{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# TCI simulation\n", "\n", "This notebook is a simulation of the TCI (Target-Controlled Infusion) system. The TCI system is a system that controls the infusion of a drug into a patient's body to maintain a desired concentration of the drug in the blood. It is an open-loop controller that uses a pharmacokinetic model to predict the drug concentration in the blood based on the infusion rate. The system is used in anesthesia to maintain a desired level of anesthesia in the patient." ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "import pandas as pd\n", "\n", "from python_anesthesia_simulator import Patient, TCIController, Simulator\n", "import vitaldb as vdb\n", "pd.options.mode.chained_assignment = None " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Definition of the patient model and the TCI system\n", "\n", "In this cell, we create an instance of the `Patient` class, which represents the patient model. Then we insert it in the simulator model and activate the tci function for propofol and remifentanil" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [], "source": [ "age = 50\n", "height = 170\n", "weight = 70\n", "sex = 0\n", "\n", "patient_info = [age, height, weight, sex]\n", "\n", "#init the patient simulation\n", "patient = Patient(patient_info, model_propo='Schnider', model_remi='Minto')\n", "simulator = Simulator(\n", " patient,\n", " tci_propo='Effect_site',\n", " tci_remi='Effect_site',\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Simulation" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [], "source": [ "sampling_time = 1 # seconds\n", "N_simu = 5*60 // sampling_time # 10 minutes\n", "\n", "propo_target = 4 # ug/ml\n", "remi_target = 3 # ng/ml\n", "\n", "for time_step in range(N_simu):\n", " simulator.one_step(input_propo=propo_target, input_remi=remi_target)\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Results" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# plot effect site concentration and control input\n", "\n", "plt.subplot(2, 1, 1)\n", "plt.plot(simulator.dataframe['Time']/60, simulator.dataframe['u_propo'], label='Propofol (mg/s)')\n", "plt.plot(simulator.dataframe['Time']/60, simulator.dataframe['u_remi'], label='Remifentanil (ug/s)')\n", "plt.ylabel('Drug rate')\n", "plt.grid()\n", "plt.legend()\n", "\n", "plt.subplot(2, 1, 2)\n", "plt.plot(simulator.dataframe['Time']/60, simulator.dataframe['x_propo_4'], label='Propofol (ug/ml)')\n", "plt.plot(simulator.dataframe['Time']/60, simulator.dataframe['x_remi_4'], label='Remifentanil (ng/ml)')\n", "#plot target\n", "plt.plot(simulator.dataframe['Time']/60, [propo_target]*len(simulator.dataframe['Time']), '--', label='Propofol target')\n", "plt.plot(simulator.dataframe['Time']/60, [remi_target]*len(simulator.dataframe['Time']), '--', label='Remifentanil target')\n", "plt.ylabel('Effect site concentration ')\n", "plt.xlabel('Time (min)')\n", "plt.legend()\n", "plt.grid()\n", "\n", "plt.show()\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Test on clinical data\n", "\n", "In this section we compare the output of the TCI algorithm with the clinical data comming from the open source vitalDB database (https://vitaldb.net)" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [], "source": [ "#load vital DB data\n", "main_signals = ['BIS/BIS',\n", " 'Orchestra/PPF20_RATE', # Propofole rate in ml/h\n", " 'Orchestra/PPF20_CT', # Propofol target concentration in ug/ml\n", " 'Orchestra/PPF20_CE', # Propofol effect site concentration in ug/ml\n", " 'Orchestra/RFTN20_RATE', # Remifentanil rate in ml/h\n", " 'Orchestra/RFTN20_CT', # Remifentanil target concentration in ng/ml\n", " 'Orchestra/RFTN20_CE', # Remifentanil effect site concentration in ng/ml\n", " ]\n", "\n", "#all the drugs measurement are from the TCI device\n", "\n", "sampling_time = 1 # seconds\n", "case_id = 46\n", "# get the data from the vitaldb\n", "data_vitalDB = vdb.VitalFile(int(case_id), track_names=main_signals).to_pandas(\n", " track_names=main_signals, interval=sampling_time)\n", "start = data_vitalDB[(data_vitalDB['Orchestra/PPF20_RATE'] > 0) | (data_vitalDB['Orchestra/RFTN20_RATE'] > 0)].index[0]\n", "data_vitalDB = data_vitalDB.loc[start:]\n", "data_vitalDB.ffill(inplace=True)\n", "data_vitalDB.fillna(0, inplace=True)\n", "# get patient personnal information\n", "patient_info = pd.read_csv(\"https://api.vitaldb.net/cases\")\n", "patient_info = patient_info[patient_info['caseid'] == case_id]\n", "age = patient_info['age'].values[0]\n", "height = patient_info['height'].values[0]\n", "weight = patient_info['weight'].values[0]\n", "sex = int(patient_info['sex'].values[0] == 'M')\n", "concentration_vdb = 20" ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#plot