\n  'Ventricular septal defect',\n  'Ventricular septal defect;Patent ductus arteriosus',\n  'Atrial septal defect',\n  'Atrial septal defect (Secondary orifice)',\n  'Atrial septal defect',\n  'Central atrial septal defect (Foramen ovale)',\n  'Ventricular septal defect',\n  'Ventricular septal defect',\n  'Kawasaki disease',\n  'Central atrial septal defect (Foramen ovale)',\n  'Patent ductus arteriosus',\n  'Ventricular septal defect',\n  'Ventricular septal defect;Central atrial septal defect (Foramen ovale)',\n  'Atrial septal defect',\n  'Ventricular septal defect',\n  'Kawasaki disease',\n  'Ventricular septal defect',\n  'Ventricular septal defect',\n  'Atrial septal defect',\n  'Ventricular septal defect',\n  'Ventricular septal defect',\n  'Ventricular septal defect',\n  'Ventricular septal defect',\n  'Ventricular septal defect',\n  'Patent ductus arteriosus',\n  'Patent ductus arteriosus',\n  'Ventricular septal defect',\n  'Atrial septal defect',\n  'Atrial septal defect',\n  'Atrial septal defect;Patent ductus arteriosus',\n  'Atrial septal defect;Patent ductus arteriosus',\n  'Atrial septal defect;Patent ductus arteriosus',\n  'Atrial septal defect',\n  'Central atrial septal defect (Foramen ovale)',\n  'Atrial septal defect',\n  'Central atrial septal defect (Foramen ovale)',\n  'Atrial septal defect',\n  'Atrial septal defect',\n  'Ventricular septal defect',\n  'Dilated cardiomyopathy',\n  'Patent ductus arteriosus',\n  'Central atrial septal defect (Foramen ovale)',\n  'Patent ductus arteriosus',\n  'Patent ductus arteriosus',\n  'Atrial septal defect',\n  'Atrial septal defect',\n  'Atrial septal defect',\n  'Dilated cardiomyopathy',\n  'Cardiomyopathy;Congenital noncom paction of ventricular myocardium',\n  'Ventricular septal defect',\n  'Ventricular septal defect',\n  'Tetralogy of Fallot',\n  'Atrial septal defect (Secondary orifice)',\n  'Central atrial septal defect (Foramen ovale)',\n  'Central atrial septal defect (Foramen ovale)',\n  'Central atrial septal defect (Foramen ovale)',\n  'Ventricular septal defect',\n  'Atrial septal defect',\n  'Atrial septal defect',\n  'Atrial septal defect',\n  'Kawasaki disease',\n  'Central atrial septal defect (Foramen ovale)',\n  'Ventricular septal defect',\n  'Ventricular septal defect',\n  'Ventricular septal defect',\n  'Ventricular septal defect',\n  'Central atrial septal defect (Foramen ovale)',\n  'Central atrial septal defect (Foramen ovale)',\n  'Atrial septal defect',\n  'Central atrial septal defect (Foramen ovale)',\n  'Central atrial septal defect (Foramen ovale)',\n  'Atrial septal defect',\n  'Ventricular septal defect',\n  'Ventricular septal defect',\n  'Atrial septal defect',\n  'Atrial septal defect',\n  'Central atrial septal defect (Foramen ovale)',\n  'Central atrial septal defect (Foramen ovale)',\n  'Central atrial septal defect (Foramen ovale)',\n  'Cardiomyopathy',\n  'Cardiomyopathy',\n  'Central atrial septal defect (Foramen ovale)',\n  'Central atrial septal defect (Foramen ovale)',\n  'Ventricular septal defect',\n  'Myocarditis',\n  'Ventricular septal defect',\n  'Viral myocarditis;Atrial septal defect',\n  'Ventricular septal defect',\n  'Ventricular septal defect;Atrial septal defect;Atrioventricular septal defect',\n  'Ventricular septal defect',\n  'Ventricular septal defect',\n  'Ventricular septal defect;Atrial septal defect;Atrioventricular septal defect',\n  'Atrial septal defect',\n  'Ventricular septal defect',\n  'Atrial septal defect',\n  'Ventricular septal defect;Central atrial septal defect (Foramen ovale)',\n  'Ventricular septal defect;Atrial septal defect',\n  'Ventricular septal defect;Atrial septal defect',\n  'Hypertrophic cardiomyopathy',\n  'Kawasaki disease',\n  'Atrial septal defect (Secondary orifice)',\n  'Atrial septal defect (Secondary orifice)',\n  'Ventricular septal defect',\n  'Ventricular septal defect',\n  'Ventricular septal defect',\n  'Ventricular septal defect',\n  'Patent ductus arteriosus',\n  'Ventricular septal defect',\n  'Ventricular septal defect;Patent ductus arteriosus',\n  'Ventricular septal defect',\n  'Ventricular septal defect',\n  'Ventricular septal defect',\n  'Ventricular septal defect',\n  'Ventricular septal defect;Atrial septal defect',\n  'Kawasaki disease',\n  'Ventricular septal defect;Atrial septal defect',\n  'Ventricular septal defect;Atrial septal defect',\n  'Ventricular septal defect;Central atrial septal defect (Foramen ovale)',\n  'Ventricular septal defect;Central atrial septal defect (Foramen ovale)',\n  'Ventricular septal defect;Central atrial septal defect (Foramen ovale)',\n  'Kawasaki disease',\n  'Ventricular septal defect',\n  'Myocarditis',\n  'Acute myocarditis',\n  'Acute myocarditis',\n  'Atrial septal defect',\n  'Central atrial septal defect (Foramen ovale)',\n  'Ventricular septal defect',\n  'Ventricular septal defect',\n  'Patent ductus arteriosus',\n  'Atrial septal defect',\n  'Ventricular septal defect',\n  'Ventricular septal defect',\n  'Ventricular septal defect',\n  'Myocarditis',\n  'Myocarditis',\n  'Myocarditis',\n  'Myocarditis',\n  'Myocarditis',\n  'Atrial septal defect',\n  'Atrial septal defect',\n  'Patent ductus arteriosus',\n  'Kawasaki disease',\n  'Ventricular septal defect',\n  'Ventricular septal defect;Central atrial septal defect (Foramen ovale)',\n  'Patent ductus arteriosus',\n  'Ventricular septal defect;Tetralogy of Fallot',\n  'Ventricular septal defect;Tetralogy of Fallot',\n  'Atrial septal defect',\n  'Atrial septal defect',\n  'Patent ductus arteriosus',\n  'Atrial septal defect',\n  'Atrial septal defect',\n  'Ventricular septal defect',\n  'Ventricular septal defect',\n  'Dilated cardiomyopathy',\n  'Atrial septal defect',\n  'Atrial septal defect',\n  'Atrial septal defect',\n  'Atrial septal defect',\n  'Atrial septal defect',\n  'Right ventricular outflow tract stenosis',\n  'Kawasaki disease',\n  'Atrial septal defect',\n  'Atrial septal defect',\n  'Atrial septal defect',\n  'Atrial septal defect',\n  'Kawasaki disease',\n  'Ventricular septal defect',\n  'Atrial septal defect',\n  'Atrial septal defect',\n  'Kawasaki disease',\n  'Atrial septal defect',\n  'Atrial septal defect',\n  'Atrial septal defect',\n  'Atrial septal defect',\n  'Ventricular septal defect',\n  'Ventricular septal defect',\n  'Acute myocarditis',\n  'Cardiomyopathy',\n  'Ventricular septal defect',\n  ...],\n ['Left ventricular high voltage;T-wave abnormality',\n  'Sinus tachycardia',\n  'Sinus tachycardia',\n  'Sinus tachycardia',\n  'Normal ECG',\n  'Sinus tachycardia;First-degree AV block;T-wave abnormality',\n  'Normal ECG',\n  'Junctional escape complex(es);Second-degree AV block, Mobitz type I(Wenckebach);Incomplete right bundle-branch block;Early repolarization',\n  'Junctional escape