Arterial_Blood_Pressure.ipynb

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   "source": [
    "# Arterial Blood Pressure Waveform Analysis\n",
    "\n",
    "### Author: Stephen Peterkins"
   ]
  },
  {
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   "execution_count": 2,
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   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from biosppy.signals import ecg\n",
    "from bokeh.plotting import figure\n",
    "from bokeh.io import output_notebook, show"
   ]
  },
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       "      <td>69.0</td>\n",
       "      <td>-0.007</td>\n",
       "      <td>-0.027</td>\n",
       "      <td>-0.022</td>\n",
       "      <td>0.066</td>\n",
       "      <td>52.416</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-03-07 12:04:58.016666748</th>\n",
       "      <td>71.4</td>\n",
       "      <td>-0.005</td>\n",
       "      <td>-0.032</td>\n",
       "      <td>-0.027</td>\n",
       "      <td>0.068</td>\n",
       "      <td>52.416</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                AR2      I     II    III      V    SPO2\n",
       "2017-03-07 12:04:58.000000080  65.6 -0.017 -0.029 -0.015  0.054  52.182\n",
       "2017-03-07 12:04:58.004166747  66.2 -0.012 -0.027 -0.007  0.054  52.299\n",
       "2017-03-07 12:04:58.008333414  67.6 -0.015 -0.027 -0.017  0.054  52.299\n",
       "2017-03-07 12:04:58.012500081  69.0 -0.007 -0.027 -0.022  0.066  52.416\n",
       "2017-03-07 12:04:58.016666748  71.4 -0.005 -0.032 -0.027  0.068  52.416"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "store=pd.HDFStore('abp_data/ABP_100s.hd5')\n",
    "waves=store.select('Waveforms')\n",
    "waves.head(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "waveform_data = waves.head(2000)\n",
    "ecg_signal = waveform_data['I']\n",
    "abp_signal = waveform_data['AR2']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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+FG0TjoaR7c8GkLmdvLHgpEcdXGA7hyK4feIcPMzBY4tMt383Bpk+AW8MuAhUD8dntTAU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GlCLLvwJvomLrYuJleh+5Bp5tuMDZc20K9sP/La52Ves3nptn1fx4RqipaKiopKFkeSJFx+cWF6\nw+kfdOpgs2XNWHdxHZf7XsYnp8+73h0VFRWV/5youCgO3DxAec/yGY6mkySJc4/OZetoiP+aMw/P\n4Ofi994OBFVUVLIGaoqWioqKygeEEILHXz9+17vxzukS3IV1F9fhYqOmnaqoqHyY2FjY6JVxzghC\nCNW584bRLVmtoqKi8l+gOnhUVFRUVLIFzXybfRDivioqKioqKioqKippocYLqqioqKioqKioqKio\nqKioqGRxVAePSrZi6dKl73