clinical data\n", "plt.subplot(3, 1, 1)\n", "plt.plot(data_vitalDB.index/60, data_vitalDB['Orchestra/PPF20_CT'], label='Propofol target')\n", "plt.plot(data_vitalDB.index/60, data_vitalDB['Orchestra/RFTN20_CT'], label='Remifentanil target')\n", "plt.plot(data_vitalDB.index/60, data_vitalDB['Orchestra/PPF20_CE'], label='Propofol effect site')\n", "plt.plot(data_vitalDB.index/60, data_vitalDB['Orchestra/RFTN20_CE'], label='Remifentanil effect site')\n", "plt.ylabel('Target concentration')\n", "plt.grid()\n", "plt.legend()\n", "\n", "plt.subplot(3, 1, 2)\n", "plt.plot(data_vitalDB.index/60, data_vitalDB['Orchestra/PPF20_RATE'], label='Propofol rate')\n", "plt.plot(data_vitalDB.index/60, data_vitalDB['Orchestra/RFTN20_RATE'], label='Remifentanil rate')\n", "plt.ylabel('Drug rate')\n", "plt.legend()\n", "plt.grid()\n", "\n", "plt.subplot(3, 1, 3)\n", "plt.plot(data_vitalDB.index/60, data_vitalDB['BIS/BIS'], label='BIS')\n", "plt.ylabel('BIS')\n", "plt.xlabel('Time (min)')\n", "plt.legend()\n", "plt.grid()\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here we create the TCIController class by ourselves, we only use the Simulator class to save data. As we do not use TCI function of simulator class, the inputs of the one_step function of simulator are drug rates." ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [], "source": [ "# simulate with the clinical data as input\n", "TCI_propo = TCIController([age, height, weight, sex], drug_name='Propofol', model_used=\"Marsh_modified\", maximum_rate= 500*concentration_vdb/3600)\n", "TCI_remi = TCIController([age, height, weight, sex], drug_name='Remifentanil', model_used=\"Minto\", maximum_rate= 500*concentration_vdb/3600)\n", "\n", "\n", "Patient_simu_TCI = Patient([age, height, weight, sex], model_propo='Marsh_modified', model_remi='Minto')\n", "simu_tci = Simulator(Patient_simu_TCI)\n", "Patient_simu_VitaldDB = Patient([age, height, weight, sex], model_propo='Marsh_modified', model_remi='Minto')\n", "simu_vdb = Simulator(Patient_simu_VitaldDB)\n", "for i in data_vitalDB.index:\n", " propo_target = data_vitalDB['Orchestra/PPF20_CT'].loc[i] # in ug/ml\n", " remi_target = data_vitalDB['Orchestra/RFTN20_CT'].loc[i] # in ng/ml\n", " data_vitalDB.at[i, 'simulated_propo_rate'] = TCI_propo.one_step(propo_target) /concentration_vdb*3600, #in ml/hr\n", " data_vitalDB.at[i, 'simulated_remi_rate'] = TCI_remi.one_step(remi_target) /concentration_vdb*3600, #in ml/hr\n", " simu_tci.one_step(input_propo=data_vitalDB['simulated_propo_rate'].loc[i]*concentration_vdb/3600, #in mg/s\n", " input_remi=data_vitalDB['simulated_remi_rate'].loc[i]*concentration_vdb/3600) # in µg/s\n", " simu_vdb.one_step(input_propo=data_vitalDB['Orchestra/PPF20_RATE'].loc[i]*concentration_vdb/3600, #in mg/s\n", " input_remi=data_vitalDB['Orchestra/RFTN20_RATE'].loc[i]*concentration_vdb/3600) # in µg/s" ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "\n", "# plot the data\n", "plt.plot(data_vitalDB.index/60, data_vitalDB['Orchestra/PPF20_RATE'], label='Measured Propofol rate')\n", "plt.plot(data_vitalDB.index/60, data_vitalDB['simulated_propo_rate'], '--', label='Simulated Propofol rate')\n", "plt.plot(data_vitalDB.index/60, data_vitalDB['Orchestra/RFTN20_RATE'], label='Measured Remifentanil rate')\n", "plt.plot(data_vitalDB.index/60, data_vitalDB['simulated_remi_rate'], '--', label='Simulated Remifentanil rate')\n", "plt.xlabel('Time (min)')\n", "plt.ylabel('Drug rate')\n", "plt.legend()\n", "plt.grid()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [ { "data": { "image/png": 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5hlVV7Nu3D507d8YLL7xgGXZ3y4+LiwtMJpPNsOrk3Vk5z88ZIiICAHh6emLMmDGYPn06tm/fjjNnzmDUqFF2aaHq2bMnYmJiMHDgQGzZsgUJCQnYv38/Xn/9dRw9etTur7Pm6uqKGTNm4JVXXsHq1asRHx+PgwcPYsWKFQCAYcOGITAwEAMGDMCePXtw5coV7Ny5E5MnT8aff/5Z7XW3Nn36dCxYsABr1qzBhQsX8Oqrr+LkyZOYMmWKzXQfffQRfv75Z5w/fx4TJkxAWloa/vGPfwAAXnjhBVy7dg2TJk3C+fPnsX79esyZMwcvvPDCPd8rDw8PjB8/HtOnT8emTZtw9uxZjB07Frm5uRgzZky11ik6OhpHjx7F5s2bcfHiRbz55pslzoKLiorC6dOnceHCBdy6dQtGo9GheVcKthwRETmh9957D9nZ2Xj88cfh5eWFadOmISMjo9rzlSQJGzduxOuvv47Ro0fj5s2bCA0NRZcuXUrcuNser7vbm2++CY1Gg1mzZuHGjRsICwvDP//5TwCAu7s7du/ejRkzZuCpp55CVlYW6tWrhx49eti9RWPy5MnIyMjAtGnTkJqaipYtW+KXX36xOVMNAObPn4/58+fj5MmTaNKkCX755RfLhRzr1auHjRs3Yvr06bj//vvh7++Pf/zjH3j55ZfLXPb8+fNhNpsxfPhwZGVloWPHjti8eTP8/PyqtU7PP/88Tpw4gaeffhqSJGHo0KF44YUX8Ouvv1qmGTt2LHbu3ImOHTsiOzsbO3bsQLdu3RyWd6WQRGUurEHIzMyEj48PMjIy7L9RrBkOnPul8PGc6u/kaorRaMTGjRvRr18/p7h/Vk1iLmw5Wz7y8/Nx5coVm2v12EvRoSRvb2+n6nNUE2pjLoquvH3ixIlyOzRbq425qKqayEVZn+nKfH/X7XeGiIiI6C4sjoiIiIissM8RERFRJUVFRVXqdi/kXNhyRERERGSFxRERERGRFRZHRERERFZYHCmJxNuHEBERyY3FkZKwcx8REZHsWBwREdUS3bp1s7n/VlRUFJYsWWJ5npycjF69esHDw8Ny89XShpF97Ny5E5IkIT093TJs3bp1aN++PbRabbXvleYId6/DqlWr6sR2wuKIiKiWOnLkCMaNG2d5vnjxYiQlJeHkyZO4ePHiPYfVJgkJCZAkyfLn7++Prl27Ys+ePTW+7M6dOyMpKQk+Pj6WYePHj8cTTzyBq1ev4u2337bLcorW8eTJk3aZn7XS1qGm3F3cy4nFkZKwzxER2VFQUBDc3d0tz+Pj49GhQwdER0cjODj4nsMqy2Aw2CXemrR161YkJSVh9+7dCA8Px9/+9jekpKTU6DJdXFwQGhoK6a99e3Z2NlJTU9GjRw+Eh4fDy8urRpdvD3evQ1UYjUY7RuQYLI6IiJxQTk4ORowYAU9PT4SFhWHRokUlprE+rBYVFYWffvoJq1evhiRJGDVqVKnDACA9PR3PPfccgoKC4O3tje7du+PUqVOW+c6ZMwdt27bFf/7zH5t7WJX3urlz56Jt27b48ssvERUVBR8fHzzzzDPIysqyTGM2m7Fw4UI0adIEOp0ODRo0wL/+9S/L+GvXrmHIkCHw9fWFv78/BgwYgISEhHLzFRAQgNDQULRq1QqvvfYaMjMzcejQIcv4M2fOoG/fvvD09ERISAiGDx+OW7duWcZ369YNkyZNwtSpU+Hn54eQkBB89tlnyMnJwejRo+Hl5YUmTZrY3MTV+pDUzp07LcXQE088AbVajZ07dwIA9u7di0cffRRubm6IiIjA5MmTkZOTY/M+vvvuu/jHP/4BLy8vNGjQAJ9++qllfMOGDQEA7dq1gyRJ6NatG4DClsNevXohMDAQPj4+6Nq1K44fP26TF0mS8J///AdPPvkk3N3dER0djV9++aXUdaiIolasNWvWoGvXrnB1dcXXX3+N27dvY+jQoahXrx7c3d3RunVrfPvtt5bXjRo1Crt27cLSpUstrXxF72t5701NYHFERGRNCMCQY58/Y27lpq/ESRnTp0/Hrl27sH79emzZsgU7d+4s8cVn7ciRI+jTpw+GDBmCpKQkLF26tNRhADB48GCkpqbi119/xbFjx9C+fXv06NEDd+7csczv8uXL+Omnn7B27VrL4ZyKvC4+Ph7r1q3Dhg0bsGHDBuzatQvz58+3jJ85cybmz5+PN998E2fPnsU333yDkJAQAIUtEL1794aXlxf27NmDffv2wdPTE3369Klw61VeXh5Wr14NoLBVBCgs6rp374527drh6NGj2LRpE1JSUjBkyBCb137xxRcIDAzE4cOHMWnSJIwfPx6DBw9G586dcfz4ccTGxmL48OHIzc0tsdzOnTvjwoULAIDVq1fj+vXr6Ny5M+Lj49GnTx8MGjQIp0+fxpo1a7B3715MnDjR5vWLFi1Cx44dceLECbzwwgsYP368ZX6HDx8GUNw6tnbtWgBAVlYWRo4cib179+LgwYOIjo5Gv379bIpRoLBoHTJkCE6fPo1+/fph2LBhNu9ZVbz66quYMmUKzp07h969eyM/Px8dOnTA//73P5w5cwbjxo3DyJEjcezYMQDA0qVLERMTg7FjxyIpKQlJSUmIiIio8Htjd4IqJSMjQwAQGRkZ9p/5muFCzPYu/FMwg8Eg1q1bJwwGg9yhyI65sOVs+cjLyxNnz54VeXl5xQP12cWfQ0f/6bMrFHdWVpZwcXER33//vWXY7du3hZubm5gyZYplWGRkpFi8eLHl+YABA8TIkSNt5nX3sD179ghvb2+Rn59vM13jxo3F8uXLhRBCzJ49W2i1WpGamlqh1y1btkykpaWJWbNmCXd3d5GZmWkZP336dNGpUychhBCZmZlCp9OJzz77rNT1/vLLL0WzZs2E2Wy2DNPr9cLNzU1s3ry51NdcuXJFABBubm7Cw8NDSJIkAIgOHTpYttO3335bxMbG2rzu2rVrAoC4cOGCEEKIrl27ikceecQyvqCgQHh4eIjhw4dbhiUlJQkA4sCBA0IIIXbs2CEAiLS0NCGEEGlpaQKA+O9//ytMJpMQQogxY8aIcePG2Sx7z549QqVSWbbLyMhI8fe//90y3mw2i+DgYLFs2TKbdTxx4kSpOShiMpmEl5eX+O9//2sZBkC88cYblufZ2dkCgPj1119LXYeVK1cKHx+fey6jKJYlS5aUGYsQQvTr109MnDjRkouuXbvabL9CVOy9sVbqZ/ovlfn+5r3ViIicTHx8PAwGAzp16mQZ5u/vj2bNmlV73qdOnUJ2djYCAgJshufl5SE+Pt7yPDIyEkFBQRV63R9//GF5HhUVZdPXJiwsDKmpqQCAc+fOQa/Xo0ePHveM7fLlyyX66uTn59vEVpo1a9agefPmOHPmDF555RWsWrUKWq3WMt8dO3bA09OzxOvi4+PRtGlTAECbNm0sw9VqNQICAtC6dWvLsKIWrqL1qYhTp07h9OnT+Prrry3DhBAwm824cuUKWrRoUWLZkiQhNDS03OWkpKTgjTfewM6dO5GamgqTyYTc3FwkJibaTGc9bw8PD3h7e1dqHUrTsWNHm+cmkwnvvvsuvv/+e1y/fh0GgwF6vR5/+9vfypxPRd8be2NxRERkTesOvHaj2rMxm83IzMqCt5cXVKoK9mDQupc/TQ3Lzs5GWFiYpT+MNetTuD08PCr8Om9vb8vjooKkiCRJMJvNAAA3N7dyY+vQoYNNIVHEulArTUREBKKjoxEdHY2CggI8+eSTOHPmDHQ6HbKzs/H4449jwYIFJV4XFhZWZuzWw4o6LRetT0VkZ2fj+eefx+TJk0uMa9CgQZnLLm85I0eOxO3bt7F06VJERkZCp9MhJiamxCHIqsy7PHdvH++99x6WLl2KJUuWoHXr1vDw8MCUKVPKPRxa0ffG3lgcERFZkyTAxaP86cpjNgNaU+G8KlocVVDjxo2h1Wpx6NAhyxdoWloaLl68iK5du1Zr3u3bt0dycjI0Gg2ioqLs8jqz2YzMzMxy5xEdHQ03Nzds27YNzz33XKnLWLNmDYKDg20Krsr6f//v/2HWrFn4+OOP8eKLL6J9+/b46aefEBUVBY3GsV+L7du3x9mzZ9GkSZMqz6Oo75TJZLIZvm/fPnz88cfo168fgMLO7DXdkfle9u3bhwEDBuDvf/87gMJt4tKlS4iOjrZM4+LiUmId5Hpv2CGbiMjJeHp6YsyYMZg+fTq2b9+OM2fOYNSoURVvoSpDz549ERMTg4EDB2LLli1ISEjA/v378frrr+Po0aN2f501V1dXzJgxA6+88gpWr16N+Ph4HDx4ECtWrAAADBs2DIGBgRgwYAD27NmDK1euYOfOnZg8eTL+/PPPCq+jJEmYPHky5s+fj9zcXEyYMAF37tzB0KFDceTIEcTHx2Pz5s0YPXp0iS9re5sxYwb279+PiRMn4uTJk7h06RLWr19fokN2WYKDg+Hm5mbprJyRkQGgsNj88ssvce7cORw6dAjDhg0rt3WupkRHRyMuLg779+/HuXPn8Pzzz5e4lEJUVBQOHTqEhIQE3Lp1C2azWbb3hsUREZETeu+99/Doo4/i8ccfR8+ePfHII4+gQ4cO1Z6vJEnYuHEjunTpgtGjR6Np06Z45plncPXqVUufGnu+7m5vvvkmpk2bhlmzZqFFixZ4+umnLf1f3N3dsXv3bjRo0ABPPfUUWrRogTFjxiA/P7/SLUkjR46E0WjEhx9+iPDwcOzbtw8mkwmxsbFo3bo1pk6dCl9fX7sUnGVp06YNdu3ahYsXL+LRRx9Fu3btMGvWLISHh1d4HhqNBv/+97+xfPlyhIeHY8CAAQCAFStWIC0tDe3bt8fw4cMxefLkKl/LqrreeOMNtG/fHr1790a3bt0QGhpqibPIyy+/DLVajZYtWyIoKAiJiYmyvTeSELyhV2VkZmbCx8cHGRkZ1WrWLdX3I4Cz6wsfz8mw77ztyGg0YuPGjejXr1+JY9V1DXNhy9nykZ+fjytXrthcq8deig4leXt71/gXrNIxF8WYi2I1kYuyPtOV+f6u2+8MERER0V1YHCkKbx9CREQkNxZHRERERFZYHBERERFZYXFERHUez0shqh3s9VlmcUREdVbRGXWl3SiUiJxP0We5umfL8grZRFRnqdVq+Pr62lxHp+gWENVlNpthMBiQn5/PU7aZCwvmopg9cyGEQG5uLlJTU+Hr6wu1Wl2t+bE4IqI6LTQ0FEDlbhZaEUII5OXlwc3NzW4Fl7NiLooxF8VqIhe+vr6Wz3R1sDgiojpNkiSEhYUhODgYRqPRbvM1Go3YvXs3unTp4hQXxKxJzEUx5qKYvXOh1Wqr3WJUhMUREREKD7HZa8daNL+CggK4urrW+S9B5qIYc1FMybmo2wc8iYiIiO7C4oiIiIjICosjJanjnfOIiIiUgMWRQvGidERERPJgcaRQ+y7fljsEIiKiOonFkUJdT+cVe4mIiOTA4oiIiIjICosjhWKXIyIiInmwOCIiIiKywuJIoXhWPxERkTxYHCkUD6sRERHJg8URERERkRUWR0RERERWWBwpCjsaERERyY3FkaKwoxEREZHcWBwRERERWWFxpCg8rEZERCQ3FkdEREREVlgcEREREVlhcaRQ7JpNREQkDxZHRERERFZYHCkUu2YTERHJg8WRQvGwGhERkTxYHBERERFZYXGkJBIPphEREcmNxZGSCB5MIyIikhuLIyIiIiIrTlMczZs3Dw888AC8vLwQHByMgQMH4sKFCzbT5OfnY8KECQgICICnpycGDRqElJQUm2kSExPRv39/uLu7Izg4GNOnT0dBQYEjV+XeeFiNiIhIdk5THO3atQsTJkzAwYMHERcXB6PRiNjYWOTk5FimefHFF/Hf//4XP/zwA3bt2oUbN27gqaeesow3mUzo378/DAYD9u/fjy+++AKrVq3CrFmz5FglIiIiUiCN3AFU1KZNm2yer1q1CsHBwTh27Bi6dOmCjIwMrFixAt988w26d+8OAFi5ciVatGiBgwcP4qGHHsKWLVtw9uxZbN26FSEhIWjbti3efvttzJgxA3PmzIGLi4scq0ZEREQK4jTF0d0yMjIAAP7+/gCAY8eOwWg0omfPnpZpmjdvjgYNGuDAgQN46KGHcODAAbRu3RohISGWaXr37o3x48fj999/R7t27UosR6/XQ6/XW55nZmYCAIxGI4xGo13XSW02W5ryTCaT3edvL0VxKTU+R2IubDEfxZiLYsxFMeaimKNzUZnlOGVxZDabMXXqVDz88MNo1aoVACA5ORkuLi7w9fW1mTYkJATJycmWaawLo6LxReNKM2/ePMydO7fE8C1btsDd3b26q2Kjw40k1P/r8W+//Qav1NN2nb+9xcXFyR2CYjAXtpiPYsxFMeaiGHNRzFG5yM3NrfC0TlkcTZgwAWfOnMHevXtrfFkzZ87ESy+9ZHmemZmJiIgIxMbGwtvb267LUv/8M5Be+LhVq9bo90D9MqeXi9FoRFxcHHr16gWtVit3OLJiLmwxH8WYi2LMRTHmopijc1F05KcinK44mjhxIjZs2IDdu3ejfv3i4iE0NBQGgwHp6ek2rUcpKSkIDQ21THP48GGb+RWdzVY0zd10Oh10Ol2J4Vqt1v5vpqq4f7xGo1b8B6dGcuCkmAtbzEcx5qIYc1GMuSjmqFxUZhlOc7aaEAITJ07Ezz//jO3bt6Nhw4Y24zt06ACtVott27ZZhl24cAGJiYmIiYkBAMTExOC3335DamqqZZq4uDh4e3ujZcuWjlmRCuL1IImIiOThNC1HEyZMwDfffIP169fDy8vL0kfIx8cHbm5u8PHxwZgxY/DSSy/B398f3t7emDRpEmJiYvDQQw8BAGJjY9GyZUsMHz4cCxcuRHJyMt544w1MmDCh1NYhx+N1joiIiOTmNMXRsmXLAADdunWzGb5y5UqMGjUKALB48WKoVCoMGjQIer0evXv3xscff2yZVq1WY8OGDRg/fjxiYmLg4eGBkSNH4q233nLUapSDzUVERERyc5riSFTgOJOrqys++ugjfPTRR/ecJjIyEhs3brRnaERERFSLOE2fo7qBh9WIiIjkxuKIiIiIyAqLI4US7H9EREQkCxZHRERERFZYHCmUxP5HREREsmBxpFA8rEZERCQPFkdEREREVlgcEREREVlhcaQkEvsZERERyY3FkZLwbrNEVOTHMcBXg7hfIJKB09w+hIiozjCbgDM/Fj6+HQ8ENpE3HqI6hi1HSsLDakRUAluOiByNxRERERGRFRZHRPZiMgJ5aXJHQbUN+xwRORyLI4Xi/tAJLXsYWBAFpF+TOxJyejzETiQnFkcKwoLIyd26UPj/4iZ54yAiomphcaQgSRl5lsfsm01Ul/GXEpGcWBwpyJ9pxcURW5GIiIjkweJIQVgPERERyY/FEZG9sdmPiMipsTgiIlKw1Qeuyh0CUZ3D4ojI3tibnuzoiwNXcO1OrtxhENUpLI4URNzjMRHVMXcdms0zmmQKhKhuYnFEZG/sc0RE5NRYHCkUD8wQURHW20SOxeJIobgvJCIikgeLIyJHEALY/g5w8hu5IyEionJo5A6AqE64fgzY/V7h47bPyhsLERGViS1HSsJjabVX7m25IyAnJUHw6hBEDsbiiIhIcfhLiUhOLI4URPAcNSK6C/cLRI7H4khBJDv+Wjx5LR2jVx7G5dQsu82TiIioLmCH7Fpq4Ef7AACXUrOxd0Z3maMhoqqy548mIqoYthwpSE00n/+Zlmf3eRIREdVmLI6UipfEJSIikgWLIyIipbnrxxF/KxE5FosjpeKFTZwYv8mIiJwZiyOl4k9FIiIiWbA4qsXCcBtD1DuAAr3codQxbPUjInJmPJW/FtusmwFvKRfY5Q30mCV3OERERE6BLUcKJZmN1Z6Ht5Rb+CB+e7XnRUTyYDskkeOxOFIQ615G9W/usuOM2X/JsZhvqi5uQ0RyYnGkUNoCe168kTta+fH3P1WN0356L24Gjn4udxREVcI+RwplltRyh0B2ZfUVJwQv1UAV5rRbyjdDCv83iAH8msgbC1ElseVIQax/IQoViyPn5YRfZ3/sAs7/j4dgyf6ykuWOgKjS2HKkINY3mLRryxG/8BystHxbFUxKaznKuQ2sfqLw8T/3AqGt5Y2HiEhmbDlSELUwWR6bJXvWrSyOlEVh70d+evHj3NuyhUG1lcK2d6IKYHGkIAWS1vLYbPW41ikwAFd2A8Z8uSMhwLZlUZjli4NKJbG4IHI4FkcK8qc2yvLYrKrFxdHeD4AvHge2vSV3JPJQ3GHOuzqLk/z4PhDJisWRggibjrx23DkqbT+7c17h/4MfyRuHbBT2hggWR0omnLGDP7cjcnIsjuoE7qiognhYTXECpQy5Q6g8bkfk5FgcKZTEnUvtpbhf1eIej0kJuqlOyh1C5SluGyeqHBZHilJDX1LcUSmMwt6P8jpkX94KHPiIHehlIiBBKG2bKQ9/3JGTY3GkUDxDxYmVV4ym/O6YOCqsjD5HZhPw1SBg82vA2XUOjYoKqSCQeDtX7jAqif3YyLmxOFIq7k+c15Y3yh6//W3HxFFRZbUcmYuvvYXsVMfEQ7DeAahgxqz1Siuoy8GCiJwciyOFkmDPZmnuqBzKbCx7fM5Nx8RRYWUURzbPuR3JQQKQnOlkhzR5WI2cHIsjxWKfo1pLae+HKKuvm8JirYNUdv2h5Cjcbsi5sThSEMHrzdQNintvK9hypLi46wan7H/IliNyciyOFMTmUm+V+SJKv1b4R85BaV8cZfU5KrNViRxB5Yx5ZyFNTq5axdHly5exefNm5OXlAbir5YOqpcK/Fo35wJJWhX8FhpoNiuxDacVRWWcWKS7WusdpDqvlpQNZyX894XcBObcqFUe3b99Gz5490bRpU/Tr1w9JSUkAgDFjxmDatGl2DbCuqnBxlHen+LEx5x4TcUdV08zmSuRYaQVHmYdzeahXFla5dpqWowWRwKJmQO4d5W3jtU3unfKnoWqpUnH04osvQqPRIDExEe7u7pbhTz/9NDZt2mS34Oo0e34R8Uutxv1nX0Ilplba+1HGoTOeraYATpb31LPc59SkE18BCxsCOxfIHUmtVqXiaMuWLViwYAHq169vMzw6OhpXr161S2B1kSjjGSnbf/YmlD2BZNWjTGm/qiva54hfeLJwmpYja9xWas5/pxT+3/muvHHUclUqjnJycmxajIrcuXMHOp2u2kHVVZLVDkXizqV2Ke8WHUpRZodskoNTFke8Xx85uSoVR48++ihWr15teS5JEsxmMxYuXIjHHnvMbsHVNaLGdijcOTmUm1/Z4xVXcFSwzxG3I1mopMK8z9t4Dldv36tfocLY/BiQLwyiqqpScbRw4UJ8+umn6Nu3LwwGA1555RW0atUKu3fvxoIFznEc9KOPPkJUVBRcXV3RqVMnHD58WO6Q7iJgNgvMXn8GS7ZeLGM66R6Prdwq6/Vkd6W1DFkfVku/Chz8BNBnOS6mstjUP7zOkdIUXS1/+e4/8Kaz3EbEeru5eU6+OGojfg4dokrFUatWrXDx4kU88sgjGDBgAHJycvDUU0/hxIkTaNy4sb1jtLs1a9bgpZdewuzZs3H8+HHcf//96N27N1JTlXPvKAkCF1Ky8MWBq/hw6znsuHCv2Jzwl72rb/Hj/AzZwrAn69rHeud1NOEOLqeWUgRtmgHs/7+aD6xCrLab+O13jXKSw4G1WGfVWbyo+RESzNh9UWm3nrkXq+3mdrx8YRBVkSTq4MWJOnXqhAceeAAffvghAMBsNiMiIgKTJk3Cq6++WuZrMzMz4ePjg4yMDHh7e9s1riVzXsBUfA0A2On9BK57tcFD11agsSoJO0z3w+jXGD4hDRHqIcHo6oeCpLMQV/aghSoRAHDy/tkoUBf2Bfvy4FUsdfnYMu8D9f+BZJMvItwNSMgQiE83o5l7BvxNd3Be0xR6uKBhkBduZOghIKFVoAqpf15GgcYTDUP9odHqcCnbBRlGDdLu3ERYQRIeayDhQkEYDHlZiFDfQaIuGtfvZCNUlYlQ1wJkeURC4+qODL3ApeQsRAa4oZ6vGzqdmGGJ60TDsZDcfOFqykGS0QNGfS5UKhVcPHxxLS0fvqbbkDyDodLqkJGdB//cP5AhPODq5YcgX28YhAq+IgNqlQQTNLh6Owf5ej3u88pBslsT+LtpkHIjEclZRoTq9PAPCoPkWx8FeVkQAPR5uci/dRV5Qot8n8Zw8wmCu4sGLlo1Lt/MgY/WhEbq28jPz0VoUCDctYD5dgL2ZgTAVSMhwt8TV/64jKO3NXhXu6LEe/p9QVccMrfAa+HHEHDrSInx1+v3RUbwg5Dy0uCWnwrkZyDdtzUy8o3Iys0HVFoEe0gwmiW4q81wyf4THqFNoCvIRkK2CukuYXDPT4Gbqw4ZZjfo9Xo8ePMH5Ki8cMcjGjlmDbRegdBKZkhaV0iZN2CGCplGwD8wFBdyPNEw/ywevPmjJaatHT+BV8EdSOmJcMlIQNu0wjNQk0K6Qe3mjQxNAO7cSsYd4QNd1IPw8vaBd9rvMEALvcYb5+MT0DC6BQJ1JpgL9EjOMiHXJKGB6iY89DeReScF+d4NcUsdhPhbebg/SIVIbSYKTEZkaIKQLzRIyjIiVJ2NRtINZGqDUODiDb+UAzAJIC2qH1Iy8pADN3h5esCcmwbtzd+RrQtBM+ka8t1DcU0KB1w8EKG/hHy9Honu96Gepwr5N85An5uNhh5GFIS1Q2ZWFjRBTeBvTEHSjWtI1wSinuk6YDbBpV5rqI3ZyBNaaHNT8GeeCzL1AmG6fHh5+yE8eStcpQLcdI3CdU0D+PgHIqXAC3dyDYhw1aNe+hGk374FP/8A6H2b4E9dExgN+TDoc+GefxM6Fy28PVwRlXYAev9m+CPfG/n5uXAzpgPGXHRK31hie1lofBoPtYxCmLtA6s1UqAzZyFT7wdUvDJdu5eNB92SEGq9hS0E7SCoVOoS5INukhT7zNlzzU+ChBRLdWsLFlA2jxhO5BhO8RSZMrgEQWncAAvm3EtHKeAbJbk0AnQduGlwRn63BI/4ZCM/6DUfVbZFoCkCIvzeaBPvANyceGTevo13iSgDA6YjhyNV446ErH1ni3tH0dVxLvoMQLw28NQXQBkQhOTMfV27lwNdNg3p+bnDVqOHjpsGN9DwYTQIqScKfaXkI8tAg3FsDk8kEvcEAFQREzi3Aux7M+izoJR3cPbwRqs1Bbm4OhM4LpswUaPyjEJh5BiL9T9zxbQ1DgQmukgF+BTfhas5BQvjfoNJ5IjM7G+7ZV+Hh7gFhyMHlbBe4uHnDz8sdt7Ny4eWigp+bCi4qgfjkdGQbzIj0d0eWUaCelxppt1LgmvkH8vxaQHiHwd9Dh8vXU1Eg6dDcdAGuhttI8HsYPt4+yMnOQEFeJvIz0xDo6wkPlREuQo9MvQm57hEI1+VB79MIkiEbBrMKOWnJCDcmQq/zh0mlg6YgB00vF+9njrZ3jiM192Iym5GYeBUNGkRCrbJtq/EIaYgWnXrbdXmV+f6uUnG0cuVKeHp6YvDgwTbDf/jhB+Tm5mLkyJGVnaXDGAwGuLu748cff8TAgQMtw0eOHIn09HSsX7/eZnq9Xg+9Xm95npmZiYiICNy6dcuuxdHtbD2+eH8aZmi/s9s8iYiInNFRz+64f8r3dp1nZmYmAgMDK1QcaaqygHnz5mH58uUlhgcHB2PcuHGKLo5u3boFk8mEkJAQm+EhISE4f/58iennzZuHuXPnlhi+ZcuWUs/Yq6qkXNvnR6VWyCsAHlWfsQz73RyJptKfyIYbLor66KSyjfe41AoAYAbgYspBG9UVm/GXzPWQAx1uCR94SXloIV2Ft5SHs+ZI3BLekCCggoBGMsEX2XCFAR5SPv4UQfBDFrLgjgKoIUEgWrqObLjBBUZ4IRe34IML5ggYoEFX1WloJRNuCh+kC0/cFD4Qf/WHcpUM6KC6ZBPXb+YoaGCGBiZoUQATVLgJX+iFFkFSBsyQYIAGWhTAHXroJCOyhBtcUIACSQutMMBHysV1EQB36BEgZUIFMwzQIlu4wkvKg4AELQqghhnxIgz1pNtIEgEwQo0WUiJyoMNt4QMTVJBQ2AlWCAE/KRuhUhquiwCkIAARSAUgEC/CYRIq+ErZhesFAxqrkkq8r5fN4bguAtFVfbrU9/228MYtyR86cx6iVCkwCjW0kgmJ5iCYoUI6POCNXLhLevihcFn50MITeTgvGsAINZpIN5AgQnFbeMNXysb9qj9slpEifKFFAbyQB61kshm3x9TKZhuzbCuiHurhFtwlfYlxAHBT+OCW8IYBLnCTjHCVDGiAZFw014cGJmRJ7hCSBplmV5gFoEEBwlRpaCzdAABkCHdcEWFQwwQXFCBAyoJOMkIlTLgmgpEqfPGg6jxcJWOJZacJT9wW3rgDL7igAFFSMnylwo7KmcIdBmiQJdyQDi9EScnQogBnRSQEJJvPjFGocQs+yII73KBHhHQTl83haKK6YZnXLckPkhAIxS3chjfckQ8A8P/rfS9iFhKy/vpcusIAPykb9aVblvHXRQCui0AYhcbyGUgWfgiV0izT5AodbglvhEl3SrxPRTabOgKSChFIge6vbc4o1PhDhOGO8EaM+ixMQsJlUQ+5cEUgMpAODwhIlv3BUXNT5AodvKQ8GKCBKwzIh4vl899OugT1X53A7whPpAg/ZMEdzaVEeEt5yBJuiBfhUMMEV8kEP2TCCznQSQVlblOHzc3RXEpEuvBAEgKgF1rLOJUkYBa2fSZ1khFeyEO68EAOXGGGCiao4Ids1JNuQgJQABVuwwcFUKO1dAXXRBBMkhZ+SMdN4Yf7VYWH9C6KCHghFyZIlvflugj8a79X2K8rQroJMyTkCDckww8mqFEgVDBBDRNUUKlUUJmNUMMMV8kAFxiRJ7khVNxCA9VN3BQ+uGiuDw+1ETpzHsxQ4T5V4aVtTonGyBdaBCEd9aRbSIE/3KBHkFTcreCiuR7cVUZkwRNmSMg1qxEh3USolIYsuEMC4IlcGKGGFiZkwR2XpEalbie1wQ1zAK5vLNl6Wh25ubnlT/SXKrUcubq64vz584iKirIZnpCQgBYtWlhuJ6JEN27cQL169bB//37ExMRYhr/yyivYtWsXDh06ZDO9o1qOLqVk47/LXsUM7XdYU9AN3ad/i9fX/45P/+hpmeb65OvwddPCaDJDX2CGRiXhaGI6Ajxc0KaeN6S/Or7cSM/DtA8+w4+6tyyvLRi9BeawdjALwCwELqfmQK0CooM9oS8wQ6dRIVtfAHcXDdQqCUaTGWpJgkpVOM88gwlqlYRcgwkuKjN2bt+GXr16QaUunB4A9EYTdFo10nINMBSYEeLtarOOeQYT3HKuQftxR8swU+epMD/2BszmwnP19AUmGAoEJAnw1GmgkmBZLyEE9AVm5OgL4KJRwctVi7KYzYXzyTeakWsogKdOA51WXWK6HH0BXLVqy3pUxO1sPQrMAv5uasTFxaFPlAm6n0cXrlPsu1BveQ0AsO2pU7iaYcKog32hykkpMR/j67dKDAMKc6lRqwoPF/519e2KxCeEgFnYTms2C8v7WMRQYIaLprAZW/NuMKS/+hOZ7x8GU//FgFQ4Tr36b1BdO1g4b1cfSPkZMEc+AtPf15W6fKPRiLi4OPTq1QtabdnvjyMUbQN3b0MalQSN+t5dLo0mM7R3jRdCWOZjNRAQJhQIFTRqFUxmAZNZwEWjumcuirZ1y3skzJZ8CyEgBKDetwia3fNLxBWV/w0uvR0LACgwmZFnNMFFrSp1u76bEAIZeQXwddeiwGQusf5FsatVks32k280lcjX3Xm9m/rznlAlnbQ8z52WiLjtO21yUfTVYz0PfYEZWpUESfortbDdlkt9D2pYaXFWh9I+I3JydC5qvOUoODgYp0+fLlEcnTp1CgEBAVWZpcMEBgZCrVYjJcX2iyolJQWhoaElptfpdKVeu0mr1dr1zdRobd8KrVYDlWS786rn71nidb1blWy90mgLbJ7ffHw1giI72Qxr06B4nVxcCv/7Fz0AcPeqFa2rh1vhBl00zDoHRY+DfUrPi1arBQzFy0DTPlB3fRlqq3m4lnOZLBcXwKuSDXYuLoC3x73H+1bhfQz1K3xNUS7UmuJ5WB8779GqAaBSAYdK37HeaxuyyWuloyvfvVZZ9eTH9zxLQxr8BXDiK6geeRGqcnJm78+HPVlt5vdU2dC1d/23nVcVcqEpOX2COcQyv8L/gJtricnKFPTXypcWzr0irPb7OOwnaF3dLfMqa34K3WRqhJI/I47mqFxUZhlVOltt6NChmDx5Mnbs2AGTyQSTyYTt27djypQpeOaZZ6oyS4dxcXFBhw4dsG3bNssws9mMbdu22bQkKUFVf6jc/bKgll2qHYvdWK/UA2MBnZd8sdiTyuqXu/VZXapSPmLN+hf+f+Slmo3JHqzXpfFjwP9bAYS2ki+eukIqud24u6jxyd87yBBMNUX3LH8aIoWpUsvR22+/jYSEBPTo0QMaTeEszGYzRowYgXffVf4lzV966SWMHDkSHTt2xIMPPoglS5YgJycHo0ePljs0C+mvEsckpMLj//U6lvOKsuemGNY7fQc3j9com/Uq5zdH60FA738BvpE1G1OFlfU+1LmTWZXB6rORInwRIqUjuHUP9GlVsnWbiOyvSsWRi4sL1qxZg7fffhunTp2Cm5sbWrdujchIpezsy/b000/j5s2bmDVrFpKTk9G2bVts2rSpRCdtRxKi8NpG1iQJiNZ/iQekC1gzcnyF56XsmsMqOGUHWjnWBVHkw0D9B4DgFveaGPBv6JCwqo3XNpJJ8WdjsmESpgYfR0z3N2SMh6huqVJxVKRp06Zo2rSpvWJxqIkTJ2LixIlyh1EmCRLMUOGQaAG4lNFpptwZKagIsYlFQXFVl3VxpNYCz229a7yTFoXXj8kdQd1ktT2dFI3xfXhPxHix1YjIUapUHJlMJqxatQrbtm1DamoqzGbbX5fbt2+/xyupIqp7IEOyHJQrHqIYlTn85EyceV0kiUfPlMaZtyeiWqBKxdGUKVOwatUq9O/fH61atXL4qZV1ggT71TSKen+ctAWlPOV9mSn6QvQVeB/UFTjFi+znru2pFn1SiJxClYqj7777Dt9//z369etn73jIDkrWHAratdrs9BUUV3WV+0vfujiqRetNNePu7YmbDJFDVant1sXFBU2aNLF3LHVa4WXh7uqQXY352XTuVlILjbP2vSlPZYo+n/o1GgrVAiVajpzss1KbPttUJ1WpOJo2bRqWLl2KOnjPWodqG+FbpdeV3C0paEdVW/tSqMq5QrH1Z6Wewq5VU5EvMn7WHYvFBZGsqnRYbe/evdixYwd+/fVX3HfffSWuOrl27Vq7BFdXCRRePn