complex(es);Second-degree AV block, Mobitz type II;Left ventricular high voltage;Early repolarization',\n  'Left ventricular high voltage',\n  'Sinus tachycardia;Early repolarization',\n  'Ventricular tachycardia',\n  'Ventricular tachycardia',\n  'Left ventricular hypertrophy;ST deviation with T-wave change',\n  'Ventricular tachycardia',\n  'Sinus tachycardia;ST deviation with T-wave change;T-wave abnormality;Hyperkalemia',\n  'Normal ECG',\n  'Normal ECG',\n  'Sinus tachycardia;Ectopic atrial tachycardia, unifocal',\n  'Normal ECG',\n  'Sinus bradycardia;Sinus arrhythmia;Right atrial enlargement;Left ventricular hypertrophy;ST deviation with T-wave change',\n  'Ventricular tachycardia;AV dissociation',\n  'Normal ECG',\n  'Right ventricular hypertrophy;ST deviation with T-wave change',\n  'Left ventricular high voltage',\n  'Normal ECG',\n  'Sinus tachycardia',\n  'Sinus tachycardia;ST deviation;Hypocalcemia',\n  'Sinus tachycardia;Low voltage;ST deviation;ST deviation with T-wave change;Prolonged QT interval;Prolonged QTc interval;Hypocalcemia',\n  'Normal ECG',\n  'Normal ECG',\n  'Sinus arrhythmia;Left ventricular high voltage',\n  'Otherwise normal ECG;Sinus arrhythmia',\n  'Sinus tachycardia',\n  'Otherwise normal ECG;Sinus arrhythmia',\n  'Normal ECG',\n  'Normal ECG',\n  'Incomplete right bundle-branch block',\n  'Normal ECG',\n  'Ventricular premature complex(es);Left anterior fascicular block;Left-axis deviation',\n  'Sinus tachycardia;Left ventricular high voltage;Elevation+ST deviation',\n  'Sinus arrhythmia;Left ventricular high voltage',\n  'Sinus bradycardia;Sinus arrhythmia',\n  'Sinus bradycardia',\n  'Normal ECG',\n  'Sinus tachycardia;Osborn wave;Depression+ST deviation;Early repolarization',\n  'Sinus arrhythmia',\n  'Sinus arrhythmia',\n  'Occasional+Atrial premature complex(es)',\n  'Normal ECG',\n  'Normal ECG',\n  'Right bundle-branch block',\n  'Sinus tachycardia;Right ventricular hypertrophy',\n  'Otherwise normal ECG',\n  'Normal ECG',\n  'Normal ECG',\n  'Normal ECG',\n  'Normal ECG',\n  'Normal ECG',\n  'Sinus tachycardia;Low voltage',\n  'Sinus arrhythmia',\n  'Normal ECG',\n  'Normal ECG',\n  'Sinus tachycardia;Incomplete right bundle-branch block',\n  'Sinus tachycardia;Left ventricular hypertrophy;ST deviation with T-wave change;Abnormal Q wave',\n  'Sinus tachycardia;T-wave abnormality',\n  'Sinus tachycardia;ST deviation with T-wave change',\n  'Otherwise normal ECG',\n  'Sinus tachycardia',\n  'Otherwise normal ECG',\n  'Otherwise normal ECG;Sinus arrhythmia',\n  'Normal ECG',\n  'Normal ECG',\n  'Sinus tachycardia;Left ventricular high voltage;Elevation+ST deviation',\n  'Low voltage;Inversion+T-wave abnormality',\n  'Right-axis deviation;Low voltage;Right ventricular hypertrophy;Elevation+ST deviation;ST deviation with T-wave change;Inversion+T-wave abnormality',\n  'Normal ECG',\n  'Normal ECG',\n  'Incomplete right bundle-branch block',\n  'Sinus arrhythmia',\n  'Normal ECG',\n  'Right-axis deviation;Elevation+ST deviation;T-wave abnormality',\n  'Depression+ST deviation;T-wave abnormality',\n  'Right-axis deviation;Elevation+ST deviation;Inversion+T-wave abnormality;Prolonged QTc interval',\n  'Occasional+Atrial premature complex(es);Right ventricular hypertrophy;Elevation+ST deviation;Inversion+T-wave abnormality',\n  'Sinus tachycardia',\n  'Sinus arrhythmia;Junctional escape complex(es);AV dissociation;T-wave abnormality;Prominent U waves',\n  'Otherwise normal ECG;Sinus arrhythmia',\n  'Normal ECG',\n  'Normal ECG',\n  'Incomplete right bundle-branch block;Inversion+T-wave abnormality',\n  'Normal ECG',\n  'Normal ECG',\n  'Elevation+ST deviation',\n  'Otherwise normal ECG',\n  'Incomplete right bundle-branch block;Left-axis deviation',\n  'Otherwise normal ECG',\n  'Sinus tachycardia;Depression+ST deviation',\n  'Sinus tachycardia;Right-axis deviation',\n  'Right-axis deviation',\n  'Otherwise normal ECG',\n  'Normal ECG',\n  'Normal ECG',\n  'Normal ECG',\n  'Normal ECG',\n  'Normal ECG',\n  'Normal ECG',\n  'Normal ECG',\n  'Sinus tachycardia;Right bundle-branch block',\n  'Left ventricular high voltage',\n  'Sinus arrhythmia;Incomplete right bundle-branch block',\n  'Sinus tachycardia',\n  'Normal ECG',\n  'Otherwise normal ECG;Sinus arrhythmia',\n  'Normal ECG',\n  'Normal ECG',\n  'Otherwise normal ECG;Sinus arrhythmia',\n  'Normal ECG',\n  'Normal ECG',\n  'Normal ECG',\n  'Sinus arrhythmia',\n  'Sinus tachycardia;Incomplete right bundle-branch block',\n  'Sinus bradycardia;Sinus arrhythmia',\n  'Normal ECG',\n  'Left ventricular high voltage',\n  'Normal ECG',\n  'Incomplete right bundle-branch block;Elevation+ST deviation',\n  'Left ventricular high voltage',\n  'Left anterior fascicular block;Osborn wave',\n  'Sinus bradycardia;Sinus arrhythmia',\n  'Sinus arrhythmia;Incomplete right bundle-branch block;Prolonged QTc interval',\n  'Normal ECG',\n  'Normal ECG',\n  'Sinus bradycardia;Osborn wave;Depression+ST deviation',\n  'Normal ECG',\n  'Electrical alternans;Low voltage',\n  'Otherwise normal ECG',\n  'Normal ECG',\n  'Left ventricular high voltage',\n  'Normal ECG',\n  'Otherwise normal ECG;Sinus arrhythmia',\n  'Otherwise normal ECG;Sinus arrhythmia',\n  'Normal ECG',\n  'Right-axis deviation',\n  'Otherwise normal ECG;Sinus arrhythmia',\n  'Normal ECG',\n  'Sinus tachycardia',\n  'Normal ECG',\n  'Sinus tachycardia;Left ventricular high voltage;Depression+ST deviation;Elevation+ST deviation',\n  'Normal ECG',\n  'Left ventricular high voltage',\n  'Normal ECG',\n  'Sinus tachycardia',\n  'Otherwise normal ECG;Sinus arrhythmia',\n  'Normal ECG',\n  'Otherwise normal ECG',\n  'Preexcitation syndrome',\n  'Normal ECG',\n  'Frequent+Ventricular premature complex(es);Fusion complex(es)',\n  'Sinus bradycardia',\n  'Sinus tachycardia',\n  'Right-axis deviation',\n  'Normal ECG',\n  'Normal ECG',\n  'Normal ECG',\n  'First-degree AV block;Right-axis deviation;Inversion+T-wave abnormality',\n  'Elevation+ST deviation',\n  'Otherwise normal ECG',\n  'Sinus arrhythmia;Frequent+Ventricular premature complex(es)',\n  'Normal ECG',\n  'Left ventricular high voltage;Depression+ST deviation',\n  'Left anterior fascicular block;Left ventricular high voltage',\n  'Otherwise normal ECG',\n  'Right bundle-branch block',\n  'Right bundle-branch block',\n  'Occasional+Atrial premature complex(es);Occasional+Ventricular premature complex(es);Left ventricular high voltage',\n  'Otherwise normal ECG;Sinus arrhythmia',\n  'Sinus arrhythmia;Right-axis deviation',\n  'Normal ECG',\n  'Normal ECG',\n  'First-degree AV block;Incomplete right bundle-branch block;Left ventricular high voltage',\n  'Left anterior fascicular block;Elevation+ST deviation;Inversion+T-wave abnormality',\n  'Normal ECG',\n  'Sinus arrhythmia;Left ventricular high voltage',\n  'Sinus