oXVN4DVDtQAdUOVGRUO1DRotqCCqh2oCKj2oEKZE87eGsOHiGEsxBi\nsRAiQgjxTAgxSwhhsH6vEOJjIcRWIcRjIUSiECLwbe2fSvYkO16kKhlHtQMVUO1ARUa1AxUtqi2o\ngGoHKjKqHahA9rSDtxnBswQoBtQEGgJVgBlG1rEF9gFfA6qQgoqKioqKioqKioqKioqKiooJvBWR\nZSGEL1AXuYzXiaT3+gIbhRADJUm6n9Z6kiQtSmrrBYi3sW8qKioqKioqKioqKioqKioq2Y23FcFT\nHnimde4k8Q9yVE65t/SdKioqKioqKioqKioqKioqKh8kb6tMuhvwUPcNSZIShBBPkz57k+QAOH/+\n/BverEpWJCIiguPHj7/r3VB5x6h2oAKqHajIqHagokW1BRVQ7UBFRrUDFcg6dqDj68hhrK2QJNOl\nboQQY4BvDDSRkHV3WgCdJEkqlmL9B8AwSZIMavEkpWhdB4IlSTplpG07YLEJu6+ioqKioqKioqKi\noqKioqKSFWkvSdISQw0yGsEzHphrpM014D6QR/dNIYQZkDPpszfJVqA9EAbEvOFtq6ioqKioqKio\nqKioqKioqLwrcgAFkH0fBsmQg0eSpCfAE2PthBCHACchRAkdHZ6ayMLJh039ugzsk0EvloqKioqK\nioqKioqKioqKikoW5aApjd6KyLIkSReQvUszhRBlhBAVgV+BpboVtIQQF4QQTXVeOwshggB/ZGeQ\nrxAiSAjh+jb2U0VFRUVFRUVFRUVFRUVFRSU78LaqaAG0Ay4gV8/aAOwFPkvRpjDgqPO6CXAC+Bs5\ngmcpcDyN9VRUVFRUVFRUVFRUVFRUVFRUksiQyLKKioqKioqKioqKioqKioqKyvvH24zgUVFRUVFR\nUVFRUVFRUVFRUVH5D1AdPCoqKioqKioqKioqKioqKipZnDfu4BFCVBZCrBdC3BFCJAohmuh8Zi6E\nGCeEOCWEiExqM18IkdeE7QYKIfYKIaKFEDeEEIMMtK0ohIgTQhw3Ybu7k/ZTuyQIIaalaFNYCPGX\nEOKRECJCCLFPCFHN2LY/ZLKpHZQUQmwTQjxLsoUZQghbY9v+kHlXdiCEqJri99T+pnmMbNdKCPG7\nEOKxEOKFEGJVynWSxOAXJ90LngkhZql2YJhsagffCyEOCCFeCiGeZvScfKhkN1sQQngl3QOuCSGi\nhBCXhRAjhBAWmTk/HwrZzQ6S2qxL+s5oIcRdIcQCU/b5QyY72oFOW0shRGjStgNNPScfItnRDoQQ\nYWls9+uMnpsPjexoC0ntGgohQoTcT3gqhFiTkfOSUd5GBI8tEAp8TupS5zZAMPADUAL4GCgKrDO0\nQSGEPXJVrutASWAQMEII0SONto7AfGRxZ1OQgD8BV8ANyAukvAA3AmZAtaTvPwlsMPajf+BkKztI\nunlsBy4BZYF6yNXe5pm4/Q+Vd2kHErKQu1vSkleSpIdG9ncy0BBoAVQB3IHVKdosAYoBNZPaVgFm\nGNnuh052tAMLYAUw3ci2VPTJDrag2zHzRa76+SngBwwAegGjjGz3Qyc72EHKe8JOoBVQBGgOFAJW\nGtnuh052tAMtPwO30zguldRkRzuQgCHojyt+NbJdlWxoC0KIFsACYDYQAFRAHku8PSRJemsLkAg0\nMdKmNJAAeBho0xt4DJjrvDcGOJdG26XIP/xw4LgJ+7gLmGjg81xJx1FR5z27pPdqvM3zl12WbGIH\nnwL3UrxXPOnYvN/1Oc4Ky39pB0DVpO04ZGD/HIBY4GOd94om7XfZpNfFkl6X0GlTF4gH3N71Oc4K\nS3awgxTtOwNP3/V5zYpLdrMFnTYDgSvv+vxmlSUb20HjpGeD2bs+x1lhyU52ANQHziI7gBOBwHd9\nfrPKkl3sANmZ0O9dn8+svGQHW0AOELkFdPkvz937oMHjhOwxC9e+IYSYK4TYpdPmI2CvJEnxOu9t\nBYomRWpo1+sKFEQe2KdCJ/wqf4qP2gs55ea0EGK0EMJa+4EkSU+Qy713EkLYCCHMkQ3lAXAsMwes\nkibvtR0AVsCrFO1jkv5WMuH4VEzjjdkB8qx6qJBD5bcJISroflEadlAKMAd2aNtIknQRuAmU1/nu\nZ5IkndDZ1D9J+1wu44erkg7vux2o/HdkRVtwAtS0vTdLlrIDIUROoD1wQJKkhAweq0r6vPd2IIRw\nRY4I7wBEZ/5QVQzw3ttBEt8mpe4cF0IMFEKYZe5wVQzwvttCKeSoHpLs4K4QYpMQwv81jtko79TB\nI4SwAsYCSyRJitT56B5wQ+e1G7JDRZcHOp8hhCgMjAbaS5KUmM5XRiE7a+J03luMfBOulrR+R2Bh\nivVqI4d0vUC+WfcH6kmSFGH4CFVMIYvYwU7ALekGbSGEcEb2/krIYZcqr8mbtIOkdT5DDplsjuw9\n3y2ECNZZJ6UduAGvJEl6nsa23XTa6IVrJnXen+q0UXkNsogdqPwHZEVbEEL4AF8Afxg8OBWTyUp2\nIIQYK4SIRJ4t9gSamXKMKsbJQnYwF5iWYiJI5Q2RhexgCtAWeVzxB/A9MM74EaqYShaxhYLIjqPh\nwI/I6VzPkrbtZNqRZhzzt7VhYyRFwqxEHiB/rvuZJEnfm7qZpG1pkAfowyVJuqr7WYrtHkHOkdd9\nb5bOy7NCiHvADiFEQUmSrie9Pw35x6qIHLXRA1mDp7QkSSkNRiUDZBU7kCTpnBCiMzAR2bETD0xF\nHuyn50hSMZE3ZAe661xC1kvSEiKEKISsj9E5qU0qO1B5t6h2oKIlK9qCECIfsBlYLknSnMxuRyWZ\nLGgHPwOzAC/kDv1CoFEmt6WSRFaxAyFEP2QZB+1APlUfVCXzZBU7SFpvss7LM0KIV8AMIcR3kiTF\npbeeimlkIVvQBtP8JEnSX0n73hVZn6sVMDOj+5qRL/1P0flRPIE6KbxuaXEfWaRKF1fkH/U+YI+c\ng/ebkKsmxQFDgWAhxCuRsYpX/yLfkH2S9rUm0ABoI0lSiCRJoZIkfYEcydM5A9tVSUFWsgMASZKW\nSZLkjhxqlws5BcwFuJaB7aqk4A3agfaz9PgXnd8zne1aCiEc0tj2fZ02KSslmAE5jXy3ihGymB2o\nvEWyoi0IIdyRIz33S5L0mZH9VTGBrGgHkiQ9lSTpiiRJO4BPgAZCCDV99zXIYnZQHTk1IzapD3o5\n6f2jQoi5RvZbxQBZzA7S2645UMBAGxUTyGK2cC/p73nth5IkvUIeO6aUCnlj/OcOHp0fxRuoKUnS\nMxNWOwRUSZG7WAe4mJQm9RxZ8DYYCEpa/kAOowoCDmdgF0sgOwy0P4h10uuUURqJvOMUt6xMFrQD\nBUmSHkmSFIUcehmNXF1LJRO8JTtIj2DS+D11OIYcmVVTZ/+KIt+AD+l8t5MQooTOejWRnYEZsS8V\nHbKgHai8JbKiLSRF7uwCjgDdTNhfFSNkRTtIA+1+WBnaaZX0yUJ2cDDprb4k9z+DkMWWJaA1MNiE\nfVdJgyxkB4buByWQx47GqjKpGCAL2sIxZCHmojptLJAdfbppZG8WU5SYM7IglzcLQj4picCXSa89\nkT2X65IOKADZw6VdLHS2MRqYr/PaAbiLXPbaD2gDRALdDexHqupJQBlkD1repNfeyCXsSiKH0zYB\nrgA7ddbJhXwxrgQCkcun/YKcqhXwps9fdlmymx0kteuDfIMunPT/S6DPuz7X7/PyruwAWSerCXKZ\nWn/kMoZxQLX07CDpvWnIlQ+qIQujHQD2pTimTcDRpPUrAheBhe/6XL/PSza1A8+kYxgGRJDcobd9\n1+f7fV6ymy0gR3ReBrYl/a/s87s+1+/zkg3toCxyvyAIuXNfA9iP/HyweNPnL7ss2c0O0jg+L9Qq\nWh+cHSCL+vZHHjcWRBZcfwDMedfn+n1fspstJLWZhCy8XBsogpzGew9wfGvn8S38MFWTfpCEFMsc\nnRud7vva11V0tjGX1IPr4sAeZIGjm8BAI/uR1sC+atJ35U967QHsBh4lbfcisr6KXYr1SiLn1T9C\nVuk+gBwS9s4vhPd1yaZ2MD+pTTRwAmj3rs/z+768KzsABiEPul4m/WY7dLeZlh0kvWcF/IoskPkC\n2bGbJ8V6TsAi5EH9M+T8WZt3fa7f5yWb2sHcNI4nIeX21SV72wJyqnbKY0kEEt71uX6fl2xoB8WT\ntqXtR1wFfkNnIKAu2d8O0jg+r6RtqA6eD8gOkCeDDyEX4HgJnAG+RnX2fnC2kNTGDFmf7R6yH2Er\nUOxtnkeR9MUqKioqKioqKioqKioqKioqKlkUVUNGRUVFRUVFRUVFRUVFRUVFJYujOnhUVFRUVFRU\nVFRUVFRUVFRUsjiqg0dFRUVF5f/t2AEJAAAAgKD/r9sR6AwBAIA5wQMAAAAwJ3gAAAAA5gQPAAAA\nwJzgAQAAAJgTPAAAAABzggcAAABgTvAAAAAAzAkeAAAAgLkASu1AG7GWKHsAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1c1ad33160>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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Th5WtgjiWBw/ysBHvGqMU1+m33gqmV1hVVWIijlI89AX9AJ2okNiunQhhQPVh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\nRERERBJASRwRERERERERkQT4P9eZdFGVHtTCAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1c1d77b550>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(num=1, figsize=(14, 2))\n",