9k5yioJAmPRAdWb4bc0TpAJYo+vh9Unru2EafbZFhMk5OrUnHk6+uLJ5980t6x0F20ahX+8UgVrocj3d1WpKA9q9Pt5Suotq5Xkdq+fkpzVwurWwXunUZE9lOl4mjlypX2joNqkpK+2Kx3+rXo16Uo73BhTqpjAqHa4a7tadTDUfLEQVRHVbkDSEFBAbZu3Yrly5cjKysLQOEd77Ozs+0WHFVNyc6bCiqOFBWLHQU0Afyiiv87lVr6njizu4qjxkElbzpNRDWnSi1HV69eRZ8+fZCYmAi9Xo9evXrBy8sLCxYsgF6vxyeffGLvOGu9wtuHFKvu15UkKfVstVraIdvFA5h0ovBxaTebJaqM2vo5IXISVfoETpkyBR07dkRaWhrc3Nwsw5988kmbu91T1VT7CtmKvs6RgmKxN5Wq9hZGtegQqFPwLL5VSAHY34jI0arUcrRnzx7s378fLi62V82NiorC9evX7RIY2ZGSChL+IlYeJW0fVKjxY1joOgnHM31gYnFE5HBVKo7MZjNMJlOJ4X/++Se8vLyqHRRVT+GdR5R6RWYlxUIVxgLKsVRqbNL2xB/mHLkjIaqTqvQzPjY2FkuWLLE8lyQJ2dnZmD17Nm8pYid2vV+dkr7YlBQL/YXvCRGRtSq1HL3//vvo06cPWrZsifz8fDz77LO4dOkSAgMD8e2339o7xjpDstOt0UsUVkoqSHhYjYiIFK5KxVFERAROnTqFNWvW4NSpU8jOzsaYMWMwbNgwmw7aVHG2/V0VVMzYXW1eNyelpOKZLJz6XeE2RU6u0sWR0WhE8+bNsWHDBgwbNgzDhg2ribioGhS9W7JuOSrvfmSkHDxbzeGcOuPcXsjJVbo40mq1yM/Pr4lYyIqiC5zqUKmAdsOBtASg/gNyR0NERFRClTqATJgwAQsWLEBBQYG94yE7kCT79V+qEQM+BEZtANTa8qclB6hAKc7DJERUh1Spz9GRI0ewbds2bNmyBa1bt4aHh4fN+LVr19oluLpG0QUN1V5RjwCXNgP+jeWOhIhIEapUHPn6+mLQoEH2jqVOE3YsjEreW42oDP3fB463AVoOlDsSIiJFqFJxtHLlSnvHQVYEpGofxWArFFWYbwOg+xtyR0FEpBhVvuhMQUEBtm7diuXLlyMrKwsAcOPGDWRnZ9stOKoiNhyRvfHsIyKqQ6rUcnT16lX06dMHiYmJ0Ov16NWrF7y8vLBgwQLo9Xp88skn9o6TiIicBS/TQU6uSi1HU6ZMQceOHZGWlmZz0ccnn3wS27Zts1twVDWFZ6sR2RHPVqPKeHhq4f92w2UNg6iqqtRytGfPHuzfvx8uLi42w6OionD9+nW7BFYXSTaP+WVERE6qxePAC4eAAJ4BSc6pSsWR2WyGyWQqMfzPP/+El5dXtYOqi6y7dLB3BxE5NUkCgpvLHQVRlVXpsFpsbCyWLFlieS5JErKzszF79mz069fPXrEREREROVyVWo4WLVqE3r17o2XLlsjPz8ezzz6LS5cuITAwEN9++629Y6yTVNW8ef1Rc1NkCne4hjWHS/mTE5HSsAmZSDZVKo7q16+PU6dOYc2aNTh16hSys7MxZswYDBs2zKaDNlWcJjsJvdRHAQAPNPSHTlO9sz3yoUMH/SfY80wvhNojQCIiojqiwsVR+/btsW3bNvj5+eGtt97Cyy+/jGHDhmHYsGE1GV+d4ZFyBBGqBABAs1Bfu8zTCA0gVbMJiojkwXMyiGRT4W/Oc+fOIScnBwAwd+5cXuzRzgp0vjhuboIjUmugXfUKTl6vj4iIqOoq3HLUtm1bjB49Go888giEEHj//ffh6elZ6rSzZs2yW4B1RU79LnjK8BbCfFxxILyd3ebLy9MQERFVToWLo1WrVmH27NnYsGEDJEnCr7/+Co2m5MslSWJxRERERE6rwsVRs2bN8N133wEAVCoVtm3bhuDg4BoLjIiIiEgOFe5z1L59e6SlpQEAZs+efc9DaqQA7HNE5Pz4OSaSTZU6ZL/11lvskO0k2OWIiIioctghWyF4hhkR2eAvGyLZsEO2wthjf+jpqoGHixoFZgF/D14fm4iIqDLYIbsWUqskHJ/VC0IAGjUvAklERFQZVbp9iNlstnccZGfVvf0IERFRXVXh4uiXX35B3759odVq8csvv5Q57RNPPFHtwIiI6jT2QySSTYWLo4EDByI5ORnBwcEYOHDgPaeTJAkmk8kesRERERE5XIWLI+tDaTysZn+CPxOJiIgUodJ9jsxmM1atWoW1a9ciISEBkiShUaNGGDRoEIYPHw6JN/OqFuaPiIhIXpU6lUkIgSeeeALPPfccrl+/jtatW+O+++5DQkICRo0ahSeffLKm4iQiqlv4O4lINpVqOVq1ahV2796Nbdu24bHHHrMZt337dgwcOBCrV6/GiBEj7BokERERkaNUquXo22+/xWuvvVaiMAKA7t2749VXX8XXX39tt+CIiIiIHK1SxdHp06fRp0+fe47v27cvTp06Ve2g6iLePoSIbHCfQCSbShVHd+7cQUhIyD3Hh4SEIC0trdpBEREREcmlUsWRyWQq9X5qRdRqNQoKCqodFBEREZFcKtUhWwiBUaNGQafTlTper9fbJSgiUhge9yWiOqRSxdHIkSPLnYZnqhER2QFP5SeSTaWKo5UrV9ZUHESkZLw4KRHVIZXqc0Q1hwctiMgGdwpEsmFxpDD8gU5ERCQvFkdEREREVlgcEVH5eLYaEdUhLI6IiIiIrLA4UgjBX+akZOwM53hMOZFsWBwpDL+DiIiI5MXiiIhIidiYTCQbFkdEREREVlgcEVH53PzkjoCIyGFYHBHRvQ1fB4S3A4b9KHckREQO4xTFUUJCAsaMGYOGDRvCzc0NjRs3xuzZs2EwGGymO336NB599FG4uroiIiICCxcuLDGvH374Ac2bN4erqytat26NjRs3Omo1ysTuBaRIjR8Dxu0EwtrIHQkRkcM4RXF0/vx5mM1mLF++HL///jsWL16MTz75BK+99pplmszMTMTGxiIyMhLHjh3De++9hzlz5uDTTz+1TLN//34MHToUY8aMwYkTJzBw4EAMHDgQZ86ckWO1SiXx/F0iAngqP5GMNHIHUBF9+vRBnz59LM8bNWqECxcuYNmyZXj//fcBAF9//TUMBgM+//xzuLi44L777sPJkyfxwQcfYNy4cQCApUuXok+fPpg+fToA4O2330ZcXBw+/PBDfPLJJ45fMSKie2FzMpFsnKI4Kk1GRgb8/f0tzw8cOIAuXbrAxcXFMqx3795YsGAB0tLS4OfnhwMHDuCll16ymU/v3r2xbt26ey5Hr9dDr9dbnmdmZgIAjEYjjEajndYGKCgoAFB4MUh7zrcmFMWn9DgdoaK50IS0hpTyG8yNusNUi/PGbaNYdXNhfWFYZ88nt4tizEUxR+eiMstxyuLo8uXL+L//+z9LqxEAJCcno2HDhjbThYSEWMb5+fkhOTnZMsx6muTk5Hsua968eZg7d26J4Vu2bIG7u3t1VsNGQhYAaJCbm6uYflDliYuLkzsExSgvF7qgsainOYhrHo/A6CTvb3Vw2yhW1Vzk5KhRdGzNWfYJ5eF2UYy5KOaoXOTm5lZ4WlmLo1dffRULFiwoc5pz586hefPmlufXr19Hnz59MHjwYIwdO7amQ8TMmTNtWpsyMzMRERGB2NhYeHt72205J66lY/GZw3B3d0e/fo/abb41wWg0Ii4uDr169YJWq5U7HFlVLhfPonk5Uzg7bhvFqpuLJRf3AvmFO/N+/frZOzyH4nZRjLko5uhcFB35qQhZi6Np06Zh1KhRZU7TqFEjy+MbN27gscceQ+fOnW06WgNAaGgoUlJSbIYVPQ8NDS1zmqLxpdHpdNDpdCWGa7Vau76ZanXhWyFJktN8YOydA2fGXNhiPopVNReS1b2EaksuuV0UYy6KOSoXlVmGrMVRUFAQgoKCKjTt9evX8dhjj6FDhw5YuXIlVCrbE+1iYmLw+uuvw2g0WhIQFxeHZs2awc/PzzLNtm3bMHXqVMvr4uLiEBMTY58VsgPeW42IiEheTnEq//Xr19GtWzc0aNAA77//Pm7evInk5GSbvkLPPvssXFxcMGbMGPz+++9Ys2YNli5danNIbMqUKdi0aRMWLVqE8+fPY86cOTh69CgmTpwox2oRERGRAjlFh+y4uDhcvnwZly9fRv369W3GFZ3R4ePjgy1btmDChAno0KEDAgMDMWvWLMtp/ADQuXNnfPPNN3jjjTfw2muvITo6GuvWrUOrVq0cuj5ERESkXE5RHI0aNarcvkkA0KZNG+zZs6fMaQYPHozBgwfbKTIiIiKqbZzisFrdwCu+ERERKQGLI4Vhf2wiIiJ5sTgiIiIissLiiIiIiMgKiyMiIgVqH1l4fTYVj7UTOZxTnK1GRFTXzHq8JRr4u+NvbcLkDoWozmFxpBCCJ6sRkRVvVy0m94iWOwyiOomH1RRG4v1DiIiIZMXiiIiIiMgKiyMiIiIiKyyOiIiIiKywOFII9scmIiJSBhZHCsPu2ERERPJicURERERkhcURERERkRUWR0RERERWWBwRERERWWFxpBC8fQgREZEysDhSGp6uRkREJCsWR0RERERWWBwRERERWWFxRERERGSFxZFCCPbIJiIiUgQWRwrD/thERETyYnFEREREZIXFEREREZEVFkdEREREVlgcEREREVlhcaQQPFeNiIhIGVgcKYwk8Xw1IiIiObE4IiIiIrLC4oiIiIjICosjIiIiIissjoiIiIissDhSCN5ajYiISBlYHCkMz1UjIiKSF4sjIiIiIissjoiIiIissDgiIiIissLiSCEEbyBCRESkCCyOFIZ3DyEiIpIXiyMiIiIiKyyOiIiIiKywOCIiIiKywuKIiIiIyAqLI6XgyWpERESKwOJIYSTeQISIiEhWLI6IiIiIrLA4IiIiIrLC4oiIiIjICosjhWB/bCIiImVgcaQwvH0IERGRvFgcEREREVlhcURERERkhcURERERkRUWR0RERERWWBwphODpakRERIrA4oiIiIjICosjIiIiIissjoiIiIissDgiIiIissLiiIiIiMgKiyOFELy7GhERkSKwOFIYiTdXIyIikhWLIyIiIiIrTlcc6fV6tG3bFpIk4eTJkzbjTp8+jUcffRSurq6IiIjAwoULS7z+hx9+QPPmzeHq6orWrVtj48aNDoqciIiInIHTFUevvPIKwsPDSwzPzMxEbGwsIiMjcezYMbz33nuYM2cOPv30U8s0+/fvx9ChQzFmzBicOHECAwcOxMCBA3HmzBlHrgIREREpmFMVR7/++iu2bNmC999/v8S4r7/+GgaDAZ9//jnuu+8+PPPMM5g8eTI++OADyzRLly5Fnz59MH36dLRo0QJvv/022rdvjw8//NCRq1Eq3j6EiIhIGTRyB1BRKSkpGDt2LNatWwd3d/cS4w8cOIAuXbrAxcXFMqx3795YsGAB0tLS4OfnhwMHDuCll16yeV3v3r2xbt26ey5Xr9dDr9dbnmdmZgIAjEYjjEZjNdeqWIGpoPCBEHadb00oik/pcToCc2GL+SjGXBRjLooxF8UcnYvKLMcpiiMhBEaNGoV//vOf6NixIxISEkpMk5ycjIYNG9oMCwkJsYzz8/NDcnKyZZj1NMnJyfdc9rx58zB37twSw7ds2VJqkVZV59MlAGpkZmY6TT+ouLg4uUNQDObCFvNRjLkoxlwUYy6KOSoXubm5FZ5W1uLo1VdfxYIFC8qc5ty5c9iyZQuysrIwc+ZMB0VWbObMmTatTZmZmYiIiEBsbCy8vb3tthyvy7ew7NxxeHt7o1+/GLvNtyYYjUbExcWhV69e0Gq1cocjK+bCFvNRjLkoxlwUYy6KOToXRUd+KkLW4mjatGkYNWpUmdM0atQI27dvx4EDB6DT6WzGdezYEcOGDcMXX3yB0NBQpKSk2Iwveh4aGmr5X9o0ReNLo9PpSiwXALRarV3fTI268K2QJMlpPjD2zoEzYy5sMR/FmItizEUx5qKYo3JRmWXIWhwFBQUhKCio3On+/e9/45133rE8v3HjBnr37o01a9agU6dOAICYmBi8/vrrMBqNlgTExcWhWbNm8PPzs0yzbds2TJ061TKvuLg4xMQou6WGiIiIHMcp+hw1aNDA5rmnpycAoHHjxqhfvz4A4Nlnn8XcuXMxZswYzJgxA2fOnMHSpUuxePFiy+umTJmCrl27YtGiRejfvz++++47HD161OZ0f7nwZDUiIiJlcKpT+cvi4+ODLVu24MqVK+jQoQOmTZuGWbNmYdy4cZZpOnfujG+++Qaffvop7r//fvz4449Yt24dWrVqJWPktnj3ECIiInk5RcvR3aKioiBKuTBQmzZtsGfPnjJfO3jwYAwePLimQiMiIiInV2tajoiIiIjsgcURERERkRUWRwpR2mFCIiIicjwWRwrDDtlERETyYnFEREREZIXFEREREZEVFkdEREREVlgcEREREVlhcaQQPFeNiIhIGVgcKYwEnq5GREQkJxZHRERERFZYHBERERFZYXFEREREZIXFEREREZEVFkdKwdPViIiIFIHFkcLw3mpERETyYnFEREREZIXFEREREZEVFkdEREREVlgcKYRgj2wiIiJFYHGkMOyPTUREJC8WR0RERERWWBwRERERWWFxRERERGSFxRERERGRFRZHCiF4shoREZEisDhSGt4/hIiISFYsjoiIiIissDgiIiIissLiSCFyDSa5QyAiIiKwOFKMowl35A6BiIiIwOJIMR5sGAB3FzX6tw6VOxQiIqI6TSN3AFSof5sw9G8TJncYREREdR5bjoiIiIissDgiIiIissLiiIiIiMgKiyMiIiIiKyyOiIiIiKywOCIiIiKywuKIiIiIyAqLIyIiIiIrLI6IiIiIrLA4IiIiIrLC4oiIiIjICosjIiIiIissjoiIiIissDgiIiIisqKROwBnI4QAAGRmZsociXyMRiNyc3ORmZkJrVYrdziyYi5sMR/FmItizEUx5qKYo3NR9L1d9D1eFhZHlZSVlQUAiIiIkDkSIiIiqqysrCz4+PiUOY0kKlJCkYXZbMaNGzfg5eUFSZLkDkcWmZmZiIiIwLVr1+Dt7S13OLJiLmwxH8WYi2LMRTHmopijcyGEQFZWFsLDw6FSld2riC1HlaRSqVC/fn25w1AEb2/vOv/hLsJc2GI+ijEXxZiLYsxFMUfmorwWoyLskE1ERERkhcURERERkRUWR1RpOp0Os2fPhk6nkzsU2TEXtpiPYsxFMeaiGHNRTMm5YIdsIiIiIitsOSIiIiKywuKIiIiIyAqLIyIiIiIrLI6IiIiIrLA4olLNmzcPDzzwALy8vBAcHIyBAwfiwoULNtN069YNkiTZ/P3zn/+UKeKaNWfOnBLr2rx5c8v4/Px8TJgwAQEBAfD09MSgQYOQkpIiY8Q1JyoqqkQuJEnChAkTANTu7WL37t14/PHHER4eDkmSsG7dOpvxQgjMmjULYWFhcHNzQ8+ePXHp0iWbae7cuYNhw4bB29sbvr6+GDNmDLKzsx24FvZRVi6MRiNmzJiB1q1bw8PDA+Hh4RgxYgRu3LhhM4/StqX58+c7eE3so7xtY9SoUSXWtU+fPjbT1IVtA0Cp+w9JkvDee+9ZppF722BxRKXatWsXJkyYgIMHDyIuLg5GoxGxsbHIycmxmW7s2LFISkqy/C1cuFCmiGvefffdZ7Oue/futYx78cUX8d///hc//PADdu3ahRs3buCpp56SMdqac+TIEZs8xMXFAQAGDx5smaa2bhc5OTm4//778dFHH5U6fuHChfj3v/+NTz75BIcOHYKHhwd69+6N/Px8yzTDhg3D77//jri4OGzYsAG7d+/GuHHjHLUKdlNWLnJzc3H8+HG8+eabOH78ONauXYsLFy7giSeeKDHtW2+9ZbOtTJo0yRHh21152wYA9OnTx2Zdv/32W5vxdWHbAGCTg6SkJHz++eeQJAmDBg2ymU7WbUMQVUBqaqoAIHbt2mUZ1rVrVzFlyhT5gnKg2bNni/vvv7/Ucenp6UKr1YoffvjBMuzcuXMCgDhw4ICDIpTPlClTROPGjYXZbBZC1J3tAoD4+eefLc/NZrMIDQ0V7733nmVYenq60Ol04ttvvxVCCHH27FkBQBw5csQyza+//iokSRLXr193WOz2dncuSnP48GEBQFy9etUyLDIyUixevLhmg5NBafkYOXKkGDBgwD1fU5e3jQEDBoju3bvbDJN722DLEVVIRkYGAMDf399m+Ndff43AwEC0atUKM2fORG5urhzhOcSlS5cQHh6ORo0aYdiwYUhMTAQAHDt2DEajET179rRM27x5czRo0AAHDhyQK1yHMBgM+Oqrr/CPf/zD5kbMdWm7KHLlyhUkJyfbbAc+Pj7o1KmTZTs4cOAAfH190bFjR8s0PXv2hEqlwqFDhxwesyNlZGRAkiT4+vraDJ8/fz4CAgLQrl07vPfeeygoKJAnQAfYuXMngoOD0axZM4wfPx63b9+2jKur20ZKSgr+97//YcyYMSXGyblt8MazVC6z2YypU6fi4YcfRqtWrSzDn332WURGRiI8PBynT5/GjBkzcOHCBaxdu1bGaGtGp06dsGrVKjRr1gxJSUmYO3cuHn30UZw5cwbJyclwcXEpsdMPCQlBcnKyPAE7yLp165Ceno5Ro0ZZhtWl7cJa0XsdEhJiM9x6O0hOTkZwcLDNeI1GA39//1q9reTn52PGjBkYOnSozQ1GJ0+ejPbt28Pf3x/79+/HzJkzkZSUhA8++EDGaGtGnz598NRTT6Fhw4aIj4/Ha6+9hr59++LAgQNQq9V1dtv44osv4OXlVaIbgtzbBosjKteECRNw5swZmz42AGyOhbdu3RphYWHo0aMH4uPj0bhxY0eHWaP69u1redymTRt06tQJkZGR+P777+Hm5iZjZPJasWIF+vbti/DwcMuwurRdUPmMRiOGDBkCIQSWLVtmM+6ll16yPG7Tpg1cXFzw/PPPY968eYq8pUR1PPPMM5bHrVu3Rps2bdC4cWPs3LkTPXr0kDEyeX3++ecYNmwYXF1dbYbLvW3wsBqVaeLEidiwYQN27NiB+vXrlzltp06dAACXL192RGiy8vX1RdOmTXH58mWEhobCYDAgPT3dZpqUlBSEhobKE6ADXL16FVu3bsVzzz1X5nR1Zbsoeq/vPkvRejsIDQ1FamqqzfiCggLcuXOnVm4rRYXR1atXERcXZ9NqVJpOnTqhoKAACQkJjglQRo0aNUJgYKDlc1HXtg0A2LNnDy5cuFDuPgRw/LbB4ohKJYTAxIkT8fPPP2P79u1o2LBhua85efIkACAsLKyGo5NfdnY24uPjERYWhg4dOkCr1WLbtm2W8RcuXEBiYiJiYmJkjLJmrVy5EsHBwejfv3+Z09WV7aJhw4YIDQ212Q4yMzNx6NAhy3YQExOD9PR0HDt2zDLN9u3bYTabLUVkbVFUGF26dAlbt25FQEBAua85efIkVCpVicNLtdGff/6J27dvWz4XdWnbKLJixQp06NAB999/f7nTOnzbkK0rOCna+PHjhY+Pj9i5c6dISkqy/OXm5gohhLh8+bJ46623xNGjR8WVK1fE+vXrRaNGjUSXLl1kjrxmTJs2TezcuVNcuXJF7Nu3T/Ts2VMEBgaK1NRUIYQQ//znP0WDBg3E9u3bxdGjR0VMTIyIiYmROeqaYzKZRIMGDcSMGTNshtf27SIrK0ucOHFCnDhxQgAQH3zwgThx4oTlDKz58+cLX19fsX79enH69GkxYMAA0bBhQ5GXl2eZR58+fUS7du3EoUOHxN69e0V0dLQYOnSoXKtUZWXlwmAwiCeeeELUr19fnDx50mYfotfrhRBC7N+/XyxevFicPHlSxMfHi6+++koEBQWJESNGyLxmVVNWPrKyssTLL78sDhw4IK5cuSK2bt0q2rdvL6Kjo0V+fr5lHnVh2yiSkZEh3N3dxbJly0q8XgnbBosjKhWAUv9WrlwphBAiMTFRdOnSRfj7+wudTieaNGkipk+fLjIyMuQNvIY8/fTTIiwsTLi4uIh69eqJp59+Wly+fNkyPi8vT7zwwgvCz89PuLu7iyeffFIkJSXJGHHN2rx5swAgLly4YDO8tm8XO3bsKPVzMXLkSCFE4en8b775pggJCRE6nU706NGjRI5u374thg4dKjw9PYW3t7cYPXq0yMrKkmFtqqesXFy5cuWe+5AdO3YIIYQ4duyY6NSpk/Dx8RGurq6iRYsW4t1337UpFpxJWfnIzc0VsbGxIigoSGi1WhEZGSnGjh0rkpOTbeZRF7aNIsuXLxdubm4iPT29xOuVsG1IQghRo01TRERERE6EfY6IiIiIrLA4IiIiIrLC4oiIiIjICosjIiIiIissjoiIiIissDgiIiIissLiiIiIiMgKiyMiIiIiKyyOiEixRo0ahYEDB8q2/OHDh+Pdd9+t1jxWrVoFX1/fSr3mmWeewaJFi6q1XCKqOl4hm4hkIUlSmeNnz56NF198EUKIShcX9nDq1Cl0794dV69ehaenZ5Xnk5eXh6ysrErdMPPMmTPo0qULrly5Ah8fnyovm4iqhsUREckiOTnZ8njNmjWYNWsWLly4YBnm6elZraKkup577jloNBp88sknsiz/gQcewKhRozBhwgRZlk9Ul/GwGhHJIjQ01PLn4+MDSZJshnl6epY4rNatWzdMmjQJU6dOhZ+fH0JCQvDZZ58hJycHo0ePhpeXF5o0aYJff/3VZllnzpxB37594enpiZCQEAwfPhy3bt26Z2wmkwk//vgjHn/8cZvhUVFReOeddzBixAh4enoiMjISv/zyC27evIkBAwbA09MTbdq0wdGjRy2vufuw2pw5c9C2bVt8+eWXiIqKgo+PD5555hlkZWXZLOvxxx/Hd999V4XMElF1sTgiIqfyxRdfIDAwEIcPH8akSZMwfvx4DB48GJ07d8bx48cRGxuL4cOHIzc3FwCQnp6O7t27o127djh69Cg2bdqElJQUDBky5J7LOH36NDIyMtCxY8cS4xYvXoyHH34YJ06cQP/+/TF8+HCMGDECf//733H8+HE0btwYI0aMQFmN8vHx8Vi3bh02bNiADRs2YNeuXZg/f77NNA8++CAOHz4MvV5fxUwRUVWxOCIip3L//ffjjTfeQHR0NGbOnAlXV1cEBgZi7NixiI6OxqxZs3D79m2cPn0aAPDhhx+iXbt2ePfdd9G8eXO0a9cOn3/+OXbs2IGLFy+WuoyrV69CrVaX2k+oX79+eP755y3LyszMxAMPPIDBgwejadOmmDFjBs6dO4eUlJR7roPZbMaqVavQqlUrPProoxg+fDi2bdtmM014eDgMBoPN4UcicgyN3AEQEVVGmzZtLI/VajUCAgLQunVry7CQkBAAQGpqKoDCjtU7duwotf9SfHw8mjZtWmJ4Xl4edDpdqZ3GrZdftKx7LT80NLTUdYiKioKXl5fleVhYmCXeIm5ubgBgaQEjIsdhcURETkWr1do8lyTJZlhRQWM2mwEA2dnZePzxx7FgwYIS8woLCyt1GYGBgcjNzYXBYICLi8s9l1+0rLKWX9F1uHv6O3fuAACCgoLuOR8iqhksjoioVmvfvj1++uknREVFQaOp2C6vbdu2AICzZ89aHjvamTNnUL9+fQQGBsqyfKK6jH2OiKhWmzBhAu7cuYOhQ4fiyJEjiI+Px+bNmzF69GiYTKZSXxMUFIT27dtj7969Do622J49exAbGyvb8onqMhZHRFSrhYeHY9++fTCZTIiNjUXr1q0xdepU+Pr6QqW69y7wueeew9dff+3ASIvl5+dj3bp1GDt2rCzLJ6rreBFIIqJS5OXloVmzZlizZg1iYmIcuuxly5bh559/xpYtWxy6XCIqxJYjIqJSuLm5YfXq1WVeLLKmaLVa/N///Z/Dl0tEhdhyRERERGSFLUdEREREVlgcEREREVlhcURERERkhcURERERkRUWR0RERERWWBwRERERWWFxRERERGSFxRERERGRFRZHRERERFb+PxTGwmUYFEC2AAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(data_vitalDB.index/60, data_vitalDB['Orchestra/PPF20_RATE']-data_vitalDB['simulated_propo_rate'], label='difference Propofol rate')\n", "plt.plot(data_vitalDB.index/60, data_vitalDB['Orchestra/RFTN20_RATE']-data_vitalDB['simulated_remi_rate'], label='difference Remifentanil rate')\n", "plt.xlabel('Time (min)')\n", "plt.ylabel('Difference')\n", "plt.legend()\n", "plt.grid()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here we can observe some difference between the clinical data and the TCI algorithm implemented in PAS. While those differences are significant when looking at the drug rate, the drug concentrations are quite similar." ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# plot the data\n", "plt.subplot(2, 1, 1)\n", "plt.plot((data_vitalDB.index - data_vitalDB.index[0])/60, data_vitalDB['Orchestra/PPF20_CE'], label='Propofol effect site concentration from vitaldb TCI')\n", "plt.plot(simu_vdb.dataframe['Time']/60, simu_vdb.dataframe['x_propo_4'],'--', label='Simulated Propofol ce from VitalDB inputs')\n", "plt.plot(simu_tci.dataframe['Time']/60, simu_tci.dataframe['x_propo_4'],'--', label='Simulated Propofol ce from TCI inputs')\n", "plt.ylabel('Drug rate')\n", "plt.legend()\n", "plt.grid()\n", "\n", "plt.subplot(2, 1, 2)\n", "plt.plot((data_vitalDB.index - data_vitalDB.index[0])/60, data_vitalDB['Orchestra/RFTN20_CE'], label='Remifentanil effect site concentration from vitaldb TCI')\n", "plt.plot(simu_vdb.dataframe['Time']/60, simu_vdb.dataframe['x_remi_4'],'--', label='Simulated Remifentanil ce from VitalDB inputs')\n", "plt.plot(simu_tci.dataframe['Time']/60, simu_tci.dataframe['x_remi_4'],'--', label='Simulated Remifentanil ce from TCI inputs')\n", "plt.ylabel('Drug rate')\n", "plt.xlabel('Time (min)')\n", "plt.legend()\n", "plt.grid()\n", "\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The difference at the end might come from the forward fill method used to fill the missing values in the clinical data." ] } ], "metadata": { "kernelspec": { "display_name": "python-anesthesia-simulator", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.12.3" } }, "nbformat": 4, "nbformat_minor": 4 }