bradycardia;Left ventricular high voltage;Left atrial enlargement;Right atrial enlargement;ST deviation with T-wave change',\n  'Normal ECG',\n  'Normal ECG',\n  'Normal ECG',\n  'Sinus arrhythmia;Left ventricular high voltage',\n  'Sinus arrhythmia',\n  'Normal ECG',\n  'Normal ECG',\n  'Left ventricular high voltage',\n  'Sinus tachycardia;Incomplete right bundle-branch block;Right-axis deviation',\n  'Normal ECG',\n  'Normal ECG',\n  'Normal ECG',\n  'Normal ECG',\n  'Normal ECG',\n  'Otherwise normal ECG',\n  'Normal ECG',\n  'Normal ECG',\n  'Otherwise normal ECG',\n  'Abnormal Q wave',\n  'Normal ECG',\n  'Supraventricular tachycardia;AV nodal reentry',\n  'Normal ECG',\n  'Normal ECG',\n  'Normal ECG',\n  'T-wave abnormality',\n  'Normal ECG',\n  'Left ventricular high voltage',\n  'Normal ECG',\n  'Normal ECG',\n  'Right-axis deviation',\n  'Normal ECG',\n  'Otherwise normal ECG',\n  'Otherwise normal ECG',\n  'Sinus tachycardia;Depression+ST deviation',\n  'Sinus arrhythmia',\n  'Sinus tachycardia;Depression+ST deviation',\n  'Sinus tachycardia;Depression+ST deviation',\n  'Sinus tachycardia;Depression+ST deviation',\n  'Sinus tachycardia',\n  'Normal ECG',\n  'Sinus tachycardia',\n  'Otherwise normal ECG',\n  'Otherwise normal ECG',\n  'Incomplete right bundle-branch block',\n  'Left anterior fascicular block',\n  'Normal ECG',\n  'Otherwise normal ECG',\n  'Sinus tachycardia',\n  'Left ventricular high voltage',\n  'Otherwise normal ECG',\n  'Sinus tachycardia',\n  'Normal ECG',\n  'Normal ECG',\n  'Left atrial enlargement;Right atrial enlargement;Left ventricular hypertrophy;ST deviation with T-wave change',\n  'Otherwise normal ECG',\n  'Otherwise normal ECG',\n  'Sinus tachycardia',\n  'Sinus tachycardia;Incomplete right bundle-branch block;T-wave abnormality',\n  'Prolonged QTc interval',\n  'Otherwise normal ECG',\n  'Sinus arrhythmia',\n  'Sinus tachycardia;Right bundle-branch block;Right ventricular hypertrophy;Elevation+ST deviation;Prolonged QT interval;Prolonged QTc interval',\n  'Sinus tachycardia;Right bundle-branch block;Left atrial enlargement;Right ventricular hypertrophy;Elevation+ST deviation;Prolonged QT interval;Prolonged QTc interval',\n  'Otherwise normal ECG',\n  'Otherwise normal ECG',\n  'Otherwise normal ECG',\n  'Sinus arrhythmia',\n  'Normal ECG',\n  'Low voltage',\n  'Otherwise normal ECG',\n  'Normal ECG',\n  'Frequent+Atrial premature complex(es)',\n  'Sinus tachycardia;T-wave abnormality',\n  'Otherwise normal ECG',\n  'Normal ECG',\n  'Normal ECG',\n  'Otherwise normal ECG',\n  'Normal ECG',\n  'Normal ECG',\n  'Sinus arrhythmia',\n  'Sinus bradycardia;Left ventricular high voltage',\n  'Sinus tachycardia;Left ventricular high voltage',\n  'Normal ECG',\n  'Sinus tachycardia',\n  'Normal ECG',\n  'Incomplete right bundle-branch block;Left ventricular high voltage',\n  'Normal ECG',\n  'Sinus tachycardia;Frequent+Ventricular premature complex(es);In a trigeminal pattern+Ventricular premature complex(es)',\n  'Incomplete right bundle-branch block',\n  'Frequent+Ventricular premature complex(es)',\n  'Frequent+Ventricular premature complex(es);Left ventricular high voltage',\n  'Frequent+Ventricular premature complex(es)',\n  'Sinus arrhythmia;Left ventricular high voltage',\n  'Otherwise normal ECG',\n  'Normal ECG',\n  'Sinus tachycardia;Low voltage;Depression+ST deviation;Abnormal Q wave',\n  'Sinus tachycardia;Incomplete right bundle-branch block;Right-axis deviation;Low voltage;Right ventricular hypertrophy;Abnormal Q wave',\n  'Otherwise normal ECG',\n  'Sinus tachycardia;Frequent+Ventricular premature complex(es);Right bundle-branch block;Right-axis deviation;Low voltage;Right ventricular hypertrophy;Depression+ST deviation;Abnormal Q wave',\n  'Normal ECG',\n  'Otherwise normal ECG',\n  'Normal ECG',\n  'Left ventricular high voltage',\n  'Sinus tachycardia;Left ventricular high voltage;Left ventricular hypertrophy',\n  'Sinus tachycardia;Abnormal precordial R-wave progression;Inversion+T-wave abnormality',\n  'Normal ECG',\n  'Sinus tachycardia',\n  'Left ventricular high voltage',\n  'Sinus tachycardia',\n  'Otherwise normal ECG',\n  'Sinus tachycardia;Left ventricular high voltage',\n  'Right bundle-branch block;Left ventricular high voltage;Abnormal Q wave',\n  'Junctional escape complex(es);Left ventricular high voltage',\n  'Junctional tachycardia;AV dissociation;Right bundle-branch block;Left ventricular high voltage',\n  'Inversion+T-wave abnormality',\n  'Sinus tachycardia',\n  'Left anterior fascicular block;Right bundle-branch block;Right ventricular hypertrophy;Prolonged QT interval;Prolonged QTc interval',\n  'Sinus tachycardia;Incomplete right bundle-branch block',\n  'Sinus tachycardia;Left anterior fascicular block',\n  'Otherwise normal ECG',\n  'Otherwise normal ECG;Sinus arrhythmia',\n  'Normal ECG',\n  'Normal ECG',\n  'Normal ECG',\n  'Normal ECG',\n  'Normal ECG',\n  'Normal ECG',\n  'Sinus tachycardia;Abnormal precordial R-wave progression;Left atrial enlargement;Right atrial enlargement;Left ventricular hypertrophy;ST deviation with T-wave change',\n  'Left ventricular high voltage;Inversion+T-wave abnormality',\n  'Left ventricular high voltage',\n  'Sinus tachycardia;Junctional tachycardia;Incomplete right bundle-branch block;Right-axis deviation;Elevation+ST deviation;T-wave abnormality',\n  'Sinus tachycardia',\n  'Normal ECG',\n  'Incomplete right bundle-branch block;T-wave abnormality',\n  'Sinus arrhythmia',\n  'Sinus bradycardia;Left anterior fascicular block',\n  'Incomplete right bundle-branch block;Inversion+T-wave abnormality',\n  'Prolonged QTc interval',\n  'Supraventricular tachycardia;AV nodal reentry',\n  'Otherwise normal ECG',\n  'Otherwise normal ECG;Sinus arrhythmia',\n  'Sinus tachycardia',\n  'Otherwise normal ECG;Prominent U waves',\n  'Normal ECG',\n  'Normal ECG',\n  'T-wave abnormality',\n  'Normal ECG',\n  'First-degree AV block;T-wave abnormality',\n  'Sinus tachycardia;Incomplete right bundle-branch block',\n  'Normal ECG',\n  'Sinus tachycardia',\n  'Normal ECG',\n  'Left ventricular high voltage',\n  'Left-axis deviation',\n  'Sinus tachycardia;Junctional escape complex(es);AV block, varying conduction;AV block, complete (third-degree);Nonspecific intraventricular block;Depression+ST deviation;T-wave abnormality;Hyperkalemia',\n  'Normal ECG',\n  'Sinus tachycardia;Junctional escape complex(es);Ectopic atrial tachycardia, unifocal;AV block, varying conduction;AV block, complete (third-degree);Abnormal precordial R-wave progression;T-wave abnormality;Hyperkalemia',\n  'Ventricular escape complex(es);AV block, complete (third-degree)',\n  'Normal ECG',\n  'Ventricular preexcitation',\n  'Normal ECG',\n  'Otherwise normal ECG',\n  'Normal ECG',\n  'Normal ECG',\n  'Sinus tachycardia;Incomplete right bundle-branch block',\n  'Sinus tachycardia;Depression+ST deviation;Elevation+ST deviation',\n  'Otherwise normal ECG;Sinus arrhythmia',\n  'Sinus tachycardia;Right bundle-branch block;Right ventricular hypertrophy;Prolonged QTc interval',\n  'Normal ECG',\n  'Normal ECG',\n  'Sinus bradycardia',\n  'Normal ECG',\n  'Normal ECG',\n  'Normal ECG',\n  'Incomplete right bundle-branch block',\n  'Frequent+Atrial premature complex(es)',\n  'Normal ECG',\n  'Sinus arrhythmia;Frequent+Ventricular premature complex(es)',\n  'Normal ECG',\n  'Sinus tachycardia',\n  'Otherwise normal ECG;Sinus arrhythmia',\n  'Normal ECG',\n  'Sinus tachycardia',\n  'Normal ECG',\n  'Normal ECG',\n  'Normal ECG',\n  'Normal ECG',\n  'Otherwise normal ECG',\n  'Normal ECG',\n  'Sinus tachycardia;Incomplete right bundle-branch block',\n  'Sinus tachycardia;Incomplete right bundle-branch block;Inversion+T-wave abnormality',\n  'Incomplete right bundle-branch block',\n  'Nonspecific intraventricular block;Left-axis deviation;Left ventricular hypertrophy;Depression+ST deviation;Inversion+T-wave abnormality;Prolonged QT interval;Prolonged QTc interval;Abnormal Q wave',\n  'Sinus tachycardia;T-wave abnormality',\n  'Left ventricular high voltage;Prolonged QTc interval',\n  'Normal ECG',\n  'Otherwise normal ECG',\n  'Normal ECG',\n  'Otherwise normal ECG',\n  'Normal ECG',\n  'Otherwise normal ECG',\n  'Left ventricular high voltage',\n  'Normal ECG',\n  'Inversion+T-wave abnormality',\n  'Supraventricular tachycardia;Elevation+ST deviation',\n  'Junctional escape complex(es);Second-degree AV block, Mobitz type I(Wenckebach);AV block, varying conduction;AV block, advanced (high-grade)',\n  'Abnormal Q wave',\n  'Incomplete right bundle-branch block',\n  'Normal ECG',\n  'Sinus tachycardia',\n  'Normal ECG',\n  'Otherwise normal ECG;Sinus arrhythmia',\n  'Sinus arrhythmia;Sinoatrial node to atrial internal migratory rhythm;Ectopic atrial tachycardia, unifocal',\n  'Normal ECG',\n  'Otherwise normal ECG',\n  'Normal ECG',\n  'Sinus arrhythmia;Right bundle-branch block;Right-axis deviation',\n  'Incomplete right bundle-branch block',\n  'Occasional+Ventricular premature complex(es)',\n  'Normal ECG',\n  'Ventricular preexcitation;Left ventricular high voltage;Left ventricular hypertrophy',\n  'Normal ECG',\n  'Normal ECG',\n  'Normal ECG',\n  'Normal ECG',\n  'Sinus tachycardia;Left ventricular hypertrophy;Depression+ST deviation',\n  'Normal ECG',\n  'Sinus tachycardia',\n  'Normal ECG',\n  'Incomplete right bundle-branch block;Right atrial enlargement;Right ventricular hypertrophy;ST deviation with T-wave change;Prolonged QTc interval',\n  'Normal ECG',\n  'Normal ECG',\n  'Junctional tachycardia',\n  'Normal ECG',\n  'Otherwise normal ECG;Sinus arrhythmia',\n  'Sinus tachycardia',\n  'Sinus tachycardia',\n  'Sinus tachycardia',\n  'Sinus tachycardia;Left ventricular hypertrophy;Right ventricular hypertrophy;ST deviation with T-wave change',\n  'Sinus tachycardia;Left ventricular high voltage;Abnormal Q wave',\n  'Sinus tachycardia;Left ventricular high voltage;Abnormal Q wave',\n  'Left anterior fascicular block;Incomplete right bundle-branch block;Prolonged QTc interval',\n  'T-wave abnormality',\n  'Supraventricular tachycardia;Left ventricular hypertrophy;Right ventricular hypertrophy;ST deviation with T-wave change',\n  'Sinus tachycardia;Left atrial enlargement;Left ventricular hypertrophy;Right ventricular hypertrophy;ST deviation with T-wave change',\n  'Sinus tachycardia;Left atrial enlargement;Left ventricular hypertrophy;Right ventricular hypertrophy;ST deviation with T-wave change',\n  'Sinus tachycardia;Frequent+Atrial premature complex(es);Ectopic atrial tachycardia, unifocal;Left atrial enlargement;Left ventricular hypertrophy;Right ventricular hypertrophy;ST deviation with T-wave change',\n  'Sinus tachycardia;Left atrial enlargement;Left ventricular hypertrophy;Right ventricular hypertrophy;ST deviation with T-wave change;Digitalis effect',\n  'Sinus tachycardia;Right atrial enlargement;Right ventricular hypertrophy;ST deviation with T-wave change',\n  'Sinus tachycardia',\n  'Normal ECG',\n  'Sinus tachycardia',\n  'Sinus tachycardia',\n  'Sinus tachycardia',\n  'Left atrial enlargement;Left ventricular hypertrophy',\n  'Sinus tachycardia;Incomplete right bundle-branch block;Prolonged QTc interval',\n  'Sinus tachycardia;Right bundle-branch block',\n  'Sinus tachycardia',\n  'Sinus tachycardia',\n  'T-wave abnormality',\n  'Normal ECG',\n  'Sinus tachycardia',\n  'Sinus tachycardia',\n  'Frequent+Ventricular premature complex(es);In a bigeminal pattern+Ventricular premature complex(es)',\n  'Normal ECG',\n  'Normal ECG',\n  'Normal ECG',\n  'Sinus tachycardia;Incomplete right bundle-branch block',\n  'Normal ECG',\n  'Normal ECG',\n  'Normal ECG',\n  'Left ventricular high voltage',\n  'Left ventricular high voltage',\n  'Sinus arrhythmia;Left ventricular high voltage',\n  'Sinus arrhythmia;Left ventricular high voltage',\n  'Sinus arrhythmia;Left ventricular high voltage',\n  'Normal ECG',\n  'Incomplete right bundle-branch block;Right-axis deviation;Right ventricular hypertrophy;Inversion+T-wave abnormality',\n  'Sinus arrhythmia',\n  'Normal ECG',\n  'Normal ECG',\n  'Inversion+T-wave abnormality',\n  'Normal ECG',\n  'Sinus tachycardia;Incomplete right bundle-branch block;Depression+ST deviation;Elevation+ST deviation',\n  'Otherwise normal ECG',\n  'Sinus tachycardia',\n  'Sinus tachycardia;Right-axis deviation;Right ventricular hypertrophy',\n  'Sinus tachycardia;Left ventricular high voltage;Elevation+ST deviation;Inversion+T-wave abnormality',\n  'Normal ECG',\n  'Normal ECG',\n  'Normal ECG',\n  'Normal ECG',\n  'Sinus tachycardia',\n  'Sinus arrhythmia',\n  'Left ventricular high voltage',\n  'Sinus arrhythmia',\n  'Normal ECG',\n  'Normal ECG',\n  'Sinus tachycardia',\n  'Otherwise normal ECG;Sinus arrhythmia',\n  'Sinus arrhythmia',\n  'Incomplete right bundle-branch block;Right-axis deviation;Low voltage',\n  'Incomplete right bundle-branch block',\n  'Incomplete right bundle-branch block;T-wave abnormality',\n  'Incomplete right bundle-branch block;Prolonged QTc interval',\n  'Sinus bradycardia;Incomplete right bundle-branch block',\n  'Normal ECG',\n  'Incomplete right bundle-branch block;Right-axis deviation',\n  'Sinus tachycardia;Incomplete right bundle-branch block',\n  'Frequent+Atrial premature complex(es);Elevation+ST deviation',\n  'Atrial premature complexes, nonconducted;Junctional escape complex(es)',\n  'Otherwise normal ECG',\n  'Normal ECG',\n  'Normal ECG',\n  'Sinus tachycardia;Right-axis deviation;Abnormal Q wave',\n  'Incomplete right bundle-branch block;Right-axis deviation;Right ventricular hypertrophy;T-wave abnormality',\n  'Sinus bradycardia',\n  'Normal ECG',\n  'Right-axis