    "plt.plot(ecg_signal, color='green')\n",
    "plt.figure(num=2, figsize=(14, 2))\n",
    "plt.plot(abp_signal, color='blue')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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cfl/Uv04TBngSir1j3GCgzJ1iqeec5IPajto9hg9uc8xyNKdvrcyxi04v0QJ4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\n7lfdEp6aaH7IzXIz+4mZtYw94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      "text/plain": [
       "<matplotlib.figure.Figure at 0x118faa550>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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ivTlzUFpaauumqUhISADP87gsJBUzgEKhwJw5c7Bx40aEhobCzc0N3bt3x4ED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peaTnONG9vbac5nyBAoKEjuvk2E9evl3VYRB+Cuu2Sze/vt8v9B2Tq2R3DHcuml0LatvCc7nEuW\nQKtWqbmuKHHzzZJClkzx7bCI25EScVavdiKO3zFoxgyJyKkJ6Xrj+vTtC1deCVdfnZzXJZ1SBqa9\n/jrHBtwFA+yPxAG5hy++uJgZ/3cJ/VsFl5pme0pGbJTdm8sX0e2Eefzy2yTq109+4+KLOLZvAitj\n/HioVw9+/3uJSkoEf+zS5dlYHqXg/vvFU/rww4l/v6REBIg2bVJ/bVEgVdGKCxdCbm7qriuslI82\nfn/+PD78ahLFxQ1IQSBO2tg5Solt/cMPpGTcqsO2ttgVIWJDMY/cfgmHB2jrhKFLkC5yciRK9oMP\n4JVXkjtWujr0/eLbTzwhe+masGSJrFWmIz0jJeL89psTcUC8BUOHiqfKXwjiZccOCVNOxxs3ljvv\nTN7r4kfi2I6uLhibN0sdDpuNGoDi4mJenNiP53mQqUuCS01btSo95idIlN3o0TBrFjz/fPLH88Ns\nbRbBqqJhQ5gyBb79VrypiZAONTSqo1cvCdm+4gr48MPEvrtokXhY8/ICubRI4EcrjhpFjdOeFy5M\nPyHMr/vQurXYh/feC3PnJnfMdBFxQO7b8eMlGuztt+VnQUbKgvl0jCApLi5mxuv9eGbng3wYoK2z\nfDk0b56SQ0WCQYNg4EApyL1lS82O4XnpK+JA8sW3wzJ2kRJxXCROGRMmyIZ34MDEjJyVK+XzYZh8\nJon1ujzwQM2OkS7Gja4uGL4gaXskzl3jxnHFj8Gmpu3YkR4dbmLp3x9OOUU2zj/+mNyx0jmdymf/\n/aXd+O23y4Y4XvzOTK1bB3JZkeG++yTq86KLSKgThj9+6RBFUhmZmbIuz5ghYlhNWLQo/UScWK64\nQuy80aOTO0662Dk+118Phx5azMVDL2FAXrDRI2B3BIkOWwdExEmnOaqUROMsWlTzshBr14oAlK57\nwawsWaM//RReeCHx7zsRpwYsXx6OQQsDLVvCW2/Bf/8Lf/1r/N9bvLjs++lOr14wYoSo2e++m/j3\n08m40dEFY+1aebc9Emfa669zTMCpab/9Jt6FdBMhJk2SGgNnnFHzmmEgYnf9+tJ2O5257joZz6uu\niv87v/wiqVjpEgVWGdnZIkT89FNijoIFC8RIT3cRrKBA0tGefBI++SSx727fLkZ2Oos4derIBu+t\nt5JLu0gnOwdgw4ZiWNqPB9Y9yPsLgoseWb1anq021xrSYets2CCvdHPwd+okTpbbbivb1yXCkiXy\nns57wd/9Dk4+WeybDRsS+64TcWrAhg0S/uQQCgrgnHOkONNvv8X3Hf/GTeeaOLHcey8cdpiEbSfi\nLfW89FL/K+uC8WaKugFBmYhjcySOrtS0dK3p0ry5bPq+/BKefrrmx1m0yG2iAfbYA+64A158ET7+\nOL7v/PILtGuXHgXfq6NHDygslBSNadPi+878+TKPc3ICvbRIMHw4HHighLwnEnG8bJl8Pp1FHICT\nToLjj4fTTqt5N5t0E3HuGjeOa+cFHz1ie3tnXbaOn76bbiIOSKeqBg0Sc7L4OIe+cNddsn++7bbE\nvudEnBriRJxduf126QZy2mnyXh1Llojyb3MebiL4haJ//lmKUcbLkiUSiti+fXDXFibKd8EY3LIl\n3bLzGNN4JM++n3w3IEgPEUdXalo613SJrRnmdwBJlPnz07smSSxnnilpQWeeGV9a1S+/pM9zMR7u\nuEPEnLPPlhTo6liwwM09H7+b5Ndfw5gx8X/Pn6fpLuIoBf/8pwjSl12WeO2Hbdtkg5NOIo6O6BGQ\nSByb7XBdts7y5fKejiKO72SZPBkeeSSx7y5ZIs+HdKolVBF5eSKC3X232C7xsH27zLswBENESsTJ\nzpZq544ymjWDl1+G99+PrxPGDz+Il7SSzJi0pHt3qVtw001lqn51zJkj7507B3ddYSO2C8arixbx\n1MfzWLxxEjffnLyAA/JQVMp+4UFHalq6RuL4TJgAGzfKPV0TFixI75oksWRkyEZwxw7ZCFbHzz/L\nGuMQGjSQlOf58yXyszrc3NuVgw6SNMn77ou/SLQv4rhoOkkJvecesRFffTWx76bbOOqKHgH7RRzQ\nY+uks4gD4hy48EKpfeXXU4uHJUtEnLU5nS9err5a5s+JJ0JRUfWfX7EiPLVlI7WVz8uTyAnHrhx5\nJJx/voRs+5u3yvj8c/GqOnblppuk0NXYsfF9fs4cefilq6iolKJvX/GO/u1v8T34qmPZMhFwsrKS\nP1aYqSw17XUyuLtTalLTVq2S+bnnnkkfKpK0bAnXXisbv0TraYCLxClP69bwl7/Av/8tm8HK2LZN\nNn5OxNmVrl1h5Ei4+Wb45puqP+vm3u6MGgUHHyxpVfF0k1y4UGqr7bFH8NcWBY4/XppgnHsufPdd\n/N9LN2eVrugRSA8Rpypb57a2qbF1li8XW8fmCO6qUEpSgho1kmLm8RKWdKAwULeudKP79VdZo6sj\nTPWEIiXiOMOwcvxn4YUXVh6yvWWLGJB9+ui7rqjQqJHkRD71VHxpVXPmQIcO9gsO1VFYKEZ1PA++\n6li2LD1CO8unpp3QsiVHtMrjnIyRHHhCalLTVq4UAzGd65KMGSMbv5NOKmvnGg/r1kkalouG2JXT\nToNDDoGLL5Z7tSIWLBAPlVurd+fGG2XNOOEE2LSp4s9s3Ci1CvLz9V5b2PG7SX7/vXQPqo6ff3ZC\nWCxKScpFs2Yi5PidIKtjzhwpUh6GzYoudESPQHqIOBXZOkfl5XFZo5FsazKd+vWTt3X82pTpbOvU\nry/Rxy+9BM8/H9935sxxac+xdO0qjr97762+u6kTcWpIukY9xMPee4sA8dZb0KrjqeQf2IFOBZ12\nfR3ciW0NOvDvd041fbmh5IILZIMydqx0/aqKOXPSxztVFS1bynhNmgTvvZfcsdJFxIFdU9NeWbSI\nqYvmccFVk7j33gYsWJD88VetSt9UKp/ataUg786dcMwx8Xnwgf+Nv9sE7opS8PjjUFwMw4ZV3P1r\n7lx5dyLO7uy5J/zjH3JvnnhixfVJPvtMRLB+/fRfX9g54ABxVt1+O7zzTtWf/eIL6N1bz3VFhT33\nhGeflW5p8Xrs58yRLjjplH6vI1IW0kPEgd1tnffnzeOxf0zis88a8NxzyR9/xYr0TaWKZehQ6cp5\n3nnVixCeB7NmwX776bm2qHD55fHVD/v1V4neCcP9G6lH8yGHmL6CcHPiifB//web1hcwf58lzD16\n7i6vhSfMhb5LGHhkgelLDSVKSZGw7t3F61xVUdQff3Qijs+VV8IRR8gi4hcnrgnpJOLE4odmjxsn\nEWGnny4e+WRYtcr+2kLx0KyZbPhmzpQFOh58EcdF4uxOp07w6KMwZQrkdjmV9n12dRaccWknMpt2\n4ujTOnDquc5ZUJ4OHcRb+t57sG+fU+nQd9fx+9NFncjYuxMnnufGryLGjoX+/eHSSyt/Rm7cCN9+\n6yKOK+LAA0UIe/JJmD69+s/7Ik46UVH0yO9a53Fu5kj2PTo1kbI7dkjB6DBsAnXi2zoDBoi9OGyY\nCNfJsHy5E3FA9i+PPip2y5FHVr1/WbRIft+jh77riwJ+/bApU+DNNyv/3FdfiQAWhuivSIk46baY\n1ISDD4YvpxeS+UVTKN+SczvkfNWUkRcWGrm2KNCgATz3nIQbFxTA8X86lQ4H7Wpot+/bicWbO/HE\nv52hDdIK9+mnJV3vhhtqfpzly9NTxPGpX18KyM6YAbfemtyxVq50kTg+Bx4IEydKOsbLL1f/+fnz\nZU6nU0eWRBg8WMZx+aICfi3nLFh7xlx2XDSXJa2WUNDHOQsq4thjZSP9w9cFzCs3fmuGzmXnCDd+\nlaEUPPCAhLO36ngqbXvvHnHc5ZBO7GzYgX+95dbmiigsFIHrmGPgo4+q/my6RhyXjx75cOE8Lrl+\nEg891OB/0YbJsHatePrTTcSJ5emnxWE6alTFUZ3xsnSpE3F86taFDz6Q+XXGGZUL3bNmybsTcXbn\nhBPgqKOkNIk/TuWZORN69dJ7XZURKRHHER9dumRz89WjUTPr7PqLGXX447Gjyc7ONnNhEaF9e/FS\nbdoEH71fwKLmuxravxw3F0bNZX1nZ2j7NG8Of/4zPPig1C1IFM9L30icWA4+OPF2hxWxeDG0aJG6\n64o6l1wikYqnnipe6Kr45RfxZqVTCkGinHgifPxBIeq/FTsLms5rSuEw5yyojHHj4NknC9kxzY1f\nouy7L/znP+CVFDC/6e4Rx4tOlIjjYwe4tbkisrKkOPn++8M551TeDGPNGkn5SUcRJxY/euTKK2VN\nTaTVfWWsXi3v6Szi1KolafhffCFpfjXB8yQ90NV2KaN1a3EGTp0Khx0mIld5Zs2Swu9haJEdNpSC\nZ54RJ15BAUybtuvvN24UcduJOI5AGTOqkDZLYgzE7VDry6Y8+oAzDOOhSxepi9OtYyElH1VsaDeb\n7wztWC69VOpWXXpp1fmkFbF2LZSUOI8KSLvDpk1rbiyWlMC8eZK64RCUknokw4bJq6oOS9Onu1SM\neOjXL5s/jx6NmrGrs6DOD3UYfb5zFlTHmWdmc+mw0VBu/HK+c+NXHfvtB199Xkj2l5VHHI+4wK3N\nlVG/PjzxhDiqDjoIBp68e8RxjyM6QeNOXHWHizgGqFNHUi3efDP5SFm/0H46izgAhx4KQ4aIk2XK\nlMS/v3y5dEZNd6GxPAMHitC9YgW073Eqbfbf9d6+/a+d2Fq/Ex37uXu7Ipo3h48/lkix887bVeie\nNUv2N/vvb+76YnEijqVkZ2cz5oLR1PleDMSc7+pw69jR1KvnDMN42Wcf+PDDbHp2GA1f7mpoZ3/r\nDO3y5ORIZ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      "text/plain": [
       "<matplotlib.figure.Figure at 0x119087470>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "seg_waves = ecg.christov_segmenter(signal=ecg_signal.values, sampling_rate=240.)\n",
    "R_peaks = np.array(seg_waves).tolist()[0]\n",
    "systolic = [] #max\n",
    "diastolic = [] #min\n",
    "\n",
    "ABP_waves = []\n",
    "ABP_waves_len = []\n",
    "\n",
    "for i in range(0,len(R_peaks)-1):\n",
    "    abp_seg = abp_signal[list(range(R_peaks[i],R_peaks[i+1]))]\n",
    "    \n",
    "    abp_max = abp_seg.index.get_loc(abp_seg[abp_seg == abp_seg.max()].index[0])\n",
    "    abp_min = abp_seg.index.get_loc(abp_seg[abp_seg == abp_seg.min()].index[0])\n",
    "    \n",
    "    ABP_waves.append(abp_seg)\n",
    "    \n",
    "    if systolic == []:\n",
    "        systolic.append(abp_max + R_peaks[0])\n",
    "        diastolic.append(abp_min + R_peaks[0])\n",
    "    else:\n",
    "        wave_int = sum(ABP_waves_len) + R_peaks[0]\n",
    "        systolic.append(wave_int + abp_max)\n",
    "        diastolic.append(wave_int + abp_min)\n",
    "\n",
    "    ABP_waves_len.append(len(abp_seg))\n",
    "    \n",
    "plt.figure(num=3, figsize=(14, 3))\n",
    "plt.plot(ecg_signal[R_peaks], 'o', color='red')\n",
    "plt.plot(ecg_signal, color='green')\n",
    "plt.figure(num=4, figsize=(14, 3))\n",
    "plt.plot(abp_signal, color='blue', label='ABP wave')\n",
    "plt.plot(abp_signal[R_peaks], 'o', color='red', label='R-peak')\n",
    "plt.plot(abp_signal[systolic], '^', color='orange', label='Systolic')\n",