deviation',\n  'Otherwise normal ECG',\n  'Sinus tachycardia;Right bundle-branch block;Right-axis deviation;Right ventricular hypertrophy;Inversion+T-wave abnormality;Prolonged QTc interval',\n  'Normal ECG',\n  'Left ventricular hypertrophy;Right ventricular hypertrophy;Abnormal Q wave',\n  'Sinus tachycardia',\n  'Supraventricular tachycardia;Left anterior fascicular block',\n  'With a rapid ventricular response+Atrial fibrillation;Left anterior fascicular block;Elevation+ST deviation',\n  'Junctional escape complex(es);Ectopic atrial tachycardia, unifocal;Frequent+Ventricular premature complex(es);Left anterior fascicular block;Incomplete right bundle-branch block',\n  'Normal ECG',\n  'Normal ECG',\n  'Right ventricular hypertrophy;ST deviation with T-wave change',\n  'Normal ECG',\n  'Otherwise normal ECG;Sinus arrhythmia',\n  'Normal ECG',\n  'Sinus tachycardia;Right atrial enlargement;Right ventricular hypertrophy;Elevation+ST deviation',\n  'Sinus tachycardia;Incomplete right bundle-branch block;Right atrial enlargement;ST deviation with T-wave change',\n  'Sinus tachycardia',\n  'Right-axis deviation;Low voltage;Right ventricular hypertrophy',\n  'Otherwise normal ECG',\n  'Right-axis deviation;Depression+ST deviation',\n  'Right ventricular hypertrophy;Prolonged QTc interval',\n  'Otherwise normal ECG',\n  'Normal ECG',\n  'Normal ECG',\n  'Right-axis deviation',\n  'Right atrial enlargement;Right ventricular hypertrophy',\n  'Otherwise normal ECG',\n  'Right ventricular hypertrophy;T-wave abnormality',\n  'Otherwise normal ECG;Sinus arrhythmia',\n  'Otherwise normal ECG',\n  'Normal ECG',\n  'Otherwise normal ECG',\n  'Normal ECG',\n  'Otherwise normal ECG',\n  'Sinus tachycardia;Incomplete right bundle-branch block',\n  'Incomplete right bundle-branch block',\n  'Left ventricular high voltage',\n  'Right ventricular hypertrophy;ST deviation with T-wave change',\n  'Sinus bradycardia;Right-axis deviation',\n  'Sinus bradycardia;Occasional+Atrial premature complex(es)',\n  'Sinus tachycardia;Incomplete right bundle-branch block',\n  'Otherwise normal ECG',\n  'Sinus tachycardia;Incomplete right bundle-branch block;Depression+ST deviation;T-wave abnormality',\n  'Supraventricular tachycardia;Right bundle-branch block;Right-axis deviation',\n  'Normal ECG',\n  'Normal ECG',\n  'Normal ECG',\n  'Normal ECG',\n  'Normal ECG',\n  'Sinus tachycardia',\n  'Normal ECG',\n  'Otherwise normal ECG',\n  'Incomplete right bundle-branch block',\n  'Normal ECG',\n  'Otherwise normal ECG',\n  'Left ventricular high voltage',\n  'Normal ECG',\n  'Normal ECG',\n  'Normal ECG',\n  'Normal ECG',\n  'Right-axis deviation;Right ventricular hypertrophy;Inversion+T-wave abnormality',\n  'Otherwise normal ECG',\n  'Right-axis deviation;Inversion+T-wave abnormality',\n  'Inversion+T-wave abnormality',\n  'T-wave abnormality',\n  'Sinus arrhythmia;Occasional+Atrial premature complex(es);Left anterior fascicular block',\n  'Normal ECG',\n  'Left ventricular high voltage;Right ventricular hypertrophy',\n  'Sinus tachycardia;Right ventricular hypertrophy;Prolonged QTc interval',\n  'Right ventricular hypertrophy;T-wave abnormality',\n  'Otherwise normal ECG',\n  'Sinus tachycardia;Depression+ST deviation;Elevation+ST deviation',\n  'Otherwise normal ECG',\n  'Normal ECG',\n  'Otherwise normal ECG',\n  'Ectopic atrial tachycardia, unifocal;AV conduction ratio N:D',\n  'Frequent+Atrial premature complex(es);Left ventricular high voltage',\n  'Normal ECG',\n  'Normal ECG',\n  'Otherwise normal ECG',\n  'Sinus tachycardia',\n  'Normal ECG',\n  'Normal ECG',\n  'Normal ECG',\n  'Otherwise normal ECG',\n  'Normal ECG',\n  'Normal ECG',\n  'Incomplete right bundle-branch block',\n  'Normal ECG',\n  'Otherwise normal ECG',\n  'Sinus arrhythmia;Left ventricular hypertrophy;Elevation+ST deviation',\n  'Otherwise normal ECG',\n  'Otherwise normal ECG',\n  'Otherwise normal ECG',\n  'Sinus tachycardia;Low voltage;T-wave abnormality',\n  'Otherwise normal ECG',\n  'Normal ECG',\n  'Otherwise normal ECG;Sinus arrhythmia',\n  'Otherwise normal ECG',\n  'Normal ECG',\n  'Normal ECG',\n  'Normal ECG',\n  'Otherwise normal ECG',\n  'Normal ECG',\n  'Sinus tachycardia;Frequent+Ventricular premature complex(es)',\n  'Sinus arrhythmia',\n  'Sinus tachycardia;Occasional+Atrial premature complex(es)',\n  'Normal ECG',\n  'Otherwise normal ECG',\n  'Normal ECG',\n  'Sinus tachycardia;Incomplete right bundle-branch block',\n  'Sinus tachycardia;Incomplete right bundle-branch block;Right ventricular hypertrophy;ST deviation with T-wave change',\n  'Right bundle-branch block;Right-axis deviation',\n  'Sinus tachycardia;Frequent+Ventricular premature complex(es);Incomplete right bundle-branch block;Right ventricular hypertrophy;Depression+ST deviation;ST deviation with T-wave change',\n  'Sinus tachycardia;Incomplete right bundle-branch block;Right ventricular hypertrophy;Elevation+ST deviation;Inversion+T-wave abnormality',\n  'Incomplete right bundle-branch block;Right ventricular hypertrophy;T-wave abnormality;Prolonged QTc interval',\n  'Incomplete right bundle-branch block',\n  'Otherwise normal ECG',\n  'Normal ECG',\n  'Left ventricular high voltage',\n  'Left ventricular high voltage',\n  'Normal ECG;Sinus arrhythmia',\n  'Sinus bradycardia',\n  'Sinus arrhythmia',\n  'Normal ECG',\n  'Otherwise normal ECG',\n  'Sinus bradycardia;Sinus arrhythmia',\n  'Otherwise normal ECG',\n  'Otherwise normal ECG',\n  'Occasional+Atrial premature complex(es);Left ventricular hypertrophy;Right ventricular hypertrophy',\n  'T-wave abnormality',\n  'First-degree AV block;Left ventricular high voltage;Depression+ST deviation',\n  'Sinus tachycardia;First-degree AV block',\n  'First-degree AV block;Left ventricular high voltage;Depression+ST deviation;Inversion+T-wave abnormality',\n  'Sinus tachycardia;First-degree AV block',\n  'Normal ECG',\n  'Sinus tachycardia;Elevation+ST deviation;T-wave abnormality',\n  'Sinus tachycardia;T-wave abnormality;Prolonged QTc interval',\n  'Abnormal Q wave',\n  'Otherwise normal ECG',\n  'Sinus tachycardia;ST deviation with T-wave change',\n  'Incomplete right bundle-branch block;T-wave abnormality',\n  'Sinus arrhythmia',\n  'Normal ECG',\n  'Left anterior fascicular block',\n  'Sinus tachycardia;T-wave abnormality',\n  'Incomplete right bundle-branch block',\n  'Sinus tachycardia',\n  'Junctional escape complex(es);Second-degree AV block, Mobitz type I(Wenckebach)',\n  'Incomplete right bundle-branch block;Right atrial enlargement;Right ventricular hypertrophy;ST deviation with T-wave change',\n  'Normal ECG',\n  'Right ventricular hypertrophy',\n  'Inversion+T-wave abnormality',\n  'Otherwise normal ECG',\n  'Sinus arrhythmia',\n  'Normal ECG',\n  'Sinus tachycardia;Low voltage;Prolonged QT interval;Prolonged QTc interval',\n  'Ectopic atrial tachycardia, unifocal;Junctional tachycardia;AV dissociation;Right ventricular hypertrophy;Elevation+ST deviation',\n  'Ectopic atrial tachycardia, unifocal;AV block, varying conduction;Elevation+ST deviation',\n  'Sinus tachycardia;Junctional tachycardia;AV dissociation;Incomplete right bundle-branch block;Left ventricular hypertrophy;Right ventricular hypertrophy;Elevation+ST deviation;T-wave abnormality;Digitalis effect;Hyperkalemia;Hypocalcemia',\n  'Sinus tachycardia;Junctional tachycardia;AV dissociation;Incomplete right bundle-branch block;Left ventricular hypertrophy;Right ventricular hypertrophy;Elevation+ST deviation;T-wave abnormality;Digitalis effect;Hyperkalemia;Hypocalcemia',\n  'Sinus tachycardia;Junctional tachycardia;AV dissociation;Incomplete right bundle-branch block;Left ventricular hypertrophy;Right ventricular hypertrophy;Elevation+ST deviation;T-wave abnormality;Digitalis effect;Hyperkalemia;Hypocalcemia',\n  'Supraventricular tachycardia;Inversion+T-wave abnormality',\n  'Sinus tachycardia;Junctional tachycardia;AV dissociation;Incomplete right bundle-branch block;Left ventricular hypertrophy;Right ventricular hypertrophy;Elevation+ST deviation;T-wave abnormality;Digitalis effect;Hyperkalemia;Hypocalcemia',\n  'Sinus tachycardia;Junctional tachycardia;AV dissociation;Incomplete right bundle-branch block;Left ventricular hypertrophy;Right ventricular hypertrophy;Elevation+ST deviation;T-wave abnormality;Digitalis effect;Hyperkalemia;Hypocalcemia',\n  'Sinus tachycardia;Junctional tachycardia;Frequent+Ventricular premature complex(es);AV block, varying conduction;AV dissociation;Elevation+ST deviation',\n  'Sinus tachycardia',\n  'Sinus tachycardia;Junctional tachycardia;AV dissociation;Incomplete right bundle-branch block;Left ventricular hypertrophy;Right ventricular hypertrophy;Depression+ST deviation;Elevation+ST deviation;T-wave abnormality;Hyperkalemia;Hypocalcemia',\n  'Sinus tachycardia;Junctional tachycardia;AV dissociation;Incomplete right bundle-branch block;Left ventricular hypertrophy;Right ventricular hypertrophy;Elevation+ST deviation;T-wave abnormality;Digitalis effect;Hyperkalemia;Hypocalcemia',\n  'Junctional tachycardia;Incomplete right bundle-branch block;Left ventricular hypertrophy;Right ventricular hypertrophy;Elevation+ST deviation;T-wave abnormality;Digitalis effect;Hyperkalemia;Hypocalcemia',\n  'Otherwise normal ECG',\n  'Sinus tachycardia;Junctional tachycardia;AV dissociation;Incomplete right bundle-branch block;Left ventricular hypertrophy;Right ventricular hypertrophy;Depression+ST deviation',\n  'Sinus tachycardia;Junctional tachycardia;AV dissociation;Incomplete right bundle-branch block;Left ventricular hypertrophy;Right ventricular hypertrophy;Depression+ST deviation',\n  'Sinus tachycardia;Junctional tachycardia;AV dissociation;Incomplete right bundle-branch block;Left ventricular hypertrophy;Right ventricular hypertrophy;Depression+ST deviation;T-wave abnormality;Hyperkalemia;Hypocalcemia',\n  'Sinus tachycardia;AV conduction ratio N:D;Second-degree AV block, Mobitz type II;Incomplete right bundle-branch block;Left ventricular hypertrophy;ST deviation with T-wave change',\n  'Sinus tachycardia;Ectopic atrial tachycardia, unifocal;AV conduction ratio N:D;2:1 AV block;Incomplete right bundle-branch block;Intraventricular conduction delay;Left ventricular hypertrophy;ST deviation with T-wave change;Prolonged QTc interval',\n  'Left ventricular hypertrophy;ST deviation with T-wave change',\n  'Sinus tachycardia',\n  'Normal ECG',\n  'Right bundle-branch block',\n  'Sinus tachycardia',\n  'Occasional+Atrial premature complex(es)',\n  'Normal ECG',\n  'Sinus tachycardia',\n  'Atrial fibrillation;Left ventricular high voltage',\n  'T-wave abnormality',\n  'Otherwise normal ECG',\n  'Normal ECG',\n  'Right-axis deviation',\n  'Normal ECG',\n  'Sinus tachycardia',\n  'Otherwise normal ECG',\n  'Otherwise normal ECG',\n  'Normal ECG',\n  'Normal ECG',\n  'Sinus bradycardia;Sinus arrhythmia',\n  'First-degree AV block',\n  'Normal ECG',\n  'Abnormal precordial R-wave progression;Low voltage;Left ventricular hypertrophy;ST deviation with T-wave change',\n  'Abnormal precordial R-wave progression;Low voltage;Left ventricular hypertrophy;ST deviation with T-wave change',\n  'Sinus tachycardia',\n  'Otherwise normal ECG',\n  'Otherwise normal ECG',\n  'Abnormal precordial R-wave progression;Left atrial enlargement;Left ventricular hypertrophy;Elevation+ST deviation;Prominent U waves;Abnormal Q wave',\n  'Abnormal precordial R-wave progression;Left atrial enlargement;Right atrial enlargement;Left ventricular hypertrophy;Elevation+ST deviation;Prolonged QT interval;Prolonged QTc interval;Abnormal Q wave',\n  'Otherwise normal ECG',\n  'Normal ECG',\n  'Inversion+T-wave abnormality',\n  'Normal ECG',\n  'Right atrial enlargement;Right ventricular hypertrophy',\n  'Otherwise normal ECG',\n  'Right-axis deviation',\n  'Normal ECG',\n  'Sinus tachycardia',\n  'Normal ECG',\n  'Left anterior fascicular block;Abnormal Q wave',\n  'Sinus tachycardia;Left anterior fascicular block;Abnormal Q wave',\n  'Sinus tachycardia;T-wave abnormality',\n  'Sinus tachycardia',\n  'Normal ECG',\n  'Normal ECG',\n  'Sinus tachycardia',\n  'T-wave abnormality',\n  'Right bundle-branch block;Left ventricular high voltage',\n  'Left ventricular high voltage',\n  'Otherwise normal ECG',\n  'Otherwise normal ECG',\n  'Normal ECG',\n  'Incomplete right bundle-branch block;Inversion+T-wave abnormality',\n  'Incomplete right bundle-branch block',\n  'Sinus arrhythmia;Left ventricular high voltage',\n  'Normal ECG',\n  'Sinus tachycardia;Left ventricular hypertrophy;Right ventricular hypertrophy',\n  'Otherwise normal ECG',\n  'Otherwise normal ECG',\n  'Sinus tachycardia',\n  'Otherwise normal ECG',\n  'Inversion+T-wave abnormality',\n  'Inversion+T-wave abnormality',\n  'Normal ECG',\n  'Otherwise normal ECG',\n  'First-degree AV block',\n  'Normal ECG',\n  'Normal ECG',\n  'Right-axis deviation',\n  'Normal ECG',\n  'Normal ECG',\n  'Normal ECG',\n  'Normal ECG',\n  'Frequent+Ventricular premature complex(es)',\n  'Sinus tachycardia',\n  'Sinus tachycardia;Frequent+Ventricular premature complex(es);Right ventricular hypertrophy',\n  'Otherwise normal ECG',\n  'Otherwise normal ECG',\n  'Otherwise normal ECG;Sinus arrhythmia',\n  'Right-axis deviation;Right ventricular hypertrophy',\n  'Normal ECG',\n  'Normal ECG',\n  'Right atrial enlargement',\n  'Normal ECG',\n  'Sinus tachycardia',\n  'Otherwise normal ECG',\n  'Otherwise normal ECG',\n  'Otherwise normal ECG',\n  'Junctional escape complex(es);Second-degree AV block, Mobitz type I(Wenckebach);T-wave abnormality',\n  'Sinus tachycardia;Right bundle-branch block;Depression+ST deviation;T-wave