    "plt.plot(abp_signal[diastolic], 'v', color='green', label='Diastolic')\n",
    "plt.legend(numpoints=1)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "<div class=\"bk-root\">\n",
       "    <div class=\"bk-plotdiv\" id=\"cc577043-7f86-4fd3-bdb0-daf87f948279\"></div>\n",
       "</div>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "(function(root) {\n",
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       "    var render_items = [{\"docid\":\"34419246-3bea-487d-a6a8-a7342157d5ec\",\"elementid\":\"cc577043-7f86-4fd3-bdb0-daf87f948279\",\"modelid\":\"6a220583-bd62-4f58-96d3-bc59b3ab632b\",\"notebook_comms_target\":\"3aaa3f40-0061-4706-9453-4dcac1c3f77a\"}];\n",
       "\n",
       "    root.Bokeh.embed.embed_items(docs_json, render_items);\n",
       "  }\n",
       "\n",
       "  if (root.Bokeh !== undefined) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    var attempts = 0;\n",
       "    var timer = setInterval(function(root) {\n",
       "      if (root.Bokeh !== undefined) {\n",
       "        embed_document(root);\n",
       "        clearInterval(timer);\n",
       "      }\n",
       "      attempts++;\n",
       "      if (attempts > 100) {\n",
       "        console.log(\"Bokeh: ERROR: Unable to embed document because BokehJS library is missing\")\n",
       "        clearInterval(timer);\n",
       "      }\n",
       "    }, 10, root)\n",
       "  }\n",
       "})(window);"
      ],
      "application/vnd.bokehjs_exec.v0+json": ""
     },
     "metadata": {
      "application/vnd.bokehjs_exec.v0+json": {
       "id": "6a220583-bd62-4f58-96d3-bc59b3ab632b"
      }
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<p><code>&lt;Bokeh Notebook handle for <strong>In[14]</strong>&gt;</code></p>"
      ],
      "text/plain": [
       "<bokeh.io._CommsHandle at 0x1194249e8>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "abp = abp_signal.values.tolist()\n",
    "abp_keys = abp_signal.keys().tolist()\n",
    "\n",
    "p = figure(plot_width=900, title=\"ABP\", x_axis_label='x', y_axis_label='y')\n",
    "p.line(abp_keys, abp, legend=\"ABP wave\", line_width=2)\n",
    "show(p, notebook_handle=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "store.close()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Break down new sets of abp waveforms\n",
    "# Many sets of waveforms in a matrix --> consistent numbers per row"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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