abnormality',\n  'Normal ECG',\n  'Sinus tachycardia',\n  'Normal ECG',\n  'Normal ECG',\n  'ST deviation with T-wave change',\n  'Incomplete right bundle-branch block;ST deviation with T-wave change',\n  'Normal ECG',\n  'Normal ECG',\n  'Normal ECG',\n  'Sinus tachycardia;Incomplete right bundle-branch block;T-wave abnormality',\n  'Sinus arrhythmia',\n  'Otherwise normal ECG',\n  'Sinus tachycardia',\n  'Left ventricular high voltage;T-wave abnormality',\n  'Left ventricular high voltage;ST deviation with T-wave change',\n  'Otherwise normal ECG',\n  'Abnormal Q wave',\n  'Abnormal Q wave',\n  'Sinus tachycardia;Right atrial enlargement;Right ventricular hypertrophy',\n  'Sinus tachycardia',\n  'Left anterior fascicular block',\n  'Left anterior fascicular block;Left ventricular high voltage',\n  'Sinus bradycardia;Sinus arrhythmia',\n  'Normal ECG',\n  'Normal ECG',\n  'Sinus tachycardia',\n  'Sinus arrhythmia',\n  'Sinus tachycardia;Incomplete right bundle-branch block;Left ventricular high voltage;Depression+ST deviation;Elevation+ST deviation;Inversion+T-wave abnormality',\n  'Normal ECG',\n  'Normal ECG',\n  'Sinus tachycardia;Right ventricular hypertrophy;ST deviation;T-wave abnormality;Hyperkalemia;Hypocalcemia',\n  'Frequent+Ventricular premature complex(es);In a bigeminal pattern+Ventricular premature complex(es);Nonspecific intraventricular block;T-wave abnormality;Hyperkalemia',\n  'ST deviation;T-wave abnormality;Hypocalcemia',\n  'Sinus tachycardia',\n  'Otherwise normal ECG',\n  'Sinus arrhythmia',\n  'Left anterior fascicular block',\n  'Normal ECG',\n  'Sinus arrhythmia;Left ventricular high voltage',\n  'Normal ECG',\n  'Otherwise normal ECG',\n  'Otherwise normal ECG;Sinus arrhythmia',\n  'Otherwise normal ECG',\n  'Normal ECG',\n  'Sinus tachycardia',\n  'Otherwise normal ECG',\n  'Normal ECG',\n  'Otherwise normal ECG',\n  'Right-axis deviation',\n  'Incomplete right bundle-branch block',\n  'Left ventricular high voltage;T-wave abnormality',\n  'Incomplete right bundle-branch block',\n  'Incomplete right bundle-branch block;Right ventricular hypertrophy',\n  'Incomplete right bundle-branch block;Inversion+T-wave abnormality',\n  'Normal ECG',\n  'First-degree AV block',\n  'Otherwise normal ECG',\n  'Normal ECG',\n  'Normal ECG',\n  'Otherwise normal ECG',\n  'Otherwise normal ECG',\n  'Otherwise normal ECG',\n  'Left anterior fascicular block;Inversion+T-wave abnormality',\n  'Sinus tachycardia',\n  'Sinus tachycardia',\n  'Sinus tachycardia;Incomplete right bundle-branch block',\n  'Normal ECG',\n  'Normal ECG',\n  'Supraventricular tachycardia;Electrical alternans',\n  'Sinus tachycardia;ST deviation;Hypocalcemia',\n  'Right bundle-branch block',\n  'Normal ECG',\n  'Sinus tachycardia;Incomplete right bundle-branch block',\n  'Otherwise normal ECG',\n  'Otherwise normal ECG',\n  'Otherwise normal ECG',\n  'Sinus tachycardia',\n  'Sinus tachycardia',\n  'Supraventricular tachycardia;Nonspecific intraventricular block;Right ventricular hypertrophy;Abnormal Q wave',\n  'Nonspecific intraventricular block;Right ventricular hypertrophy;Prolonged QTc interval;Abnormal Q wave',\n  'Supraventricular tachycardia;Nonspecific intraventricular block;Right ventricular hypertrophy;Abnormal Q wave',\n  'Inversion+T-wave abnormality',\n  'Elevation+ST deviation',\n  'Sinus tachycardia;Occasional+Atrial premature complex(es);Incomplete right bundle-branch block',\n  'Normal ECG',\n  'Normal ECG',\n  'Normal ECG',\n  'Left ventricular high voltage;T-wave abnormality',\n  'Fusion complex(es);Left anterior fascicular block;Right bundle-branch block;Nonspecific intraventricular block;ST deviation with T-wave change',\n  'Normal ECG',\n  'Normal ECG',\n  'Otherwise normal ECG;Sinus arrhythmia',\n  'Normal ECG',\n  'Right-axis deviation',\n  'Otherwise normal ECG',\n  'Sinus tachycardia;Depression+ST deviation;Elevation+ST deviation',\n  'Left ventricular hypertrophy;Depression+ST deviation;Prolonged QTc interval',\n  'Left ventricular hypertrophy;ST deviation with T-wave change',\n  'Sinus tachycardia;Incomplete right bundle-branch block;T-wave abnormality;Hyperkalemia',\n  'Sinus tachycardia',\n  'Sinus tachycardia;Right bundle-branch block;Inversion+T-wave abnormality',\n  'Sinus tachycardia',\n  'Normal ECG',\n  'Normal ECG',\n  'Otherwise normal ECG;Sinus arrhythmia',\n  'T-wave abnormality',\n  'Incomplete right bundle-branch block;Elevation+ST deviation;T-wave abnormality',\n  'Incomplete right bundle-branch block;ST deviation with T-wave change',\n  'Incomplete right bundle-branch block;T-wave abnormality',\n  'Otherwise normal ECG',\n  'Normal ECG',\n  'Right bundle-branch block',\n  'Right bundle-branch block',\n  'Sinus tachycardia',\n  'Left ventricular high voltage',\n  'Normal ECG',\n  'Normal ECG',\n  'Otherwise normal ECG',\n  'Sinus bradycardia;Incomplete right bundle-branch block',\n  'Sinus bradycardia;Incomplete right bundle-branch block;Right-axis deviation',\n  'Otherwise normal ECG',\n  'Normal ECG',\n  'Otherwise normal ECG',\n  'Sinus arrhythmia;Right-axis deviation;Elevation+ST deviation;ST deviation with T-wave change;Inversion+T-wave abnormality',\n  'Sinus arrhythmia;Junctional escape complex(es);AV dissociation;Right-axis deviation;Left atrial enlargement;ST deviation with T-wave change;Abnormal Q wave',\n  'Normal ECG',\n  'Otherwise normal ECG',\n  'Otherwise normal ECG',\n  'Frequent+Ventricular premature complex(es);Low voltage;Left atrial enlargement;Right atrial enlargement;Left ventricular hypertrophy;Right ventricular hypertrophy;ST deviation with T-wave change',\n  'Frequent+Ventricular premature complex(es);Couplets+Ventricular premature complex(es);Low voltage;Left atrial enlargement;Right atrial enlargement;Left ventricular hypertrophy;Right ventricular hypertrophy;ST deviation with T-wave change;Prolonged QTc interval',\n  'Otherwise normal ECG',\n  'Normal ECG',\n  'Otherwise normal ECG',\n  'Sinus tachycardia;Incomplete right bundle-branch block;Left atrial enlargement;Right atrial enlargement;ST deviation with T-wave change',\n  'Right bundle-branch block;Right ventricular hypertrophy;Prolonged QTc interval',\n  'Right ventricular hypertrophy',\n  'Left atrial enlargement;Right atrial enlargement;Left ventricular hypertrophy;Right ventricular hypertrophy;ST deviation with T-wave change',\n  'Junctional escape complex(es);AV dissociation',\n  'Otherwise normal ECG',\n  'Left anterior fascicular block;ST deviation with T-wave change',\n  'Right ventricular hypertrophy;ST deviation with T-wave change;Prolonged QTc interval',\n  'T-wave abnormality',\n  'Sinus tachycardia;Left ventricular hypertrophy;Right ventricular hypertrophy',\n  'Inversion+T-wave abnormality',\n  'Sinus tachycardia;Left ventricular high voltage',\n  'Normal ECG',\n  'Depression+ST deviation',\n  'Sinus tachycardia;Left atrial enlargement;Left ventricular hypertrophy;ST deviation with T-wave change',\n  'Sinus tachycardia;ST deviation;T-wave abnormality;Hyperkalemia;Hypocalcemia',\n  'Sinus tachycardia',\n  'Sinus tachycardia',\n  'Left atrial enlargement;Right ventricular hypertrophy;ST deviation;T-wave abnormality;Hyperkalemia;Hypocalcemia',\n  'Right ventricular hypertrophy',\n  'Inversion+T-wave abnormality;Abnormal Q wave',\n  'Sinus tachycardia;Incomplete right bundle-branch block;Right-axis deviation;Right ventricular hypertrophy;Abnormal Q wave',\n  'Left ventricular high voltage;Inversion+T-wave abnormality',\n  'Left atrial enlargement;Left ventricular hypertrophy;Right ventricular hypertrophy;ST deviation with T-wave change',\n  'Otherwise normal ECG',\n  'Supraventricular tachycardia;Right-axis deviation;Pacing rhythm',\n  'Supraventricular tachycardia;Right-axis deviation;Pacing rhythm',\n  'Sinus tachycardia;Abnormal Q wave',\n  'Left ventricular high voltage;T-wave abnormality',\n  'Right-axis deviation',\n  'Sinus tachycardia',\n  'First-degree AV block;Left ventricular hypertrophy;Right ventricular hypertrophy;ST deviation with T-wave change',\n  'Sinus tachycardia;ST deviation',\n  'Sinus tachycardia;Incomplete right bundle-branch block;Left ventricular high voltage;Prolonged QTc interval',\n  'Sinus tachycardia;Right bundle-branch block',\n  'Left atrial enlargement;Left ventricular hypertrophy',\n  'Normal ECG',\n  'Normal ECG',\n  'Sinus bradycardia;Sinus arrhythmia',\n  'Sinus arrhythmia',\n  'Depression+ST deviation;Inversion+T-wave abnormality',\n  'Right ventricular hypertrophy',\n  'Normal ECG',\n  'Left ventricular hypertrophy',\n  'Normal ECG',\n  'Left ventricular high voltage;Depression+ST deviation',\n  'Abnormal Q wave',\n  'Normal ECG',\n  'Right ventricular hypertrophy',\n  'Left ventricular hypertrophy;Right ventricular hypertrophy;T-wave abnormality',\n  'First-degree AV block;Second-degree AV block, Mobitz type II;Left anterior fascicular block;Right bundle-branch block',\n  'Sinus tachycardia;First-degree AV block;Second-degree AV block, Mobitz type II;Left anterior fascicular block;Right bundle-branch block',\n  'First-degree AV block;Left anterior fascicular block;Left bundle-branch block',\n  'Sinus tachycardia;Junctional escape complex(es);Ventricular escape complex(es);AV block, complete (third-degree)',\n  'First-degree AV block;Left anterior fascicular block;Left bundle-branch block',\n  'Sinus tachycardia;Right ventricular hypertrophy;T-wave abnormality',\n  'Normal ECG',\n  'Normal ECG',\n  'Sinus tachycardia',\n  'Left ventricular high voltage;T-wave abnormality',\n  'Normal ECG',\n  'Normal ECG',\n  'Right bundle-branch block;Depression+ST deviation;Abnormal Q wave',\n  'Sinus tachycardia;Short PR interva;Right bundle-branch block;Right-axis deviation;Prolonged QTc interval',\n  'Depression+ST deviation;Inversion+T-wave abnormality',\n  'Sinus tachycardia;Incomplete right bundle-branch block;Depression+ST deviation',\n  'Left ventricular high voltage;Depression+ST deviation;Elevation+ST deviation',\n  'Right-axis deviation;T-wave abnormality',\n  'Right-axis deviation;Right atrial enlargement;Right ventricular hypertrophy',\n  'Otherwise normal ECG',\n  'Otherwise normal ECG',\n  'Sinus tachycardia;T-wave abnormality',\n  'Normal ECG',\n  'Normal ECG',\n  'Otherwise normal ECG',\n  'Otherwise normal ECG',\n  'Incomplete right bundle-branch block;Right atrial enlargement',\n  'Sinus tachycardia;Right-axis deviation;Right ventricular hypertrophy;Anteroseptal MI',\n  'Normal ECG',\n  'Incomplete right bundle-branch block;Right-axis deviation;Right ventricular hypertrophy;Depression+ST deviation;T-wave abnormality',\n  'Incomplete right bundle-branch block;T-wave abnormality',\n  'T-wave abnormality',\n  'Otherwise normal ECG',\n  'Sinus arrhythmia;Depression+ST deviation;Early repolarization',\n  'Left ventricular high voltage;T-wave abnormality',\n  'Right ventricular hypertrophy;ST deviation with T-wave change',\n  'Incomplete right bundle-branch block',\n  'Sinus arrhythmia',\n  'Otherwise normal ECG',\n  'Sinus tachycardia;Right bundle-branch block;Left ventricular high voltage;Depression+ST deviation;Inversion+T-wave abnormality',\n  'Right bundle-branch block;Right ventricular hypertrophy',\n  'Right bundle-branch block;Right atrial enlargement;Right ventricular hypertrophy;T-wave abnormality',\n  'T-wave abnormality;Hyperkalemia',\n  'Right bundle-branch block',\n  'Ectopic atrial tachycardia, unifocal;Supraventricular tachycardia;Incomplete right bundle-branch block',\n  'Left atrial enlargement;Left ventricular hypertrophy;ST deviation with T-wave change',\n  'Normal ECG',\n  ...])"
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# load Disease_Diag and ECG_Diag\n",
    "Disease_Diag, ECG_Diag = load_Diag(Y, path)\n",
    "Disease_Diag, ECG_Diag"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-09-28T04:13:51.467537400Z",
     "start_time": "2024-09-28T04:10:31.802151400Z"
    }
   },
   "id": "717d0496d0886f57"
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The training set has 8486 records\n",
      "The val set has 2857 records\n",
      "The test set has 2847 records\n"
     ]
    }
   ],
   "source": [
    "# Split data into train val and test\n",
    "# Get unique Patient_ID values\n",
    "patient_ids = Y['Patient_ID'].unique()\n",
    "\n",
    "# Split Patient_IDs into training, validation, and test sets\n",
    "train_ids, test_ids = train_test_split(patient_ids, test_size=0.2, random_state=42)\n",
    "train_ids, val_ids = train_test_split(train_ids, test_size=0.25, random_state=42)  # 0.25 * 0.8 = 0.2\n",
    "\n",
    "# Get indices for training, validation, and test sets based on Patient_ID\n",
    "train_idx = Y[Y['Patient_ID'].isin(train_ids)].index\n",
    "val_idx = Y[Y['Patient_ID'].isin(val_ids)].index\n",
    "test_idx = Y[Y['Patient_ID'].isin(test_ids)].index\n",
    "\n",
    "# Split X into training, validation, and test sets based on the indices\n",
    "# Train\n",
    "X_train = [X[i] for i in train_idx]\n",
    "Y_train = [Disease_Diag[i] for i in train_idx]\n",
    "# val\n",
    "X_val = [X[i] for i in val_idx]\n",
    "Y_val = [Disease_Diag[i] for i in val_idx]\n",
    "# test\n",
    "X_test = [X[i] for i in test_idx]\n",
    "Y_test = [Disease_Diag[i] for i in test_idx]\n",
    "print(f'The training set has {len(X_train)} records')\n",
    "print(f'The val set has {len(X_val)} records')\n",
    "print(f'The test set has {len(X_test)} records')"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-09-28T04:13:51.470541600Z",
     "start_time": "2024-09-28T04:13:51.451525Z"
    }
   },
   "id": "d81a257b3b144633"
  }
 ],
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